From f456f7a4186eedaf407d3d983dd23309abce71ae Mon Sep 17 00:00:00 2001 From: Jeff Donahue Date: Thu, 4 Feb 2016 01:18:38 -0800 Subject: [PATCH 01/28] Update brewing LogReg notebook to include creating solvers in notebook Remove precreated solvers --- examples/02-brewing-logreg.ipynb | 106 ++++++++++++++++++--- .../hdf5_classification/nonlinear_solver.prototxt | 15 --- examples/hdf5_classification/solver.prototxt | 15 --- 3 files changed, 91 insertions(+), 45 deletions(-) delete mode 100644 examples/hdf5_classification/nonlinear_solver.prototxt delete mode 100644 examples/hdf5_classification/solver.prototxt diff --git a/examples/02-brewing-logreg.ipynb b/examples/02-brewing-logreg.ipynb index d36871fcdfd..51fe73606ad 100644 --- a/examples/02-brewing-logreg.ipynb +++ b/examples/02-brewing-logreg.ipynb @@ -4816,7 +4816,7 @@ "%%timeit\n", "# Train and test the scikit-learn SGD logistic regression.\n", "clf = sklearn.linear_model.SGDClassifier(\n", - " loss='log', n_iter=1000, penalty='l2', alpha=1e-3, class_weight='auto')\n", + " loss='log', n_iter=1000, penalty='l2', alpha=5e-4, class_weight='auto')\n", "\n", "clf.fit(X, y)\n", "yt_pred = clf.predict(Xt)\n", @@ -4891,11 +4891,13 @@ " n.accuracy = L.Accuracy(n.ip1, n.label)\n", " n.loss = L.SoftmaxWithLoss(n.ip1, n.label)\n", " return n.to_proto()\n", - " \n", - "with open('examples/hdf5_classification/logreg_auto_train.prototxt', 'w') as f:\n", + "\n", + "train_net_path = 'examples/hdf5_classification/logreg_auto_train.prototxt'\n", + "with open(train_net_path, 'w') as f:\n", " f.write(str(logreg('examples/hdf5_classification/data/train.txt', 10)))\n", - " \n", - "with open('examples/hdf5_classification/logreg_auto_test.prototxt', 'w') as f:\n", + "\n", + "test_net_path = 'examples/hdf5_classification/logreg_auto_test.prototxt'\n", + "with open(test_net_path, 'w') as f:\n", " f.write(str(logreg('examples/hdf5_classification/data/test.txt', 10)))" ] }, @@ -4903,6 +4905,74 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "Now, we'll define our \"solver\" which trains the network by specifying the locations of the train and test nets we defined above, as well as setting values for various parameters used for learning, display, and \"snapshotting\"." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from caffe.proto import caffe_pb2\n", + "\n", + "def solver(train_net_path, test_net_path):\n", + " s = caffe_pb2.SolverParameter()\n", + "\n", + " # Specify locations of the train and test networks.\n", + " s.train_net = train_net_path\n", + " s.test_net.append(test_net_path)\n", + "\n", + " s.test_interval = 1000 # Test after every 1000 training iterations.\n", + " s.test_iter.append(250) # Test 250 \"batches\" each time we test.\n", + "\n", + " s.max_iter = 10000 # # of times to update the net (training iterations)\n", + "\n", + " # Set the initial learning rate for stochastic gradient descent (SGD).\n", + " s.base_lr = 0.01 \n", + "\n", + " # Set `lr_policy` to define how the learning rate changes during training.\n", + " # Here, we 'step' the learning rate by multiplying it by a factor `gamma`\n", + " # every `stepsize` iterations.\n", + " s.lr_policy = 'step'\n", + " s.gamma = 0.1\n", + " s.stepsize = 5000\n", + "\n", + " # Set other optimization parameters. Setting a non-zero `momentum` takes a\n", + " # weighted average of the current gradient and previous gradients to make\n", + " # learning more stable. L2 weight decay regularizes learning, to help prevent\n", + " # the model from overfitting.\n", + " s.momentum = 0.9\n", + " s.weight_decay = 5e-4\n", + "\n", + " # Display the current training loss and accuracy every 1000 iterations.\n", + " s.display = 1000\n", + "\n", + " # Snapshots are files used to store networks we've trained. Here, we'll\n", + " # snapshot every 10K iterations -- just once at the end of training.\n", + " # For larger networks that take longer to train, you may want to set\n", + " # snapshot < max_iter to save the network and training state to disk during\n", + " # optimization, preventing disaster in case of machine crashes, etc.\n", + " s.snapshot = 10000\n", + " s.snapshot_prefix = 'examples/hdf5_classification/data/train'\n", + "\n", + " # We'll train on the CPU for fair benchmarking against scikit-learn.\n", + " # Changing to GPU should result in much faster training!\n", + " s.solver_mode = caffe_pb2.SolverParameter.CPU\n", + " \n", + " return s\n", + "\n", + "solver_path = 'examples/hdf5_classification/logreg_solver.prototxt'\n", + "with open(solver_path, 'w') as f:\n", + " f.write(str(solver(train_net_path, test_net_path)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "Time to learn and evaluate our Caffeinated logistic regression in Python." ] }, @@ -4928,7 +4998,7 @@ "source": [ "%%timeit\n", "caffe.set_mode_cpu()\n", - "solver = caffe.get_solver('examples/hdf5_classification/solver.prototxt')\n", + "solver = caffe.get_solver(solver_path)\n", "solver.solve()\n", "\n", "accuracy = 0\n", @@ -5261,7 +5331,7 @@ } ], "source": [ - "!./build/tools/caffe train -solver examples/hdf5_classification/solver.prototxt" + "!./build/tools/caffe train -solver examples/hdf5_classification/logreg_solver.prototxt" ] }, { @@ -5270,7 +5340,7 @@ "source": [ "If you look at output or the `logreg_auto_train.prototxt`, you'll see that the model is simple logistic regression.\n", "We can make it a little more advanced by introducing a non-linearity between weights that take the input and weights that give the output -- now we have a two-layer network.\n", - "That network is given in `nonlinear_auto_train.prototxt`, and that's the only change made in `nonlinear_solver.prototxt` which we will now use.\n", + "That network is given in `nonlinear_auto_train.prototxt`, and that's the only change made in `nonlinear_logreg_solver.prototxt` which we will now use.\n", "\n", "The final accuracy of the new network should be higher than logistic regression!" ] @@ -5300,12 +5370,18 @@ " n.accuracy = L.Accuracy(n.ip2, n.label)\n", " n.loss = L.SoftmaxWithLoss(n.ip2, n.label)\n", " return n.to_proto()\n", - " \n", - "with open('examples/hdf5_classification/nonlinear_auto_train.prototxt', 'w') as f:\n", + "\n", + "train_net_path = 'examples/hdf5_classification/nonlinear_auto_train.prototxt'\n", + "with open(train_net_path, 'w') as f:\n", " f.write(str(nonlinear_net('examples/hdf5_classification/data/train.txt', 10)))\n", - " \n", - "with open('examples/hdf5_classification/nonlinear_auto_test.prototxt', 'w') as f:\n", - " f.write(str(nonlinear_net('examples/hdf5_classification/data/test.txt', 10)))" + "\n", + "test_net_path = 'examples/hdf5_classification/nonlinear_auto_test.prototxt'\n", + "with open(test_net_path, 'w') as f:\n", + " f.write(str(nonlinear_net('examples/hdf5_classification/data/test.txt', 10)))\n", + "\n", + "solver_path = 'examples/hdf5_classification/nonlinear_logreg_solver.prototxt'\n", + "with open(solver_path, 'w') as f:\n", + " f.write(str(solver(train_net_path, test_net_path)))" ] }, { @@ -5330,7 +5406,7 @@ "source": [ "%%timeit\n", "caffe.set_mode_cpu()\n", - "solver = caffe.get_solver('examples/hdf5_classification/nonlinear_solver.prototxt')\n", + "solver = caffe.get_solver(solver_path)\n", "solver.solve()\n", "\n", "accuracy = 0\n", @@ -5727,7 +5803,7 @@ } ], "source": [ - "!./build/tools/caffe train -solver examples/hdf5_classification/nonlinear_solver.prototxt" + "!./build/tools/caffe train -solver examples/hdf5_classification/nonlinear_logreg_solver.prototxt" ] }, { diff --git a/examples/hdf5_classification/nonlinear_solver.prototxt b/examples/hdf5_classification/nonlinear_solver.prototxt deleted file mode 100644 index b4aacf6e423..00000000000 --- a/examples/hdf5_classification/nonlinear_solver.prototxt +++ /dev/null @@ -1,15 +0,0 @@ -train_net: "examples/hdf5_classification/nonlinear_auto_train.prototxt" -test_net: "examples/hdf5_classification/nonlinear_auto_test.prototxt" -test_iter: 250 -test_interval: 1000 -base_lr: 0.01 -lr_policy: "step" -gamma: 0.1 -stepsize: 5000 -display: 1000 -max_iter: 10000 -momentum: 0.9 -weight_decay: 0.0005 -snapshot: 10000 -snapshot_prefix: "examples/hdf5_classification/data/train" -solver_mode: CPU diff --git a/examples/hdf5_classification/solver.prototxt b/examples/hdf5_classification/solver.prototxt deleted file mode 100644 index 8587b5a1e5a..00000000000 --- a/examples/hdf5_classification/solver.prototxt +++ /dev/null @@ -1,15 +0,0 @@ -train_net: "examples/hdf5_classification/logreg_auto_train.prototxt" -test_net: "examples/hdf5_classification/logreg_auto_test.prototxt" -test_iter: 250 -test_interval: 1000 -base_lr: 0.01 -lr_policy: "step" -gamma: 0.1 -stepsize: 5000 -display: 1000 -max_iter: 10000 -momentum: 0.9 -weight_decay: 0.0005 -snapshot: 10000 -snapshot_prefix: "examples/hdf5_classification/data/train" -solver_mode: CPU From 18e857c7ab4262dc151f9faac9248ace69adf216 Mon Sep 17 00:00:00 2001 From: Evan Shelhamer Date: Thu, 4 Feb 2016 14:46:38 -0800 Subject: [PATCH 02/28] groom tutorial examples - include net surgery in sequence - drop detection entirely since it is not standard, and it is better to favor the true R-CNN / fast R-CNN / faster R-CNN - make new and complete editions of the notebooks so that users need to execute the examples to see output --- examples/00-classification.ipynb | 13621 +------------------ examples/01-learning-lenet.ipynb | 5430 +------- examples/03-fine-tuning.ipynb | 1122 +- examples/04-net-surgery.ipynb | 367 + examples/completed/00-classification.ipynb | 13187 ++++++++++++++++++ examples/completed/01-learning-lenet.ipynb | 5196 +++++++ examples/completed/02-brewing-logreg.ipynb | 5847 ++++++++ examples/completed/03-fine-tuning.ipynb | 947 ++ .../04-net-surgery.ipynb} | 0 examples/detection.ipynb | 8392 ------------ 10 files changed, 26563 insertions(+), 27546 deletions(-) create mode 100644 examples/04-net-surgery.ipynb create mode 100644 examples/completed/00-classification.ipynb create mode 100644 examples/completed/01-learning-lenet.ipynb create mode 100644 examples/completed/02-brewing-logreg.ipynb create mode 100644 examples/completed/03-fine-tuning.ipynb rename examples/{net_surgery.ipynb => completed/04-net-surgery.ipynb} (100%) delete mode 100644 examples/detection.ipynb diff --git a/examples/00-classification.ipynb b/examples/00-classification.ipynb index 89b7dd34f0e..bbd9c96a448 100644 --- a/examples/00-classification.ipynb +++ b/examples/00-classification.ipynb @@ -1,13187 +1,540 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Instant Recognition with Caffe\n", - "\n", - "In this example we'll classify an image with the bundled CaffeNet model based on the network architecture of Krizhevsky et al. for ImageNet. We'll compare CPU and GPU operation then reach into the model to inspect features and the output.\n", - "\n", - "(These feature visualizations follow the DeCAF visualizations originally by Yangqing Jia.)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "First, import required modules, set plotting parameters, and run `./scripts/download_model_binary.py models/bvlc_reference_caffenet` to get the pretrained CaffeNet model if it hasn't already been fetched." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "\n", - "# Make sure that caffe is on the python path:\n", - "caffe_root = '../' # this file is expected to be in {caffe_root}/examples\n", - "import sys\n", - "sys.path.insert(0, caffe_root + 'python')\n", - "\n", - "import caffe\n", - "\n", - "plt.rcParams['figure.figsize'] = (10, 10)\n", - "plt.rcParams['image.interpolation'] = 'nearest'\n", - "plt.rcParams['image.cmap'] = 'gray'\n", - "\n", - "import os\n", - "if not os.path.isfile(caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'):\n", - " print(\"Downloading pre-trained CaffeNet model...\")\n", - " !../scripts/download_model_binary.py ../models/bvlc_reference_caffenet" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Set Caffe to CPU mode, load the net in the test phase for inference, and configure input preprocessing." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "caffe.set_mode_cpu()\n", - "net = caffe.Net(caffe_root + 'models/bvlc_reference_caffenet/deploy.prototxt',\n", - " caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel',\n", - " caffe.TEST)\n", - "\n", - "# input preprocessing: 'data' is the name of the input blob == net.inputs[0]\n", - "transformer = caffe.io.Transformer({'data': net.blobs['data'].data.shape})\n", - "transformer.set_transpose('data', (2,0,1))\n", - "transformer.set_mean('data', np.load(caffe_root + 'python/caffe/imagenet/ilsvrc_2012_mean.npy').mean(1).mean(1)) # mean pixel\n", - "transformer.set_raw_scale('data', 255) # the reference model operates on images in [0,255] range instead of [0,1]\n", - "transformer.set_channel_swap('data', (2,1,0)) # the reference model has channels in BGR order instead of RGB" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's start with a simple classification. We'll set a batch of 50 to demonstrate batch processing, even though we'll only be classifying one image. (Note that the batch size can also be changed on-the-fly.)" - ] + "metadata": { + "description": "Instant recognition with a pre-trained model and a tour of the net interface for visualizing features and parameters layer-by-layer.", + "example_name": "Image Classification and Filter Visualization", + "include_in_docs": true, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 }, - "outputs": [], - "source": [ - "# set net to batch size of 50\n", - "net.blobs['data'].reshape(50,3,227,227)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Feed in the image (with some preprocessing) and classify with a forward pass." - ] + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.9" }, + "name": "", + "priority": 1 + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [ + "cells": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted class is #281.\n" + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Instant Recognition with Caffe\n", + "\n", + "In this example we'll classify an image with the bundled CaffeNet model based on the network architecture of Krizhevsky et al. for ImageNet. We'll compare CPU and GPU operation then reach into the model to inspect features and the output.\n", + "\n", + "(These feature visualizations follow the DeCAF visualizations originally by Yangqing Jia.)" ] - } - ], - "source": [ - "net.blobs['data'].data[...] = transformer.preprocess('data', caffe.io.load_image(caffe_root + 'examples/images/cat.jpg'))\n", - "out = net.forward()\n", - "print(\"Predicted class is #{}.\".format(out['prob'][0].argmax()))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "What did the input look like?" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [ + }, { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, + "cell_type": "markdown", "metadata": {}, - "output_type": "execute_result" + "source": [ + "First, import required modules, set plotting parameters, and run `./scripts/download_model_binary.py models/bvlc_reference_caffenet` to get the pretrained CaffeNet model if it hasn't already been fetched." + ] }, { - 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"IBAI7BP/B0EEnTIvM42+AAAAAElFTkSuQmCC\n" - ], - "text/plain": [ - "" - ] - }, + "cell_type": "code", + "collapsed": false, + "input": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "# Make sure that caffe is on the python path:\n", + "caffe_root = '../' # this file is expected to be in {caffe_root}/examples\n", + "import sys\n", + "sys.path.insert(0, caffe_root + 'python')\n", + "\n", + "import caffe\n", + "\n", + "plt.rcParams['figure.figsize'] = (10, 10)\n", + "plt.rcParams['image.interpolation'] = 'nearest'\n", + "plt.rcParams['image.cmap'] = 'gray'\n", + "\n", + "import os\n", + "if not os.path.isfile(caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'):\n", + " print(\"Downloading pre-trained CaffeNet model...\")\n", + " !../scripts/download_model_binary.py ../models/bvlc_reference_caffenet" + ], + "language": "python", "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(transformer.deprocess('data', net.blobs['data'].data[0]))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Adorable, but was our classification correct?" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, - "outputs": [ + "outputs": [] + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "['n02123045 tabby, tabby cat' 'n02123159 tiger cat'\n", - " 'n02124075 Egyptian cat' 'n02119022 red fox, Vulpes vulpes'\n", - " 'n02127052 lynx, catamount']\n" + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Set Caffe to CPU mode, load the net in the test phase for inference, and configure input preprocessing." ] - } - ], - "source": [ - "# load labels\n", - "imagenet_labels_filename = caffe_root + 'data/ilsvrc12/synset_words.txt'\n", - "try:\n", - " labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n", - "except:\n", - " !../data/ilsvrc12/get_ilsvrc_aux.sh\n", - " labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n", - "\n", - "# sort top k predictions from softmax output\n", - "top_k = net.blobs['prob'].data[0].flatten().argsort()[-1:-6:-1]\n", - "print labels[top_k]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Indeed! But how long did it take?" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, - "outputs": [ + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "caffe.set_mode_cpu()\n", + "net = caffe.Net(caffe_root + 'models/bvlc_reference_caffenet/deploy.prototxt',\n", + " caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel',\n", + " caffe.TEST)\n", + "\n", + "# input preprocessing: 'data' is the name of the input blob == net.inputs[0]\n", + "transformer = caffe.io.Transformer({'data': net.blobs['data'].data.shape})\n", + "transformer.set_transpose('data', (2,0,1))\n", + "transformer.set_mean('data', np.load(caffe_root + 'python/caffe/imagenet/ilsvrc_2012_mean.npy').mean(1).mean(1)) # mean pixel\n", + "transformer.set_raw_scale('data', 255) # the reference model operates on images in [0,255] range instead of [0,1]\n", + "transformer.set_channel_swap('data', (2,1,0)) # the reference model has channels in BGR order instead of RGB" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "1 loops, best of 3: 7.14 s per loop\n" + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's start with a simple classification. We'll set a batch of 50 to demonstrate batch processing, even though we'll only be classifying one image. (Note that the batch size can also be changed on-the-fly.)" ] - } - ], - "source": [ - "# CPU mode\n", - "net.forward() # call once for allocation\n", - "%timeit net.forward()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "That's a while, even for a batch size of 50 images. Let's switch to GPU mode." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, - "outputs": [ + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "10 loops, best of 3: 90.9 ms per loop\n" + "cell_type": "code", + "collapsed": false, + "input": [ + "# set net to batch size of 50\n", + "net.blobs['data'].reshape(50,3,227,227)" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Feed in the image (with some preprocessing) and classify with a forward pass." ] - } - ], - "source": [ - "# GPU mode\n", - "caffe.set_device(0)\n", - "caffe.set_mode_gpu()\n", - "net.forward() # call once for allocation\n", - "%timeit net.forward()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Much better. Now let's look at the net in more detail.\n", - "\n", - "First, the layer features and their shapes (1 is the batch size, corresponding to the single input image in this example)." - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, - "outputs": [ + }, { - "data": { - "text/plain": [ - "[('data', (50, 3, 227, 227)),\n", - " ('conv1', (50, 96, 55, 55)),\n", - " ('pool1', (50, 96, 27, 27)),\n", - " ('norm1', (50, 96, 27, 27)),\n", - " ('conv2', (50, 256, 27, 27)),\n", - " ('pool2', (50, 256, 13, 13)),\n", - " ('norm2', (50, 256, 13, 13)),\n", - " ('conv3', (50, 384, 13, 13)),\n", - " ('conv4', (50, 384, 13, 13)),\n", - " ('conv5', (50, 256, 13, 13)),\n", - " ('pool5', (50, 256, 6, 6)),\n", - " ('fc6', (50, 4096)),\n", - " ('fc7', (50, 4096)),\n", - " ('fc8', (50, 1000)),\n", - " ('prob', (50, 1000))]" - ] - }, - "execution_count": 25, + "cell_type": "code", + "collapsed": false, + "input": [ + "net.blobs['data'].data[...] = transformer.preprocess('data', caffe.io.load_image(caffe_root + 'examples/images/cat.jpg'))\n", + "out = net.forward()\n", + "print(\"Predicted class is #{}.\".format(out['prob'][0].argmax()))" + ], + "language": "python", "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "[(k, v.data.shape) for k, v in net.blobs.items()]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The parameters and their shapes. The parameters are `net.params['name'][0]` while biases are `net.params['name'][1]`." - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, - "outputs": [ + "outputs": [] + }, { - "data": { - "text/plain": [ - "[('conv1', (96, 3, 11, 11)),\n", - " ('conv2', (256, 48, 5, 5)),\n", - " ('conv3', (384, 256, 3, 3)),\n", - " ('conv4', (384, 192, 3, 3)),\n", - " ('conv5', (256, 192, 3, 3)),\n", - " ('fc6', (4096, 9216)),\n", - " ('fc7', (4096, 4096)),\n", - " ('fc8', (1000, 4096))]" - ] - }, - "execution_count": 26, + "cell_type": "markdown", "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "[(k, v[0].data.shape) for k, v in net.params.items()]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Helper functions for visualization" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# take an array of shape (n, height, width) or (n, height, width, channels)\n", - "# and visualize each (height, width) thing in a grid of size approx. sqrt(n) by sqrt(n)\n", - "def vis_square(data, padsize=1, padval=0):\n", - " data -= data.min()\n", - " data /= data.max()\n", - " \n", - " # force the number of filters to be square\n", - " n = int(np.ceil(np.sqrt(data.shape[0])))\n", - " padding = ((0, n ** 2 - data.shape[0]), (0, padsize), (0, padsize)) + ((0, 0),) * (data.ndim - 3)\n", - " data = np.pad(data, padding, mode='constant', constant_values=(padval, padval))\n", - " \n", - " # tile the filters into an image\n", - " data = data.reshape((n, n) + data.shape[1:]).transpose((0, 2, 1, 3) + tuple(range(4, data.ndim + 1)))\n", - " data = data.reshape((n * data.shape[1], n * data.shape[3]) + data.shape[4:])\n", - " \n", - " plt.imshow(data)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The input image" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The first layer filters, `conv1`" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "collapsed": false - }, - "outputs": [ + "source": [ + "What did the input look like?" + ] + }, { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlEAAAJNCAYAAAARaCA+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvXm0Ldld3/er6Qz33PneN8/9ul/PaqEJi5aEwBIoBBOS\n", - "GDteduKV2Am2sY0hSN0tqVFLtFoSYBniZHklXthh4diEtczCEASWkDViqSWhFlLP4+s3D/fd8dwz\n", - "1amq/NGNrf37ft+6h1LjK8z380+/vXufOnWqdu1T99Rnf3dUVZUJIYQQQog/HvFu74AQQgghxJ9G\n", - "dBMlhBBCCFED3UQJIYQQQtRAN1FCCCGEEDXQTZQQQgghRA10EyWEEEIIUYNX/CYqiqJ3RFH0ZBRF\n", - "z0RRdM8rvX0hhBBCiG8HolcyJyqKosTMnjKzt5nZeTP7spn9laqqnnjF3kQIIYQQ4tuAV/qXqDeY\n", - "2bNVVZ2uqio3s181s//qFX4PIYQQQohdJ32Ft3fIzM5+U/mcmX3nNzeIokgR6UIIIYT4U0NVVRGr\n", - "f6Vvoia6QXr3ve80M7PPfu737S1vvtuiRiv4/1GS4YbjBOuSsC7Ph9BmPCR1/UFYUWAb9hNdmob7\n", - "+Q8/+g+hzfvuvxdf6I7KYLsHTTa7XdzPsgjKUYqnq9FoBuVmqwVt4m86dr//+d+3u990tzWycFuR\n", - "Yf948MGHoO4n/86PBeXROIc2/R5+vigKtx+neI6jCI965vpG2mximwy3ZX5bpPv/3M/i53vgZ94X\n", - 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We show only the first 48 filters, with each channel shown separately, so that each filter is a row." - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "collapsed": false - }, - "outputs": [ + "source": [ + "Adorable, but was our classification correct?" + ] + }, { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlIAAAJOCAYAAAB8y+mTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvWmsbldxv1nvOb7zgCc8GwMGMxkIMyKgRCgk/+RDuiMl\n", - "6UQBOg4eZQYj7GADRg42wthGcMEoHkCOlaB0R1GCWpGSNJmDiIAEOYAx4BHPxsb25frOZ+gPl2fv\n", - "9T57132dg92n8+/6fTnnPWe9a9eqVWvtVbVqmCwvL0ehUCgUCoVC4b+OudUmoFAoFAqFQuG/K+og\n", - "VSgUCoVCobBC1EGqUCgUCoVCYYWog1ShUCgUCoXCClEHqUKhUCgUCoUVog5ShUKhUCgUCivE03KQ\n", - "mkwm/2MymXx3MpncOplM3v90PKNQKBQKhUJhtTF5qvNITSaT+Yj4XkT8QkTcFxFfj4jfXl5evuUp\n", - "fVChUCgUCoXCKuPpsEi9NiJuW15evmt5eXl/RPwfEfG/PA3PKRQKhUKhUFhVPB0HqeMj4p7m870/\n", - "+VuhUCgUCoXC/1Q45Gnoc+Zd4WQyqbo0hUKhUCgU/ttgeXl5Mvb3p+MgdV9EnNh8PjEOWKWmcNxx\n", - "x8Wzn/3siIg44YQT4sQTT4w9e/ZERMTatWsjIuKTn/xkRESceeaZERGxtLQUERGLi4tx6KGHRkTE\n", - 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"output_type": "display_data" - } - ], - "source": [ - "filters = net.params['conv2'][0].data\n", - "vis_square(filters[:48].reshape(48**2, 5, 5))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The second layer output, `conv2` (rectified, only the first 36 of 256 channels)" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "collapsed": false - }, - "outputs": [ + "outputs": [] + }, { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlEAAAJNCAYAAAARaCA+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3VuMHdd97/l/SSSbZLN5b7LJ5k0kRTISJdMWJcuyjizL\n", - "ythGjNgxjBMYuSGTGQxwkMyDHWSceZjIQBBMBnCekpMXjwPDmOOZIIkNx4EhObElHkqmJFIiJd7v\n", - "tya7m5fmXbyIrHkQe+lXS13F6rXrtnd/P4Dhf3HXrqpdu3Z1af3X+q8ojmMDAADA+NxX9wEAAAC0\n", - "Ix6iAAAAAvAQBQAAEICHKAAAgAA8RAEAAATgIQoAACBA4Q9RURR9IYqivVEUHYii6H8revsAAABN\n", - "EBVZJyqKovvNbJ+ZPW9mA2b2ppl9PY7jPYXtBAAAoAGKbol6wswOxnF8NI7jW2b2/5rZlwveBwAA\n", - "QO0mFby9fjM7IcsnzeyTukIURZRIBwAAbSOO42isfy/6IarWB6Q1a9YkloeGhlx88eLF1Pf19PSM\n", - 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] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "collapsed": false - }, - "outputs": [ + "source": [ + "Indeed! But how long did it take?" + ] + }, { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlIAAAJOCAYAAAB8y+mTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnWuwZVV1tt+tCGLQGENEuTaXbqDtbrq5NgEEFFGQaKRi\n", - "vlgVKxgvMWpiiKl8ookcYzTBsqiUGiSJxKh8CSZGUVNFQBAQL9BCS9PQdNMgGlBjLhoTNcZL9veD\n", - "fs46+z1n9Jxr7bXPPg3j+bPP3mfvdZlzzLnWeNcYYw6Gw6GSJEmSJEmS9jxq2geQJEmSJEmyq5I3\n", - "UkmSJEmSJB3JG6kkSZIkSZKO5I1UkiRJkiRJR/JGKkmSJEmSpCN5I5UkSZIkSdKRidxIDQaD5wwG\n", - "g62DwWD7YDD4v5PYR5IkSZIkybQZ9F1HajAYPFrSNklnSPqqpC9IetFwOLy71x0lSZIkSZJMmUko\n", - "UsdLunc4HH55OBz+UNIVkp4/gf0kSZIkSZJMlUncSO0n6YE57x/c8VmSJEmSJMnDit0msM3is8LB\n", - "YJDr0iRJkiRJssswHA4HC30+iRupr0o6YM77A/SQKjXC4x//eP34xz+WJD3ucY/THnvsoRUrVkiS\n", - "/uu//mv2O5L04he/WJK05557SpI2bNggSfr6178uSXrwwYc2/5M/+ZOSpN12e+i01q1bJ0mamZnZ\n", - "6QH/9E//tCTpp37qpyRJX/nKVyRJj3rUQ4LdU57ylJHPncHgoba98MILd7q/xz3ucZKk733veyOf\n", - "77vvvpKkb3/725Kk7373uzs9Xs7z/PPPlyS9613vkiQ9/elPlyT9+7//+8jx/+hHP5IkfelLX5Ik\n", - "fe1rX5Mk7bXXXpKk73//+3rMYx6j//7v/5YkHXbYYZKadnzsYx8rSfr5n//5nZ7fYx7zGEnSD3/4\n", - 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Let's switch to GPU mode." + ] + }, { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlIAAAJOCAYAAAB8y+mTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3XmMXdd17/nfEUWRLM7FKhZZHDUPLcu2HDg2XgBbL0Hw\n", - "AmR4iYOkAwSdP/JHA+5uJ51AkB14uIITDw3HaSCIjaT7OfFrdAYjhuP8Y9hOolY8QLFlJ9ZEDTQH\n", - "cagqVpHFSRQlUTr9h7j2XZd1eId9z3jv9wMYOt5VrLvrDqfOWWvttZM0TQUAAIDB3VD1BAAAAJqK\n", - "CykAAIBIXEgBAABE4kIKAAAgEhdSAAAAkbiQAgAAiFTIhVSSJP8lSZJnkyR5IUmSh4p4DAAAgKol\n", - "efeRSpJklaTnJP2MpBOSvi/pN9I0PZDrAwEAAFSsiIjUOyUdTNP0SJqmr0n6W0m/VMDjAAAAVKqI\n", - "C6ldko65/3/86hgAAMBIubGAn9kzV5gkCfvSAACAxkjTNMkaL+JC6oSkPe7/79GbUam+TExMhONL\n", - "ly5d9/uSpP37DFrn1Wq1Mo+rwFyyMZdszCWbPX5V87jxxvap9MMf/nCuc7GffeXKlYH/bdXPi8dc\n", - "sg06l5tuuikcv/HGG5I6/26uW7dOknTmzJkw9tprr133561fvz4cP/jggwPNZfXq1WE+ly9fliS9\n", - "/vrrff3bXur0Gr3nPe/Ro48+et2vF3Eh9bik25Mk2S/ppKRfl/Qb/f7jbhdPHpstA6iLmIucOvxs\n", - "NM+rr766YsxfKG3YsGHFWDd2MRbjtdde6/txmuyBBx4o90IqTdMrSZL8r5K+LmmVpP/Gij0AADCK\n", - "iohIKU3Tr0n6WhE/G20WwvXH/u7CQq32X5TvrW99azi2FM3TTz8dxnht0CQ33PDm+qRhohgx9u3b\n", - 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Now let's look at the net in more detail.\n", + "\n", + "First, the layer features and their shapes (1 is the batch size, corresponding to the single input image in this example)." + ] + }, { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlgAAAJPCAYAAACgtar/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xv8LEdd5//3OzdCEpIQAyeBBBKQICCQgITI9RAIBJQQ\n", - "RIEoGFkWXUVAVCTghYOiXBQVxXVXIRhZhPUHSww3ySHyVXA1LEsCIVwi/kBByQkriCDLLpjaP6Yn\n", - "ZzKne6YvVd3V3a/n43EeZ74zPVXV1bfPVFVXO4QgAAAAxHPQ0AUAAACYGgIsAACAyAiwAAAAIiPA\n", - "AgAAiIwACwAAIDICLAAAgMhqBVi2j7X9Ztsft/0x2/e3fZztvbavs3257WNTFxYAAGAM6rZgvUrS\n", - "O0MId5N0L0mfkHSRpL0hhNMkXVH8DQAAMHveNtGo7WMkXRVCuNPa+5+Q9NAQwj7bJ0jaCSF8W7qi\n", - "AgAAjEOdFqxTJX3B9utsf8j279s+UtKuEMK+Ypl9knYlKyUAAMCI1AmwDpF0H0n/MYRwH0n/qrXu\n", - "wLBoBuOZOwAAAFoET9t8TtLnQgj/o/j7zZJeIOl62yeEEK63faKkG9a/aJugCwAAjEYIwTHS2Rpg\n", - "FQHUZ22fFkK4TtIjJF1b/LtQ0suL/y9NWdAxsb0nhLBn6HL0jfWeF9Z7XljveZnxekdrGKrTgiVJ\n", - "z5L0BtuHSfpbSU+TdLCkP7b9dEmfkfTEWIUCAAAYs1oBVgjhw5LuV/LRI+IWBwAAYPyYyT2NnaEL\n", - 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The parameters are `net.params['name'][0]` while biases are `net.params['name'][1]`." + ] + }, { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 38, + "cell_type": "code", + "collapsed": false, + "input": [ + "[(k, v[0].data.shape) for k, v in net.params.items()]" + ], + "language": "python", "metadata": {}, - "output_type": "execute_result" + "outputs": [] }, { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAmEAAAJPCAYAAAA0UwMNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X2Q7md93/fPV0fGMuLZphYWcnBAtoEB29iVabCdg00Y\n", - "hXEsppkxCD+kDkNoU9m0zXQI6YyR23/atJ0kDgmRXcVJXGJNkgKRW4jASc+YOg4gm4BjJCoFa6oH\n", - "TDDgBzyxfRR9+8d9L9xa7e6955zdvX6r6/WaObN7P+7vnN+59/fe6/rd11Z3BwCAk3XZ6A0AAJiR\n", - "CAMAGECEAQAMIMIAAAYQYQAAA4gwAIABtkZYVV1fVXdX1T1V9eY9br+hqj5aVR+pql+pqu/euO2+\n", - "qvrY+rYPHfXGAwCcVnXQOmFVdSbJJ5K8IsmDST6c5MbuvmvjPld29++vP39Rknd19/PWl38jybd2\n", - "9+eO768AAHD6bBsJuy7Jvd19X3efT3Jbkhs277ATYGtPSvJbu56jLnkrAQAeZ7ZF2NVJ7t+4/MD6\n", - 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"Let's see the top 5 predicted labels." - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": { - "collapsed": false - }, - "outputs": [ + "source": [ + "Helper functions for visualization" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# take an array of shape (n, height, width) or (n, height, width, channels)\n", + "# and visualize each (height, width) thing in a grid of size approx. sqrt(n) by sqrt(n)\n", + "def vis_square(data, padsize=1, padval=0):\n", + " data -= data.min()\n", + " data /= data.max()\n", + " \n", + " # force the number of filters to be square\n", + " n = int(np.ceil(np.sqrt(data.shape[0])))\n", + " padding = ((0, n ** 2 - data.shape[0]), (0, padsize), (0, padsize)) + ((0, 0),) * (data.ndim - 3)\n", + " data = np.pad(data, padding, mode='constant', constant_values=(padval, padval))\n", + " \n", + " # tile the filters into an image\n", + " data = data.reshape((n, n) + data.shape[1:]).transpose((0, 2, 1, 3) + tuple(range(4, data.ndim + 1)))\n", + " data = data.reshape((n * data.shape[1], n * data.shape[3]) + data.shape[4:])\n", + " \n", + " plt.imshow(data)" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The input image" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The first layer filters, `conv1`" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# the parameters are a list of [weights, biases]\n", + "filters = net.params['conv1'][0].data\n", + "vis_square(filters.transpose(0, 2, 3, 1))" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The first layer output, `conv1` (rectified responses of the filters above, first 36 only)" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "feat = net.blobs['conv1'].data[0, :36]\n", + "vis_square(feat, padval=1)" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The second layer filters, `conv2`\n", + "\n", + "There are 256 filters, each of which has dimension 5 x 5 x 48. We show only the first 48 filters, with each channel shown separately, so that each filter is a row." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "filters = net.params['conv2'][0].data\n", + "vis_square(filters[:48].reshape(48**2, 5, 5))" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The second layer output, `conv2` (rectified, only the first 36 of 256 channels)" + ] + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "['n02123045 tabby, tabby cat' 'n02123159 tiger cat'\n", - " 'n02124075 Egyptian cat' 'n02119022 red fox, Vulpes vulpes'\n", - " 'n02127052 lynx, catamount']\n" + "cell_type": "code", + "collapsed": false, + "input": [ + "feat = net.blobs['conv2'].data[0, :36]\n", + "vis_square(feat, padval=1)" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The third layer output, `conv3` (rectified, all 384 channels)" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "feat = net.blobs['conv3'].data[0]\n", + "vis_square(feat, padval=0.5)" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The fourth layer output, `conv4` (rectified, all 384 channels)" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "feat = net.blobs['conv4'].data[0]\n", + "vis_square(feat, padval=0.5)" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The fifth layer output, `conv5` (rectified, all 256 channels)" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "feat = net.blobs['conv5'].data[0]\n", + "vis_square(feat, padval=0.5)" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The fifth layer after pooling, `pool5`" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "feat = net.blobs['pool5'].data[0]\n", + "vis_square(feat, padval=1)" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The first fully connected layer, `fc6` (rectified)\n", + "\n", + "We show the output values and the histogram of the positive values" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "feat = net.blobs['fc6'].data[0]\n", + "plt.subplot(2, 1, 1)\n", + "plt.plot(feat.flat)\n", + "plt.subplot(2, 1, 2)\n", + "_ = plt.hist(feat.flat[feat.flat > 0], bins=100)" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The second fully connected layer, `fc7` (rectified)" ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "feat = net.blobs['fc7'].data[0]\n", + "plt.subplot(2, 1, 1)\n", + "plt.plot(feat.flat)\n", + "plt.subplot(2, 1, 2)\n", + "_ = plt.hist(feat.flat[feat.flat > 0], bins=100)" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The final probability output, `prob`" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "feat = net.blobs['prob'].data[0]\n", + "plt.plot(feat.flat)" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's see the top 5 predicted labels." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# load labels\n", + "imagenet_labels_filename = caffe_root + 'data/ilsvrc12/synset_words.txt'\n", + "try:\n", + " labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n", + "except:\n", + " !../data/ilsvrc12/get_ilsvrc_aux.sh\n", + " labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n", + "\n", + "# sort top k predictions from softmax output\n", + "top_k = net.blobs['prob'].data[0].flatten().argsort()[-1:-6:-1]\n", + "print labels[top_k]" + ], + "language": "python", + "metadata": {}, + "outputs": [] } ], - "source": [ - "# load labels\n", - "imagenet_labels_filename = caffe_root + 'data/ilsvrc12/synset_words.txt'\n", - "try:\n", - " labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n", - "except:\n", - " !../data/ilsvrc12/get_ilsvrc_aux.sh\n", - " labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n", - "\n", - "# sort top k predictions from softmax output\n", - "top_k = net.blobs['prob'].data[0].flatten().argsort()[-1:-6:-1]\n", - "print labels[top_k]" - ] + "metadata": {} } - ], - "metadata": { - "description": "Instant recognition with a pre-trained model and a tour of the net interface for visualizing features and parameters layer-by-layer.", - "example_name": "Image Classification and Filter Visualization", - "include_in_docs": true, - "kernelspec": { - "display_name": "Python 2", - "language": "python", - "name": "python2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.9" - }, - "priority": 1 - }, - "nbformat": 4, - "nbformat_minor": 0 + ] } diff --git a/examples/01-learning-lenet.ipynb b/examples/01-learning-lenet.ipynb index 3562c7adaf2..c57f5e28c3a 100644 --- a/examples/01-learning-lenet.ipynb +++ b/examples/01-learning-lenet.ipynb @@ -1,5196 +1,428 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Python solving with LeNet\n", - "\n", - "In this example, we'll explore learning with Caffe in Python, using the fully-exposed `Solver` interface." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import os\n", - "os.chdir('..')" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import sys\n", - "sys.path.insert(0, './python')\n", - "import caffe\n", - "\n", - "from pylab import *\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We'll be running the provided LeNet example (make sure you've downloaded the data and created the databases, as below)." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Downloading...\n", - "--2015-06-30 14:41:56-- http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz\n", - "Resolving yann.lecun.com... 128.122.47.89\n", - "Connecting to yann.lecun.com|128.122.47.89|:80... connected.\n", - "HTTP request sent, awaiting response... 200 OK\n", - "Length: 9912422 (9.5M) [application/x-gzip]\n", - "Saving to: 'train-images-idx3-ubyte.gz'\n", - "\n", - "train-images-idx3-u 100%[=====================>] 9.45M 146KB/s in 57s \n", - "\n", - "2015-06-30 14:42:53 (171 KB/s) - 'train-images-idx3-ubyte.gz' saved [9912422/9912422]\n", - 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"\n", - "2015-06-30 14:43:02 (197 KB/s) - 't10k-images-idx3-ubyte.gz' saved [1648877/1648877]\n", - "\n", - "--2015-06-30 14:43:02-- http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz\n", - "Resolving yann.lecun.com... 128.122.47.89\n", - "Connecting to yann.lecun.com|128.122.47.89|:80... connected.\n", - "HTTP request sent, awaiting response... 200 OK\n", - "Length: 4542 (4.4K) [application/x-gzip]\n", - "Saving to: 't10k-labels-idx1-ubyte.gz'\n", - "\n", - "t10k-labels-idx1-ub 100%[=====================>] 4.44K 26.9KB/s in 0.2s \n", - "\n", - "2015-06-30 14:43:02 (26.9 KB/s) - 't10k-labels-idx1-ubyte.gz' saved [4542/4542]\n", - "\n", - "Unzipping...\n", - "Done.\n", - "Creating lmdb...\n", - "Done.\n" - ] - } - ], - "source": [ - "# Download and prepare data\n", - "!data/mnist/get_mnist.sh\n", - "!examples/mnist/create_mnist.sh" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We need two external files to help out:\n", - "* the net prototxt, defining the architecture and pointing to the train/test data\n", - "* the solver prototxt, defining the learning parameters\n", - "\n", - "We start with the net. We'll write the net in a succinct and natural way as Python code that serializes to Caffe's protobuf model format.\n", - "\n", - "This network expects to read from pregenerated LMDBs, but reading directly from `ndarray`s is also possible using `MemoryDataLayer`." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "from caffe import layers as L\n", - "from caffe import params as P\n", - "\n", - "def lenet(lmdb, batch_size):\n", - " # our version of LeNet: a series of linear and simple nonlinear transformations\n", - " n = caffe.NetSpec()\n", - " n.data, n.label = L.Data(batch_size=batch_size, backend=P.Data.LMDB, source=lmdb,\n", - " transform_param=dict(scale=1./255), ntop=2)\n", - " n.conv1 = L.Convolution(n.data, kernel_size=5, num_output=20, weight_filler=dict(type='xavier'))\n", - " n.pool1 = L.Pooling(n.conv1, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", - " n.conv2 = L.Convolution(n.pool1, kernel_size=5, num_output=50, weight_filler=dict(type='xavier'))\n", - " n.pool2 = L.Pooling(n.conv2, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", - " n.ip1 = L.InnerProduct(n.pool2, num_output=500, weight_filler=dict(type='xavier'))\n", - " n.relu1 = L.ReLU(n.ip1, in_place=True)\n", - " n.ip2 = L.InnerProduct(n.relu1, num_output=10, weight_filler=dict(type='xavier'))\n", - " n.loss = L.SoftmaxWithLoss(n.ip2, n.label)\n", - " return n.to_proto()\n", - " \n", - "with open('examples/mnist/lenet_auto_train.prototxt', 'w') as f:\n", - " f.write(str(lenet('examples/mnist/mnist_train_lmdb', 64)))\n", - " \n", - "with open('examples/mnist/lenet_auto_test.prototxt', 'w') as f:\n", - " f.write(str(lenet('examples/mnist/mnist_test_lmdb', 100)))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The net has been written to disk in more verbose but human-readable serialization format using Google's protobuf library. You can read, write, and modify this description directly. Let's take a look at the train net." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "layer {\r\n", - " name: \"data\"\r\n", - " type: \"Data\"\r\n", - " top: \"data\"\r\n", - " top: \"label\"\r\n", - " transform_param {\r\n", - " scale: 0.00392156862745\r\n", - " }\r\n", - " data_param {\r\n", - " source: \"examples/mnist/mnist_train_lmdb\"\r\n", - " batch_size: 64\r\n", - " backend: LMDB\r\n", - " }\r\n", - "}\r\n", - "layer {\r\n", - " name: \"conv1\"\r\n", - " type: \"Convolution\"\r\n", - " bottom: \"data\"\r\n", - " top: \"conv1\"\r\n", - " convolution_param {\r\n", - " num_output: 20\r\n", - " kernel_size: 5\r\n", - " weight_filler {\r\n", - " type: \"xavier\"\r\n", - " }\r\n", - " }\r\n", - "}\r\n", - "layer {\r\n", - " name: \"pool1\"\r\n", - " type: \"Pooling\"\r\n", - " bottom: \"conv1\"\r\n", - " top: \"pool1\"\r\n", - " pooling_param {\r\n", - " pool: MAX\r\n", - " kernel_size: 2\r\n", - " stride: 2\r\n", - " }\r\n", - "}\r\n", - "layer {\r\n", - " name: \"conv2\"\r\n", - " type: \"Convolution\"\r\n", - " bottom: \"pool1\"\r\n", - " top: \"conv2\"\r\n", - " convolution_param {\r\n", - " num_output: 50\r\n", - " kernel_size: 5\r\n", - " weight_filler {\r\n", - " type: \"xavier\"\r\n", - " }\r\n", - " }\r\n", - "}\r\n", - "layer {\r\n", - " name: \"pool2\"\r\n", - " type: \"Pooling\"\r\n", - " bottom: \"conv2\"\r\n", - " top: \"pool2\"\r\n", - " pooling_param {\r\n", - " pool: MAX\r\n", - " kernel_size: 2\r\n", - " stride: 2\r\n", - " }\r\n", - "}\r\n", - "layer {\r\n", - " name: \"ip1\"\r\n", - " type: \"InnerProduct\"\r\n", - " bottom: \"pool2\"\r\n", - " top: \"ip1\"\r\n", - " inner_product_param {\r\n", - " num_output: 500\r\n", - " weight_filler {\r\n", - " type: \"xavier\"\r\n", - " }\r\n", - " }\r\n", - "}\r\n", - "layer {\r\n", - " name: \"relu1\"\r\n", - " type: \"ReLU\"\r\n", - " bottom: \"ip1\"\r\n", - " top: \"ip1\"\r\n", - "}\r\n", - "layer {\r\n", - " name: \"ip2\"\r\n", - " type: \"InnerProduct\"\r\n", - " bottom: \"ip1\"\r\n", - " top: \"ip2\"\r\n", - " inner_product_param {\r\n", - " num_output: 10\r\n", - " weight_filler {\r\n", - " type: \"xavier\"\r\n", - " }\r\n", - " }\r\n", - "}\r\n", - "layer {\r\n", - " name: \"loss\"\r\n", - " type: \"SoftmaxWithLoss\"\r\n", - " bottom: \"ip2\"\r\n", - " bottom: \"label\"\r\n", - " top: \"loss\"\r\n", - "}\r\n" - ] - } - ], - "source": [ - "!cat examples/mnist/lenet_auto_train.prototxt" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now let's see the learning parameters, which are also written as a `prototxt` file. We're using SGD with momentum, weight decay, and a specific learning rate schedule." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "# The train/test net protocol buffer definition\r\n", - "train_net: \"examples/mnist/lenet_auto_train.prototxt\"\r\n", - "test_net: \"examples/mnist/lenet_auto_test.prototxt\"\r\n", - "# test_iter specifies how many forward passes the test should carry out.\r\n", - "# In the case of MNIST, we have test batch size 100 and 100 test iterations,\r\n", - "# covering the full 10,000 testing images.\r\n", - "test_iter: 100\r\n", - "# Carry out testing every 500 training iterations.\r\n", - "test_interval: 500\r\n", - "# The base learning rate, momentum and the weight decay of the network.\r\n", - "base_lr: 0.01\r\n", - "momentum: 0.9\r\n", - "weight_decay: 0.0005\r\n", - "# The learning rate policy\r\n", - "lr_policy: \"inv\"\r\n", - "gamma: 0.0001\r\n", - "power: 0.75\r\n", - "# Display every 100 iterations\r\n", - "display: 100\r\n", - "# The maximum number of iterations\r\n", - "max_iter: 10000\r\n", - "# snapshot intermediate results\r\n", - "snapshot: 5000\r\n", - "snapshot_prefix: \"examples/mnist/lenet\"\r\n" - ] - } - ], - "source": [ - "!cat examples/mnist/lenet_auto_solver.prototxt" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's pick a device and load the solver. We'll use SGD (with momentum), but Adagrad and Nesterov's accelerated gradient are also available." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "caffe.set_device(0)\n", - "caffe.set_mode_gpu()\n", - "solver = caffe.SGDSolver('examples/mnist/lenet_auto_solver.prototxt')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To get an idea of the architecture of our net, we can check the dimensions of the intermediate features (blobs) and parameters (these will also be useful to refer to when manipulating data later)." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false, - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[('data', (64, 1, 28, 28)),\n", - " ('label', (64,)),\n", - " ('conv1', (64, 20, 24, 24)),\n", - " ('pool1', (64, 20, 12, 12)),\n", - " ('conv2', (64, 50, 8, 8)),\n", - " ('pool2', (64, 50, 4, 4)),\n", - " ('ip1', (64, 500)),\n", - " ('ip2', (64, 10)),\n", - " ('loss', ())]" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# each output is (batch size, feature dim, spatial dim)\n", - "[(k, v.data.shape) for k, v in solver.net.blobs.items()]" - ] + "metadata": { + "description": "Define, train, and test the classic LeNet with the Python interface.", + "example_name": "Learning LeNet", + "include_in_docs": true, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 }, - "outputs": [ - { - "data": { - "text/plain": [ - "[('conv1', (20, 1, 5, 5)),\n", - " ('conv2', (50, 20, 5, 5)),\n", - " ('ip1', (500, 800)),\n", - " ('ip2', (10, 500))]" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# just print the weight sizes (not biases)\n", - "[(k, v[0].data.shape) for k, v in solver.net.params.items()]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Before taking off, let's check that everything is loaded as we expect. We'll run a forward pass on the train and test nets and check that they contain our data." - ] + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.9" }, + "name": "", + "priority": 2 + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, - "outputs": [ + "cells": [ { - "data": { - "text/plain": [ - "{'loss': array(2.301163673400879, dtype=float32)}" - ] - }, - "execution_count": 10, + "cell_type": "markdown", "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "solver.net.forward() # train net\n", - "solver.test_nets[0].forward() # test net (there can be more than one)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[ 5. 0. 4. 1. 9. 2. 1. 3.]\n" + "source": [ + "# Python solving with LeNet\n", + "\n", + "In this example, we'll explore learning with Caffe in Python, using the fully-exposed `Solver` interface." ] }, { - 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"imshow(solver.net.blobs['data'].data[:8, 0].transpose(1, 0, 2).reshape(28, 8*28), cmap='gray')\n", - "print solver.net.blobs['label'].data[:8]" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[ 7. 2. 1. 0. 4. 1. 4. 9.]\n" - ] + "outputs": [] }, { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAWwAAABKCAYAAACfHW4mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJztnWlwXNd153+3V3RjaaDR2Bs7sRMgQIKgKAokuIgUpcg2\n", - "q+QljstO4kpS9iQzlUlqMpkPSWZSlclM1SSTmg+umrI9ZWdGViS5ZMuyJVIUSJEUwA0QSew7QKCx\n", - "Aw2ggd4bbz4A7wncRABEo4Ho/apYbLzeTt9+fd695/7POUKSJFRUVFRUdj6aSBugoqKiorI+VIet\n", - "oqKisktQHbaKiorKLkF12CoqKiq7BNVhq6ioqOwSVIetoqKiskvYtMMWQrwkhOgUQvQIIf5iK41S\n", - "UVFRUXkUsRkdthBCC3QBpwAHcAv4bUmSOrbWPBUVFRUVmc3OsGuAXkmSBiVJCgBvAF/eOrNUVFRU\n", - "VB5msw47Axhe8/fI6jEVFRUVlTCh2+TznhpHEUKoOe8qKioqm0CSJPG445udYTuAzDV/Z7Iyy1ZR\n", - 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Let's see the updates to the first layer, shown here as a $4 \\times 5$ grid of $5 \\times 5$ filters." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 14, + "cell_type": "code", + "collapsed": false, + "input": [ + "import sys\n", + "sys.path.insert(0, './python')\n", + "import caffe\n", + "\n", + "from pylab import *\n", + "%matplotlib inline" + ], + "language": "python", "metadata": {}, - "output_type": "execute_result" + "outputs": [] }, { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAATQAAAD7CAYAAADkSGhKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJztvV+obt113jfWOfvYcmSLEtvfJ/FZqnSR4siWsS8sG9Ii\n", - "XZSgEEiam8QCU18kJZg2LaUXcS6cpO1Fm4KMIYFQ6j84dew0UOy6hqRxikuNLxwLkkpuJepgCUup\n", - "8snQmqb6952zz+rFd8b5nv3s5xljzPfde7/7HL8DFnOuudaaa84xx/yNMdda797bvu9xlrOc5Swv\n", - "gzw4dQPOcpaznOWm5Ay0s5zlLC+NnIF2lrOc5aWRM9DOcpazvDRyBtpZznKWl0bOQDvLWc7y0sjF\n", - 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Let's run the net for a while, keeping track of a few things as it goes.\n", - "Note that this process will be the same as if training through the `caffe` binary. In particular:\n", - "* logging will continue to happen as normal\n", - "* snapshots will be taken at the interval specified in the solver prototxt (here, every 5000 iterations)\n", - "* testing will happen at the interval specified (here, every 500 iterations)\n", - "\n", - "Since we have control of the loop in Python, we're free to compute additional things as we go, as we show below. We can do many other things as well, for example:\n", - "* write a custom stopping criterion\n", - "* change the solving process by updating the net in the loop" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Iteration 0 testing...\n", - "Iteration 25 testing...\n", - "Iteration 50 testing...\n", - "Iteration 75 testing...\n", - "Iteration 100 testing...\n", - "Iteration 125 testing...\n", - "Iteration 150 testing...\n", - "Iteration 175 testing...\n", - "CPU times: user 12.3 s, sys: 3.96 s, total: 16.2 s\n", - "Wall time: 15.7 s\n" + "source": [ + "We'll be running the provided LeNet example (make sure you've downloaded the data and created the databases, as below)." ] - } - ], - "source": [ - "%%time\n", - "niter = 200\n", - "test_interval = 25\n", - "# losses will also be stored in the log\n", - "train_loss = zeros(niter)\n", - "test_acc = zeros(int(np.ceil(niter / test_interval)))\n", - "output = zeros((niter, 8, 10))\n", - "\n", - "# the main solver loop\n", - "for it in range(niter):\n", - " solver.step(1) # SGD by Caffe\n", - " \n", - " # store the train loss\n", - " train_loss[it] = solver.net.blobs['loss'].data\n", - " \n", - " # store the output on the first test batch\n", - " # (start the forward pass at conv1 to avoid loading new data)\n", - " solver.test_nets[0].forward(start='conv1')\n", - " output[it] = solver.test_nets[0].blobs['ip2'].data[:8]\n", - " \n", - " # run a full test every so often\n", - " # (Caffe can also do this for us and write to a log, but we show here\n", - " # how to do it directly in Python, where more complicated things are easier.)\n", - " if it % test_interval == 0:\n", - " print 'Iteration', it, 'testing...'\n", - " correct = 0\n", - " for test_it in range(100):\n", - " solver.test_nets[0].forward()\n", - " correct += sum(solver.test_nets[0].blobs['ip2'].data.argmax(1)\n", - " == solver.test_nets[0].blobs['label'].data)\n", - " test_acc[it // test_interval] = correct / 1e4" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's plot the train loss and test accuracy." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" }, { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEPCAYAAAAEfBBiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJztnXm4HGWV/z9fwhK2JIRAgCTsYYkswsgiiwYBRVRwGxV1\n", - "dNRxcEGZUcdtVBhHZ3Abcf8xiruCjguigohIANmXQBISIAECYd9CSFgTOL8/zlvpun2r+1bf23V7\n", - "uefzPP10d9XbVe+t2/1+65z3vOfIzAiCIAiC0WadTncgCIIgGJuEAAVBEAQdIQQoCIIg6AghQEEQ\n", - "BEFHCAEKgiAIOkIIUBAEQdARKhMgSTMkXSjpRkkLJH2woM1sSSskzU2PT1XVnyAIgrGOpO9Lul/S\n", - "/CZtvi5psaQbJO1TZX/WrfDYq4F/NbPrJW0CXCvpfDNbVNfuIjM7psJ+BEEQBM4PgG8APy7aKelo\n", - "YGczmynpAOA7wIFVdaYyC8jM7jOz69PrVcAiYJuCpqqqD0EQBEENM7sEWN6kyTHAj1LbK4FJkqZW\n", - "1Z9RmQOStD2wD3Bl3S4DDkqm3jmSZo1Gf4IgCIJCpgHLcu/vAqZXdbIqXXAAJPfbr4ATkyWU5zpg\n", - 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Hooray!\n", - "\n", - "Since we saved the results on the first test batch, we can watch how our prediction scores evolved. We'll plot time on the $x$ axis and each possible label on the $y$, with lightness indicating confidence." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false, - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAI0AAACPCAYAAADHlliuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAFZtJREFUeJztnVtsY8d5x//f4Z2H94skaiXvemUbsAsD9otbwA2ahyCw\n", - "USBpXxoYKFD0EvShN7QPddyHJo9pgAZF+1CgiB30hqRFCxfpQ1vbRQukD724sGOnaydZY8XVihJF\n", - "iXfykDwipw/kNzuHklbiRRRJzQ8Y8OgsdXYk/vXNN9988w0JIaDRjIJx1R3QLB5aNJqR0aLRjIwW\n", - "jWZktGg0I6NFoxmZsUVDRC8R0cdE9CMienWandLMNzROnIaIXAB+AOAzAHYB/A+AV4QQH023e5p5\n", - "ZFxL8wKAu0KIbSGEDeDbAD4/vW5p5hn3mN93A8CO8vUDAD+uvoGIdKh5wRFC0Gn3x7U0WhDXmHFF\n", - "swtgU/l6E31ro7kGjCuadwE8SUS3iMgL4AsAvjO9bmnmmbF8GiHEMRH9OoB/AeAC8LqeOV0fxppy\n", - "X+jB2hFeeKbtCGuuMVo0mpHRotGMjBaNZmS0aDQjo0WjGRktGs3IaNFoRkaLRjMyWjSakdGi0YzM\n", - "uElYAAAi2gZQBdAFYAshXphGpzTzzUSiQT8Z69NCiOI0OqNZDKYxPJ26EqpZXiYVjQDwDhG9S0Rf\n", - 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We'll write the net in a succinct and natural way as Python code that serializes to Caffe's protobuf model format.\n", + "\n", + "This network expects to read from pregenerated LMDBs, but reading directly from `ndarray`s is also possible using `MemoryDataLayer`." + ] }, { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAI0AAACPCAYAAADHlliuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAGlxJREFUeJztnVls49t93z+Hi7iJu0Rq44xm5l4bAVzAfnEfnKB5CIJr\n", - "FEjSlwYGChTpgj50Q/vQJH1o/JgGaFC0D0Xb2EE3JC1auEgKtLUNtIj70DYOfGNf9/pO7r3SSENR\n", - "JCVS3ClS5OmD+Ds+5FALN4nS/L/AwZ/L8Mwh/1/9zm8/SmuNAweTwHXfC3Dw8OCQxsHEcEjjYGI4\n", - "pHEwMRzSOJgYDmkcTIypSaOUek8p9SOl1J8opX55notysNxQ0/hplFJu4CPgZ4As8IfAV7TWH853\n", - "eQ6WEdNKmi8CH2ut97XWXeB3gZ+f37IcLDM8U35uGzi0nr8G/rT9D5RSjqv5gUNrrca9Pq2kcQjx\n", - "FmNa0mSBjPU8w6W0cfAWYFrSfBd4Vym1q5RaAX4R+L35LcvBMmMqnUZrfaGU+hvAfwfcwNccy+nt\n", - "wVQm960mdhThB495K8IO3mI4pHEwMRzSOJgYDmkcTAyHNA4mhkMaBxPDIY2DiTFtwPLRQ6kfuyjc\n", - "brcZHo8Hl8tlhtvtRmtNv99Ha43WmouLC3q9HhcXF1xcXJjXAR5DyZBDmjFQSpnhcrkIhUKsrq6a\n", - 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You can read, write, and modify this description directly. Let's take a look at the train net." + ] }, { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlQAAACbCAYAAACkuQVhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAEqlJREFUeJzt3X2QXXV9x/HPJ5unTUICFKoFdjcWYitBa6gygAkP1RbK\n", - "aLStBWmr1HbsdNSaUmUMzLR/tSPIdKSO085YqAI+QdWiTiuBVioLYiKQ8BTkoSNNAoWkFDbPybJ8\n", - "+8e9Cctmb/Z89+S3997wfs0w3nPud3/nd8/v3JOv55z7+zoiBAAAgMmb1u4OAAAAdDsSKgAAgJpI\n", - "qAAAAGoioQIAAKiJhAoAAKAmEioAAICaprdz47aZswEAAHSNiPB464smVLbPl3SNpB5J10bEVWNj\n", - "Lr/88gP+bnBwUMuWLXvVumnTql9Ms8f9rIdEpu1SsZl9MX16bogz8a1iV61apfPOO2/S7Zb8fJm2\n", - "MzLj9/LLL1eOzcwT19vbWzlWkubMmXPAuptvvlkXXnjhAevnzZtXq91WZs6cWTl27969lWN37dpV\n", - "OVaSdu7cWaQfmbHOxLbaxzfddJMuuuiiA9YfccQRlds+6qijKsceeeSRlWPnz59fOTZzLM+ePbty\n", - "rCTNmDEjFV/Vnj17KseOd7xdeeWVWrly5QHrt2/fnurHjh07Ksfu3r27SOzw8HDl2FLnw6yq5/Bz\n", - "zjmn5XvFbvnZ7pH0BUnnSzpZ0sW231RqewAAAO1S8hmq0yQ9GRFPRcSwpG9Iem/B7QEAALRFyYTq\n", - "eEkbRy1vaq6bUH9/f5EOYWqceOKJ7e4CJmnx4sXt7gJqYPy619KlS9vdBdRUMqGa9M3OgYGBQ9kP\n", - 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We're using SGD with momentum, weight decay, and a specific learning rate schedule." + ] }, { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlQAAACbCAYAAACkuQVhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAEr9JREFUeJzt3X+wXGV9x/HPJ79vQoJaaCwYmx83psJohYqDv6IUwwRG\n", - "0LZWpa1S27HTUWtK1RGZKX+1amU6UsdpZ6zUH6hIqxZ1KDEpgkGthB8JEBJ+hAktYE1aCprLzQ03\n", - "4ds/dhOvl7u5z/eePHd3w/s1w7Bn97vPefY8Z8/95pyzz9cRIQAAAEzdjG53AAAAoN+RUAEAADRE\n", - "QgUAANAQCRUAAEBDJFQAAAANkVABAAA0NKubK7fNnA0AAKBvRIQner5qQmV7raQrJM2U9NmI+Jvx\n", - "MZdffvkz3rdhwwadc845Nbs2Zb0wb5c94VhOaMaM3EnIo9H29ddfr3PPPbdRP0plxyMTf+DAgSqx\n", - "o6OjVWJnz55dHNspfuPGjVqzZs0znh8YGChud86cOcWxmf1teHi4OHZoaKg4VpL27t1bHLtv377i\n", - "2Mz4ZfahTmN966236owzznjG83Pnzi1ue/78+cWxCxcuLI6ttQ/NmpX7MzZz5szi2MzxYmRkpDh2\n", - "on2o09+97L6c2T8zfc7EPvXUU8WxBw8erBJby9VXX93xtWqX/GzPlPRpSWslnSLpQtsvrrU+AACA\n", - "bql5D9UrJO2MiIciYlTSVyW9qeL6AAAAuqJmQnWypIfHLD/Sfm5SK1asqNIhTI/BwcFudwFTtHz5\n", - "8m53AQ2cdNJJ3e4Cpoi/e/2vZkI15ZuN2LH628qVK7vdBUwR373+dvLJRf9mRQ/iu9f/at6U/qik\n", - 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We'll use SGD (with momentum), but Adagrad and Nesterov's accelerated gradient are also available." + ] }, { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlQAAACbCAYAAACkuQVhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAEptJREFUeJzt3X2QXfVdx/HPJ89PJExMFrJJaqKCQobaRGCAUii2OsgU\n", - "WrWWorZYmTpOWxuxZUqZ0b90Wttxip2OzlSQFvqk0grtKBS0QCm1hJAEQkIDOETJ4xKEkMfNZvfr\n", - "H/du2Cy72fPNyW/vveH9mslwz7nfe85vz+/cc7+ch9/XESEAAAAcvwmtbgAAAECnI6ECAACoiYQK\n", - "AACgJhIqAACAmkioAAAAaiKhAgAAqGlSK1dumzEbAABAx4gIjzS/aEJl+3JJN0uaKOmWiPjr4THX\n", - "XXfd6z63Zs0arVix4qh5AwMDhVqZW3Z/f3+R2IxMe7PjjGXiR4vdsGGDli1bdtS8zLbI/H2HDx+u\n", - "HJuN7+3trRx78ODBIrGHDh2qHHsiviMvvvii5s+f/7r5EydOrLwMe8RjzYgybd6/f3/l2Mw2zi47\n", - "s19k9rfMd2TChJEvLgwMDIz43qRJ1Q/1U6dOrRw7ZcqUyrGTJ0+uHDva31c3NitzPMz030j7xb59\n", - "+zRz5sxKsdllj6bUcbnkb1QpVfejYx2Ti+2JtidK+pKkyyWdLeka22eVWh8AAECrlLyH6nxJz0XE\n", - "5ojok/QtSe8uuD4AAICWKJlQLZT0wpDpLc15Y1qwYEGRBmF8jHTJCJ1hxowZrW4CashcbkV7yVwS\n", - "RXsqmVAd94VREqrO1tXV1eom4DiNdA8HOgcJVefK3I+G9lTypvStkhYPmV6sxlmqo6xZs+bI6wUL\n", - 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"output_type": "display_data" + "source": [ + "To get an idea of the architecture of our net, we can check the dimensions of the intermediate features (blobs) and parameters (these will also be useful to refer to when manipulating data later)." + ] }, { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlQAAACbCAYAAACkuQVhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAEvtJREFUeJzt3X+QXXV5x/HPJxuS7OYXQwNYdbNLG20loxWrDoKYpNoO\n", - "ZQRta1XaqrUdOx21UqqOyNj+4bSj1elIHaadsVB/4K+2alGmVaQ1iRFKIpgQSFAMYyhoZQkkkt3N\n", - "j014+se9G5ewN3uePfnuuTe+XzMM95z73HO+93zPOfvknHO/jyNCAAAAmL15TTcAAACg15FQAQAA\n", - "1ERCBQAAUBMJFQAAQE0kVAAAADWRUAEAANQ0v8mV22bMBgAA0DMiwtPNL5pQ2b5Y0jWS+iRdFxF/\n", - "e3zM+973vqd8buPGjVqzZs2s13v06NFUfGYsrieeeKJIbC+OB2ZPu0/p1ltv1YUXXviked2wjSXp\n", - "yJEjlWMPHz5cJPbgwYNFYufNy11w7uvre8q8HTt2aPXq1U+Zf9ppp9VabieZY3V0dLRy7N69eyvH\n", - "StK+ffsqx46Pj1eOPXToUOXYzD7UaRvv379fS5cufcr8TP8NDAxUju3v768cu2jRosqx8+dX/9OU\n", - "2d+kzuet6WTOF5ljdbp9aGRkRGeddVal2BM5cOBA5dhS57iJiYnKsZlzQPZv+1wrdsvPdp+kayVd\n", - 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} - ], - "source": [ - "for i in range(8):\n", - " figure(figsize=(2, 2))\n", - " imshow(solver.test_nets[0].blobs['data'].data[i, 0], cmap='gray')\n", - " figure(figsize=(10, 2))\n", - " imshow(output[:50, i].T, interpolation='nearest', cmap='gray')\n", - " xlabel('iteration')\n", - " ylabel('label')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We started with little idea about any of these digits, and ended up with correct classifications for each. If you've been following along, you'll see the last digit is the most difficult, a slanted \"9\" that's (understandably) most confused with \"4\".\n", - "\n", - "Note that these are the \"raw\" output scores rather than the softmax-computed probability vectors. The latter, shown below, make it easier to see the confidence of our net (but harder to see the scores for less likely digits)." - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": false, - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAI0AAACPCAYAAADHlliuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAFZtJREFUeJztnVtsY8d5x//f4Z2H94skaiXvemUbsAsD9otbwA2ahyCw\n", - "USBpXxoYKFD0EvShN7QPddyHJo9pgAZF+1CgiB30hqRFCxfpQ1vbRQukD724sGOnaydZY8XVihJF\n", - "iXfykDwipw/kNzuHklbiRRRJzQ8Y8OgsdXYk/vXNN9988w0JIaDRjIJx1R3QLB5aNJqR0aLRjIwW\n", - "jWZktGg0I6NFoxmZsUVDRC8R0cdE9CMienWandLMNzROnIaIXAB+AOAzAHYB/A+AV4QQH023e5p5\n", - "ZFxL8wKAu0KIbSGEDeDbAD4/vW5p5hn3mN93A8CO8vUDAD+uvoGIdKh5wRFC0Gn3x7U0WhDXmHFF\n", - "swtgU/l6E31ro7kGjCuadwE8SUS3iMgL4AsAvjO9bmnmmbF8GiHEMRH9OoB/AeAC8LqeOV0fxppy\n", - "X+jB2hFeeKbtCGuuMVo0mpHRotGMjBaNZmS0aDQjo0WjGRktGs3IaNFoRkaLRjMyWjSakdGi0YzM\n", - "uElYAAAi2gZQBdAFYAshXphGpzTzzUSiQT8Z69NCiOI0OqNZDKYxPJ26EqpZXiYVjQDwDhG9S0Rf\n", - 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We'll run a forward pass on the train and test nets and check that they contain our data." + ] }, { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAI0AAACPCAYAAADHlliuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAGPlJREFUeJztXUlsbNlZ/v6a53myy37Pft1B6kiRkk1YJFGyiKKOkJKw\n", - "IYqEFAWEWDAJFjRhQWAXIhEhWCAg6SgMSkCgoICESAeBaBYMjbrTHUgP7nbZZbuq7JrnW9NhUfWf\n", - "Pve6bNfk91zl+0lHVa7yuz717lf//59/JCEETJiYB5YnvQET6weTNCbmhkkaE3PDJI2JuWGSxsTc\n", - "MEljYm4sTBoiepaIXieit4jouVVuysTdBi3ipyEiK4A3AHwcwCmA/wbwOSHEj1a7PRN3EYtKmg8C\n", - "OBBCZIQQfQDfBvDp1W3LxF2GbcF/lwaQVX4+AfDj6i8QkelqXnMIIWja64tKGpMQ9xiLkuYUwK7y\n", - "8y7G0sbEPcCipHkJwHuIaI+IHAA+C+C7q9uWibuMhWwaIcSAiH4RwD8BsAL4unlyuj9Y6Mg904VN\n", - "Q3jtsWpD2MQ9hkkaE3PDJI2JubGoc2+tYbVa5bJYLCDSq24ikq/zc3UZMRwOMRqN5ONoNIIQAkII\n", - "+bP6/rrj3pHGYrHA7XbD7XbD4/HA7XZLcgBjwthsNt1yOp1wuVxwOp1wOp2XrtnpdHSr3+/rlqZp\n", - "6Ha7cq17Xva9Iw0RweVyIRQKIRwOIxgM6iSLxWKR5HA4HHC5XPD5fPD5fPD7/fB6vZeuWavVUK1W\n", - "UavVUKvV0Ol00O125WO9Xkej0cBoNIKmaSZp1g1EBLfbjVAohGQyiXg8riOM1WqVEsjj8cDj8SAc\n", - 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Let's see the updates to the first layer, shown here as a $4 \\times 5$ grid of $5 \\times 5$ filters." + ] }, { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAI0AAACPCAYAAADHlliuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAFYRJREFUeJztnVuMZHldxz+/ut+7q+89072zs8Oa8EACL/gARB4IWWIi\n", - "+qIhMRpE44OiURMRHwSjD0gCMb4QlV2Dl4BGAwETFTAa8cHLml12UXbZTRimZ/tW3VXVdb//fej6\n", - "/ffUmeqeruq6nJo5n+Skbl2nf931rd//8rscMcbg4zMKgXkb4LN4+KLxGRlfND4j44vGZ2R80fiM\n", - "jC8an5EZWzQi8oyIvCIir4nIxyZplI+3kXH2aUQkCLwKvA94A/hv4EPGmO9O1jwfLzKup3kn8Lox\n", - "5q4xpg18Cfjg5Mzy8TKhMd93E9hzPL4P/LDzB0TE32pecIwxMuz5cT2NL4jHmHFF8waw63i8y7m3\n", - "8XkMGFc0zwNPi8iTIhIBfgr46uTM8vEyY81pjDEdEfll4J+AIPCsv3J6fBhryX2lE/sT4YVn0hNh\n", - "n8cYXzQ+I+OLxmdkfNH4jIwvGp+R8UXjMzK+aHxGxheNz8j4ovEZGV80PiPji8ZnZMZNwgJARO4C\n", - "JaALtI0x75yEUdNGROwRCAQIBoOEQiGCwSDBYJB2u02n07G3s7AnEAhYmwCMMWhc0H1/3lxLNJwn\n", - "Y73XGJOfhDGzQEQIhUL2CIfDLC0tkclkyGQyJBIJ8vm8PQqFwtRtCoVCRCIRwuEwkUiEXq9Ht9ul\n", - "2+3S6XTs416vR6/Xm7twrisagKGRUC8TDAaJRCLEYjHi8ThbW1tsb2+ztbXF6uoqd+/e5e7du7Tb\n", - 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"" - ] - }, + "cell_type": "markdown", "metadata": {}, - "output_type": "display_data" + "source": [ + "Something is happening. Let's run the net for a while, keeping track of a few things as it goes.\n", + "Note that this process will be the same as if training through the `caffe` binary. In particular:\n", + "* logging will continue to happen as normal\n", + "* snapshots will be taken at the interval specified in the solver prototxt (here, every 5000 iterations)\n", + "* testing will happen at the interval specified (here, every 500 iterations)\n", + "\n", + "Since we have control of the loop in Python, we're free to compute additional things as we go, as we show below. We can do many other things as well, for example:\n", + "* write a custom stopping criterion\n", + "* change the solving process by updating the net in the loop" + ] }, { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAI0AAACPCAYAAADHlliuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAES9JREFUeJztnVmMpNdVx3+nq6prX3qbnvG4x4tmsEYRkv1ikJyICIVo\n", - "/ELghcgSUmQC4gECgkiY8BIjeIiQEiFeIiA2CosSIZCjBAmwjQIYIRYjb4E4jqVZPNPdM91de9fe\n", - "fXmoOt/c/qZ6qaU9VfXdn/Sp9qvTM3+du5zlE2MMDscgzN1vAxzThxONY2CcaBwD40TjGBgnGsfA\n", - "ONE4BmZo0YjIFRF5V0R+KCLPjdMox2Qjw5zTiEgI+AHwCeAW8N/AM8aY74/XPMckMqyneRJ43xhz\n", - "zRjTBr4JfGp8ZjkmmfCQvzsPfGC9vgn8mP0FEXFHzVOOMUb6vT+sp3GCCDDDiuYWsGa9XqPrbRwB\n", - "YFjRvA5cEpGHRWQe+DTw7fGZ5ZhkhlrTGGM6IvKrwD8CIeAFt3MKDkNtuU80sFsITz3jXgg7AowT\n", - "jWNgnGgcA+NE4xgYJxrHwDjROAbGicYxME40joFxonEMjBONY2CcaBwDM2wSFgAicg0oA3tA2xjz\n", - "5DiMmnbm5uYQEe8xHA4TCoUIh8OEw2H29vYOXPv7+weuSS+VHkk0dJOxPm6MyY/DmFkhHA4zPz9P\n", - "NBplfn6eTCZDJpMhm82SyWSo1+tUq1Xvqtfr1Ot1Go0G9XrdG2dSxTOqaAD6RkKDTCQSIZFIkEgk\n", - 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"output_type": "display_data" + "outputs": [] }, { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAI0AAACPCAYAAADHlliuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAGNNJREFUeJztnVmM7Fldxz+na1+6qrqW7q5ebt+ZuTMDTEzgBU2AyAMh\n", - "Q0xAXyQkRoNofFA0SiLig6D4gCYQow9EZYlbQKOBgInKYETxwQUzw4CyzMxdeu/au/a1jw9dv8Op\n", - "ukvfWrvrzv+bnPyram7/51TVt37n9/ud3+97lNYaBw5GwdJlT8DB4sEhjYOR4ZDGwchwSONgZDik\n", - "cTAyHNI4GBljk0Yp9axS6rtKqZeUUh+c5qQcXG2ocfI0SikX8D3gbcAB8N/Ae7TW35nu9BxcRYxr\n", - "ad4IvKy1vq217gCfB941vWk5uMpwj/l3m8Ce9Xwf+GH7HyilnFTzgkNrre71+riWxiHEqxjjkuYA\n", - "2Laeb3NubRy8CjAuab4BPKmUuq6U8gLvBr40vWk5uMoYy6fRWneVUr8E/BPgAj7tRE6vHowVcj/U\n", - "jR1HeOExbUfYwasYDmkcjAyHNA5GhkMaByPDIY2DkeGQxsHIcEjjYGQ4pHEwMhzSOBgZDmkcjAyH\n", - "NA5GxrhFWAAopW4DZaAHdLTWb5zGpKYNpdTAY7fbjcvlMtezszO01macnZ0NDHkd4LLamIffg1KK\n", - "paUllFID87bnOitMRBrOi7HeqrUuTGMys4J8wEtLS7jdbiKRCMvLy0QiEUKhEN1ul06nY0az2aTR\n", - "aNBsNmk2m5ydndHr9cz1MuZvE8XtduPxeMzo9Xq0220zzs7OzN/OgkCTkgbgnjuhVwXyQbtcLlwu\n", - 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Hooray!\n", + "\n", + "Since we saved the results on the first test batch, we can watch how our prediction scores evolved. We'll plot time on the $x$ axis and each possible label on the $y$, with lightness indicating confidence." + ] }, { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlQAAACbCAYAAACkuQVhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAEQZJREFUeJzt3X2QXmV5x/HfL7ub3SVvJE2QEiKBQFLIaIWaDCBCqLRQ\n", - "RtC2VqStUtux00FrSoUR+aN/MC1amY7oOHTGQlGwalu0iNOCUEowYiUCCS9ZJIEhJUAhUEiWQF52\n", - "w9U/nmfDZtmX+87Jvc9z4vczs5PnnL2ec9977rPPXjkv9+WIEAAAAPbflFZ3AAAAoO5IqAAAACoi\n", - "oQIAAKiIhAoAAKAiEioAAICKSKgAAAAq6mxl47aZswEAANRGRHi09UUTKtvnSLpGUoek6yLib0fG\n", - "zJ8//y3v6+/v18yZM/dZlzNfVu7cWnv27CkSW6rPObH2qON+QLY9lh07dqi3t3e/t1tqPEpuux3G\n", - "GgDQOsUu+dnukPRVSedIOkHShbaPL9UeAABAq5S8h2q5pCciYlNEDEj6jqQPFGwPAACgJUomVPMl\n", - "bR62/Exz3YS6u7uLdAiTo7OzpbfmAQAw6UomVPt98wcJVb11dXW1ugsAAEyqkqcSnpW0YNjyAjXO\n", - "Uu2jv79/7+vu7m6SKQAAUDslE6r7JR1ne6Gk5yRdIOnCkUEjn+YDAACom2IJVUQM2v6UpB+qMW3C\n", - "9RHxWKn2AAAAWqXo3cMRcZuk20q2AQAA0Gotfxxr2rRpSXFvvPFG8jZzYiVpcHCwSGypSSTrOPFl\n", - "qfHLnfiyHSbVZLJOADj4UMsPAACgIhIqAACAikioAAAAKiKhAgAAqIiECgAAoCISKgAAgIpIqAAA\n", - 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If you've been following along, you'll see the last digit is the most difficult, a slanted \"9\" that's (understandably) most confused with \"4\".\n", + "\n", + "Note that these are the \"raw\" output scores rather than the softmax-computed probability vectors. The latter, shown below, make it easier to see the confidence of our net (but harder to see the scores for less likely digits)." + ] }, { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlQAAACbCAYAAACkuQVhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAEbVJREFUeJzt3X+QXWV9x/HPJ7vZZJONYfgRAyE0SQsUMloBYQIiCNpC\n", - "QcBSK9JWqWXsdNRKqTJiZtq/2tHKdERH2hlLioJVS1GiDi1CW0DEQviRAEkghI78SGiyQCHssmST\n", - "Dd/+ce+GzbI/nicnz557w/s1s5N7zv3e8zz3POfe+8359XVECAAAAHtvWt0dAAAAaHckVAAAABWR\n", - "UAEAAFREQgUAAFARCRUAAEBFJFQAAAAVddbZuG3u2QAAANpGRHis+UUTKttnS7paUoekayPib0fH\n", - "zJs3702v6+/vV09Pz163+/rrrxeLLxW7P90PbHBwUDNmzNhjXs77K7WOc+N37dqVHJvz/krFAgDq\n", - "U+yQn+0OSd+QdLakYyVdbPuYUu0BAADUpeQ5VCdJejIinoqInZK+L+mCgu0BAADUomRCtUDSsyOm\n", - "NzXnTaqrq6tIhzA1Ojo66u4CAABTqmRCtdcnf5BQtbfOzlqvdQAAYMqV/OXbLGnhiOmFauyl2kN/\n", - "f//ux11dXSRTAACg7ZRMqB6QdKTtRZKek3SRpItHB1W5mg8AAKAVFEuoImLI9mck/VSN2yasiIjH\n", - "SrUHAABQF9d5nxvbMdZ9qKriPlSth/tQlY8FAJRXy409U8ycOXOfLzP3R6gVfmRLJV+5CUfO+xsa\n", - 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"output_type": "display_data" + "cell_type": "code", + "collapsed": false, + "input": [ + "for i in range(8):\n", + " figure(figsize=(2, 2))\n", + " imshow(solver.test_nets[0].blobs['data'].data[i, 0], cmap='gray')\n", + " figure(figsize=(10, 2))\n", + " imshow(exp(output[:50, i].T) / exp(output[:50, i].T).sum(0), interpolation='nearest', cmap='gray')\n", + " xlabel('iteration')\n", + " ylabel('label')" + ], + "language": "python", + "metadata": { + "scrolled": false + }, + "outputs": [] } ], - "source": [ - "for i in range(8):\n", - " figure(figsize=(2, 2))\n", - " imshow(solver.test_nets[0].blobs['data'].data[i, 0], cmap='gray')\n", - " figure(figsize=(10, 2))\n", - " imshow(exp(output[:50, i].T) / exp(output[:50, i].T).sum(0), interpolation='nearest', cmap='gray')\n", - " xlabel('iteration')\n", - " ylabel('label')" - ] + "metadata": {} } - ], - "metadata": { - "description": "Define, train, and test the classic LeNet with the Python interface.", - "example_name": "Learning LeNet", - "include_in_docs": true, - "kernelspec": { - "display_name": "Python 2", - "language": "python", - "name": "python2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.9" - }, - "priority": 2 - }, - "nbformat": 4, - "nbformat_minor": 0 + ] } diff --git a/examples/03-fine-tuning.ipynb b/examples/03-fine-tuning.ipynb index cc90b16bbfa..b3bb27b23a2 100644 --- a/examples/03-fine-tuning.ipynb +++ b/examples/03-fine-tuning.ipynb @@ -1,947 +1,227 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Fine-tuning a Pretrained Network for Style Recognition\n", - "\n", - "In this example, we'll explore a common approach that is particularly useful in real-world applications: take a pre-trained Caffe network and fine-tune the parameters on your custom data.\n", - "\n", - "The upside of such approach is that, since pre-trained networks are learned on a large set of images, the intermediate layers capture the \"semantics\" of the general visual appearance. Think of it as a very powerful feature that you can treat as a black box. On top of that, only a few layers will be needed to obtain a very good performance of the data." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "First, we will need to prepare the data. This involves the following parts:\n", - "(1) Get the ImageNet ilsvrc pretrained model with the provided shell scripts.\n", - "(2) Download a subset of the overall Flickr style dataset for this demo.\n", - "(3) Compile the downloaded Flickr dataset into a database that Caffe can then consume." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import os\n", - "os.chdir('..')\n", - "import sys\n", - "sys.path.insert(0, './python')\n", - "\n", - "import caffe\n", - "import numpy as np\n", - "from pylab import *\n", - "%matplotlib inline" - ] + "metadata": { + "description": "Fine-tune the ImageNet-trained CaffeNet on new data.", + "example_name": "Fine-tuning for Style Recognition", + "include_in_docs": true, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 }, - "outputs": [], - "source": [ - "# This downloads the ilsvrc auxiliary data (mean file, etc),\n", - "# and a subset of 2000 images for the style recognition task.\n", - "!data/ilsvrc12/get_ilsvrc_aux.sh\n", - "!scripts/download_model_binary.py models/bvlc_reference_caffenet\n", - "!python examples/finetune_flickr_style/assemble_data.py \\\n", - " --workers=-1 --images=2000 --seed=1701 --label=5" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's show what is the difference between the fine-tuning network and the original caffe model." - ] + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.9" }, + "name": "", + "priority": 4 + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [ + "cells": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "1c1\r\n", - "< name: \"CaffeNet\"\r\n", - "---\r\n", - "> name: \"FlickrStyleCaffeNet\"\r\n", - "4c4\r\n", - "< type: \"Data\"\r\n", - "---\r\n", - "> type: \"ImageData\"\r\n", - "15,26c15,19\r\n", - "< # mean pixel / channel-wise mean instead of mean image\r\n", - "< # transform_param {\r\n", - "< # crop_size: 227\r\n", - "< # mean_value: 104\r\n", - "< # mean_value: 117\r\n", - "< # mean_value: 123\r\n", - "< # mirror: true\r\n", - "< # }\r\n", - "< data_param {\r\n", - "< source: \"examples/imagenet/ilsvrc12_train_lmdb\"\r\n", - "< batch_size: 256\r\n", - "< backend: LMDB\r\n", - "---\r\n", - "> image_data_param {\r\n", - "> source: \"data/flickr_style/train.txt\"\r\n", - "> batch_size: 50\r\n", - "> new_height: 256\r\n", - "> new_width: 256\r\n", - "31c24\r\n", - "< type: \"Data\"\r\n", - "---\r\n", - "> type: \"ImageData\"\r\n", - "42,51c35,36\r\n", - "< # mean pixel / channel-wise mean instead of mean image\r\n", - "< # transform_param {\r\n", - "< # crop_size: 227\r\n", - "< # mean_value: 104\r\n", - "< # mean_value: 117\r\n", - "< # mean_value: 123\r\n", - "< # mirror: true\r\n", - "< # }\r\n", - "< data_param {\r\n", - "< source: \"examples/imagenet/ilsvrc12_val_lmdb\"\r\n", - "---\r\n", - "> image_data_param {\r\n", - "> source: \"data/flickr_style/test.txt\"\r\n", - "53c38,39\r\n", - "< backend: LMDB\r\n", - "---\r\n", - "> new_height: 256\r\n", - "> new_width: 256\r\n", - "323a310\r\n", - "> # Note that lr_mult can be set to 0 to disable any fine-tuning of this, and any other, layer\r\n", - "360c347\r\n", - "< name: \"fc8\"\r\n", - "---\r\n", - "> name: \"fc8_flickr\"\r\n", - "363c350,351\r\n", - "< top: \"fc8\"\r\n", - "---\r\n", - "> top: \"fc8_flickr\"\r\n", - "> # lr_mult is set to higher than for other layers, because this layer is starting from random while the others are already trained\r\n", - "365c353\r\n", - "< lr_mult: 1\r\n", - "---\r\n", - "> lr_mult: 10\r\n", - "369c357\r\n", - "< lr_mult: 2\r\n", - "---\r\n", - "> lr_mult: 20\r\n", - "373c361\r\n", - "< num_output: 1000\r\n", - "---\r\n", - "> num_output: 20\r\n", - "384a373,379\r\n", - "> name: \"loss\"\r\n", - "> type: \"SoftmaxWithLoss\"\r\n", - "> bottom: \"fc8_flickr\"\r\n", - "> bottom: \"label\"\r\n", - "> top: \"loss\"\r\n", - "> }\r\n", - "> layer {\r\n", - "387c382\r\n", - "< bottom: \"fc8\"\r\n", - "---\r\n", - "> bottom: \"fc8_flickr\"\r\n", - "393,399d387\r\n", - "< }\r\n", - "< layer {\r\n", - "< name: \"loss\"\r\n", - "< type: \"SoftmaxWithLoss\"\r\n", - "< bottom: \"fc8\"\r\n", - "< bottom: \"label\"\r\n", - "< top: \"loss\"\r\n" + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Fine-tuning a Pretrained Network for Style Recognition\n", + "\n", + "In this example, we'll explore a common approach that is particularly useful in real-world applications: take a pre-trained Caffe network and fine-tune the parameters on your custom data.\n", + "\n", + "The upside of such approach is that, since pre-trained networks are learned on a large set of images, the intermediate layers capture the \"semantics\" of the general visual appearance. Think of it as a very powerful feature that you can treat as a black box. On top of that, only a few layers will be needed to obtain a very good performance of the data." ] - } - ], - "source": [ - "!diff models/bvlc_reference_caffenet/train_val.prototxt models/finetune_flickr_style/train_val.prototxt" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For your record, if you want to train the network in pure C++ tools, here is the command:\n", - "\n", - "\n", - "build/tools/caffe train \\\n", - " -solver models/finetune_flickr_style/solver.prototxt \\\n", - " -weights models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel \\\n", - " -gpu 0\n", - "\n", - "\n", - "However, we will train using Python in this example." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [ + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "iter 0, finetune_loss=3.360094, scratch_loss=3.136188\n", - "iter 10, finetune_loss=2.672608, scratch_loss=9.736364\n", - "iter 20, finetune_loss=2.071996, scratch_loss=2.250404\n", - "iter 30, finetune_loss=1.758295, scratch_loss=2.049553\n", - "iter 40, finetune_loss=1.533391, scratch_loss=1.941318\n", - "iter 50, finetune_loss=1.561658, scratch_loss=1.839706\n", - "iter 60, finetune_loss=1.461696, scratch_loss=1.880035\n", - "iter 70, finetune_loss=1.267941, scratch_loss=1.719161\n", - "iter 80, finetune_loss=1.192778, scratch_loss=1.627453\n", - "iter 90, finetune_loss=1.541176, scratch_loss=1.822061\n", - "iter 100, finetune_loss=1.029039, scratch_loss=1.654087\n", - "iter 110, finetune_loss=1.138547, scratch_loss=1.735837\n", - "iter 120, finetune_loss=0.917412, scratch_loss=1.851918\n", - "iter 130, finetune_loss=0.971519, scratch_loss=1.801927\n", - "iter 140, finetune_loss=0.868252, scratch_loss=1.745545\n", - "iter 150, finetune_loss=0.790020, scratch_loss=1.844925\n", - "iter 160, finetune_loss=1.092668, scratch_loss=1.695591\n", - "iter 170, finetune_loss=1.055344, scratch_loss=1.661715\n", - "iter 180, finetune_loss=0.969769, scratch_loss=1.823639\n", - "iter 190, finetune_loss=0.780566, scratch_loss=1.820862\n", - "done\n" + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, we will need to prepare the data. This involves the following parts:\n", + "(1) Get the ImageNet ilsvrc pretrained model with the provided shell scripts.\n", + "(2) Download a subset of the overall Flickr style dataset for this demo.\n", + "(3) Compile the downloaded Flickr dataset into a database that Caffe can then consume." ] - } - ], - "source": [ - "niter = 200\n", - "# losses will also be stored in the log\n", - "train_loss = np.zeros(niter)\n", - "scratch_train_loss = np.zeros(niter)\n", - "\n", - "caffe.set_device(0)\n", - "caffe.set_mode_gpu()\n", - "# We create a solver that fine-tunes from a previously trained network.\n", - "solver = caffe.SGDSolver('models/finetune_flickr_style/solver.prototxt')\n", - "solver.net.copy_from('models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel')\n", - "# For reference, we also create a solver that does no finetuning.\n", - "scratch_solver = caffe.SGDSolver('models/finetune_flickr_style/solver.prototxt')\n", - "\n", - "# We run the solver for niter times, and record the training loss.\n", - "for it in range(niter):\n", - " solver.step(1) # SGD by Caffe\n", - " scratch_solver.step(1)\n", - " # store the train loss\n", - " train_loss[it] = solver.net.blobs['loss'].data\n", - " scratch_train_loss[it] = scratch_solver.net.blobs['loss'].data\n", - " if it % 10 == 0:\n", - " print 'iter %d, finetune_loss=%f, scratch_loss=%f' % (it, train_loss[it], scratch_train_loss[it])\n", - "print 'done'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's look at the training loss produced by the two training procedures respectively." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false, - "scrolled": false - }, - "outputs": [ + }, { - "data": { - "text/plain": [ - "[,\n", - " ]" - ] - }, - "execution_count": 5, + "cell_type": "code", + "collapsed": false, + "input": [ + "import os\n", + "os.chdir('..')\n", + "import sys\n", + "sys.path.insert(0, './python')\n", + "\n", + "import caffe\n", + "import numpy as np\n", + "from pylab import *\n", + "%matplotlib inline" + ], + "language": "python", "metadata": {}, - 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"output_type": "display_data" - } - ], - "source": [ - "plot(np.vstack([train_loss, scratch_train_loss]).T)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Notice how the fine-tuning procedure produces a more smooth loss function change, and ends up at a better loss. A closer look at small values, clipping to avoid showing too large loss during training:" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [ + "outputs": [] + }, { - "data": { - "text/plain": [ - "[,\n", - " ]" - ] - }, - "execution_count": 6, + "cell_type": "markdown", "metadata": {}, - "output_type": "execute_result" + "source": [ + "Let's show what is the difference between the fine-tuning network and the original caffe model." + ] }, { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAXgAAAEACAYAAAC57G0KAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXeYHNWVt98jgXIY5ZyQMNlIJJMMwhhssI0Dxsbr8Dms\n", - "zTpne9e73qa9tnFYrzMYe53WOeyuFzA4YBAYTEYiCQQCCSRAaZQTEtL5/jj3TlXXVHdX9/SMZsR5\n", - "n2ee6a6uqq5Ov3vu7557rqgqjuM4zv5Hv319AY7jOE734ALvOI6zn+IC7ziOs5/iAu84jrOf4gLv\n", - "OI6zn+IC7ziOs59SSOBFpL+ILBSRK6s8/g0ReURE7hGRea29RMdxHKcZikbwHwQWA52S5kXkXGCO\n", - "qh4MvAu4rHWX5ziO4zRLXYEXkanAucB/ApKzy3nAjwFU9TagTUQmtPIiHcdxnMYpEsF/Ffg4sLfK\n", - 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"output_type": "display_data" - } - ], - "source": [ - "plot(np.vstack([train_loss, scratch_train_loss]).clip(0, 4).T)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's take a look at the testing accuracy after running 200 iterations. Note that we are running a classification task of 5 classes, thus a chance accuracy is 20%. As we will reasonably expect, the finetuning result will be much better than the one from training from scratch. Let's see." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [ + "source": [ + "Notice how the fine-tuning procedure produces a more smooth loss function change, and ends up at a better loss. A closer look at small values, clipping to avoid showing too large loss during training:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "plot(np.vstack([train_loss, scratch_train_loss]).clip(0, 4).T)" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's take a look at the testing accuracy after running 200 iterations. Note that we are running a classification task of 5 classes, thus a chance accuracy is 20%. As we will reasonably expect, the finetuning result will be much better than the one from training from scratch. Let's see." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "test_iters = 10\n", + "accuracy = 0\n", + "scratch_accuracy = 0\n", + "for it in arange(test_iters):\n", + " solver.test_nets[0].forward()\n", + " accuracy += solver.test_nets[0].blobs['accuracy'].data\n", + " scratch_solver.test_nets[0].forward()\n", + " scratch_accuracy += scratch_solver.test_nets[0].blobs['accuracy'].data\n", + "accuracy /= test_iters\n", + "scratch_accuracy /= test_iters\n", + "print 'Accuracy for fine-tuning:', accuracy\n", + "print 'Accuracy for training from scratch:', scratch_accuracy" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "Accuracy for fine-tuning: 0.570000001788\n", - "Accuracy for training from scratch: 0.224000000954\n" + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Huzzah! So we did finetuning and it is awesome. Let's take a look at what kind of results we are able to get with a longer, more complete run of the style recognition dataset. Note: the below URL might be occassionally down because it is run on a research machine.\n", + "\n", + "http://demo.vislab.berkeleyvision.org/" ] } ], - "source": [ - "test_iters = 10\n", - "accuracy = 0\n", - "scratch_accuracy = 0\n", - "for it in arange(test_iters):\n", - " solver.test_nets[0].forward()\n", - " accuracy += solver.test_nets[0].blobs['accuracy'].data\n", - " scratch_solver.test_nets[0].forward()\n", - " scratch_accuracy += scratch_solver.test_nets[0].blobs['accuracy'].data\n", - "accuracy /= test_iters\n", - "scratch_accuracy /= test_iters\n", - "print 'Accuracy for fine-tuning:', accuracy\n", - "print 'Accuracy for training from scratch:', scratch_accuracy" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Huzzah! So we did finetuning and it is awesome. Let's take a look at what kind of results we are able to get with a longer, more complete run of the style recognition dataset. Note: the below URL might be occassionally down because it is run on a research machine.\n", - "\n", - "http://demo.vislab.berkeleyvision.org/" - ] + "metadata": {} } - ], - "metadata": { - "description": "Fine-tune the ImageNet-trained CaffeNet on new data.", - "example_name": "Fine-tuning for Style Recognition", - "include_in_docs": true, - "kernelspec": { - "display_name": "Python 2", - "language": "python", - "name": "python2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.9" - }, - "priority": 4 - }, - "nbformat": 4, - "nbformat_minor": 0 + ] } diff --git a/examples/04-net-surgery.ipynb b/examples/04-net-surgery.ipynb new file mode 100644 index 00000000000..76a5a6b0fe1 --- /dev/null +++ b/examples/04-net-surgery.ipynb @@ -0,0 +1,367 @@ +{ + "metadata": { + "description": "How to do net surgery and manually change model parameters for custom use.", + "example_name": "Editing model parameters", + "include_in_docs": true, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.9" + }, + "name": "", + "priority": 5 + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Net Surgery\n", + "\n", + "Caffe networks can be transformed to your particular needs by editing the model parameters. The data, diffs, and parameters of a net are all exposed in pycaffe.\n", + "\n", + "Roll up your sleeves for net surgery with pycaffe!" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "import Image\n", + "\n", + "# Make sure that caffe is on the python path:\n", + "caffe_root = '../' # this file is expected to be in {caffe_root}/examples\n", + "import sys\n", + "sys.path.insert(0, caffe_root + 'python')\n", + "\n", + "import caffe\n", + "\n", + "# configure plotting\n", + "plt.rcParams['figure.figsize'] = (10, 10)\n", + "plt.rcParams['image.interpolation'] = 'nearest'\n", + "plt.rcParams['image.cmap'] = 'gray'" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Designer Filters\n", + "\n", + "To show how to load, manipulate, and save parameters we'll design our own filters into a simple network that's only a single convolution layer. This net has two blobs, `data` for the input and `conv` for the convolution output and one parameter `conv` for the convolution filter weights and biases." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Load the net, list its data and params, and filter an example image.\n", + "caffe.set_mode_cpu()\n", + "net = caffe.Net('net_surgery/conv.prototxt', caffe.TEST)\n", + "print(\"blobs {}\\nparams {}\".format(net.blobs.keys(), net.params.keys()))\n", + "\n", + "# load image and prepare as a single input batch for Caffe\n", + "im = np.array(Image.open('images/cat_gray.jpg'))\n", + "plt.title(\"original image\")\n", + "plt.imshow(im)\n", + "plt.axis('off')\n", + "\n", + "im_input = im[np.newaxis, np.newaxis, :, :]\n", + "net.blobs['data'].reshape(*im_input.shape)\n", + "net.blobs['data'].data[...] = im_input" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The convolution weights are initialized from Gaussian noise while the biases are initialized to zero. These random filters give output somewhat like edge detections." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# helper show filter outputs\n", + "def show_filters(net):\n", + " net.forward()\n", + " plt.figure()\n", + " filt_min, filt_max = net.blobs['conv'].data.min(), net.blobs['conv'].data.max()\n", + " for i in range(3):\n", + " plt.subplot(1,4,i+2)\n", + " plt.title(\"filter #{} output\".format(i))\n", + " plt.imshow(net.blobs['conv'].data[0, i], vmin=filt_min, vmax=filt_max)\n", + " plt.tight_layout()\n", + " plt.axis('off')\n", + "\n", + "# filter the image with initial \n", + "show_filters(net)" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Raising the bias of a filter will correspondingly raise its output:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# pick first filter output\n", + "conv0 = net.blobs['conv'].data[0, 0]\n", + "print(\"pre-surgery output mean {:.2f}\".format(conv0.mean()))\n", + "# set first filter bias to 10\n", + "net.params['conv'][1].data[0] = 1.\n", + "net.forward()\n", + "print(\"post-surgery output mean {:.2f}\".format(conv0.mean()))" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Altering the filter weights is more exciting since we can assign any kernel like Gaussian blur, the Sobel operator for edges, and so on. The following surgery turns the 0th filter into a Gaussian blur and the 1st and 2nd filters into the horizontal and vertical gradient parts of the Sobel operator.\n", + "\n", + "See how the 0th output is blurred, the 1st picks up horizontal edges, and the 2nd picks up vertical edges." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "ksize = net.params['conv'][0].data.shape[2:]\n", + "# make Gaussian blur\n", + "sigma = 1.\n", + "y, x = np.mgrid[-ksize[0]//2 + 1:ksize[0]//2 + 1, -ksize[1]//2 + 1:ksize[1]//2 + 1]\n", + "g = np.exp(-((x**2 + y**2)/(2.0*sigma**2)))\n", + "gaussian = (g / g.sum()).astype(np.float32)\n", + "net.params['conv'][0].data[0] = gaussian\n", + "# make Sobel operator for edge detection\n", + "net.params['conv'][0].data[1:] = 0.\n", + "sobel = np.array((-1, -2, -1, 0, 0, 0, 1, 2, 1), dtype=np.float32).reshape((3,3))\n", + "net.params['conv'][0].data[1, 0, 1:-1, 1:-1] = sobel # horizontal\n", + "net.params['conv'][0].data[2, 0, 1:-1, 1:-1] = sobel.T # vertical\n", + "show_filters(net)" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With net surgery, parameters can be transplanted across nets, regularized by custom per-parameter operations, and transformed according to your schemes." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Casting a Classifier into a Fully Convolutional Network\n", + "\n", + "Let's take the standard Caffe Reference ImageNet model \"CaffeNet\" and transform it into a fully convolutional net for efficient, dense inference on large inputs. This model generates a classification map that covers a given input size instead of a single classification. In particular a 8 $\\times$ 8 classification map on a 451 $\\times$ 451 input gives 64x the output in only 3x the time. The computation exploits a natural efficiency of convolutional network (convnet) structure by amortizing the computation of overlapping receptive fields.\n", + "\n", + "To do so we translate the `InnerProduct` matrix multiplication layers of CaffeNet into `Convolutional` layers. This is the only change: the other layer types are agnostic to spatial size. Convolution is translation-invariant, activations are elementwise operations, and so on. The `fc6` inner product when carried out as convolution by `fc6-conv` turns into a 6 \\times 6 filter with stride 1 on `pool5`. Back in image space this gives a classification for each 227 $\\times$ 227 box with stride 32 in pixels. Remember the equation for output map / receptive field size, output = (input - kernel_size) / stride + 1, and work out the indexing details for a clear understanding." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "!diff net_surgery/bvlc_caffenet_full_conv.prototxt ../models/bvlc_reference_caffenet/deploy.prototxt" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The only differences needed in the architecture are to change the fully connected classifier inner product layers into convolutional layers with the right filter size -- 6 x 6, since the reference model classifiers take the 36 elements of `pool5` as input -- and stride 1 for dense classification. Note that the layers are renamed so that Caffe does not try to blindly load the old parameters when it maps layer names to the pretrained model." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Make sure that caffe is on the python path:\n", + "caffe_root = '../' # this file is expected to be in {caffe_root}/examples\n", + "import sys\n", + "sys.path.insert(0, caffe_root + 'python')\n", + "\n", + "import caffe\n", + "\n", + "# Load the original network and extract the fully connected layers' parameters.\n", + "net = caffe.Net('../models/bvlc_reference_caffenet/deploy.prototxt', \n", + " '../models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel', \n", + " caffe.TEST)\n", + "params = ['fc6', 'fc7', 'fc8']\n", + "# fc_params = {name: (weights, biases)}\n", + "fc_params = {pr: (net.params[pr][0].data, net.params[pr][1].data) for pr in params}\n", + "\n", + "for fc in params:\n", + " print '{} weights are {} dimensional and biases are {} dimensional'.format(fc, fc_params[fc][0].shape, fc_params[fc][1].shape)" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Consider the shapes of the inner product parameters. The weight dimensions are the output and input sizes while the bias dimension is the output size." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Load the fully convolutional network to transplant the parameters.\n", + "net_full_conv = caffe.Net('net_surgery/bvlc_caffenet_full_conv.prototxt', \n", + " '../models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel',\n", + " caffe.TEST)\n", + "params_full_conv = ['fc6-conv', 'fc7-conv', 'fc8-conv']\n", + "# conv_params = {name: (weights, biases)}\n", + "conv_params = {pr: (net_full_conv.params[pr][0].data, net_full_conv.params[pr][1].data) for pr in params_full_conv}\n", + "\n", + "for conv in params_full_conv:\n", + " print '{} weights are {} dimensional and biases are {} dimensional'.format(conv, conv_params[conv][0].shape, conv_params[conv][1].shape)" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The convolution weights are arranged in output $\\times$ input $\\times$ height $\\times$ width dimensions. To map the inner product weights to convolution filters, we could roll the flat inner product vectors into channel $\\times$ height $\\times$ width filter matrices, but actually these are identical in memory (as row major arrays) so we can assign them directly.\n", + "\n", + "The biases are identical to those of the inner product.\n", + "\n", + "Let's transplant!" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "for pr, pr_conv in zip(params, params_full_conv):\n", + " conv_params[pr_conv][0].flat = fc_params[pr][0].flat # flat unrolls the arrays\n", + " conv_params[pr_conv][1][...] = fc_params[pr][1]" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next, save the new model weights." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "net_full_conv.save('net_surgery/bvlc_caffenet_full_conv.caffemodel')" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To conclude, let's make a classification map from the example cat image and visualize the confidence of \"tiger cat\" as a probability heatmap. This gives an 8-by-8 prediction on overlapping regions of the 451 $\\times$ 451 input." + ] + }, + { + "cell_type": "code", + "collapsed": true, + "input": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "# load input and configure preprocessing\n", + "im = caffe.io.load_image('images/cat.jpg')\n", + "transformer = caffe.io.Transformer({'data': net_full_conv.blobs['data'].data.shape})\n", + "transformer.set_mean('data', np.load('../python/caffe/imagenet/ilsvrc_2012_mean.npy').mean(1).mean(1))\n", + "transformer.set_transpose('data', (2,0,1))\n", + "transformer.set_channel_swap('data', (2,1,0))\n", + "transformer.set_raw_scale('data', 255.0)\n", + "# make classification map by forward and print prediction indices at each location\n", + "out = net_full_conv.forward_all(data=np.asarray([transformer.preprocess('data', im)]))\n", + "print out['prob'][0].argmax(axis=0)\n", + "# show net input and confidence map (probability of the top prediction at each location)\n", + "plt.subplot(1, 2, 1)\n", + "plt.imshow(transformer.deprocess('data', net_full_conv.blobs['data'].data[0]))\n", + "plt.subplot(1, 2, 2)\n", + "plt.imshow(out['prob'][0,281])" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The classifications include various cats -- 282 = tiger cat, 281 = tabby, 283 = persian -- and foxes and other mammals.\n", + "\n", + "In this way the fully connected layers can be extracted as dense features across an image (see `net_full_conv.blobs['fc6'].data` for instance), which is perhaps more useful than the classification map itself.\n", + "\n", + "Note that this model isn't totally appropriate for sliding-window detection since it was trained for whole-image classification. Nevertheless it can work just fine. Sliding-window training and finetuning can be done by defining a sliding-window ground truth and loss such that a loss map is made for every location and solving as usual. (This is an exercise for the reader.)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*A thank you to Rowland Depp for first suggesting this trick.*" + ] + } + ], + "metadata": {} + } + ] +} diff --git a/examples/completed/00-classification.ipynb b/examples/completed/00-classification.ipynb new file mode 100644 index 00000000000..89b7dd34f0e --- /dev/null +++ b/examples/completed/00-classification.ipynb @@ -0,0 +1,13187 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Instant Recognition with Caffe\n", + "\n", + "In this example we'll classify an image with the bundled CaffeNet model based on the network architecture of Krizhevsky et al. for ImageNet. We'll compare CPU and GPU operation then reach into the model to inspect features and the output.\n", + "\n", + "(These feature visualizations follow the DeCAF visualizations originally by Yangqing Jia.)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, import required modules, set plotting parameters, and run `./scripts/download_model_binary.py models/bvlc_reference_caffenet` to get the pretrained CaffeNet model if it hasn't already been fetched." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "# Make sure that caffe is on the python path:\n", + "caffe_root = '../' # this file is expected to be in {caffe_root}/examples\n", + "import sys\n", + "sys.path.insert(0, caffe_root + 'python')\n", + "\n", + "import caffe\n", + "\n", + "plt.rcParams['figure.figsize'] = (10, 10)\n", + "plt.rcParams['image.interpolation'] = 'nearest'\n", + "plt.rcParams['image.cmap'] = 'gray'\n", + "\n", + "import os\n", + "if not os.path.isfile(caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'):\n", + " print(\"Downloading pre-trained CaffeNet model...\")\n", + " !../scripts/download_model_binary.py ../models/bvlc_reference_caffenet" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Set Caffe to CPU mode, load the net in the test phase for inference, and configure input preprocessing." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "caffe.set_mode_cpu()\n", + "net = caffe.Net(caffe_root + 'models/bvlc_reference_caffenet/deploy.prototxt',\n", + " caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel',\n", + " caffe.TEST)\n", + "\n", + "# input preprocessing: 'data' is the name of the input blob == net.inputs[0]\n", + "transformer = caffe.io.Transformer({'data': net.blobs['data'].data.shape})\n", + "transformer.set_transpose('data', (2,0,1))\n", + "transformer.set_mean('data', np.load(caffe_root + 'python/caffe/imagenet/ilsvrc_2012_mean.npy').mean(1).mean(1)) # mean pixel\n", + "transformer.set_raw_scale('data', 255) # the reference model operates on images in [0,255] range instead of [0,1]\n", + "transformer.set_channel_swap('data', (2,1,0)) # the reference model has channels in BGR order instead of RGB" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's start with a simple classification. We'll set a batch of 50 to demonstrate batch processing, even though we'll only be classifying one image. (Note that the batch size can also be changed on-the-fly.)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# set net to batch size of 50\n", + "net.blobs['data'].reshape(50,3,227,227)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Feed in the image (with some preprocessing) and classify with a forward pass." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predicted class is #281.\n" + ] + } + ], + "source": [ + "net.blobs['data'].data[...] = transformer.preprocess('data', caffe.io.load_image(caffe_root + 'examples/images/cat.jpg'))\n", + "out = net.forward()\n", + "print(\"Predicted class is #{}.\".format(out['prob'][0].argmax()))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "What did the input look like?" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAAlIAAAJOCAYAAAB8y+mTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", + "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvVmsbdt2HdRnvaq99ynuue/ed1/pV9i4iJPYDk5M4gQ7\n", + "sp0gSIICMiYSIQLxgfiAD0Dwg5QIIb744yeKkq/ABxLIwrISMDikwibGicv4xe/Z7913i3NPufde\n", + "xSz5GK2N3uady8/KVm5OYkb/OHudseaac4wxxxhzjtZbbz2bpsmSJUuWLFmyZMmS/eNb/qorkCxZ\n", + "smTJkiVL9s+rpRepZMmSJUuWLFmyO1p6kUqWLFmyZMmSJbujpRepZMmSJUuWLFmyO1p6kUqWLFmy\n", + "ZMmSJbujpRepZMmSJUuWLFmyO9pH8iKVZdkPZ1n2K1mW/VqWZf/pR3GNZMmSJUuWLFmyV23ZP2kd\n", + "qSzLCjP7VTP7QTN728x+xsx+dJqmX/4neqFkyZIlS5YsWbJXbB8FIvX7zOxL0zR9ZZqmzsz+qpn9\n", + "ax/BdZIlS5YsWbJkyV6pfRQvUm+Z2Vfl/19DWbJkyZIlS5Ys2e8oKz+Cc/62vsIsy1JemmTJkiVL\n", + 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classification correct?" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['n02123045 tabby, tabby cat' 'n02123159 tiger cat'\n", + " 'n02124075 Egyptian cat' 'n02119022 red fox, Vulpes vulpes'\n", + " 'n02127052 lynx, catamount']\n" + ] + } + ], + "source": [ + "# load labels\n", + "imagenet_labels_filename = caffe_root + 'data/ilsvrc12/synset_words.txt'\n", + "try:\n", + " labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n", + "except:\n", + " !../data/ilsvrc12/get_ilsvrc_aux.sh\n", + " labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n", + "\n", + "# sort top k predictions from softmax output\n", + "top_k = net.blobs['prob'].data[0].flatten().argsort()[-1:-6:-1]\n", + "print labels[top_k]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Indeed! But how long did it take?" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1 loops, best of 3: 7.14 s per loop\n" + ] + } + ], + "source": [ + "# CPU mode\n", + "net.forward() # call once for allocation\n", + "%timeit net.forward()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "That's a while, even for a batch size of 50 images. Let's switch to GPU mode." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10 loops, best of 3: 90.9 ms per loop\n" + ] + } + ], + "source": [ + "# GPU mode\n", + "caffe.set_device(0)\n", + "caffe.set_mode_gpu()\n", + "net.forward() # call once for allocation\n", + "%timeit net.forward()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Much better. Now let's look at the net in more detail.\n", + "\n", + "First, the layer features and their shapes (1 is the batch size, corresponding to the single input image in this example)." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[('data', (50, 3, 227, 227)),\n", + " ('conv1', (50, 96, 55, 55)),\n", + " ('pool1', (50, 96, 27, 27)),\n", + " ('norm1', (50, 96, 27, 27)),\n", + " ('conv2', (50, 256, 27, 27)),\n", + " ('pool2', (50, 256, 13, 13)),\n", + " ('norm2', (50, 256, 13, 13)),\n", + " ('conv3', (50, 384, 13, 13)),\n", + " ('conv4', (50, 384, 13, 13)),\n", + " ('conv5', (50, 256, 13, 13)),\n", + " ('pool5', (50, 256, 6, 6)),\n", + " ('fc6', (50, 4096)),\n", + " ('fc7', (50, 4096)),\n", + " ('fc8', (50, 1000)),\n", + " ('prob', (50, 1000))]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[(k, v.data.shape) for k, v in net.blobs.items()]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The parameters and their shapes. The parameters are `net.params['name'][0]` while biases are `net.params['name'][1]`." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[('conv1', (96, 3, 11, 11)),\n", + " ('conv2', (256, 48, 5, 5)),\n", + " ('conv3', (384, 256, 3, 3)),\n", + " ('conv4', (384, 192, 3, 3)),\n", + " ('conv5', (256, 192, 3, 3)),\n", + " ('fc6', (4096, 9216)),\n", + " ('fc7', (4096, 4096)),\n", + " ('fc8', (1000, 4096))]" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[(k, v[0].data.shape) for k, v in net.params.items()]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Helper functions for visualization" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# take an array of shape (n, height, width) or (n, height, width, channels)\n", + "# and visualize each (height, width) thing in a grid of size approx. sqrt(n) by sqrt(n)\n", + "def vis_square(data, padsize=1, padval=0):\n", + " data -= data.min()\n", + " data /= data.max()\n", + " \n", + " # force the number of filters to be square\n", + " n = int(np.ceil(np.sqrt(data.shape[0])))\n", + " padding = ((0, n ** 2 - data.shape[0]), (0, padsize), (0, padsize)) + ((0, 0),) * (data.ndim - 3)\n", + " data = np.pad(data, padding, mode='constant', constant_values=(padval, padval))\n", + " \n", + " # tile the filters into an image\n", + " data = data.reshape((n, n) + data.shape[1:]).transpose((0, 2, 1, 3) + tuple(range(4, data.ndim + 1)))\n", + " data = data.reshape((n * data.shape[1], n * data.shape[3]) + data.shape[4:])\n", + " \n", + " plt.imshow(data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The input image" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The first layer filters, `conv1`" + ] + 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We show only the first 48 filters, with each channel shown separately, so that each filter is a row." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAAlIAAAJOCAYAAAB8y+mTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", + "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvWmsbldxv1nvOb7zgCc8GwMGMxkIMyKgRCgk/+RDuiMl\n", + "6UQBOg4eZQYj7GADRg42wthGcMEoHkCOlaB0R1GCWpGSNJmDiIAEOYAx4BHPxsb25frOZ+gPl2fv\n", + "9T57132dg92n8+/6fTnnPWe9a9eqVWvtVbVqmCwvL0ehUCgUCoVC4b+OudUmoFAoFAqFQuG/K+og\n", + "VSgUCoVCobBC1EGqUCgUCoVCYYWog1ShUCgUCoXCClEHqUKhUCgUCoUVog5ShUKhUCgUCivE03KQ\n", + "mkwm/2MymXx3MpncOplM3v90PKNQKBQKhUJhtTF5qvNITSaT+Yj4XkT8QkTcFxFfj4jfXl5evuUp\n", + "fVChUCgUCoXCKuPpsEi9NiJuW15evmt5eXl/RPwfEfG/PA3PKRQKhUKhUFhVPB0HqeMj4p7m870/\n", + "+VuhUCgUCoXC/1Q45Gnoc+Zd4WQyqbo0hUKhUCgU/ttgeXl5Mvb3p+MgdV9EnNh8PjEOWKWmcNxx\n", + 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32, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAAlIAAAJOCAYAAAB8y+mTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", + "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnWuwZVV1tt+tCGLQGENEuTaXbqDtbrq5NgEEFFGQaKRi\n", + "vlgVKxgvMWpiiKl8ookcYzTBsqiUGiSJxKh8CSZGUVNFQBAQL9BCS9PQdNMgGlBjLhoTNcZL9veD\n", + "fs46+z1n9Jxr7bXPPg3j+bPP3mfvdZlzzLnWeNcYYw6Gw6GSJEmSJEmS9jxq2geQJEmSJEmyq5I3\n", + "UkmSJEmSJB3JG6kkSZIkSZKO5I1UkiRJkiRJR/JGKkmSJEmSpCN5I5UkSZIkSdKRidxIDQaD5wwG\n", + "g62DwWD7YDD4v5PYR5IkSZIkybQZ9F1HajAYPFrSNklnSPqqpC9IetFwOLy71x0lSZIkSZJMmUko\n", + "UsdLunc4HH55OBz+UNIVkp4/gf0kSZIkSZJMlUncSO0n6YE57x/c8VmSJEmSJMnDit0msM3is8LB\n", + "YJDr0iRJkiRJssswHA4HC30+iRupr0o6YM77A/SQKjXC4x//eP34xz+WJD3ucY/THnvsoRUrVkiS\n", + "/uu//mv2O5L04he/WJK05557SpI2bNggSfr6178uSXrwwYc2/5M/+ZOSpN12e+i01q1bJ0mamZnZ\n", + "6QH/9E//tCTpp37qpyRJX/nKVyRJj3rUQ4LdU57ylJHPncHgoba98MILd7q/xz3ucZKk733veyOf\n", + 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{ + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The fifth layer after pooling, `pool5`" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAAlEAAAJMCAYAAADaNPObAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", + "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XmMXfd14PlzWPvG2lhciquojSIVWZsj27GgcqA4GseQ\n", + "nX9sB4ghpNMBgo67Y4+nZSuDNKQ/0tM20OMMMsgf44kNJZioo0k7XgYtWEuz5FYUWZJlmSEliqTF\n", + "EllkVZFVxdr3qt/8wZJC1u+U9OPv3nfvfa++H8CweHiXU/fe997hrXPPU+ecAAAA4NpsyjsBAACA\n", + "ckQRBQAAEIEiCgAAIAJFFAAAQASKKAAAgAgUUQAAABFSL6JU9QFVPa6qJ1X1a2lvHwAAoAg0zTlR\n", + "qlolIm+JyP0ick5EXhGR33HOvZnaTgAAAAqgOuXt/aqInHLO9YmIqOp/EZHPiMh7RZSqMt0TAACU\n", + "DeecWvG0i6idInL2ij/3i8g9axdS1XeTElWVhoYGb0MzMzNe7N31rhR6J81aztpeFpLk0tHREbSc\n", + "dfzm5ubeN5dHH31UHn300bI8LmlLkstdd90VtNzPfvazkueStqLkklce1dX+W+bi4mKquVj7WFpa\n", + 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"execution_count": 38, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAAmEAAAJPCAYAAAA0UwMNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", + "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X2Q7md93/fPV0fGMuLZphYWcnBAtoEB29iVabCdg00Y\n", + "hXEsppkxCD+kDkNoU9m0zXQI6YyR23/atJ0kDgmRXcVJXGJNkgKRW4jASc+YOg4gm4BjJCoFa6oH\n", + "TDDgBzyxfRR9+8d9L9xa7e6955zdvX6r6/WaObN7P+7vnN+59/fe6/rd11Z3BwCAk3XZ6A0AAJiR\n", + "CAMAGECEAQAMIMIAAAYQYQAAA4gwAIABtkZYVV1fVXdX1T1V9eY9br+hqj5aVR+pql+pqu/euO2+\n", + "qvrY+rYPHfXGAwCcVnXQOmFVdSbJJ5K8IsmDST6c5MbuvmvjPld29++vP39Rknd19/PWl38jybd2\n", + "9+eO768AAHD6bBsJuy7Jvd19X3efT3Jbkhs277ATYGtPSvJbu56jLnkrAQAeZ7ZF2NVJ7t+4/MD6\n", + "ukepqldX1V1J3pvkxzZu6iS/UFV3VtUbLnVjAQAeLy7fcvuhfqdRd787ybur6juT/GySb1jf9LLu\n", + "/lRVPTPJ+6vq7u7+wMVvLgDA48O2CHswyTUbl6/JajRsT939gaq6vKq+srs/292fWl//map6V1bT\n", 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top 5 predicted labels." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['n02123045 tabby, tabby cat' 'n02123159 tiger cat'\n", + " 'n02124075 Egyptian cat' 'n02119022 red fox, Vulpes vulpes'\n", + " 'n02127052 lynx, catamount']\n" + ] + } + ], + "source": [ + "# load labels\n", + "imagenet_labels_filename = caffe_root + 'data/ilsvrc12/synset_words.txt'\n", + "try:\n", + " labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n", + "except:\n", + " !../data/ilsvrc12/get_ilsvrc_aux.sh\n", + " labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n", + "\n", + "# sort top k predictions from softmax output\n", + "top_k = net.blobs['prob'].data[0].flatten().argsort()[-1:-6:-1]\n", + "print labels[top_k]" + ] + } + ], + "metadata": { + "description": "Instant recognition with a pre-trained model and a tour of the net interface for visualizing features and parameters layer-by-layer.", + "example_name": "Image Classification and Filter Visualization", + "include_in_docs": true, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.9" + }, + "priority": 1 + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/examples/completed/01-learning-lenet.ipynb b/examples/completed/01-learning-lenet.ipynb new file mode 100644 index 00000000000..3562c7adaf2 --- /dev/null +++ b/examples/completed/01-learning-lenet.ipynb @@ -0,0 +1,5196 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Python solving with LeNet\n", + "\n", + "In this example, we'll explore learning with Caffe in Python, using the fully-exposed `Solver` interface." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import os\n", + "os.chdir('..')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import sys\n", + "sys.path.insert(0, './python')\n", + "import caffe\n", + "\n", + "from pylab import *\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll be running the provided LeNet example (make sure you've downloaded the data and created the databases, as below)." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading...\n", + "--2015-06-30 14:41:56-- http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz\n", + "Resolving yann.lecun.com... 128.122.47.89\n", + "Connecting to yann.lecun.com|128.122.47.89|:80... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 9912422 (9.5M) [application/x-gzip]\n", + "Saving to: 'train-images-idx3-ubyte.gz'\n", + "\n", + "train-images-idx3-u 100%[=====================>] 9.45M 146KB/s in 57s \n", + "\n", + "2015-06-30 14:42:53 (171 KB/s) - 'train-images-idx3-ubyte.gz' saved [9912422/9912422]\n", + "\n", + "--2015-06-30 14:42:53-- http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz\n", + "Resolving yann.lecun.com... 128.122.47.89\n", + "Connecting to yann.lecun.com|128.122.47.89|:80... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 28881 (28K) [application/x-gzip]\n", + "Saving to: 'train-labels-idx1-ubyte.gz'\n", + "\n", + "train-labels-idx1-u 100%[=====================>] 28.20K 107KB/s in 0.3s \n", + "\n", + "2015-06-30 14:42:53 (107 KB/s) - 'train-labels-idx1-ubyte.gz' saved [28881/28881]\n", + "\n", + "--2015-06-30 14:42:53-- http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz\n", + "Resolving yann.lecun.com... 128.122.47.89\n", + "Connecting to yann.lecun.com|128.122.47.89|:80... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 1648877 (1.6M) [application/x-gzip]\n", + "Saving to: 't10k-images-idx3-ubyte.gz'\n", + "\n", + "t10k-images-idx3-ub 100%[=====================>] 1.57M 205KB/s in 8.2s \n", + "\n", + "2015-06-30 14:43:02 (197 KB/s) - 't10k-images-idx3-ubyte.gz' saved [1648877/1648877]\n", + "\n", + "--2015-06-30 14:43:02-- http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz\n", + "Resolving yann.lecun.com... 128.122.47.89\n", + "Connecting to yann.lecun.com|128.122.47.89|:80... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 4542 (4.4K) [application/x-gzip]\n", + "Saving to: 't10k-labels-idx1-ubyte.gz'\n", + "\n", + "t10k-labels-idx1-ub 100%[=====================>] 4.44K 26.9KB/s in 0.2s \n", + "\n", + "2015-06-30 14:43:02 (26.9 KB/s) - 't10k-labels-idx1-ubyte.gz' saved [4542/4542]\n", + "\n", + "Unzipping...\n", + "Done.\n", + "Creating lmdb...\n", + "Done.\n" + ] + } + ], + "source": [ + "# Download and prepare data\n", + "!data/mnist/get_mnist.sh\n", + "!examples/mnist/create_mnist.sh" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We need two external files to help out:\n", + "* the net prototxt, defining the architecture and pointing to the train/test data\n", + "* the solver prototxt, defining the learning parameters\n", + "\n", + "We start with the net. We'll write the net in a succinct and natural way as Python code that serializes to Caffe's protobuf model format.\n", + "\n", + "This network expects to read from pregenerated LMDBs, but reading directly from `ndarray`s is also possible using `MemoryDataLayer`." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from caffe import layers as L\n", + "from caffe import params as P\n", + "\n", + "def lenet(lmdb, batch_size):\n", + " # our version of LeNet: a series of linear and simple nonlinear transformations\n", + " n = caffe.NetSpec()\n", + " n.data, n.label = L.Data(batch_size=batch_size, backend=P.Data.LMDB, source=lmdb,\n", + " transform_param=dict(scale=1./255), ntop=2)\n", + " n.conv1 = L.Convolution(n.data, kernel_size=5, num_output=20, weight_filler=dict(type='xavier'))\n", + " n.pool1 = L.Pooling(n.conv1, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", + " n.conv2 = L.Convolution(n.pool1, kernel_size=5, num_output=50, weight_filler=dict(type='xavier'))\n", + " n.pool2 = L.Pooling(n.conv2, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", + " n.ip1 = L.InnerProduct(n.pool2, num_output=500, weight_filler=dict(type='xavier'))\n", + " n.relu1 = L.ReLU(n.ip1, in_place=True)\n", + " n.ip2 = L.InnerProduct(n.relu1, num_output=10, weight_filler=dict(type='xavier'))\n", + " n.loss = L.SoftmaxWithLoss(n.ip2, n.label)\n", + " return n.to_proto()\n", + " \n", + "with open('examples/mnist/lenet_auto_train.prototxt', 'w') as f:\n", + " f.write(str(lenet('examples/mnist/mnist_train_lmdb', 64)))\n", + " \n", + "with open('examples/mnist/lenet_auto_test.prototxt', 'w') as f:\n", + " f.write(str(lenet('examples/mnist/mnist_test_lmdb', 100)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The net has been written to disk in more verbose but human-readable serialization format using Google's protobuf library. You can read, write, and modify this description directly. Let's take a look at the train net." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "layer {\r\n", + " name: \"data\"\r\n", + " type: \"Data\"\r\n", + " top: \"data\"\r\n", + " top: \"label\"\r\n", + " transform_param {\r\n", + " scale: 0.00392156862745\r\n", + " }\r\n", + " data_param {\r\n", + " source: \"examples/mnist/mnist_train_lmdb\"\r\n", + " batch_size: 64\r\n", + " backend: LMDB\r\n", + " }\r\n", + "}\r\n", + "layer {\r\n", + " name: \"conv1\"\r\n", + " type: \"Convolution\"\r\n", + " bottom: \"data\"\r\n", + " top: \"conv1\"\r\n", + " convolution_param {\r\n", + " num_output: 20\r\n", + " kernel_size: 5\r\n", + " weight_filler {\r\n", + " type: \"xavier\"\r\n", + " }\r\n", + " }\r\n", + "}\r\n", + "layer {\r\n", + " name: \"pool1\"\r\n", + " type: \"Pooling\"\r\n", + " bottom: \"conv1\"\r\n", + " top: \"pool1\"\r\n", + " pooling_param {\r\n", + " pool: MAX\r\n", + " kernel_size: 2\r\n", + " stride: 2\r\n", + " }\r\n", + "}\r\n", + "layer {\r\n", + " name: \"conv2\"\r\n", + " type: \"Convolution\"\r\n", + " bottom: \"pool1\"\r\n", + " top: \"conv2\"\r\n", + " convolution_param {\r\n", + " num_output: 50\r\n", + " kernel_size: 5\r\n", + " weight_filler {\r\n", + " type: \"xavier\"\r\n", + " }\r\n", + " }\r\n", + "}\r\n", + "layer {\r\n", + " name: \"pool2\"\r\n", + " type: \"Pooling\"\r\n", + " bottom: \"conv2\"\r\n", + " top: \"pool2\"\r\n", + " pooling_param {\r\n", + " pool: MAX\r\n", + " kernel_size: 2\r\n", + " stride: 2\r\n", + " }\r\n", + "}\r\n", + "layer {\r\n", + " name: \"ip1\"\r\n", + " type: \"InnerProduct\"\r\n", + " bottom: \"pool2\"\r\n", + " top: \"ip1\"\r\n", + " inner_product_param {\r\n", + " num_output: 500\r\n", + " weight_filler {\r\n", + " type: \"xavier\"\r\n", + " }\r\n", + " }\r\n", + "}\r\n", + "layer {\r\n", + " name: \"relu1\"\r\n", + " type: \"ReLU\"\r\n", + " bottom: \"ip1\"\r\n", + " top: \"ip1\"\r\n", + "}\r\n", + "layer {\r\n", + " name: \"ip2\"\r\n", + " type: \"InnerProduct\"\r\n", + " bottom: \"ip1\"\r\n", + " top: \"ip2\"\r\n", + " inner_product_param {\r\n", + " num_output: 10\r\n", + " weight_filler {\r\n", + " type: \"xavier\"\r\n", + " }\r\n", + " }\r\n", + "}\r\n", + "layer {\r\n", + " name: \"loss\"\r\n", + " type: \"SoftmaxWithLoss\"\r\n", + " bottom: \"ip2\"\r\n", + " bottom: \"label\"\r\n", + " top: \"loss\"\r\n", + "}\r\n" + ] + } + ], + "source": [ + "!cat examples/mnist/lenet_auto_train.prototxt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let's see the learning parameters, which are also written as a `prototxt` file. We're using SGD with momentum, weight decay, and a specific learning rate schedule." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# The train/test net protocol buffer definition\r\n", + "train_net: \"examples/mnist/lenet_auto_train.prototxt\"\r\n", + "test_net: \"examples/mnist/lenet_auto_test.prototxt\"\r\n", + "# test_iter specifies how many forward passes the test should carry out.\r\n", + "# In the case of MNIST, we have test batch size 100 and 100 test iterations,\r\n", + "# covering the full 10,000 testing images.\r\n", + "test_iter: 100\r\n", + "# Carry out testing every 500 training iterations.\r\n", + "test_interval: 500\r\n", + "# The base learning rate, momentum and the weight decay of the network.\r\n", + "base_lr: 0.01\r\n", + "momentum: 0.9\r\n", + "weight_decay: 0.0005\r\n", + "# The learning rate policy\r\n", + "lr_policy: \"inv\"\r\n", + "gamma: 0.0001\r\n", + "power: 0.75\r\n", + "# Display every 100 iterations\r\n", + "display: 100\r\n", + "# The maximum number of iterations\r\n", + "max_iter: 10000\r\n", + "# snapshot intermediate results\r\n", + "snapshot: 5000\r\n", + "snapshot_prefix: \"examples/mnist/lenet\"\r\n" + ] + } + ], + "source": [ + "!cat examples/mnist/lenet_auto_solver.prototxt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's pick a device and load the solver. We'll use SGD (with momentum), but Adagrad and Nesterov's accelerated gradient are also available." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "caffe.set_device(0)\n", + "caffe.set_mode_gpu()\n", + "solver = caffe.SGDSolver('examples/mnist/lenet_auto_solver.prototxt')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To get an idea of the architecture of our net, we can check the dimensions of the intermediate features (blobs) and parameters (these will also be useful to refer to when manipulating data later)." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[('data', (64, 1, 28, 28)),\n", + " ('label', (64,)),\n", + " ('conv1', (64, 20, 24, 24)),\n", + " ('pool1', (64, 20, 12, 12)),\n", + " ('conv2', (64, 50, 8, 8)),\n", + " ('pool2', (64, 50, 4, 4)),\n", + " ('ip1', (64, 500)),\n", + " ('ip2', (64, 10)),\n", + " ('loss', ())]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# each output is (batch size, feature dim, spatial dim)\n", + "[(k, v.data.shape) for k, v in solver.net.blobs.items()]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[('conv1', (20, 1, 5, 5)),\n", + " ('conv2', (50, 20, 5, 5)),\n", + " ('ip1', (500, 800)),\n", + " ('ip2', (10, 500))]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# just print the weight sizes (not biases)\n", + "[(k, v[0].data.shape) for k, v in solver.net.params.items()]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Before taking off, let's check that everything is loaded as we expect. We'll run a forward pass on the train and test nets and check that they contain our data." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'loss': array(2.301163673400879, dtype=float32)}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "solver.net.forward() # train net\n", + "solver.test_nets[0].forward() # test net (there can be more than one)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 5. 0. 4. 1. 9. 2. 1. 3.]\n" + ] + }, + { + "data": { + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAAWwAAABKCAYAAACfHW4mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", + "AAALEgAACxIB0t1+/AAAIABJREFUeJztvXlQW1me5/s5EhJaECAJhEBgdrMbDNjgtNNOp7d02pk1\n", + 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+ ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# we use a little trick to tile the first eight images\n", + "imshow(solver.net.blobs['data'].data[:8, 0].transpose(1, 0, 2).reshape(28, 8*28), cmap='gray')\n", + "print solver.net.blobs['label'].data[:8]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 7. 2. 1. 0. 4. 1. 4. 9.]\n" + ] + }, + { + "data": { + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAAWwAAABKCAYAAACfHW4mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", + "AAALEgAACxIB0t1+/AAAIABJREFUeJztnWlwXNd153+3V3RjaaDR2Bs7sRMgQIKgKAokuIgUpcg2\n", + "q+QljstO4kpS9iQzlUlqMpkPSWZSlclM1SSTmg+umrI9ZWdGViS5ZMuyJVIUSJEUwA0QSew7QKCx\n", + "Aw2ggd4bbz4A7wncRABEo4Ho/apYbLzeTt9+fd695/7POUKSJFRUVFRUdj6aSBugoqKiorI+VIet\n", + "oqKisktQHbaKiorKLkF12CoqKiq7BNVhq6ioqOwSVIetoqKiskvYtMMWQrwkhOgUQvQIIf5iK41S\n", + 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loading data, and to have correct labels.\n", + "\n", + "Let's take one step of (minibatch) SGD and see what happens." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "solver.step(1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Do we have gradients propagating through our filters? Let's see the updates to the first layer, shown here as a $4 \\times 5$ grid of $5 \\times 5$ filters." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAATQAAAD7CAYAAADkSGhKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", + "AAALEgAACxIB0t1+/AAAIABJREFUeJztvV+obt113jfWOfvYcmSLEtvfJ/FZqnSR4siWsS8sG9Ii\n", + "XZSgEEiam8QCU18kJZg2LaUXcS6cpO1Fm4KMIYFQ6j84dew0UOy6hqRxikuNLxwLkkpuJepgCUup\n", + "8snQmqb6952zz+rFd8b5nv3s5xljzPfde7/7HL8DFnOuudaaa84xx/yNMdda797bvu9xlrOc5Swv\n", + "gzw4dQPOcpaznOWm5Ay0s5zlLC+NnIF2lrOc5aWRM9DOcpazvDRyBtpZznKWl0bOQDvLWc7y0sjF\n", + "bVW8bdv5e5CznOUstyL7vm+q/GCgbdv2kYj48Yh4GBE/se/73+BzfviHf/jadR//+Mfj+7//++Ph\n", + "w4fx4MGD5xvvP3jwIPZ9j6dPnz7fLi8vy/19369trnzbtufbs/7IsocPH8Y73vGO+KZv+qZ4xzve\n", + 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Let's run the net for a while, keeping track of a few things as it goes.\n", + "Note that this process will be the same as if training through the `caffe` binary. In particular:\n", + "* logging will continue to happen as normal\n", + "* snapshots will be taken at the interval specified in the solver prototxt (here, every 5000 iterations)\n", + "* testing will happen at the interval specified (here, every 500 iterations)\n", + "\n", + "Since we have control of the loop in Python, we're free to compute additional things as we go, as we show below. We can do many other things as well, for example:\n", + "* write a custom stopping criterion\n", + "* change the solving process by updating the net in the loop" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iteration 0 testing...\n", + "Iteration 25 testing...\n", + "Iteration 50 testing...\n", + "Iteration 75 testing...\n", + "Iteration 100 testing...\n", + "Iteration 125 testing...\n", + "Iteration 150 testing...\n", + "Iteration 175 testing...\n", + "CPU times: user 12.3 s, sys: 3.96 s, total: 16.2 s\n", + "Wall time: 15.7 s\n" + ] + } + ], + "source": [ + "%%time\n", + "niter = 200\n", + "test_interval = 25\n", + "# losses will also be stored in the log\n", + "train_loss = zeros(niter)\n", + "test_acc = zeros(int(np.ceil(niter / test_interval)))\n", + "output = zeros((niter, 8, 10))\n", + "\n", + "# the main solver loop\n", + "for it in range(niter):\n", + " solver.step(1) # SGD by Caffe\n", + " \n", + " # store the train loss\n", + " train_loss[it] = solver.net.blobs['loss'].data\n", + " \n", + " # store the output on the first test batch\n", + " # (start the forward pass at conv1 to avoid loading new data)\n", + " solver.test_nets[0].forward(start='conv1')\n", + " output[it] = solver.test_nets[0].blobs['ip2'].data[:8]\n", + " \n", + " # run a full test every so often\n", + " # (Caffe can also do this for us and write to a log, but we show here\n", + " # how to do it directly in Python, where more complicated things are easier.)\n", + " if it % test_interval == 0:\n", + " print 'Iteration', it, 'testing...'\n", + " correct = 0\n", + " for test_it in range(100):\n", + " solver.test_nets[0].forward()\n", + " correct += sum(solver.test_nets[0].blobs['ip2'].data.argmax(1)\n", + " == solver.test_nets[0].blobs['label'].data)\n", + " test_acc[it // test_interval] = correct / 1e4" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's plot the train loss and test accuracy." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEPCAYAAAAEfBBiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", + "AAALEgAACxIB0t1+/AAAIABJREFUeJztnXm4HGWV/z9fwhK2JIRAgCTsYYkswsgiiwYBRVRwGxV1\n", + "dNRxcEGZUcdtVBhHZ3Abcf8xiruCjguigohIANmXQBISIAECYd9CSFgTOL8/zlvpun2r+1bf23V7\n", + "uefzPP10d9XbVe+t2/1+65z3vOfIzAiCIAiC0WadTncgCIIgGJuEAAVBEAQdIQQoCIIg6AghQEEQ\n", + "BEFHCAEKgiAIOkIIUBAEQdARKhMgSTMkXSjpRkkLJH2woM1sSSskzU2PT1XVnyAIgrGOpO9Lul/S\n", + "/CZtvi5psaQbJO1TZX/WrfDYq4F/NbPrJW0CXCvpfDNbVNfuIjM7psJ+BEEQBM4PgG8APy7aKelo\n", + "YGczmynpAOA7wIFVdaYyC8jM7jOz69PrVcAiYJuCpqqqD0EQBEENM7sEWN6kyTHAj1LbK4FJkqZW\n", + 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rose correspondingly. Hooray!\n", + "\n", + "Since we saved the results on the first test batch, we can watch how our prediction scores evolved. We'll plot time on the $x$ axis and each possible label on the $y$, with lightness indicating confidence." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAAI0AAACPCAYAAADHlliuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", + "AAALEgAACxIB0t1+/AAAFZtJREFUeJztnVtsY8d5x//f4Z2H94skaiXvemUbsAsD9otbwA2ahyCw\n", + "USBpXxoYKFD0EvShN7QPddyHJo9pgAZF+1CgiB30hqRFCxfpQ1vbRQukD724sGOnaydZY8XVihJF\n", + "iXfykDwipw/kNzuHklbiRRRJzQ8Y8OgsdXYk/vXNN9988w0JIaDRjIJx1R3QLB5aNJqR0aLRjIwW\n", + "jWZktGg0I6NFoxmZsUVDRC8R0cdE9CMienWandLMNzROnIaIXAB+AOAzAHYB/A+AV4QQH023e5p5\n", + "ZFxL8wKAu0KIbSGEDeDbAD4/vW5p5hn3mN93A8CO8vUDAD+uvoGIdKh5wRFC0Gn3x7U0WhDXmHFF\n", + "swtgU/l6E31ro7kGjCuadwE8SUS3iMgL4AsAvjO9bmnmmbF8GiHEMRH9OoB/AeAC8LqeOV0fxppy\n", + "X+jB2hFeeKbtCGuuMVo0mpHRotGMjBaNZmS0aDQjo0WjGRktGs3IaNFoRkaLRjMyWjSakdGi0YzM\n", + 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of these digits, and ended up with correct classifications for each. If you've been following along, you'll see the last digit is the most difficult, a slanted \"9\" that's (understandably) most confused with \"4\".\n", + "\n", + "Note that these are the \"raw\" output scores rather than the softmax-computed probability vectors. The latter, shown below, make it easier to see the confidence of our net (but harder to see the scores for less likely digits)." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAAI0AAACPCAYAAADHlliuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", + "AAALEgAACxIB0t1+/AAAFZtJREFUeJztnVtsY8d5x//f4Z2H94skaiXvemUbsAsD9otbwA2ahyCw\n", + "USBpXxoYKFD0EvShN7QPddyHJo9pgAZF+1CgiB30hqRFCxfpQ1vbRQukD724sGOnaydZY8XVihJF\n", + "iXfykDwipw/kNzuHklbiRRRJzQ8Y8OgsdXYk/vXNN9988w0JIaDRjIJx1R3QLB5aNJqR0aLRjIwW\n", + "jWZktGg0I6NFoxmZsUVDRC8R0cdE9CMienWandLMNzROnIaIXAB+AOAzAHYB/A+AV4QQH023e5p5\n", + "ZFxL8wKAu0KIbSGEDeDbAD4/vW5p5hn3mN93A8CO8vUDAD+uvoGIdKh5wRFC0Gn3x7U0WhDXmHFF\n", + "swtgU/l6E31ro7kGjCuadwE8SUS3iMgL4AsAvjO9bmnmmbF8GiHEMRH9OoB/AeAC8LqeOV0fxppy\n", + "X+jB2hFeeKbtCGuuMVo0mpHRotGMjBaNZmS0aDQjo0WjGRktGs3IaNFoRkaLRjMyWjSakdGi0YzM\n", + 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"python", + "pygments_lexer": "ipython2", + "version": "2.7.9" + }, + "priority": 2 + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/examples/completed/02-brewing-logreg.ipynb b/examples/completed/02-brewing-logreg.ipynb new file mode 100644 index 00000000000..51fe73606ad --- /dev/null +++ b/examples/completed/02-brewing-logreg.ipynb @@ -0,0 +1,5847 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Brewing Logistic Regression then Going Deeper\n", + "\n", + "While Caffe is made for deep networks it can likewise represent \"shallow\" models like logistic regression for classification. We'll do simple logistic regression on synthetic data that we'll generate and save to HDF5 to feed vectors to Caffe. Once that model is done, we'll add layers to improve accuracy. That's what Caffe is about: define a model, experiment, and then deploy." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "import os\n", + "os.chdir('..')\n", + "\n", + "import sys\n", + "sys.path.insert(0, './python')\n", + "import caffe\n", + "\n", + "\n", + "import os\n", + "import h5py\n", + "import shutil\n", + "import tempfile\n", + "\n", + "import sklearn\n", + "import sklearn.datasets\n", + "import sklearn.linear_model\n", + "\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Synthesize a dataset of 10,000 4-vectors for binary classification with 2 informative features and 2 noise features." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": [ + 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sample of the data\n", + "ind = np.random.permutation(X.shape[0])[:1000]\n", + "df = pd.DataFrame(X[ind])\n", + "_ = pd.scatter_matrix(df, figsize=(9, 9), diagonal='kde', marker='o', s=40, alpha=.4, c=y[ind])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Learn and evaluate scikit-learn's logistic regression with stochastic gradient descent (SGD) training. Time and check the classifier's accuracy." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.783\n", + "Accuracy: 0.783\n", + "Accuracy: 0.783\n", + "Accuracy: 0.783\n", + "1 loops, best of 3: 508 ms per loop\n" + ] + } + ], + "source": [ + "%%timeit\n", + "# Train and test the scikit-learn SGD logistic regression.\n", + "clf = sklearn.linear_model.SGDClassifier(\n", + " loss='log', n_iter=1000, penalty='l2', alpha=5e-4, class_weight='auto')\n", + "\n", + "clf.fit(X, y)\n", + "yt_pred = clf.predict(Xt)\n", + "print('Accuracy: {:.3f}'.format(sklearn.metrics.accuracy_score(yt, yt_pred)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Save the dataset to HDF5 for loading in Caffe." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Write out the data to HDF5 files in a temp directory.\n", + "# This file is assumed to be caffe_root/examples/hdf5_classification.ipynb\n", + "dirname = os.path.abspath('./examples/hdf5_classification/data')\n", + "if not os.path.exists(dirname):\n", + " os.makedirs(dirname)\n", + "\n", + "train_filename = os.path.join(dirname, 'train.h5')\n", + "test_filename = os.path.join(dirname, 'test.h5')\n", + "\n", + "# HDF5DataLayer source should be a file containing a list of HDF5 filenames.\n", + "# To show this off, we'll list the same data file twice.\n", + "with h5py.File(train_filename, 'w') as f:\n", + " f['data'] = X\n", + " f['label'] = y.astype(np.float32)\n", + "with open(os.path.join(dirname, 'train.txt'), 'w') as f:\n", + " f.write(train_filename + '\\n')\n", + " f.write(train_filename + '\\n')\n", + " \n", + "# HDF5 is pretty efficient, but can be further compressed.\n", + "comp_kwargs = {'compression': 'gzip', 'compression_opts': 1}\n", + "with h5py.File(test_filename, 'w') as f:\n", + " f.create_dataset('data', data=Xt, **comp_kwargs)\n", + " f.create_dataset('label', data=yt.astype(np.float32), **comp_kwargs)\n", + "with open(os.path.join(dirname, 'test.txt'), 'w') as f:\n", + " f.write(test_filename + '\\n')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's define logistic regression in Caffe through Python net specification. This is a quick and natural way to define nets that sidesteps manually editing the protobuf model." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from caffe import layers as L\n", + "from caffe import params as P\n", + "\n", + "def logreg(hdf5, batch_size):\n", + " # logistic regression: data, matrix multiplication, and 2-class softmax loss\n", + " n = caffe.NetSpec()\n", + " n.data, n.label = L.HDF5Data(batch_size=batch_size, source=hdf5, ntop=2)\n", + " n.ip1 = L.InnerProduct(n.data, num_output=2, weight_filler=dict(type='xavier'))\n", + " n.accuracy = L.Accuracy(n.ip1, n.label)\n", + " n.loss = L.SoftmaxWithLoss(n.ip1, n.label)\n", + " return n.to_proto()\n", + "\n", + "train_net_path = 'examples/hdf5_classification/logreg_auto_train.prototxt'\n", + "with open(train_net_path, 'w') as f:\n", + " f.write(str(logreg('examples/hdf5_classification/data/train.txt', 10)))\n", + "\n", + "test_net_path = 'examples/hdf5_classification/logreg_auto_test.prototxt'\n", + "with open(test_net_path, 'w') as f:\n", + " f.write(str(logreg('examples/hdf5_classification/data/test.txt', 10)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, we'll define our \"solver\" which trains the network by specifying the locations of the train and test nets we defined above, as well as setting values for various parameters used for learning, display, and \"snapshotting\"." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from caffe.proto import caffe_pb2\n", + "\n", + "def solver(train_net_path, test_net_path):\n", + " s = caffe_pb2.SolverParameter()\n", + "\n", + " # Specify locations of the train and test networks.\n", + " s.train_net = train_net_path\n", + " s.test_net.append(test_net_path)\n", + "\n", + " s.test_interval = 1000 # Test after every 1000 training iterations.\n", + " s.test_iter.append(250) # Test 250 \"batches\" each time we test.\n", + "\n", + " s.max_iter = 10000 # # of times to update the net (training iterations)\n", + "\n", + " # Set the initial learning rate for stochastic gradient descent (SGD).\n", + " s.base_lr = 0.01 \n", + "\n", + " # Set `lr_policy` to define how the learning rate changes during training.\n", + " # Here, we 'step' the learning rate by multiplying it by a factor `gamma`\n", + " # every `stepsize` iterations.\n", + " s.lr_policy = 'step'\n", + " s.gamma = 0.1\n", + " s.stepsize = 5000\n", + "\n", + " # Set other optimization parameters. Setting a non-zero `momentum` takes a\n", + " # weighted average of the current gradient and previous gradients to make\n", + " # learning more stable. L2 weight decay regularizes learning, to help prevent\n", + " # the model from overfitting.\n", + " s.momentum = 0.9\n", + " s.weight_decay = 5e-4\n", + "\n", + " # Display the current training loss and accuracy every 1000 iterations.\n", + " s.display = 1000\n", + "\n", + " # Snapshots are files used to store networks we've trained. Here, we'll\n", + " # snapshot every 10K iterations -- just once at the end of training.\n", + " # For larger networks that take longer to train, you may want to set\n", + " # snapshot < max_iter to save the network and training state to disk during\n", + " # optimization, preventing disaster in case of machine crashes, etc.\n", + " s.snapshot = 10000\n", + " s.snapshot_prefix = 'examples/hdf5_classification/data/train'\n", + "\n", + " # We'll train on the CPU for fair benchmarking against scikit-learn.\n", + " # Changing to GPU should result in much faster training!\n", + " s.solver_mode = caffe_pb2.SolverParameter.CPU\n", + " \n", + " return s\n", + "\n", + "solver_path = 'examples/hdf5_classification/logreg_solver.prototxt'\n", + "with open(solver_path, 'w') as f:\n", + " f.write(str(solver(train_net_path, test_net_path)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Time to learn and evaluate our Caffeinated logistic regression in Python." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.782\n", + "Accuracy: 0.782\n", + "Accuracy: 0.782\n", + "Accuracy: 0.782\n", + "1 loops, best of 3: 287 ms per loop\n" + ] + } + ], + "source": [ + "%%timeit\n", + "caffe.set_mode_cpu()\n", + "solver = caffe.get_solver(solver_path)\n", + "solver.solve()\n", + "\n", + "accuracy = 0\n", + "batch_size = solver.test_nets[0].blobs['data'].num\n", + "test_iters = int(len(Xt) / batch_size)\n", + "for i in range(test_iters):\n", + " solver.test_nets[0].forward()\n", + " accuracy += solver.test_nets[0].blobs['accuracy'].data\n", + "accuracy /= test_iters\n", + "\n", + "print(\"Accuracy: {:.3f}\".format(accuracy))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Do the same through the command line interface for detailed output on the model and solving." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "I0318 00:58:32.322571 2013098752 caffe.cpp:117] Use CPU.\n", + "I0318 00:58:32.643163 2013098752 caffe.cpp:121] Starting Optimization\n", + "I0318 00:58:32.643229 2013098752 solver.cpp:32] Initializing solver from parameters: \n", + "train_net: \"examples/hdf5_classification/logreg_auto_train.prototxt\"\n", + "test_net: \"examples/hdf5_classification/logreg_auto_test.prototxt\"\n", + "test_iter: 250\n", + "test_interval: 1000\n", + "base_lr: 0.01\n", + "display: 1000\n", + "max_iter: 10000\n", + "lr_policy: \"step\"\n", + "gamma: 0.1\n", + "momentum: 0.9\n", + "weight_decay: 0.0005\n", + "stepsize: 5000\n", + "snapshot: 10000\n", + "snapshot_prefix: \"examples/hdf5_classification/data/train\"\n", + "solver_mode: CPU\n", + "I0318 00:58:32.643333 2013098752 solver.cpp:61] Creating training net from train_net file: examples/hdf5_classification/logreg_auto_train.prototxt\n", + "I0318 00:58:32.643465 2013098752 net.cpp:42] Initializing net from parameters: \n", + "state {\n", + " phase: TRAIN\n", + "}\n", + "layer {\n", + " name: \"data\"\n", + " type: \"HDF5Data\"\n", + " top: \"data\"\n", + " top: \"label\"\n", + " hdf5_data_param {\n", + " source: \"examples/hdf5_classification/data/train.txt\"\n", + " batch_size: 10\n", + " }\n", + "}\n", + "layer {\n", + " name: \"ip1\"\n", + " type: \"InnerProduct\"\n", + " bottom: \"data\"\n", + " top: \"ip1\"\n", + " inner_product_param {\n", + " num_output: 2\n", + " weight_filler {\n", + " type: \"xavier\"\n", + " }\n", + " }\n", + "}\n", + "layer {\n", + " name: \"accuracy\"\n", + " type: \"Accuracy\"\n", + " bottom: \"ip1\"\n", + " bottom: \"label\"\n", + " top: \"accuracy\"\n", + "}\n", + "layer {\n", + " name: \"loss\"\n", + " type: \"SoftmaxWithLoss\"\n", + " bottom: \"ip1\"\n", + " bottom: \"label\"\n", + " top: \"loss\"\n", + "}\n", + "I0318 00:58:32.644197 2013098752 layer_factory.hpp:74] Creating layer data\n", + "I0318 00:58:32.644219 2013098752 net.cpp:84] Creating Layer data\n", + "I0318 00:58:32.644230 2013098752 net.cpp:338] data -> data\n", + "I0318 00:58:32.644256 2013098752 net.cpp:338] data -> label\n", + "I0318 00:58:32.644269 2013098752 net.cpp:113] Setting up data\n", + "I0318 00:58:32.644278 2013098752 hdf5_data_layer.cpp:66] Loading list of HDF5 filenames from: examples/hdf5_classification/data/train.txt\n", + "I0318 00:58:32.644327 2013098752 hdf5_data_layer.cpp:80] Number of HDF5 files: 2\n", + "I0318 00:58:32.646458 2013098752 net.cpp:120] Top shape: 10 4 (40)\n", + "I0318 00:58:32.646502 2013098752 net.cpp:120] Top shape: 10 (10)\n", + "I0318 00:58:32.646518 2013098752 layer_factory.hpp:74] Creating layer label_data_1_split\n", + "I0318 00:58:32.646538 2013098752 net.cpp:84] Creating Layer label_data_1_split\n", + "I0318 00:58:32.646546 2013098752 net.cpp:380] label_data_1_split <- label\n", + "I0318 00:58:32.646556 2013098752 net.cpp:338] label_data_1_split -> label_data_1_split_0\n", + "I0318 00:58:32.646569 2013098752 net.cpp:338] label_data_1_split -> label_data_1_split_1\n", + "I0318 00:58:32.646579 2013098752 net.cpp:113] Setting up label_data_1_split\n", + "I0318 00:58:32.646586 2013098752 net.cpp:120] Top shape: 10 (10)\n", + "I0318 00:58:32.646595 2013098752 net.cpp:120] Top shape: 10 (10)\n", + "I0318 00:58:32.646601 2013098752 layer_factory.hpp:74] Creating layer ip1\n", + "I0318 00:58:32.646615 2013098752 net.cpp:84] Creating Layer ip1\n", + "I0318 00:58:32.646622 2013098752 net.cpp:380] ip1 <- data\n", + "I0318 00:58:32.646664 2013098752 net.cpp:338] ip1 -> ip1\n", + "I0318 00:58:32.646689 2013098752 net.cpp:113] Setting up ip1\n", + "I0318 00:58:32.652330 2013098752 net.cpp:120] Top shape: 10 2 (20)\n", + "I0318 00:58:32.652371 2013098752 layer_factory.hpp:74] Creating layer ip1_ip1_0_split\n", + "I0318 00:58:32.652393 2013098752 net.cpp:84] Creating Layer ip1_ip1_0_split\n", + "I0318 00:58:32.652407 2013098752 net.cpp:380] ip1_ip1_0_split <- ip1\n", + "I0318 00:58:32.652421 2013098752 net.cpp:338] ip1_ip1_0_split -> ip1_ip1_0_split_0\n", + "I0318 00:58:32.652467 2013098752 net.cpp:338] ip1_ip1_0_split -> ip1_ip1_0_split_1\n", + "I0318 00:58:32.652480 2013098752 net.cpp:113] Setting up ip1_ip1_0_split\n", + "I0318 00:58:32.652489 2013098752 net.cpp:120] Top shape: 10 2 (20)\n", + "I0318 00:58:32.652498 2013098752 net.cpp:120] Top shape: 10 2 (20)\n", + "I0318 00:58:32.652505 2013098752 layer_factory.hpp:74] Creating layer accuracy\n", + "I0318 00:58:32.652521 2013098752 net.cpp:84] Creating Layer accuracy\n", + "I0318 00:58:32.652534 2013098752 net.cpp:380] accuracy <- ip1_ip1_0_split_0\n", + "I0318 00:58:32.652545 2013098752 net.cpp:380] accuracy <- label_data_1_split_0\n", + "I0318 00:58:32.652562 2013098752 net.cpp:338] accuracy -> accuracy\n", + "I0318 00:58:32.652577 2013098752 net.cpp:113] Setting up accuracy\n", + "I0318 00:58:32.652590 2013098752 net.cpp:120] Top shape: (1)\n", + "I0318 00:58:32.652642 2013098752 layer_factory.hpp:74] Creating layer loss\n", + "I0318 00:58:32.652655 2013098752 net.cpp:84] Creating Layer loss\n", + "I0318 00:58:32.652663 2013098752 net.cpp:380] loss <- ip1_ip1_0_split_1\n", + "I0318 00:58:32.652672 2013098752 net.cpp:380] loss <- label_data_1_split_1\n", + "I0318 00:58:32.652679 2013098752 net.cpp:338] loss -> loss\n", + "I0318 00:58:32.652689 2013098752 net.cpp:113] Setting up loss\n", + "I0318 00:58:32.652701 2013098752 layer_factory.hpp:74] Creating layer loss\n", + "I0318 00:58:32.652716 2013098752 net.cpp:120] Top shape: (1)\n", + "I0318 00:58:32.652724 2013098752 net.cpp:122] with loss weight 1\n", + "I0318 00:58:32.652740 2013098752 net.cpp:167] loss needs backward computation.\n", + "I0318 00:58:32.652746 2013098752 net.cpp:169] accuracy does not need backward computation.\n", + "I0318 00:58:32.652753 2013098752 net.cpp:167] ip1_ip1_0_split needs backward computation.\n", + "I0318 00:58:32.652760 2013098752 net.cpp:167] ip1 needs backward computation.\n", + "I0318 00:58:32.652786 2013098752 net.cpp:169] label_data_1_split does not need backward computation.\n", + "I0318 00:58:32.652801 2013098752 net.cpp:169] data does not need backward computation.\n", + "I0318 00:58:32.652808 2013098752 net.cpp:205] This network produces output accuracy\n", + "I0318 00:58:32.652815 2013098752 net.cpp:205] This network produces output loss\n", + "I0318 00:58:32.652825 2013098752 net.cpp:447] Collecting Learning Rate and Weight Decay.\n", + "I0318 00:58:32.652833 2013098752 net.cpp:217] Network initialization done.\n", + "I0318 00:58:32.652839 2013098752 net.cpp:218] Memory required for data: 528\n", + "I0318 00:58:32.652964 2013098752 solver.cpp:154] Creating test net (#0) specified by test_net file: examples/hdf5_classification/logreg_auto_test.prototxt\n", + "I0318 00:58:32.652986 2013098752 net.cpp:42] Initializing net from parameters: \n", + "state {\n", + " phase: TEST\n", + "}\n", + "layer {\n", + " name: \"data\"\n", + " type: \"HDF5Data\"\n", + " top: \"data\"\n", + " top: \"label\"\n", + " hdf5_data_param {\n", + " source: \"examples/hdf5_classification/data/test.txt\"\n", + " batch_size: 10\n", + " }\n", + "}\n", + "layer {\n", + " name: \"ip1\"\n", + " type: \"InnerProduct\"\n", + " bottom: \"data\"\n", + " top: \"ip1\"\n", + " inner_product_param {\n", + " num_output: 2\n", + " weight_filler {\n", + " type: \"xavier\"\n", + " }\n", + " }\n", + "}\n", + "layer {\n", + " name: \"accuracy\"\n", + " type: \"Accuracy\"\n", + " bottom: \"ip1\"\n", + " bottom: \"label\"\n", + " top: \"accuracy\"\n", + "}\n", + "layer {\n", + " name: \"loss\"\n", + " type: \"SoftmaxWithLoss\"\n", + " bottom: \"ip1\"\n", + " bottom: \"label\"\n", + " top: \"loss\"\n", + "}\n", + "I0318 00:58:32.653069 2013098752 layer_factory.hpp:74] Creating layer data\n", + "I0318 00:58:32.653080 2013098752 net.cpp:84] Creating Layer data\n", + "I0318 00:58:32.653090 2013098752 net.cpp:338] data -> data\n", + "I0318 00:58:32.653128 2013098752 net.cpp:338] data -> label\n", + "I0318 00:58:32.653146 2013098752 net.cpp:113] Setting up data\n", + "I0318 00:58:32.653154 2013098752 hdf5_data_layer.cpp:66] Loading list of HDF5 filenames from: examples/hdf5_classification/data/test.txt\n", + "I0318 00:58:32.653192 2013098752 hdf5_data_layer.cpp:80] Number of HDF5 files: 1\n", + "I0318 00:58:32.654850 2013098752 net.cpp:120] Top shape: 10 4 (40)\n", + "I0318 00:58:32.654897 2013098752 net.cpp:120] Top shape: 10 (10)\n", + "I0318 00:58:32.654914 2013098752 layer_factory.hpp:74] Creating layer label_data_1_split\n", + "I0318 00:58:32.654933 2013098752 net.cpp:84] Creating Layer label_data_1_split\n", + "I0318 00:58:32.654943 2013098752 net.cpp:380] label_data_1_split <- label\n", + "I0318 00:58:32.654953 2013098752 net.cpp:338] label_data_1_split -> label_data_1_split_0\n", + "I0318 00:58:32.654966 2013098752 net.cpp:338] label_data_1_split -> label_data_1_split_1\n", + "I0318 00:58:32.654976 2013098752 net.cpp:113] Setting up label_data_1_split\n", + "I0318 00:58:32.654985 2013098752 net.cpp:120] Top shape: 10 (10)\n", + "I0318 00:58:32.654992 2013098752 net.cpp:120] Top shape: 10 (10)\n", + "I0318 00:58:32.655000 2013098752 layer_factory.hpp:74] Creating layer ip1\n", + "I0318 00:58:32.655010 2013098752 net.cpp:84] Creating Layer ip1\n", + "I0318 00:58:32.655017 2013098752 net.cpp:380] ip1 <- data\n", + "I0318 00:58:32.655030 2013098752 net.cpp:338] ip1 -> ip1\n", + "I0318 00:58:32.655041 2013098752 net.cpp:113] Setting up ip1\n", + "I0318 00:58:32.655061 2013098752 net.cpp:120] Top shape: 10 2 (20)\n", + "I0318 00:58:32.655072 2013098752 layer_factory.hpp:74] Creating layer ip1_ip1_0_split\n", + "I0318 00:58:32.655148 2013098752 net.cpp:84] Creating Layer ip1_ip1_0_split\n", + "I0318 00:58:32.655159 2013098752 net.cpp:380] ip1_ip1_0_split <- ip1\n", + "I0318 00:58:32.655170 2013098752 net.cpp:338] ip1_ip1_0_split -> ip1_ip1_0_split_0\n", + "I0318 00:58:32.655180 2013098752 net.cpp:338] ip1_ip1_0_split -> ip1_ip1_0_split_1\n", + "I0318 00:58:32.655190 2013098752 net.cpp:113] Setting up ip1_ip1_0_split\n", + "I0318 00:58:32.655199 2013098752 net.cpp:120] Top shape: 10 2 (20)\n", + "I0318 00:58:32.655206 2013098752 net.cpp:120] Top shape: 10 2 (20)\n", + "I0318 00:58:32.655213 2013098752 layer_factory.hpp:74] Creating layer accuracy\n", + "I0318 00:58:32.655223 2013098752 net.cpp:84] Creating Layer accuracy\n", + "I0318 00:58:32.655230 2013098752 net.cpp:380] accuracy <- ip1_ip1_0_split_0\n", + "I0318 00:58:32.655237 2013098752 net.cpp:380] accuracy <- label_data_1_split_0\n", + "I0318 00:58:32.655251 2013098752 net.cpp:338] accuracy -> accuracy\n", + "I0318 00:58:32.655259 2013098752 net.cpp:113] Setting up accuracy\n", + "I0318 00:58:32.655267 2013098752 net.cpp:120] Top shape: (1)\n", + "I0318 00:58:32.655340 2013098752 layer_factory.hpp:74] Creating layer loss\n", + "I0318 00:58:32.655354 2013098752 net.cpp:84] Creating Layer loss\n", + "I0318 00:58:32.655361 2013098752 net.cpp:380] loss <- ip1_ip1_0_split_1\n", + "I0318 00:58:32.655369 2013098752 net.cpp:380] loss <- label_data_1_split_1\n", + "I0318 00:58:32.655378 2013098752 net.cpp:338] loss -> loss\n", + "I0318 00:58:32.655388 2013098752 net.cpp:113] Setting up loss\n", + "I0318 00:58:32.655397 2013098752 layer_factory.hpp:74] Creating layer loss\n", + "I0318 00:58:32.655414 2013098752 net.cpp:120] Top shape: (1)\n", + "I0318 00:58:32.655422 2013098752 net.cpp:122] with loss weight 1\n", + "I0318 00:58:32.655438 2013098752 net.cpp:167] loss needs backward computation.\n", + "I0318 00:58:32.655446 2013098752 net.cpp:169] accuracy does not need backward computation.\n", + "I0318 00:58:32.655455 2013098752 net.cpp:167] ip1_ip1_0_split needs backward computation.\n", + "I0318 00:58:32.655462 2013098752 net.cpp:167] ip1 needs backward computation.\n", + "I0318 00:58:32.655469 2013098752 net.cpp:169] label_data_1_split does not need backward computation.\n", + "I0318 00:58:32.655477 2013098752 net.cpp:169] data does not need backward computation.\n", + "I0318 00:58:32.655483 2013098752 net.cpp:205] This network produces output accuracy\n", + "I0318 00:58:32.655489 2013098752 net.cpp:205] This network produces output loss\n", + "I0318 00:58:32.655503 2013098752 net.cpp:447] Collecting Learning Rate and Weight Decay.\n", + "I0318 00:58:32.655511 2013098752 net.cpp:217] Network initialization done.\n", + "I0318 00:58:32.655517 2013098752 net.cpp:218] Memory required for data: 528\n", + "I0318 00:58:32.655547 2013098752 solver.cpp:42] Solver scaffolding done.\n", + "I0318 00:58:32.655567 2013098752 solver.cpp:222] Solving \n", + "I0318 00:58:32.655575 2013098752 solver.cpp:223] Learning Rate Policy: step\n", + "I0318 00:58:32.655583 2013098752 solver.cpp:266] Iteration 0, Testing net (#0)\n", + "I0318 00:58:32.683643 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.3736\n", + "I0318 00:58:32.683686 2013098752 solver.cpp:315] Test net output #1: loss = 1.00555 (* 1 = 1.00555 loss)\n", + "I0318 00:58:32.683846 2013098752 solver.cpp:189] Iteration 0, loss = 0.869394\n", + "I0318 00:58:32.683861 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.3\n", + "I0318 00:58:32.683871 2013098752 solver.cpp:204] Train net output #1: loss = 0.869394 (* 1 = 0.869394 loss)\n", + "I0318 00:58:32.683883 2013098752 solver.cpp:464] Iteration 0, lr = 0.01\n", + "I0318 00:58:32.698721 2013098752 solver.cpp:266] Iteration 1000, Testing net (#0)\n", + "I0318 00:58:32.701917 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.7848\n", + "I0318 00:58:32.701961 2013098752 solver.cpp:315] Test net output #1: loss = 0.590972 (* 1 = 0.590972 loss)\n", + "I0318 00:58:32.702014 2013098752 solver.cpp:189] Iteration 1000, loss = 0.54742\n", + "I0318 00:58:32.702029 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.7\n", + "I0318 00:58:32.702041 2013098752 solver.cpp:204] Train net output #1: loss = 0.54742 (* 1 = 0.54742 loss)\n", + "I0318 00:58:32.702051 2013098752 solver.cpp:464] Iteration 1000, lr = 0.01\n", + "I0318 00:58:32.718360 2013098752 solver.cpp:266] Iteration 2000, Testing net (#0)\n", + "I0318 00:58:32.721529 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.7696\n", + "I0318 00:58:32.721562 2013098752 solver.cpp:315] Test net output #1: loss = 0.593946 (* 1 = 0.593946 loss)\n", + "I0318 00:58:32.721593 2013098752 solver.cpp:189] Iteration 2000, loss = 0.729569\n", + "I0318 00:58:32.721603 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.5\n", + "I0318 00:58:32.721613 2013098752 solver.cpp:204] Train net output #1: loss = 0.729569 (* 1 = 0.729569 loss)\n", + "I0318 00:58:32.721622 2013098752 solver.cpp:464] Iteration 2000, lr = 0.01\n", + "I0318 00:58:32.740182 2013098752 solver.cpp:266] Iteration 3000, Testing net (#0)\n", + "I0318 00:58:32.743494 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.77\n", + "I0318 00:58:32.743544 2013098752 solver.cpp:315] Test net output #1: loss = 0.591229 (* 1 = 0.591229 loss)\n", + "I0318 00:58:32.744209 2013098752 solver.cpp:189] Iteration 3000, loss = 0.406097\n", + "I0318 00:58:32.744231 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.8\n", + "I0318 00:58:32.744249 2013098752 solver.cpp:204] Train net output #1: loss = 0.406096 (* 1 = 0.406096 loss)\n", + "I0318 00:58:32.744266 2013098752 solver.cpp:464] Iteration 3000, lr = 0.01\n", + "I0318 00:58:32.764135 2013098752 solver.cpp:266] Iteration 4000, Testing net (#0)\n", + "I0318 00:58:32.769110 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.7848\n", + "I0318 00:58:32.769170 2013098752 solver.cpp:315] Test net output #1: loss = 0.590972 (* 1 = 0.590972 loss)\n", + "I0318 00:58:32.769223 2013098752 solver.cpp:189] Iteration 4000, loss = 0.54742\n", + "I0318 00:58:32.769242 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.7\n", + "I0318 00:58:32.769255 2013098752 solver.cpp:204] Train net output #1: loss = 0.54742 (* 1 = 0.54742 loss)\n", + "I0318 00:58:32.769265 2013098752 solver.cpp:464] Iteration 4000, lr = 0.01\n", + "I0318 00:58:32.785846 2013098752 solver.cpp:266] Iteration 5000, Testing net (#0)\n", + "I0318 00:58:32.788722 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.7696\n", + "I0318 00:58:32.788751 2013098752 solver.cpp:315] Test net output #1: loss = 0.593946 (* 1 = 0.593946 loss)\n", + "I0318 00:58:32.788811 2013098752 solver.cpp:189] Iteration 5000, loss = 0.72957\n", + "I0318 00:58:32.788833 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.5\n", + "I0318 00:58:32.788846 2013098752 solver.cpp:204] Train net output #1: loss = 0.729569 (* 1 = 0.729569 loss)\n", + "I0318 00:58:32.788856 2013098752 solver.cpp:464] Iteration 5000, lr = 0.001\n", + "I0318 00:58:32.804762 2013098752 solver.cpp:266] Iteration 6000, Testing net (#0)\n", + "I0318 00:58:32.808061 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.7856\n", + "I0318 00:58:32.808112 2013098752 solver.cpp:315] Test net output #1: loss = 0.59028 (* 1 = 0.59028 loss)\n", + "I0318 00:58:32.808732 2013098752 solver.cpp:189] Iteration 6000, loss = 0.415444\n", + "I0318 00:58:32.808753 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.9\n", + "I0318 00:58:32.808773 2013098752 solver.cpp:204] Train net output #1: loss = 0.415444 (* 1 = 0.415444 loss)\n", + "I0318 00:58:32.808786 2013098752 solver.cpp:464] Iteration 6000, lr = 0.001\n", + "I0318 00:58:32.827118 2013098752 solver.cpp:266] Iteration 7000, Testing net (#0)\n", + "I0318 00:58:32.831614 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.7848\n", + "I0318 00:58:32.831657 2013098752 solver.cpp:315] Test net output #1: loss = 0.589454 (* 1 = 0.589454 loss)\n", + "I0318 00:58:32.831707 2013098752 solver.cpp:189] Iteration 7000, loss = 0.538038\n", + "I0318 00:58:32.831728 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.8\n", + "I0318 00:58:32.831745 2013098752 solver.cpp:204] Train net output #1: loss = 0.538037 (* 1 = 0.538037 loss)\n", + "I0318 00:58:32.831759 2013098752 solver.cpp:464] Iteration 7000, lr = 0.001\n", + "I0318 00:58:32.849634 2013098752 solver.cpp:266] Iteration 8000, Testing net (#0)\n", + "I0318 00:58:32.852712 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.7796\n", + "I0318 00:58:32.852748 2013098752 solver.cpp:315] Test net output #1: loss = 0.589365 (* 1 = 0.589365 loss)\n", + "I0318 00:58:32.852792 2013098752 solver.cpp:189] Iteration 8000, loss = 0.684219\n", + "I0318 00:58:32.852840 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.5\n", + "I0318 00:58:32.852852 2013098752 solver.cpp:204] Train net output #1: loss = 0.684219 (* 1 = 0.684219 loss)\n", + "I0318 00:58:32.852861 2013098752 solver.cpp:464] Iteration 8000, lr = 0.001\n", + "I0318 00:58:32.868440 2013098752 solver.cpp:266] Iteration 9000, Testing net (#0)\n", + "I0318 00:58:32.871438 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.7816\n", + "I0318 00:58:32.871461 2013098752 solver.cpp:315] Test net output #1: loss = 0.589656 (* 1 = 0.589656 loss)\n", + "I0318 00:58:32.872109 2013098752 solver.cpp:189] Iteration 9000, loss = 0.421879\n", + "I0318 00:58:32.872131 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.9\n", + "I0318 00:58:32.872143 2013098752 solver.cpp:204] Train net output #1: loss = 0.421879 (* 1 = 0.421879 loss)\n", + "I0318 00:58:32.872153 2013098752 solver.cpp:464] Iteration 9000, lr = 0.001\n", + "I0318 00:58:32.889981 2013098752 solver.cpp:334] Snapshotting to examples/hdf5_classification/data/train_iter_10000.caffemodel\n", + "I0318 00:58:32.890224 2013098752 solver.cpp:342] Snapshotting solver state to examples/hdf5_classification/data/train_iter_10000.solverstate\n", + "I0318 00:58:32.890362 2013098752 solver.cpp:248] Iteration 10000, loss = 0.538933\n", + "I0318 00:58:32.890380 2013098752 solver.cpp:266] Iteration 10000, Testing net (#0)\n", + "I0318 00:58:32.893728 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.782\n", + "I0318 00:58:32.893757 2013098752 solver.cpp:315] Test net output #1: loss = 0.589366 (* 1 = 0.589366 loss)\n", + "I0318 00:58:32.893775 2013098752 solver.cpp:253] Optimization Done.\n", + "I0318 00:58:32.893786 2013098752 caffe.cpp:134] Optimization Done.\n" + ] + } + ], + "source": [ + "!./build/tools/caffe train -solver examples/hdf5_classification/logreg_solver.prototxt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you look at output or the `logreg_auto_train.prototxt`, you'll see that the model is simple logistic regression.\n", + "We can make it a little more advanced by introducing a non-linearity between weights that take the input and weights that give the output -- now we have a two-layer network.\n", + "That network is given in `nonlinear_auto_train.prototxt`, and that's the only change made in `nonlinear_logreg_solver.prototxt` which we will now use.\n", + "\n", + "The final accuracy of the new network should be higher than logistic regression!" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from caffe import layers as L\n", + "from caffe import params as P\n", + "\n", + "def nonlinear_net(hdf5, batch_size):\n", + " # one small nonlinearity, one leap for model kind\n", + " n = caffe.NetSpec()\n", + " n.data, n.label = L.HDF5Data(batch_size=batch_size, source=hdf5, ntop=2)\n", + " # define a hidden layer of dimension 40\n", + " n.ip1 = L.InnerProduct(n.data, num_output=40, weight_filler=dict(type='xavier'))\n", + " # transform the output through the ReLU (rectified linear) non-linearity\n", + " n.relu1 = L.ReLU(n.ip1, in_place=True)\n", + " # score the (now non-linear) features\n", + " n.ip2 = L.InnerProduct(n.ip1, num_output=2, weight_filler=dict(type='xavier'))\n", + " # same accuracy and loss as before\n", + " n.accuracy = L.Accuracy(n.ip2, n.label)\n", + " n.loss = L.SoftmaxWithLoss(n.ip2, n.label)\n", + " return n.to_proto()\n", + "\n", + "train_net_path = 'examples/hdf5_classification/nonlinear_auto_train.prototxt'\n", + "with open(train_net_path, 'w') as f:\n", + " f.write(str(nonlinear_net('examples/hdf5_classification/data/train.txt', 10)))\n", + "\n", + "test_net_path = 'examples/hdf5_classification/nonlinear_auto_test.prototxt'\n", + "with open(test_net_path, 'w') as f:\n", + " f.write(str(nonlinear_net('examples/hdf5_classification/data/test.txt', 10)))\n", + "\n", + "solver_path = 'examples/hdf5_classification/nonlinear_logreg_solver.prototxt'\n", + "with open(solver_path, 'w') as f:\n", + " f.write(str(solver(train_net_path, test_net_path)))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.832\n", + "Accuracy: 0.832\n", + "Accuracy: 0.832\n", + "Accuracy: 0.831\n", + "1 loops, best of 3: 386 ms per loop\n" + ] + } + ], + "source": [ + "%%timeit\n", + "caffe.set_mode_cpu()\n", + "solver = caffe.get_solver(solver_path)\n", + "solver.solve()\n", + "\n", + "accuracy = 0\n", + "batch_size = solver.test_nets[0].blobs['data'].num\n", + "test_iters = int(len(Xt) / batch_size)\n", + "for i in range(test_iters):\n", + " solver.test_nets[0].forward()\n", + " accuracy += solver.test_nets[0].blobs['accuracy'].data\n", + "accuracy /= test_iters\n", + "\n", + "print(\"Accuracy: {:.3f}\".format(accuracy))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Do the same through the command line interface for detailed output on the model and solving." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "I0318 00:58:43.336922 2013098752 caffe.cpp:117] Use CPU.\n", + "I0318 00:58:43.654698 2013098752 caffe.cpp:121] Starting Optimization\n", + "I0318 00:58:43.654747 2013098752 solver.cpp:32] Initializing solver from parameters: \n", + "train_net: \"examples/hdf5_classification/nonlinear_auto_train.prototxt\"\n", + "test_net: \"examples/hdf5_classification/nonlinear_auto_test.prototxt\"\n", + "test_iter: 250\n", + "test_interval: 1000\n", + "base_lr: 0.01\n", + "display: 1000\n", + "max_iter: 10000\n", + "lr_policy: \"step\"\n", + "gamma: 0.1\n", + "momentum: 0.9\n", + "weight_decay: 0.0005\n", + "stepsize: 5000\n", + "snapshot: 10000\n", + "snapshot_prefix: \"examples/hdf5_classification/data/train\"\n", + "solver_mode: CPU\n", + "I0318 00:58:43.654855 2013098752 solver.cpp:61] Creating training net from train_net file: examples/hdf5_classification/nonlinear_auto_train.prototxt\n", + "I0318 00:58:43.655004 2013098752 net.cpp:42] Initializing net from parameters: \n", + "state {\n", + " phase: TRAIN\n", + "}\n", + "layer {\n", + " name: \"data\"\n", + " type: \"HDF5Data\"\n", + " top: \"data\"\n", + " top: \"label\"\n", + " hdf5_data_param {\n", + " source: \"examples/hdf5_classification/data/train.txt\"\n", + " batch_size: 10\n", + " }\n", + "}\n", + "layer {\n", + " name: \"ip1\"\n", + " type: \"InnerProduct\"\n", + " bottom: \"data\"\n", + " top: \"ip1\"\n", + " inner_product_param {\n", + " num_output: 40\n", + " weight_filler {\n", + " type: \"xavier\"\n", + " }\n", + " }\n", + "}\n", + "layer {\n", + " name: \"relu1\"\n", + " type: \"ReLU\"\n", + " bottom: \"ip1\"\n", + " top: \"ip1\"\n", + "}\n", + "layer {\n", + " name: \"ip2\"\n", + " type: \"InnerProduct\"\n", + " bottom: \"ip1\"\n", + " top: \"ip2\"\n", + " inner_product_param {\n", + " num_output: 2\n", + " weight_filler {\n", + " type: \"xavier\"\n", + " }\n", + " }\n", + "}\n", + "layer {\n", + " name: \"accuracy\"\n", + " type: \"Accuracy\"\n", + " bottom: \"ip2\"\n", + " bottom: \"label\"\n", + " top: \"accuracy\"\n", + "}\n", + "layer {\n", + " name: \"loss\"\n", + " type: \"SoftmaxWithLoss\"\n", + " bottom: \"ip2\"\n", + " bottom: \"label\"\n", + " top: \"loss\"\n", + "}\n", + "I0318 00:58:43.655120 2013098752 layer_factory.hpp:74] Creating layer data\n", + "I0318 00:58:43.655139 2013098752 net.cpp:84] Creating Layer data\n", + "I0318 00:58:43.655264 2013098752 net.cpp:338] data -> data\n", + "I0318 00:58:43.655297 2013098752 net.cpp:338] data -> label\n", + "I0318 00:58:43.655310 2013098752 net.cpp:113] Setting up data\n", + "I0318 00:58:43.655318 2013098752 hdf5_data_layer.cpp:66] Loading list of HDF5 filenames from: examples/hdf5_classification/data/train.txt\n", + "I0318 00:58:43.655365 2013098752 hdf5_data_layer.cpp:80] Number of HDF5 files: 2\n", + "I0318 00:58:43.657317 2013098752 net.cpp:120] Top shape: 10 4 (40)\n", + "I0318 00:58:43.657342 2013098752 net.cpp:120] Top shape: 10 (10)\n", + "I0318 00:58:43.657356 2013098752 layer_factory.hpp:74] Creating layer label_data_1_split\n", + "I0318 00:58:43.657373 2013098752 net.cpp:84] Creating Layer label_data_1_split\n", + "I0318 00:58:43.657384 2013098752 net.cpp:380] label_data_1_split <- label\n", + "I0318 00:58:43.657395 2013098752 net.cpp:338] label_data_1_split -> label_data_1_split_0\n", + "I0318 00:58:43.657407 2013098752 net.cpp:338] label_data_1_split -> label_data_1_split_1\n", + "I0318 00:58:43.657418 2013098752 net.cpp:113] Setting up label_data_1_split\n", + "I0318 00:58:43.657426 2013098752 net.cpp:120] Top shape: 10 (10)\n", + "I0318 00:58:43.657433 2013098752 net.cpp:120] Top shape: 10 (10)\n", + "I0318 00:58:43.657441 2013098752 layer_factory.hpp:74] Creating layer ip1\n", + "I0318 00:58:43.657451 2013098752 net.cpp:84] Creating Layer ip1\n", + "I0318 00:58:43.657459 2013098752 net.cpp:380] ip1 <- data\n", + "I0318 00:58:43.657467 2013098752 net.cpp:338] ip1 -> ip1\n", + "I0318 00:58:43.657479 2013098752 net.cpp:113] Setting up ip1\n", + "I0318 00:58:43.662454 2013098752 net.cpp:120] Top shape: 10 40 (400)\n", + "I0318 00:58:43.662477 2013098752 layer_factory.hpp:74] Creating layer relu1\n", + "I0318 00:58:43.662497 2013098752 net.cpp:84] Creating Layer relu1\n", + "I0318 00:58:43.662508 2013098752 net.cpp:380] relu1 <- ip1\n", + "I0318 00:58:43.662520 2013098752 net.cpp:327] relu1 -> ip1 (in-place)\n", + "I0318 00:58:43.662530 2013098752 net.cpp:113] Setting up relu1\n", + "I0318 00:58:43.662539 2013098752 net.cpp:120] Top shape: 10 40 (400)\n", + "I0318 00:58:43.662546 2013098752 layer_factory.hpp:74] Creating layer ip2\n", + "I0318 00:58:43.662555 2013098752 net.cpp:84] Creating Layer ip2\n", + "I0318 00:58:43.662562 2013098752 net.cpp:380] ip2 <- ip1\n", + "I0318 00:58:43.662571 2013098752 net.cpp:338] ip2 -> ip2\n", + "I0318 00:58:43.662580 2013098752 net.cpp:113] Setting up ip2\n", + "I0318 00:58:43.662595 2013098752 net.cpp:120] Top shape: 10 2 (20)\n", + "I0318 00:58:43.662606 2013098752 layer_factory.hpp:74] Creating layer ip2_ip2_0_split\n", + "I0318 00:58:43.662654 2013098752 net.cpp:84] Creating Layer ip2_ip2_0_split\n", + "I0318 00:58:43.662665 2013098752 net.cpp:380] ip2_ip2_0_split <- ip2\n", + "I0318 00:58:43.662678 2013098752 net.cpp:338] ip2_ip2_0_split -> ip2_ip2_0_split_0\n", + "I0318 00:58:43.662689 2013098752 net.cpp:338] ip2_ip2_0_split -> ip2_ip2_0_split_1\n", + "I0318 00:58:43.662698 2013098752 net.cpp:113] Setting up ip2_ip2_0_split\n", + "I0318 00:58:43.662706 2013098752 net.cpp:120] Top shape: 10 2 (20)\n", + "I0318 00:58:43.662714 2013098752 net.cpp:120] Top shape: 10 2 (20)\n", + "I0318 00:58:43.662722 2013098752 layer_factory.hpp:74] Creating layer accuracy\n", + "I0318 00:58:43.662734 2013098752 net.cpp:84] Creating Layer accuracy\n", + "I0318 00:58:43.662740 2013098752 net.cpp:380] accuracy <- ip2_ip2_0_split_0\n", + "I0318 00:58:43.662749 2013098752 net.cpp:380] accuracy <- label_data_1_split_0\n", + "I0318 00:58:43.662756 2013098752 net.cpp:338] accuracy -> accuracy\n", + "I0318 00:58:43.662766 2013098752 net.cpp:113] Setting up accuracy\n", + "I0318 00:58:43.662818 2013098752 net.cpp:120] Top shape: (1)\n", + "I0318 00:58:43.662827 2013098752 layer_factory.hpp:74] Creating layer loss\n", + "I0318 00:58:43.662839 2013098752 net.cpp:84] Creating Layer loss\n", + "I0318 00:58:43.662847 2013098752 net.cpp:380] loss <- ip2_ip2_0_split_1\n", + "I0318 00:58:43.662854 2013098752 net.cpp:380] loss <- label_data_1_split_1\n", + "I0318 00:58:43.662863 2013098752 net.cpp:338] loss -> loss\n", + "I0318 00:58:43.662873 2013098752 net.cpp:113] Setting up loss\n", + "I0318 00:58:43.662883 2013098752 layer_factory.hpp:74] Creating layer loss\n", + "I0318 00:58:43.662901 2013098752 net.cpp:120] Top shape: (1)\n", + "I0318 00:58:43.662909 2013098752 net.cpp:122] with loss weight 1\n", + "I0318 00:58:43.662922 2013098752 net.cpp:167] loss needs backward computation.\n", + "I0318 00:58:43.662930 2013098752 net.cpp:169] accuracy does not need backward computation.\n", + "I0318 00:58:43.662936 2013098752 net.cpp:167] ip2_ip2_0_split needs backward computation.\n", + "I0318 00:58:43.662942 2013098752 net.cpp:167] ip2 needs backward computation.\n", + "I0318 00:58:43.662976 2013098752 net.cpp:167] relu1 needs backward computation.\n", + "I0318 00:58:43.662988 2013098752 net.cpp:167] ip1 needs backward computation.\n", + "I0318 00:58:43.662997 2013098752 net.cpp:169] label_data_1_split does not need backward computation.\n", + "I0318 00:58:43.663003 2013098752 net.cpp:169] data does not need backward computation.\n", + "I0318 00:58:43.663009 2013098752 net.cpp:205] This network produces output accuracy\n", + "I0318 00:58:43.663017 2013098752 net.cpp:205] This network produces output loss\n", + "I0318 00:58:43.663028 2013098752 net.cpp:447] Collecting Learning Rate and Weight Decay.\n", + "I0318 00:58:43.663035 2013098752 net.cpp:217] Network initialization done.\n", + "I0318 00:58:43.663041 2013098752 net.cpp:218] Memory required for data: 3728\n", + "I0318 00:58:43.663158 2013098752 solver.cpp:154] Creating test net (#0) specified by test_net file: examples/hdf5_classification/nonlinear_auto_test.prototxt\n", + "I0318 00:58:43.663179 2013098752 net.cpp:42] Initializing net from parameters: \n", + "state {\n", + " phase: TEST\n", + "}\n", + "layer {\n", + " name: \"data\"\n", + " type: \"HDF5Data\"\n", + " top: \"data\"\n", + " top: \"label\"\n", + " hdf5_data_param {\n", + " source: \"examples/hdf5_classification/data/test.txt\"\n", + " batch_size: 10\n", + " }\n", + "}\n", + "layer {\n", + " name: \"ip1\"\n", + " type: \"InnerProduct\"\n", + " bottom: \"data\"\n", + " top: \"ip1\"\n", + " inner_product_param {\n", + " num_output: 40\n", + " weight_filler {\n", + " type: \"xavier\"\n", + " }\n", + " }\n", + "}\n", + "layer {\n", + " name: \"relu1\"\n", + " type: \"ReLU\"\n", + " bottom: \"ip1\"\n", + " top: \"ip1\"\n", + "}\n", + "layer {\n", + " name: \"ip2\"\n", + " type: \"InnerProduct\"\n", + " bottom: \"ip1\"\n", + " top: \"ip2\"\n", + " inner_product_param {\n", + " num_output: 2\n", + " weight_filler {\n", + " type: \"xavier\"\n", + " }\n", + " }\n", + "}\n", + "layer {\n", + " name: \"accuracy\"\n", + " type: \"Accuracy\"\n", + " bottom: \"ip2\"\n", + " bottom: \"label\"\n", + " top: \"accuracy\"\n", + "}\n", + "layer {\n", + " name: \"loss\"\n", + " type: \"SoftmaxWithLoss\"\n", + " bottom: \"ip2\"\n", + " bottom: \"label\"\n", + " top: \"loss\"\n", + "}\n", + "I0318 00:58:43.663349 2013098752 layer_factory.hpp:74] Creating layer data\n", + "I0318 00:58:43.663365 2013098752 net.cpp:84] Creating Layer data\n", + "I0318 00:58:43.663373 2013098752 net.cpp:338] data -> data\n", + "I0318 00:58:43.663385 2013098752 net.cpp:338] data -> label\n", + "I0318 00:58:43.663396 2013098752 net.cpp:113] Setting up data\n", + "I0318 00:58:43.663422 2013098752 hdf5_data_layer.cpp:66] Loading list of HDF5 filenames from: examples/hdf5_classification/data/test.txt\n", + "I0318 00:58:43.663457 2013098752 hdf5_data_layer.cpp:80] Number of HDF5 files: 1\n", + "I0318 00:58:43.664719 2013098752 net.cpp:120] Top shape: 10 4 (40)\n", + "I0318 00:58:43.664739 2013098752 net.cpp:120] Top shape: 10 (10)\n", + "I0318 00:58:43.664754 2013098752 layer_factory.hpp:74] Creating layer label_data_1_split\n", + "I0318 00:58:43.664772 2013098752 net.cpp:84] Creating Layer label_data_1_split\n", + "I0318 00:58:43.664783 2013098752 net.cpp:380] label_data_1_split <- label\n", + "I0318 00:58:43.664791 2013098752 net.cpp:338] label_data_1_split -> label_data_1_split_0\n", + "I0318 00:58:43.664803 2013098752 net.cpp:338] label_data_1_split -> label_data_1_split_1\n", + "I0318 00:58:43.664813 2013098752 net.cpp:113] Setting up label_data_1_split\n", + "I0318 00:58:43.664822 2013098752 net.cpp:120] Top shape: 10 (10)\n", + "I0318 00:58:43.664829 2013098752 net.cpp:120] Top shape: 10 (10)\n", + "I0318 00:58:43.664837 2013098752 layer_factory.hpp:74] Creating layer ip1\n", + "I0318 00:58:43.664846 2013098752 net.cpp:84] Creating Layer ip1\n", + "I0318 00:58:43.664854 2013098752 net.cpp:380] ip1 <- data\n", + "I0318 00:58:43.664862 2013098752 net.cpp:338] ip1 -> ip1\n", + "I0318 00:58:43.664875 2013098752 net.cpp:113] Setting up ip1\n", + "I0318 00:58:43.664901 2013098752 net.cpp:120] Top shape: 10 40 (400)\n", + "I0318 00:58:43.664924 2013098752 layer_factory.hpp:74] Creating layer relu1\n", + "I0318 00:58:43.664945 2013098752 net.cpp:84] Creating Layer relu1\n", + "I0318 00:58:43.664958 2013098752 net.cpp:380] relu1 <- ip1\n", + "I0318 00:58:43.664966 2013098752 net.cpp:327] relu1 -> ip1 (in-place)\n", + "I0318 00:58:43.664975 2013098752 net.cpp:113] Setting up relu1\n", + "I0318 00:58:43.664983 2013098752 net.cpp:120] Top shape: 10 40 (400)\n", + "I0318 00:58:43.664990 2013098752 layer_factory.hpp:74] Creating layer ip2\n", + "I0318 00:58:43.665000 2013098752 net.cpp:84] Creating Layer ip2\n", + "I0318 00:58:43.665006 2013098752 net.cpp:380] ip2 <- ip1\n", + "I0318 00:58:43.665015 2013098752 net.cpp:338] ip2 -> ip2\n", + "I0318 00:58:43.665030 2013098752 net.cpp:113] Setting up ip2\n", + "I0318 00:58:43.665052 2013098752 net.cpp:120] Top shape: 10 2 (20)\n", + "I0318 00:58:43.665066 2013098752 layer_factory.hpp:74] Creating layer ip2_ip2_0_split\n", + "I0318 00:58:43.665077 2013098752 net.cpp:84] Creating Layer ip2_ip2_0_split\n", + "I0318 00:58:43.665086 2013098752 net.cpp:380] ip2_ip2_0_split <- ip2\n", + "I0318 00:58:43.665093 2013098752 net.cpp:338] ip2_ip2_0_split -> ip2_ip2_0_split_0\n", + "I0318 00:58:43.665103 2013098752 net.cpp:338] ip2_ip2_0_split -> ip2_ip2_0_split_1\n", + "I0318 00:58:43.665113 2013098752 net.cpp:113] Setting up ip2_ip2_0_split\n", + "I0318 00:58:43.665122 2013098752 net.cpp:120] Top shape: 10 2 (20)\n", + "I0318 00:58:43.665128 2013098752 net.cpp:120] Top shape: 10 2 (20)\n", + "I0318 00:58:43.665137 2013098752 layer_factory.hpp:74] Creating layer accuracy\n", + "I0318 00:58:43.665144 2013098752 net.cpp:84] Creating Layer accuracy\n", + "I0318 00:58:43.665153 2013098752 net.cpp:380] accuracy <- ip2_ip2_0_split_0\n", + "I0318 00:58:43.665168 2013098752 net.cpp:380] accuracy <- label_data_1_split_0\n", + "I0318 00:58:43.665180 2013098752 net.cpp:338] accuracy -> accuracy\n", + "I0318 00:58:43.665192 2013098752 net.cpp:113] Setting up accuracy\n", + "I0318 00:58:43.665200 2013098752 net.cpp:120] Top shape: (1)\n", + "I0318 00:58:43.665207 2013098752 layer_factory.hpp:74] Creating layer loss\n", + "I0318 00:58:43.665216 2013098752 net.cpp:84] Creating Layer loss\n", + "I0318 00:58:43.665223 2013098752 net.cpp:380] loss <- ip2_ip2_0_split_1\n", + "I0318 00:58:43.665230 2013098752 net.cpp:380] loss <- label_data_1_split_1\n", + "I0318 00:58:43.665241 2013098752 net.cpp:338] loss -> loss\n", + "I0318 00:58:43.665251 2013098752 net.cpp:113] Setting up loss\n", + "I0318 00:58:43.665259 2013098752 layer_factory.hpp:74] Creating layer loss\n", + "I0318 00:58:43.665273 2013098752 net.cpp:120] Top shape: (1)\n", + "I0318 00:58:43.665282 2013098752 net.cpp:122] with loss weight 1\n", + "I0318 00:58:43.665290 2013098752 net.cpp:167] loss needs backward computation.\n", + "I0318 00:58:43.665338 2013098752 net.cpp:169] accuracy does not need backward computation.\n", + "I0318 00:58:43.665351 2013098752 net.cpp:167] ip2_ip2_0_split needs backward computation.\n", + "I0318 00:58:43.665380 2013098752 net.cpp:167] ip2 needs backward computation.\n", + "I0318 00:58:43.665387 2013098752 net.cpp:167] relu1 needs backward computation.\n", + "I0318 00:58:43.665393 2013098752 net.cpp:167] ip1 needs backward computation.\n", + "I0318 00:58:43.665400 2013098752 net.cpp:169] label_data_1_split does not need backward computation.\n", + "I0318 00:58:43.665407 2013098752 net.cpp:169] data does not need backward computation.\n", + "I0318 00:58:43.665415 2013098752 net.cpp:205] This network produces output accuracy\n", + "I0318 00:58:43.665421 2013098752 net.cpp:205] This network produces output loss\n", + "I0318 00:58:43.665431 2013098752 net.cpp:447] Collecting Learning Rate and Weight Decay.\n", + "I0318 00:58:43.665441 2013098752 net.cpp:217] Network initialization done.\n", + "I0318 00:58:43.665446 2013098752 net.cpp:218] Memory required for data: 3728\n", + "I0318 00:58:43.665534 2013098752 solver.cpp:42] Solver scaffolding done.\n", + "I0318 00:58:43.665568 2013098752 solver.cpp:222] Solving \n", + "I0318 00:58:43.665577 2013098752 solver.cpp:223] Learning Rate Policy: step\n", + "I0318 00:58:43.665586 2013098752 solver.cpp:266] Iteration 0, Testing net (#0)\n", + "I0318 00:58:43.683938 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.5184\n", + "I0318 00:58:43.683981 2013098752 solver.cpp:315] Test net output #1: loss = 0.716141 (* 1 = 0.716141 loss)\n", + "I0318 00:58:43.684236 2013098752 solver.cpp:189] Iteration 0, loss = 0.764954\n", + "I0318 00:58:43.684267 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.5\n", + "I0318 00:58:43.684285 2013098752 solver.cpp:204] Train net output #1: loss = 0.764954 (* 1 = 0.764954 loss)\n", + "I0318 00:58:43.684305 2013098752 solver.cpp:464] Iteration 0, lr = 0.01\n", + "I0318 00:58:43.714700 2013098752 solver.cpp:266] Iteration 1000, Testing net (#0)\n", + "I0318 00:58:43.721762 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.8168\n", + "I0318 00:58:43.721818 2013098752 solver.cpp:315] Test net output #1: loss = 0.434918 (* 1 = 0.434918 loss)\n", + "I0318 00:58:43.721899 2013098752 solver.cpp:189] Iteration 1000, loss = 0.282425\n", + "I0318 00:58:43.721917 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.9\n", + "I0318 00:58:43.721932 2013098752 solver.cpp:204] Train net output #1: loss = 0.282426 (* 1 = 0.282426 loss)\n", + "I0318 00:58:43.721942 2013098752 solver.cpp:464] Iteration 1000, lr = 0.01\n", + "I0318 00:58:43.750509 2013098752 solver.cpp:266] Iteration 2000, Testing net (#0)\n", + "I0318 00:58:43.754590 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.8224\n", + "I0318 00:58:43.754621 2013098752 solver.cpp:315] Test net output #1: loss = 0.416874 (* 1 = 0.416874 loss)\n", + "I0318 00:58:43.754660 2013098752 solver.cpp:189] Iteration 2000, loss = 0.51988\n", + "I0318 00:58:43.754672 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.7\n", + "I0318 00:58:43.754683 2013098752 solver.cpp:204] Train net output #1: loss = 0.51988 (* 1 = 0.51988 loss)\n", + "I0318 00:58:43.754690 2013098752 solver.cpp:464] Iteration 2000, lr = 0.01\n", + "I0318 00:58:43.782609 2013098752 solver.cpp:266] Iteration 3000, Testing net (#0)\n", + "I0318 00:58:43.789728 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.8176\n", + "I0318 00:58:43.789777 2013098752 solver.cpp:315] Test net output #1: loss = 0.415907 (* 1 = 0.415907 loss)\n", + "I0318 00:58:43.790487 2013098752 solver.cpp:189] Iteration 3000, loss = 0.5093\n", + "I0318 00:58:43.790510 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.7\n", + "I0318 00:58:43.790530 2013098752 solver.cpp:204] Train net output #1: loss = 0.509301 (* 1 = 0.509301 loss)\n", + "I0318 00:58:43.790544 2013098752 solver.cpp:464] Iteration 3000, lr = 0.01\n", + "I0318 00:58:43.817451 2013098752 solver.cpp:266] Iteration 4000, Testing net (#0)\n", + "I0318 00:58:43.821740 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.8252\n", + "I0318 00:58:43.821770 2013098752 solver.cpp:315] Test net output #1: loss = 0.409124 (* 1 = 0.409124 loss)\n", + "I0318 00:58:43.821822 2013098752 solver.cpp:189] Iteration 4000, loss = 0.284815\n", + "I0318 00:58:43.821835 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.9\n", + "I0318 00:58:43.821846 2013098752 solver.cpp:204] Train net output #1: loss = 0.284815 (* 1 = 0.284815 loss)\n", + "I0318 00:58:43.821890 2013098752 solver.cpp:464] Iteration 4000, lr = 0.01\n", + "I0318 00:58:43.847015 2013098752 solver.cpp:266] Iteration 5000, Testing net (#0)\n", + "I0318 00:58:43.852102 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.8256\n", + "I0318 00:58:43.852145 2013098752 solver.cpp:315] Test net output #1: loss = 0.404445 (* 1 = 0.404445 loss)\n", + "I0318 00:58:43.852188 2013098752 solver.cpp:189] Iteration 5000, loss = 0.511566\n", + "I0318 00:58:43.852200 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.7\n", + "I0318 00:58:43.852210 2013098752 solver.cpp:204] Train net output #1: loss = 0.511566 (* 1 = 0.511566 loss)\n", + "I0318 00:58:43.852219 2013098752 solver.cpp:464] Iteration 5000, lr = 0.001\n", + "I0318 00:58:43.876060 2013098752 solver.cpp:266] Iteration 6000, Testing net (#0)\n", + "I0318 00:58:43.880080 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.8328\n", + "I0318 00:58:43.880105 2013098752 solver.cpp:315] Test net output #1: loss = 0.396847 (* 1 = 0.396847 loss)\n", + "I0318 00:58:43.880700 2013098752 solver.cpp:189] Iteration 6000, loss = 0.397858\n", + "I0318 00:58:43.880718 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.9\n", + "I0318 00:58:43.880729 2013098752 solver.cpp:204] Train net output #1: loss = 0.397858 (* 1 = 0.397858 loss)\n", + "I0318 00:58:43.880738 2013098752 solver.cpp:464] Iteration 6000, lr = 0.001\n", + "I0318 00:58:43.913795 2013098752 solver.cpp:266] Iteration 7000, Testing net (#0)\n", + "I0318 00:58:43.917851 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.8316\n", + "I0318 00:58:43.917876 2013098752 solver.cpp:315] Test net output #1: loss = 0.398135 (* 1 = 0.398135 loss)\n", + "I0318 00:58:43.917956 2013098752 solver.cpp:189] Iteration 7000, loss = 0.243849\n", + "I0318 00:58:43.917971 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.9\n", + "I0318 00:58:43.917989 2013098752 solver.cpp:204] Train net output #1: loss = 0.243849 (* 1 = 0.243849 loss)\n", + "I0318 00:58:43.918002 2013098752 solver.cpp:464] Iteration 7000, lr = 0.001\n", + "I0318 00:58:43.943681 2013098752 solver.cpp:266] Iteration 8000, Testing net (#0)\n", + "I0318 00:58:43.947589 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.8312\n", + "I0318 00:58:43.947615 2013098752 solver.cpp:315] Test net output #1: loss = 0.394763 (* 1 = 0.394763 loss)\n", + "I0318 00:58:43.947651 2013098752 solver.cpp:189] Iteration 8000, loss = 0.513399\n", + "I0318 00:58:43.947664 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.7\n", + "I0318 00:58:43.947674 2013098752 solver.cpp:204] Train net output #1: loss = 0.513399 (* 1 = 0.513399 loss)\n", + "I0318 00:58:43.947682 2013098752 solver.cpp:464] Iteration 8000, lr = 0.001\n", + "I0318 00:58:43.973080 2013098752 solver.cpp:266] Iteration 9000, Testing net (#0)\n", + "I0318 00:58:43.977033 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.834\n", + "I0318 00:58:43.977056 2013098752 solver.cpp:315] Test net output #1: loss = 0.395663 (* 1 = 0.395663 loss)\n", + "I0318 00:58:43.977710 2013098752 solver.cpp:189] Iteration 9000, loss = 0.399341\n", + "I0318 00:58:43.977735 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.9\n", + "I0318 00:58:43.977746 2013098752 solver.cpp:204] Train net output #1: loss = 0.399342 (* 1 = 0.399342 loss)\n", + "I0318 00:58:43.977756 2013098752 solver.cpp:464] Iteration 9000, lr = 0.001\n", + "I0318 00:58:44.003437 2013098752 solver.cpp:334] Snapshotting to examples/hdf5_classification/data/train_iter_10000.caffemodel\n", + "I0318 00:58:44.003702 2013098752 solver.cpp:342] Snapshotting solver state to examples/hdf5_classification/data/train_iter_10000.solverstate\n", + "I0318 00:58:44.003850 2013098752 solver.cpp:248] Iteration 10000, loss = 0.244639\n", + "I0318 00:58:44.003871 2013098752 solver.cpp:266] Iteration 10000, Testing net (#0)\n", + "I0318 00:58:44.008216 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.8308\n", + "I0318 00:58:44.008252 2013098752 solver.cpp:315] Test net output #1: loss = 0.397291 (* 1 = 0.397291 loss)\n", + "I0318 00:58:44.008262 2013098752 solver.cpp:253] Optimization Done.\n", + "I0318 00:58:44.008270 2013098752 caffe.cpp:134] Optimization Done.\n" + ] + } + ], + "source": [ + "!./build/tools/caffe train -solver examples/hdf5_classification/nonlinear_logreg_solver.prototxt" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Clean up (comment this out if you want to examine the hdf5_classification/data directory).\n", + "shutil.rmtree(dirname)" + ] + } + ], + "metadata": { + "description": "Use Caffe as a generic SGD optimizer to train logistic regression on non-image HDF5 data.", + "example_name": "Off-the-shelf SGD for classification", + "include_in_docs": true, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.9" + }, + "priority": 3 + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/examples/completed/03-fine-tuning.ipynb b/examples/completed/03-fine-tuning.ipynb new file mode 100644 index 00000000000..cc90b16bbfa --- /dev/null +++ b/examples/completed/03-fine-tuning.ipynb @@ -0,0 +1,947 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Fine-tuning a Pretrained Network for Style Recognition\n", + "\n", + "In this example, we'll explore a common approach that is particularly useful in real-world applications: take a pre-trained Caffe network and fine-tune the parameters on your custom data.\n", + "\n", + "The upside of such approach is that, since pre-trained networks are learned on a large set of images, the intermediate layers capture the \"semantics\" of the general visual appearance. Think of it as a very powerful feature that you can treat as a black box. On top of that, only a few layers will be needed to obtain a very good performance of the data." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, we will need to prepare the data. This involves the following parts:\n", + "(1) Get the ImageNet ilsvrc pretrained model with the provided shell scripts.\n", + "(2) Download a subset of the overall Flickr style dataset for this demo.\n", + "(3) Compile the downloaded Flickr dataset into a database that Caffe can then consume." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import os\n", + "os.chdir('..')\n", + "import sys\n", + "sys.path.insert(0, './python')\n", + "\n", + "import caffe\n", + "import numpy as np\n", + "from pylab import *\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# This downloads the ilsvrc auxiliary data (mean file, etc),\n", + "# and a subset of 2000 images for the style recognition task.\n", + "!data/ilsvrc12/get_ilsvrc_aux.sh\n", + "!scripts/download_model_binary.py models/bvlc_reference_caffenet\n", + "!python examples/finetune_flickr_style/assemble_data.py \\\n", + " --workers=-1 --images=2000 --seed=1701 --label=5" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's show what is the difference between the fine-tuning network and the original caffe model." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1c1\r\n", + "< name: \"CaffeNet\"\r\n", + "---\r\n", + "> name: \"FlickrStyleCaffeNet\"\r\n", + "4c4\r\n", + "< type: \"Data\"\r\n", + "---\r\n", + "> type: \"ImageData\"\r\n", + "15,26c15,19\r\n", + "< # mean pixel / channel-wise mean instead of mean image\r\n", + "< # transform_param {\r\n", + "< # crop_size: 227\r\n", + "< # mean_value: 104\r\n", + "< # mean_value: 117\r\n", + "< # mean_value: 123\r\n", + "< # mirror: true\r\n", + "< # }\r\n", + "< data_param {\r\n", + "< source: \"examples/imagenet/ilsvrc12_train_lmdb\"\r\n", + "< batch_size: 256\r\n", + "< backend: LMDB\r\n", + "---\r\n", + "> image_data_param {\r\n", + "> source: \"data/flickr_style/train.txt\"\r\n", + "> batch_size: 50\r\n", + "> new_height: 256\r\n", + "> new_width: 256\r\n", + "31c24\r\n", + "< type: \"Data\"\r\n", + "---\r\n", + "> type: \"ImageData\"\r\n", + "42,51c35,36\r\n", + "< # mean pixel / channel-wise mean instead of mean image\r\n", + "< # transform_param {\r\n", + "< # crop_size: 227\r\n", + "< # mean_value: 104\r\n", + "< # mean_value: 117\r\n", + "< # mean_value: 123\r\n", + "< # mirror: true\r\n", + "< # }\r\n", + "< data_param {\r\n", + "< source: \"examples/imagenet/ilsvrc12_val_lmdb\"\r\n", + "---\r\n", + "> image_data_param {\r\n", + "> source: \"data/flickr_style/test.txt\"\r\n", + "53c38,39\r\n", + "< backend: LMDB\r\n", + "---\r\n", + "> new_height: 256\r\n", + "> new_width: 256\r\n", + "323a310\r\n", + "> # Note that lr_mult can be set to 0 to disable any fine-tuning of this, and any other, layer\r\n", + "360c347\r\n", + "< name: \"fc8\"\r\n", + "---\r\n", + "> name: \"fc8_flickr\"\r\n", + "363c350,351\r\n", + "< top: \"fc8\"\r\n", + "---\r\n", + "> top: \"fc8_flickr\"\r\n", + "> # lr_mult is set to higher than for other layers, because this layer is starting from random while the others are already trained\r\n", + "365c353\r\n", + "< lr_mult: 1\r\n", + "---\r\n", + "> lr_mult: 10\r\n", + "369c357\r\n", + "< lr_mult: 2\r\n", + "---\r\n", + "> lr_mult: 20\r\n", + "373c361\r\n", + "< num_output: 1000\r\n", + "---\r\n", + "> num_output: 20\r\n", + "384a373,379\r\n", + "> name: \"loss\"\r\n", + "> type: \"SoftmaxWithLoss\"\r\n", + "> bottom: \"fc8_flickr\"\r\n", + "> bottom: \"label\"\r\n", + "> top: \"loss\"\r\n", + "> }\r\n", + "> layer {\r\n", + "387c382\r\n", + "< bottom: \"fc8\"\r\n", + "---\r\n", + "> bottom: \"fc8_flickr\"\r\n", + "393,399d387\r\n", + "< }\r\n", + "< layer {\r\n", + "< name: \"loss\"\r\n", + "< type: \"SoftmaxWithLoss\"\r\n", + "< bottom: \"fc8\"\r\n", + "< bottom: \"label\"\r\n", + "< top: \"loss\"\r\n" + ] + } + ], + "source": [ + "!diff models/bvlc_reference_caffenet/train_val.prototxt models/finetune_flickr_style/train_val.prototxt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For your record, if you want to train the network in pure C++ tools, here is the command:\n", + "\n", + "\n", + "build/tools/caffe train \\\n", + " -solver models/finetune_flickr_style/solver.prototxt \\\n", + " -weights models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel \\\n", + " -gpu 0\n", + "\n", + "\n", + "However, we will train using Python in this example." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "iter 0, finetune_loss=3.360094, scratch_loss=3.136188\n", + "iter 10, finetune_loss=2.672608, scratch_loss=9.736364\n", + "iter 20, finetune_loss=2.071996, scratch_loss=2.250404\n", + "iter 30, finetune_loss=1.758295, scratch_loss=2.049553\n", + "iter 40, finetune_loss=1.533391, scratch_loss=1.941318\n", + "iter 50, finetune_loss=1.561658, scratch_loss=1.839706\n", + "iter 60, finetune_loss=1.461696, scratch_loss=1.880035\n", + "iter 70, finetune_loss=1.267941, scratch_loss=1.719161\n", + "iter 80, finetune_loss=1.192778, scratch_loss=1.627453\n", + "iter 90, finetune_loss=1.541176, scratch_loss=1.822061\n", + "iter 100, finetune_loss=1.029039, scratch_loss=1.654087\n", + "iter 110, finetune_loss=1.138547, scratch_loss=1.735837\n", + "iter 120, finetune_loss=0.917412, scratch_loss=1.851918\n", + "iter 130, finetune_loss=0.971519, scratch_loss=1.801927\n", + "iter 140, finetune_loss=0.868252, scratch_loss=1.745545\n", + "iter 150, finetune_loss=0.790020, scratch_loss=1.844925\n", + "iter 160, finetune_loss=1.092668, scratch_loss=1.695591\n", + "iter 170, finetune_loss=1.055344, scratch_loss=1.661715\n", + "iter 180, finetune_loss=0.969769, scratch_loss=1.823639\n", + "iter 190, finetune_loss=0.780566, scratch_loss=1.820862\n", + "done\n" + ] + } + ], + "source": [ + "niter = 200\n", + "# losses will also be stored in the log\n", + "train_loss = np.zeros(niter)\n", + "scratch_train_loss = np.zeros(niter)\n", + "\n", + "caffe.set_device(0)\n", + "caffe.set_mode_gpu()\n", + "# We create a solver that fine-tunes from a previously trained network.\n", + "solver = caffe.SGDSolver('models/finetune_flickr_style/solver.prototxt')\n", + "solver.net.copy_from('models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel')\n", + "# For reference, we also create a solver that does no finetuning.\n", + "scratch_solver = caffe.SGDSolver('models/finetune_flickr_style/solver.prototxt')\n", + "\n", + "# We run the solver for niter times, and record the training loss.\n", + "for it in range(niter):\n", + " solver.step(1) # SGD by Caffe\n", + " scratch_solver.step(1)\n", + " # store the train loss\n", + " train_loss[it] = solver.net.blobs['loss'].data\n", + " scratch_train_loss[it] = scratch_solver.net.blobs['loss'].data\n", + " if it % 10 == 0:\n", + " print 'iter %d, finetune_loss=%f, scratch_loss=%f' % (it, train_loss[it], scratch_train_loss[it])\n", + "print 'done'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's look at the training loss produced by the two training procedures respectively." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", + "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XmcXFWd9/HPtzt7AlkkJCGAgbCIqCSyuIDaRECEYZvB\n", + 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A closer look at small values, clipping to avoid showing too large loss during training:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAAXgAAAEACAYAAAC57G0KAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", + "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXeYHNWVt98jgXIY5ZyQMNlIJJMMwhhssI0Dxsbr8Dms\n", + "zTpne9e73qa9tnFYrzMYe53WOeyuFzA4YBAYTEYiCQQCCSRAaZQTEtL5/jj3TlXXVHdX9/SMZsR5\n", + "n2ee6a6uqq5Ov3vu7557rqgqjuM4zv5Hv319AY7jOE734ALvOI6zn+IC7ziOs5/iAu84jrOf4gLv\n", + "OI6zn+IC7ziOs59SSOBFpL+ILBSRK6s8/g0ReURE7hGRea29RMdxHKcZikbwHwQWA52S5kXkXGCO\n", + "qh4MvAu4rHWX5ziO4zRLXYEXkanAucB/ApKzy3nAjwFU9TagTUQmtPIiHcdxnMYpEsF/Ffg4sLfK\n", + "41OAFan7K4GpXbwux3Ecp4vUFHgReTmwRlUXkh+9d+yaue/1DxzHcfYxB9R5/GTgvOCzDwJGiMh/\n", + 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Note that we are running a classification task of 5 classes, thus a chance accuracy is 20%. As we will reasonably expect, the finetuning result will be much better than the one from training from scratch. Let's see." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy for fine-tuning: 0.570000001788\n", + "Accuracy for training from scratch: 0.224000000954\n" + ] + } + ], + "source": [ + "test_iters = 10\n", + "accuracy = 0\n", + "scratch_accuracy = 0\n", + "for it in arange(test_iters):\n", + " solver.test_nets[0].forward()\n", + " accuracy += solver.test_nets[0].blobs['accuracy'].data\n", + " scratch_solver.test_nets[0].forward()\n", + " scratch_accuracy += scratch_solver.test_nets[0].blobs['accuracy'].data\n", + "accuracy /= test_iters\n", + "scratch_accuracy /= test_iters\n", + "print 'Accuracy for fine-tuning:', accuracy\n", + "print 'Accuracy for training from scratch:', scratch_accuracy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Huzzah! So we did finetuning and it is awesome. Let's take a look at what kind of results we are able to get with a longer, more complete run of the style recognition dataset. Note: the below URL might be occassionally down because it is run on a research machine.\n", + "\n", + "http://demo.vislab.berkeleyvision.org/" + ] + } + ], + "metadata": { + "description": "Fine-tune the ImageNet-trained CaffeNet on new data.", + "example_name": "Fine-tuning for Style Recognition", + "include_in_docs": true, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.9" + }, + "priority": 4 + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/examples/net_surgery.ipynb b/examples/completed/04-net-surgery.ipynb similarity index 100% rename from examples/net_surgery.ipynb rename to examples/completed/04-net-surgery.ipynb diff --git a/examples/detection.ipynb b/examples/detection.ipynb deleted file mode 100644 index 6a03c996245..00000000000 --- a/examples/detection.ipynb +++ /dev/null @@ -1,8392 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "[R-CNN](https://github.com/rbgirshick/rcnn) is a state-of-the-art detector that classifies region proposals by a finetuned Caffe model. For the full details of the R-CNN system and model, refer to its project site and the paper:\n", - "\n", - "> *Rich feature hierarchies for accurate object detection and semantic segmentation*. Ross Girshick, Jeff Donahue, Trevor Darrell, Jitendra Malik. CVPR 2014. [Arxiv 2013](http://arxiv.org/abs/1311.2524).\n", - "\n", - "In this example, we do detection by a pure Caffe edition of the R-CNN model for ImageNet. The R-CNN detector outputs class scores for the 200 detection classes of ILSVRC13. Keep in mind that these are raw one vs. all SVM scores, so they are not probabilistically calibrated or exactly comparable across classes. Note that this off-the-shelf model is simply for convenience, and is not the full R-CNN model.\n", - "\n", - "Let's run detection on an image of a bicyclist riding a fish bike in the desert (from the ImageNet challenge—no joke).\n", - "\n", - "First, we'll need region proposals and the Caffe R-CNN ImageNet model:\n", - "\n", - "- [Selective Search](http://koen.me/research/selectivesearch/) is the region proposer used by R-CNN. The [selective_search_ijcv_with_python](https://github.com/sergeyk/selective_search_ijcv_with_python) Python module takes care of extracting proposals through the selective search MATLAB implementation. To install it, download the module and name its directory `selective_search_ijcv_with_python`, run the demo in MATLAB to compile the necessary functions, then add it to your `PYTHONPATH` for importing. (If you have your own region proposals prepared, or would rather not bother with this step, [detect.py](https://github.com/BVLC/caffe/blob/master/python/detect.py) accepts a list of images and bounding boxes as CSV.)\n", - "\n", - "-Run `./scripts/download_model_binary.py models/bvlc_reference_rcnn_ilsvrc13` to get the Caffe R-CNN ImageNet model.\n", - "\n", - "With that done, we'll call the bundled `detect.py` to generate the region proposals and run the network. For an explanation of the arguments, do `./detect.py --help`." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WARNING: Logging before InitGoogleLogging() is written to STDERR\n", - "I0218 20:43:25.383932 2099749632 net.cpp:42] Initializing net from parameters: \n", - "name: \"R-CNN-ilsvrc13\"\n", - "input: \"data\"\n", - "input_dim: 10\n", - "input_dim: 3\n", - "input_dim: 227\n", - "input_dim: 227\n", - "state {\n", - " phase: TEST\n", - "}\n", - "layer {\n", - " name: \"conv1\"\n", - " type: \"Convolution\"\n", - " bottom: \"data\"\n", - " top: \"conv1\"\n", - " convolution_param {\n", - " num_output: 96\n", - " kernel_size: 11\n", - " stride: 4\n", - " }\n", - "}\n", - "layer {\n", - " name: \"relu1\"\n", - " type: \"ReLU\"\n", - " bottom: \"conv1\"\n", - " top: \"conv1\"\n", - "}\n", - "layer {\n", - " name: \"pool1\"\n", - " type: \"Pooling\"\n", - " bottom: \"conv1\"\n", - " top: \"pool1\"\n", - " pooling_param {\n", - " pool: MAX\n", - " kernel_size: 3\n", - " stride: 2\n", - " }\n", - "}\n", - "layer {\n", - " name: \"norm1\"\n", - " type: \"LRN\"\n", - " bottom: \"pool1\"\n", - " top: \"norm1\"\n", - " lrn_param {\n", - " local_size: 5\n", - " alpha: 0.0001\n", - " beta: 0.75\n", - " }\n", - "}\n", - "layer {\n", - " name: \"conv2\"\n", - " type: \"Convolution\"\n", - " bottom: \"norm1\"\n", - " top: \"conv2\"\n", - " convolution_param {\n", - " num_output: 256\n", - " pad: 2\n", - " kernel_size: 5\n", - " group: 2\n", - " }\n", - "}\n", - "layer {\n", - " name: \"relu2\"\n", - " type: \"ReLU\"\n", - " bottom: \"conv2\"\n", - " top: \"conv2\"\n", - "}\n", - "layer {\n", - " name: \"pool2\"\n", - " type: \"Pooling\"\n", - " bottom: \"conv2\"\n", - " top: \"pool2\"\n", - " pooling_param {\n", - " pool: MAX\n", - " kernel_size: 3\n", - " stride: 2\n", - " }\n", - "}\n", - "layer {\n", - " name: \"norm2\"\n", - " type: \"LRN\"\n", - " bottom: \"pool2\"\n", - " top: \"norm2\"\n", - " lrn_param {\n", - " local_size: 5\n", - " alpha: 0.0001\n", - " beta: 0.75\n", - " }\n", - "}\n", - "layer {\n", - " name: \"conv3\"\n", - " type: \"Convolution\"\n", - " bottom: \"norm2\"\n", - " top: \"conv3\"\n", - " convolution_param {\n", - " num_output: 384\n", - " pad: 1\n", - " kernel_size: 3\n", - " }\n", - "}\n", - "layer {\n", - " name: \"relu3\"\n", - " type: \"ReLU\"\n", - " bottom: \"conv3\"\n", - " top: \"conv3\"\n", - "}\n", - "layer {\n", - " name: \"conv4\"\n", - " type: \"Convolution\"\n", - " bottom: \"conv3\"\n", - " top: \"conv4\"\n", - " convolution_param {\n", - " num_output: 384\n", - " pad: 1\n", - " kernel_size: 3\n", - " group: 2\n", - " }\n", - "}\n", - "layer {\n", - " name: \"relu4\"\n", - " type: \"ReLU\"\n", - " bottom: \"conv4\"\n", - " top: \"conv4\"\n", - "}\n", - "layer {\n", - " name: \"conv5\"\n", - " type: \"Convolution\"\n", - " bottom: \"conv4\"\n", - " top: \"conv5\"\n", - " convolution_param {\n", - " num_output: 256\n", - " pad: 1\n", - " kernel_size: 3\n", - " group: 2\n", - " }\n", - "}\n", - "layer {\n", - " name: \"relu5\"\n", - " type: \"ReLU\"\n", - " bottom: \"conv5\"\n", - " top: \"conv5\"\n", - "}\n", - "layer {\n", - " name: \"pool5\"\n", - " type: \"Pooling\"\n", - " bottom: \"conv5\"\n", - " top: \"pool5\"\n", - " pooling_param {\n", - " pool: MAX\n", - " kernel_size: 3\n", - " stride: 2\n", - " }\n", - "}\n", - "layer {\n", - " name: \"fc6\"\n", - " type: \"InnerProduct\"\n", - " bottom: \"pool5\"\n", - " top: \"fc6\"\n", - " inner_product_param {\n", - " num_output: 4096\n", - " }\n", - "}\n", - "layer {\n", - " name: \"relu6\"\n", - " type: \"ReLU\"\n", - " bottom: \"fc6\"\n", - " top: \"fc6\"\n", - "}\n", - "layer {\n", - " name: \"drop6\"\n", - " type: \"Dropout\"\n", - " bottom: \"fc6\"\n", - " top: \"fc6\"\n", - " dropout_param {\n", - " dropout_ratio: 0.5\n", - " }\n", - "}\n", - "layer {\n", - " name: \"fc7\"\n", - " type: \"InnerProduct\"\n", - " bottom: \"fc6\"\n", - " top: \"fc7\"\n", - " inner_product_param {\n", - " num_output: 4096\n", - " }\n", - "}\n", - "layer {\n", - " name: \"relu7\"\n", - " type: \"ReLU\"\n", - " bottom: \"fc7\"\n", - " top: \"fc7\"\n", - "}\n", - "layer {\n", - " name: \"drop7\"\n", - " type: \"Dropout\"\n", - " bottom: \"fc7\"\n", - " top: \"fc7\"\n", - " dropout_param {\n", - " dropout_ratio: 0.5\n", - " }\n", - "}\n", - "layer {\n", - " name: \"fc-rcnn\"\n", - " type: \"InnerProduct\"\n", - " bottom: \"fc7\"\n", - " top: \"fc-rcnn\"\n", - " inner_product_param {\n", - " num_output: 200\n", - " }\n", - "}\n", - "I0218 20:43:25.385720 2099749632 net.cpp:336] Input 0 -> data\n", - "I0218 20:43:25.385769 2099749632 layer_factory.hpp:74] Creating layer conv1\n", - "I0218 20:43:25.385783 2099749632 net.cpp:76] Creating Layer conv1\n", - "I0218 20:43:25.385790 2099749632 net.cpp:372] conv1 <- data\n", - "I0218 20:43:25.385802 2099749632 net.cpp:334] conv1 -> conv1\n", - "I0218 20:43:25.385815 2099749632 net.cpp:105] Setting up conv1\n", - "I0218 20:43:25.386574 2099749632 net.cpp:112] Top shape: 10 96 55 55 (2904000)\n", - "I0218 20:43:25.386610 2099749632 layer_factory.hpp:74] Creating layer relu1\n", - "I0218 20:43:25.386625 2099749632 net.cpp:76] Creating Layer relu1\n", - "I0218 20:43:25.386631 2099749632 net.cpp:372] relu1 <- conv1\n", - "I0218 20:43:25.386641 2099749632 net.cpp:323] relu1 -> conv1 (in-place)\n", - "I0218 20:43:25.386649 2099749632 net.cpp:105] Setting up relu1\n", - "I0218 20:43:25.386656 2099749632 net.cpp:112] Top shape: 10 96 55 55 (2904000)\n", - "I0218 20:43:25.386663 2099749632 layer_factory.hpp:74] Creating layer pool1\n", - "I0218 20:43:25.386675 2099749632 net.cpp:76] Creating Layer pool1\n", - "I0218 20:43:25.386682 2099749632 net.cpp:372] pool1 <- conv1\n", - "I0218 20:43:25.386690 2099749632 net.cpp:334] pool1 -> pool1\n", - "I0218 20:43:25.386699 2099749632 net.cpp:105] Setting up pool1\n", - "I0218 20:43:25.386716 2099749632 net.cpp:112] Top shape: 10 96 27 27 (699840)\n", - "I0218 20:43:25.386725 2099749632 layer_factory.hpp:74] Creating layer norm1\n", - "I0218 20:43:25.386736 2099749632 net.cpp:76] Creating Layer norm1\n", - "I0218 20:43:25.386744 2099749632 net.cpp:372] norm1 <- pool1\n", - "I0218 20:43:25.386803 2099749632 net.cpp:334] norm1 -> norm1\n", - "I0218 20:43:25.386819 2099749632 net.cpp:105] Setting up norm1\n", - "I0218 20:43:25.386832 2099749632 net.cpp:112] Top shape: 10 96 27 27 (699840)\n", - "I0218 20:43:25.386842 2099749632 layer_factory.hpp:74] Creating layer conv2\n", - "I0218 20:43:25.386852 2099749632 net.cpp:76] Creating Layer conv2\n", - "I0218 20:43:25.386865 2099749632 net.cpp:372] conv2 <- norm1\n", - "I0218 20:43:25.386878 2099749632 net.cpp:334] conv2 -> conv2\n", - "I0218 20:43:25.386899 2099749632 net.cpp:105] Setting up conv2\n", - "I0218 20:43:25.387024 2099749632 net.cpp:112] Top shape: 10 256 27 27 (1866240)\n", - "I0218 20:43:25.387042 2099749632 layer_factory.hpp:74] Creating layer relu2\n", - "I0218 20:43:25.387050 2099749632 net.cpp:76] Creating Layer relu2\n", - "I0218 20:43:25.387058 2099749632 net.cpp:372] relu2 <- conv2\n", - "I0218 20:43:25.387066 2099749632 net.cpp:323] relu2 -> conv2 (in-place)\n", - "I0218 20:43:25.387075 2099749632 net.cpp:105] Setting up relu2\n", - "I0218 20:43:25.387081 2099749632 net.cpp:112] Top shape: 10 256 27 27 (1866240)\n", - "I0218 20:43:25.387089 2099749632 layer_factory.hpp:74] Creating layer pool2\n", - "I0218 20:43:25.387097 2099749632 net.cpp:76] Creating Layer pool2\n", - "I0218 20:43:25.387104 2099749632 net.cpp:372] pool2 <- conv2\n", - "I0218 20:43:25.387112 2099749632 net.cpp:334] pool2 -> pool2\n", - "I0218 20:43:25.387121 2099749632 net.cpp:105] Setting up pool2\n", - "I0218 20:43:25.387130 2099749632 net.cpp:112] Top shape: 10 256 13 13 (432640)\n", - "I0218 20:43:25.387137 2099749632 layer_factory.hpp:74] Creating layer norm2\n", - "I0218 20:43:25.387145 2099749632 net.cpp:76] Creating Layer norm2\n", - "I0218 20:43:25.387152 2099749632 net.cpp:372] norm2 <- pool2\n", - "I0218 20:43:25.387161 2099749632 net.cpp:334] norm2 -> norm2\n", - "I0218 20:43:25.387168 2099749632 net.cpp:105] Setting up norm2\n", - "I0218 20:43:25.387176 2099749632 net.cpp:112] Top shape: 10 256 13 13 (432640)\n", - "I0218 20:43:25.387228 2099749632 layer_factory.hpp:74] Creating layer conv3\n", - "I0218 20:43:25.387249 2099749632 net.cpp:76] Creating Layer conv3\n", - "I0218 20:43:25.387258 2099749632 net.cpp:372] conv3 <- norm2\n", - "I0218 20:43:25.387266 2099749632 net.cpp:334] conv3 -> conv3\n", - "I0218 20:43:25.387276 2099749632 net.cpp:105] Setting up conv3\n", - "I0218 20:43:25.389375 2099749632 net.cpp:112] Top shape: 10 384 13 13 (648960)\n", - "I0218 20:43:25.389408 2099749632 layer_factory.hpp:74] Creating layer relu3\n", - "I0218 20:43:25.389421 2099749632 net.cpp:76] Creating Layer relu3\n", - "I0218 20:43:25.389430 2099749632 net.cpp:372] relu3 <- conv3\n", - "I0218 20:43:25.389438 2099749632 net.cpp:323] relu3 -> conv3 (in-place)\n", - "I0218 20:43:25.389447 2099749632 net.cpp:105] Setting up relu3\n", - "I0218 20:43:25.389456 2099749632 net.cpp:112] Top shape: 10 384 13 13 (648960)\n", - "I0218 20:43:25.389462 2099749632 layer_factory.hpp:74] Creating layer conv4\n", - "I0218 20:43:25.389472 2099749632 net.cpp:76] Creating Layer conv4\n", - "I0218 20:43:25.389478 2099749632 net.cpp:372] conv4 <- conv3\n", - "I0218 20:43:25.389487 2099749632 net.cpp:334] conv4 -> conv4\n", - "I0218 20:43:25.389497 2099749632 net.cpp:105] Setting up conv4\n", - "I0218 20:43:25.391810 2099749632 net.cpp:112] Top shape: 10 384 13 13 (648960)\n", - "I0218 20:43:25.391856 2099749632 layer_factory.hpp:74] Creating layer relu4\n", - "I0218 20:43:25.391871 2099749632 net.cpp:76] Creating Layer relu4\n", - "I0218 20:43:25.391880 2099749632 net.cpp:372] relu4 <- conv4\n", - "I0218 20:43:25.391888 2099749632 net.cpp:323] relu4 -> conv4 (in-place)\n", - "I0218 20:43:25.391898 2099749632 net.cpp:105] Setting up relu4\n", - "I0218 20:43:25.391906 2099749632 net.cpp:112] Top shape: 10 384 13 13 (648960)\n", - "I0218 20:43:25.391913 2099749632 layer_factory.hpp:74] Creating layer conv5\n", - "I0218 20:43:25.391923 2099749632 net.cpp:76] Creating Layer conv5\n", - "I0218 20:43:25.391929 2099749632 net.cpp:372] conv5 <- conv4\n", - "I0218 20:43:25.391937 2099749632 net.cpp:334] conv5 -> conv5\n", - "I0218 20:43:25.391947 2099749632 net.cpp:105] Setting up conv5\n", - "I0218 20:43:25.393072 2099749632 net.cpp:112] Top shape: 10 256 13 13 (432640)\n", - "I0218 20:43:25.393108 2099749632 layer_factory.hpp:74] Creating layer relu5\n", - "I0218 20:43:25.393122 2099749632 net.cpp:76] Creating Layer relu5\n", - "I0218 20:43:25.393129 2099749632 net.cpp:372] relu5 <- conv5\n", - "I0218 20:43:25.393138 2099749632 net.cpp:323] relu5 -> conv5 (in-place)\n", - "I0218 20:43:25.393148 2099749632 net.cpp:105] Setting up relu5\n", - "I0218 20:43:25.393157 2099749632 net.cpp:112] Top shape: 10 256 13 13 (432640)\n", - "I0218 20:43:25.393167 2099749632 layer_factory.hpp:74] Creating layer pool5\n", - "I0218 20:43:25.393175 2099749632 net.cpp:76] Creating Layer pool5\n", - "I0218 20:43:25.393182 2099749632 net.cpp:372] pool5 <- conv5\n", - "I0218 20:43:25.393190 2099749632 net.cpp:334] pool5 -> pool5\n", - "I0218 20:43:25.393199 2099749632 net.cpp:105] Setting up pool5\n", - "I0218 20:43:25.393209 2099749632 net.cpp:112] Top shape: 10 256 6 6 (92160)\n", - "I0218 20:43:25.393218 2099749632 layer_factory.hpp:74] Creating layer fc6\n", - "I0218 20:43:25.393226 2099749632 net.cpp:76] Creating Layer fc6\n", - "I0218 20:43:25.393232 2099749632 net.cpp:372] fc6 <- pool5\n", - "I0218 20:43:25.393240 2099749632 net.cpp:334] fc6 -> fc6\n", - "I0218 20:43:25.393249 2099749632 net.cpp:105] Setting up fc6\n", - "I0218 20:43:25.516396 2099749632 net.cpp:112] Top shape: 10 4096 1 1 (40960)\n", - "I0218 20:43:25.516445 2099749632 layer_factory.hpp:74] Creating layer relu6\n", - "I0218 20:43:25.516463 2099749632 net.cpp:76] Creating Layer relu6\n", - "I0218 20:43:25.516470 2099749632 net.cpp:372] relu6 <- fc6\n", - "I0218 20:43:25.516480 2099749632 net.cpp:323] relu6 -> fc6 (in-place)\n", - "I0218 20:43:25.516490 2099749632 net.cpp:105] Setting up relu6\n", - "I0218 20:43:25.516497 2099749632 net.cpp:112] Top shape: 10 4096 1 1 (40960)\n", - "I0218 20:43:25.516505 2099749632 layer_factory.hpp:74] Creating layer drop6\n", - "I0218 20:43:25.516515 2099749632 net.cpp:76] Creating Layer drop6\n", - "I0218 20:43:25.516521 2099749632 net.cpp:372] drop6 <- fc6\n", - "I0218 20:43:25.516530 2099749632 net.cpp:323] drop6 -> fc6 (in-place)\n", - "I0218 20:43:25.516538 2099749632 net.cpp:105] Setting up drop6\n", - "I0218 20:43:25.516557 2099749632 net.cpp:112] Top shape: 10 4096 1 1 (40960)\n", - "I0218 20:43:25.516566 2099749632 layer_factory.hpp:74] Creating layer fc7\n", - "I0218 20:43:25.516576 2099749632 net.cpp:76] Creating Layer fc7\n", - "I0218 20:43:25.516582 2099749632 net.cpp:372] fc7 <- fc6\n", - "I0218 20:43:25.516589 2099749632 net.cpp:334] fc7 -> fc7\n", - "I0218 20:43:25.516599 2099749632 net.cpp:105] Setting up fc7\n", - "I0218 20:43:25.604786 2099749632 net.cpp:112] Top shape: 10 4096 1 1 (40960)\n", - "I0218 20:43:25.604838 2099749632 layer_factory.hpp:74] Creating layer relu7\n", - "I0218 20:43:25.604852 2099749632 net.cpp:76] Creating Layer relu7\n", - "I0218 20:43:25.604859 2099749632 net.cpp:372] relu7 <- fc7\n", - "I0218 20:43:25.604868 2099749632 net.cpp:323] relu7 -> fc7 (in-place)\n", - "I0218 20:43:25.604878 2099749632 net.cpp:105] Setting up relu7\n", - "I0218 20:43:25.604885 2099749632 net.cpp:112] Top shape: 10 4096 1 1 (40960)\n", - "I0218 20:43:25.604893 2099749632 layer_factory.hpp:74] Creating layer drop7\n", - "I0218 20:43:25.604902 2099749632 net.cpp:76] Creating Layer drop7\n", - "I0218 20:43:25.604908 2099749632 net.cpp:372] drop7 <- fc7\n", - "I0218 20:43:25.604917 2099749632 net.cpp:323] drop7 -> fc7 (in-place)\n", - "I0218 20:43:25.604924 2099749632 net.cpp:105] Setting up drop7\n", - "I0218 20:43:25.604933 2099749632 net.cpp:112] Top shape: 10 4096 1 1 (40960)\n", - "I0218 20:43:25.604939 2099749632 layer_factory.hpp:74] Creating layer fc-rcnn\n", - "I0218 20:43:25.604948 2099749632 net.cpp:76] Creating Layer fc-rcnn\n", - "I0218 20:43:25.604954 2099749632 net.cpp:372] fc-rcnn <- fc7\n", - "I0218 20:43:25.604962 2099749632 net.cpp:334] fc-rcnn -> fc-rcnn\n", - "I0218 20:43:25.604971 2099749632 net.cpp:105] Setting up fc-rcnn\n", - "I0218 20:43:25.606878 2099749632 net.cpp:112] Top shape: 10 200 1 1 (2000)\n", - "I0218 20:43:25.606904 2099749632 net.cpp:165] fc-rcnn does not need backward computation.\n", - "I0218 20:43:25.606909 2099749632 net.cpp:165] drop7 does not need backward computation.\n", - "I0218 20:43:25.606916 2099749632 net.cpp:165] relu7 does not need backward computation.\n", - "I0218 20:43:25.606922 2099749632 net.cpp:165] fc7 does not need backward computation.\n", - "I0218 20:43:25.606928 2099749632 net.cpp:165] drop6 does not need backward computation.\n", - "I0218 20:43:25.606935 2099749632 net.cpp:165] relu6 does not need backward computation.\n", - "I0218 20:43:25.606940 2099749632 net.cpp:165] fc6 does not need backward computation.\n", - "I0218 20:43:25.606946 2099749632 net.cpp:165] pool5 does not need backward computation.\n", - "I0218 20:43:25.606952 2099749632 net.cpp:165] relu5 does not need backward computation.\n", - "I0218 20:43:25.606958 2099749632 net.cpp:165] conv5 does not need backward computation.\n", - "I0218 20:43:25.606964 2099749632 net.cpp:165] relu4 does not need backward computation.\n", - "I0218 20:43:25.606971 2099749632 net.cpp:165] conv4 does not need backward computation.\n", - "I0218 20:43:25.606976 2099749632 net.cpp:165] relu3 does not need backward computation.\n", - "I0218 20:43:25.606982 2099749632 net.cpp:165] conv3 does not need backward computation.\n", - "I0218 20:43:25.606988 2099749632 net.cpp:165] norm2 does not need backward computation.\n", - "I0218 20:43:25.606995 2099749632 net.cpp:165] pool2 does not need backward computation.\n", - "I0218 20:43:25.607002 2099749632 net.cpp:165] relu2 does not need backward computation.\n", - "I0218 20:43:25.607007 2099749632 net.cpp:165] conv2 does not need backward computation.\n", - "I0218 20:43:25.607013 2099749632 net.cpp:165] norm1 does not need backward computation.\n", - "I0218 20:43:25.607199 2099749632 net.cpp:165] pool1 does not need backward computation.\n", - "I0218 20:43:25.607213 2099749632 net.cpp:165] relu1 does not need backward computation.\n", - "I0218 20:43:25.607219 2099749632 net.cpp:165] conv1 does not need backward computation.\n", - "I0218 20:43:25.607225 2099749632 net.cpp:201] This network produces output fc-rcnn\n", - "I0218 20:43:25.607239 2099749632 net.cpp:446] Collecting Learning Rate and Weight Decay.\n", - "I0218 20:43:25.607255 2099749632 net.cpp:213] Network initialization done.\n", - "I0218 20:43:25.607262 2099749632 net.cpp:214] Memory required for data: 62425920\n", - "E0218 20:43:26.388214 2099749632 upgrade_proto.cpp:618] Attempting to upgrade input file specified using deprecated V1LayerParameter: ../models/bvlc_reference_rcnn_ilsvrc13/bvlc_reference_rcnn_ilsvrc13.caffemodel\n", - "I0218 20:43:27.089423 2099749632 upgrade_proto.cpp:626] Successfully upgraded file specified using deprecated V1LayerParameter\n", - "GPU mode\n", - "Loading input...\n", - "selective_search_rcnn({'/Users/shelhamer/h/desk/caffe/caffe-dev/examples/images/fish-bike.jpg'}, '/var/folders/bk/dtkn5qjd11bd17b2j36zplyw0000gp/T/tmpakaRLL.mat')\n", - "Processed 1570 windows in 102.895 s.\n", - "/Users/shelhamer/anaconda/lib/python2.7/site-packages/pandas/io/pytables.py:2453: PerformanceWarning: \n", - "your performance may suffer as PyTables will pickle object types that it cannot\n", - "map directly to c-types [inferred_type->mixed,key->block1_values] [items->['prediction']]\n", - "\n", - " warnings.warn(ws, PerformanceWarning)\n", - "Saved to _temp/det_output.h5 in 0.298 s.\n" - ] - } - ], - "source": [ - "!mkdir -p _temp\n", - "!echo `pwd`/images/fish-bike.jpg > _temp/det_input.txt\n", - "!../python/detect.py --crop_mode=selective_search --pretrained_model=../models/bvlc_reference_rcnn_ilsvrc13/bvlc_reference_rcnn_ilsvrc13.caffemodel --model_def=../models/bvlc_reference_rcnn_ilsvrc13/deploy.prototxt --gpu --raw_scale=255 _temp/det_input.txt _temp/det_output.h5" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This run was in GPU mode. For CPU mode detection, call `detect.py` without the `--gpu` argument.\n", - "\n", - "Running this outputs a DataFrame with the filenames, selected windows, and their detection scores to an HDF5 file.\n", - "(We only ran on one image, so the filenames will all be the same.)" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(1570, 5)\n", - "prediction [-2.62247, -2.84579, -2.85122, -3.20838, -1.94...\n", - "ymin 79.846\n", - "xmin 9.62\n", - "ymax 246.31\n", - "xmax 339.624\n", - "Name: /Users/shelhamer/h/desk/caffe/caffe-dev/examples/images/fish-bike.jpg, dtype: object\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "\n", - "df = pd.read_hdf('_temp/det_output.h5', 'df')\n", - "print(df.shape)\n", - "print(df.iloc[0])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "1570 regions were proposed with the R-CNN configuration of selective search. The number of proposals will vary from image to image based on its contents and size -- selective search isn't scale invariant.\n", - "\n", - "In general, `detect.py` is most efficient when running on a lot of images: it first extracts window proposals for all of them, batches the windows for efficient GPU processing, and then outputs the results.\n", - "Simply list an image per line in the `images_file`, and it will process all of them.\n", - "\n", - "Although this guide gives an example of R-CNN ImageNet detection, `detect.py` is clever enough to adapt to different Caffe models’ input dimensions, batch size, and output categories. You can switch the model definition and pretrained model as desired. Refer to `python detect.py --help` for the parameters to describe your data set. There's no need for hardcoding.\n", - "\n", - "Anyway, let's now load the ILSVRC13 detection class names and make a DataFrame of the predictions. Note you'll need the auxiliary ilsvrc2012 data fetched by `data/ilsvrc12/get_ilsvrc12_aux.sh`." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "name\n", - "accordion -2.622471\n", - "airplane -2.845788\n", - "ant -2.851219\n", - "antelope -3.208377\n", - "apple -1.949950\n", - "armadillo -2.472935\n", - "artichoke -2.201684\n", - "axe -2.327404\n", - "baby bed -2.737925\n", - "backpack -2.176763\n", - "bagel -2.681061\n", - "balance beam -2.722538\n", - "banana -2.390628\n", - "band aid -1.598909\n", - "banjo -2.298197\n", - "...\n", - "trombone -2.582361\n", - "trumpet -2.352853\n", - "turtle -2.360859\n", - "tv or monitor -2.761043\n", - "unicycle -2.218467\n", - "vacuum -1.907717\n", - "violin -2.757079\n", - "volleyball -2.723689\n", - "waffle iron -2.418540\n", - "washer -2.408994\n", - "water bottle -2.174899\n", - "watercraft -2.837425\n", - "whale -3.120338\n", - "wine bottle -2.772960\n", - "zebra -2.742913\n", - "Name: 0, Length: 200, dtype: float32\n" - ] - } - ], - "source": [ - "with open('../data/ilsvrc12/det_synset_words.txt') as f:\n", - " labels_df = pd.DataFrame([\n", - " {\n", - " 'synset_id': l.strip().split(' ')[0],\n", - " 'name': ' '.join(l.strip().split(' ')[1:]).split(',')[0]\n", - " }\n", - " for l in f.readlines()\n", - " ])\n", - "labels_df.sort('synset_id')\n", - "predictions_df = pd.DataFrame(np.vstack(df.prediction.values), columns=labels_df['name'])\n", - "print(predictions_df.iloc[0])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's look at the activations." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - 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"unicycle 0.057080\n", - "motorcycle -0.006122\n", - "banjo -0.028209\n", - "turtle -0.189831\n", - "electric fan -0.206788\n", - "cart -0.214235\n", - "lizard -0.393519\n", - "helmet -0.477942\n", - "dtype: float32\n" - ] - } - ], - "source": [ - "max_s = predictions_df.max(0)\n", - "max_s.sort(ascending=False)\n", - "print(max_s[:10])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The top detections are in fact a person and bicycle.\n", - "Picking good localizations is a work in progress; we pick the top-scoring person and bicycle detections." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Top detection:\n", - "name\n", - "person 1.835771\n", - "swimming trunks -1.150371\n", - "rubber eraser -1.231106\n", - "turtle -1.266037\n", - "plastic bag -1.303265\n", - "dtype: float32\n", - "\n", - "Second-best detection:\n", - "name\n", - "bicycle 0.866110\n", - "unicycle -0.359139\n", - "scorpion -0.811621\n", - "lobster -0.982891\n", - "lamp -1.096808\n", - "dtype: float32\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAXAAAAEACAYAAACqOy3+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvdmPZVl23vfb0znnTjFHZGZlZmVWVdaQVd1FqmVSomjD\n", - "Ei3BEiVYFgzD0LMBCzBEw4IN+C8wYMCCAL/IT/SDn/xkA6Rk0pxsUjRpkt0NsqeasirnITLmO51p\n", - "D37Y+9x7IyurSRhsJxuM1Z3Iyhs3zrDP3mt/61vfWkeEELiwC7uwC7uwHz+Tr/oCLuzCLuzCLuz/\n", - "m1048Au7sAu7sB9Tu3DgF3ZhF3ZhP6Z24cAv7MIu7MJ+TO3CgV/YhV3Yhf2Y2oUDv7ALu7AL+zG1\n", - "H4kDF0L8XSHEx0KIz4QQ/82P4hwXdmEXdmF/2U38eevAhRAK+AT428Bj4I+AfxxC+OjP9UQXdmEX\n", - "dmF/ye1HgcB/GrgTQrgXQmiB/wX4hz+C81zYhV3Yhf2lth+FA78KPFz596P02YVd2IVd2IX9OdqP\n", - "woFf1OZf2IVd2IX9/2D6R3DMx8D1lX9fJ6LwhQkhLpz8hV3YhV3Yn9FCCOJln/8oHPg3gbeFEDeB\n", - "J8B/AvzjF7/0P/7z/w4kKGOYVxWPnz6lalqUUmRZRq/XAwJVXRICVGWNc548L5BSUZYlbduilCTL\n", - 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"print('Top detection:')\n", - "print(f.order(ascending=False)[:5])\n", - "print('')\n", - "\n", - "# Show top predictions for second-best detection.\n", - "f = pd.Series(df['prediction'].iloc[j], index=labels_df['name'])\n", - "print('Second-best detection:')\n", - "print(f.order(ascending=False)[:5])\n", - "\n", - "# Show top detection in red, second-best top detection in blue.\n", - "im = plt.imread('images/fish-bike.jpg')\n", - "plt.imshow(im)\n", - "currentAxis = plt.gca()\n", - "\n", - "det = df.iloc[i]\n", - "coords = (det['xmin'], det['ymin']), det['xmax'] - det['xmin'], det['ymax'] - det['ymin']\n", - "currentAxis.add_patch(plt.Rectangle(*coords, fill=False, edgecolor='r', linewidth=5))\n", - "\n", - "det = df.iloc[j]\n", - "coords = (det['xmin'], det['ymin']), det['xmax'] - det['xmin'], det['ymax'] - det['ymin']\n", - "currentAxis.add_patch(plt.Rectangle(*coords, fill=False, edgecolor='b', linewidth=5))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "That's cool. Let's take all 'bicycle' detections and NMS them to get rid of overlapping windows." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "def nms_detections(dets, overlap=0.3):\n", - " \"\"\"\n", - " Non-maximum suppression: Greedily select high-scoring detections and\n", - " skip detections that are significantly covered by a previously\n", - " selected detection.\n", - "\n", - " This version is translated from Matlab code by Tomasz Malisiewicz,\n", - " who sped up Pedro Felzenszwalb's code.\n", - "\n", - " Parameters\n", - " ----------\n", - " dets: ndarray\n", - " each row is ['xmin', 'ymin', 'xmax', 'ymax', 'score']\n", - " overlap: float\n", - " minimum overlap ratio (0.3 default)\n", - "\n", - " Output\n", - " ------\n", - " dets: ndarray\n", - " remaining after suppression.\n", - " \"\"\"\n", - " x1 = dets[:, 0]\n", - " y1 = dets[:, 1]\n", - " x2 = dets[:, 2]\n", - " y2 = dets[:, 3]\n", - " ind = np.argsort(dets[:, 4])\n", - "\n", - " w = x2 - x1\n", - " h = y2 - y1\n", - " area = (w * h).astype(float)\n", - "\n", - " pick = []\n", - " while len(ind) > 0:\n", - " i = ind[-1]\n", - " pick.append(i)\n", - " ind = ind[:-1]\n", - "\n", - " xx1 = np.maximum(x1[i], x1[ind])\n", - " yy1 = np.maximum(y1[i], y1[ind])\n", - " xx2 = np.minimum(x2[i], x2[ind])\n", - " yy2 = np.minimum(y2[i], y2[ind])\n", - "\n", - " w = np.maximum(0., xx2 - xx1)\n", - " h = np.maximum(0., yy2 - yy1)\n", - "\n", - " wh = w * h\n", - " o = wh / (area[i] + area[ind] - wh)\n", - "\n", - " ind = ind[np.nonzero(o <= overlap)[0]]\n", - "\n", - " return dets[pick, :]" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "scores = predictions_df['bicycle']\n", - "windows = df[['xmin', 'ymin', 'xmax', 'ymax']].values\n", - "dets = np.hstack((windows, scores[:, np.newaxis]))\n", - "nms_dets = nms_detections(dets)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Show top 3 NMS'd detections for 'bicycle' in the image and note the gap between the top scoring box (red) and the remaining boxes." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "scores: [ 0.86610985 -0.70051557 -1.34796357]\n" - ] - }, - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAXAAAAEACAYAAACqOy3+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvUmMZll23/e7wxu+KeaInKuys+aq7ibdraZE0oIgU4Qt\n", - "mrAsGISgrTfaWAa88tYbwzagnQEbhGUv5I1XNiBKIE3SNCi2SDfZbLC72TVmVWVV5RQZ8ze+9+7k\n", - "xb3vfV9ERTYJg8Vim3G6oyLjG95w371n+J9z/leEELiSK7mSK7mSnzyRX/YFXMmVXMmVXMn/N7lS\n", - "4FdyJVdyJT+hcqXAr+RKruRKfkLlSoFfyZVcyZX8hMqVAr+SK7mSK/kJlSsFfiVXciVX8hMqX4gC\n", - "F0L8B0KId4UQHwgh/ssv4hxXciVXciV/3UX8RdeBCyEU8B7w94BHwB8B/ziE8M5f6Imu5Equ5Er+\n", - "mssX4YH/DHA/hPAghGCA/w34B1/Aea7kSq7kSv5ayxehwG8Bn638/TC9diVXciVXciV/gfJFKPCr\n", - 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] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This was an easy instance for bicycle as it was in the class's training set. However, the person result is a true detection since this was not in the set for that class.\n", - "\n", - "You should try out detection on an image of your own next!" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "(Remove the temp directory to clean up, and we're done.)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "!rm -rf _temp" - ] - } - ], - "metadata": { - "description": "Run a pretrained model as a detector in Python.", - "example_name": "R-CNN detection", - "include_in_docs": true, - "kernelspec": { - "display_name": "Python 2", - "language": "python", - "name": "python2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.9" - }, - "priority": 6 - }, - "nbformat": 4, - "nbformat_minor": 0 -} From 2a0eb2d5159e1d8d1bef73a3fd7aedcc1bbcdd93 Mon Sep 17 00:00:00 2001 From: Jonathan L Long Date: Thu, 4 Feb 2016 19:17:33 -0800 Subject: [PATCH 03/28] [tutorial] update to 00-classification notebook This pass adds subheadings, cleans up the text, adds comments and tries to make the code more understandable, and adds a new section summarizing steps and encouraging the user to try their own image. --- examples/00-classification.ipynb | 1198 +-- examples/completed/00-classification.ipynb | 13000 +-------------------------- 2 files changed, 1093 insertions(+), 13105 deletions(-) diff --git a/examples/00-classification.ipynb b/examples/00-classification.ipynb index bbd9c96a448..feed25caabe 100644 --- a/examples/00-classification.ipynb +++ b/examples/00-classification.ipynb @@ -1,4 +1,683 @@ { + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Classification: Instant Recognition with Caffe\n", + "\n", + "In this example we'll classify an image with the bundled CaffeNet model (which is based on the network architecture of Krizhevsky et al. for ImageNet).\n", + "\n", + "We'll compare CPU and GPU modes and then dig into the model to inspect features and the output." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1. Setup\n", + "\n", + "* First, set up Python, `numpy`, and `matplotlib`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# set up Python environment: numpy for numerical routines, and matplotlib for plotting\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "# display plots in this notebook\n", + "%matplotlib inline\n", + "\n", + "# set display defaults\n", + "plt.rcParams['figure.figsize'] = (10, 10) # large images\n", + "plt.rcParams['image.interpolation'] = 'nearest' # don't interpolate: show square pixels\n", + "plt.rcParams['image.cmap'] = 'gray' # use grayscale output rather than a (potentially misleading) color heatmap" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Load `caffe`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# The caffe module needs to be on the Python path;\n", + "# we'll add it here explicitly.\n", + "import sys\n", + "caffe_root = '../' # this file should be run from {caffe_root}/examples (otherwise change this line)\n", + "sys.path.insert(0, caffe_root + 'python')\n", + "\n", + "import caffe\n", + "# If you get \"No module named _caffe\", either you have not built pycaffe or you have the wrong path." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* If needed, download the reference model (\"CaffeNet\", a variant of AlexNet)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import os\n", + "if os.path.isfile(caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'):\n", + " print 'CaffeNet found.'\n", + "else:\n", + " print 'Downloading pre-trained CaffeNet model...'\n", + " !../scripts/download_model_binary.py ../models/bvlc_reference_caffenet" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2. Load net and set up input preprocessing\n", + "\n", + "* Set Caffe to CPU mode and load the net from disk." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "caffe.set_mode_cpu()\n", + "\n", + "model_def = caffe_root + 'models/bvlc_reference_caffenet/deploy.prototxt'\n", + "model_weights = caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'\n", + "\n", + "net = caffe.Net(model_def, # defines the structure of the model\n", + " model_weights, # contains the trained weights\n", + " caffe.TEST) # use test mode (e.g., don't perform dropout)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Set up input preprocessing. (We'll use Caffe's `caffe.io.Transformer` to do this, but this step is independent of other parts of Caffe, so any custom preprocessing code may be used).\n", + "\n", + " Our default CaffeNet is configured to take images in BGR format. Values are expected to start in the range [0, 255] and then have the mean ImageNet pixel value subtracted from them. In addition, the channel dimension is expected as the first (_outermost_) dimension.\n", + " \n", + " As matplotlib will load images with values in the range [0, 1] in RGB format with the channel as the _innermost_ dimension, we are arranging for the needed transformations here." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# load the mean ImageNet image (as distributed with Caffe) for subtraction\n", + "mu = np.load(caffe_root + 'python/caffe/imagenet/ilsvrc_2012_mean.npy')\n", + "mu = mu.mean(1).mean(1) # average over pixels to obtain the mean (BGR) pixel values\n", + "print 'mean-subtracted values:', zip('BGR', mu)\n", + "\n", + "# create transformer for the input called 'data'\n", + "transformer = caffe.io.Transformer({'data': net.blobs['data'].data.shape})\n", + "\n", + "transformer.set_transpose('data', (2,0,1)) # move image channels to outermost dimension\n", + "transformer.set_mean('data', mu) # subtract the dataset-mean value in each channel\n", + "transformer.set_raw_scale('data', 255) # rescale from [0, 1] to [0, 255]\n", + "transformer.set_channel_swap('data', (2,1,0)) # swap channels from RGB to BGR" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3. CPU classification\n", + "\n", + "* Now we're ready to perform classification. Even though we'll only classify one image, we'll set a batch size of 50 to demonstrate batching." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# set the size of the input (we can skip this if we're happy\n", + "# with the default; we can also change it later, e.g., for different batch sizes)\n", + "net.blobs['data'].reshape(50, # batch size\n", + " 3, # 3-channel (BGR) images\n", + " 227, 227) # image size is 227x227" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Load an image (that comes with Caffe) and perform the preprocessing we've set up." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "image = caffe.io.load_image(caffe_root + 'examples/images/cat.jpg')\n", + "transformed_image = transformer.preprocess('data', image)\n", + "plt.imshow(image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Adorable! Let's classify it!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# copy the image data into the memory allocated for the net\n", + "net.blobs['data'].data[...] = transformed_image\n", + "\n", + "### perform classification\n", + "output = net.forward()\n", + "\n", + "output_prob = output['prob'][0] # the output probability vector for the first image in the batch\n", + "\n", + "print 'predicted class is:', output_prob.argmax()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* The net gives us a vector of probabilities; the most probable class was the 281st one. But is that correct? Let's check the ImageNet labels..." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# load ImageNet labels\n", + "labels_file = caffe_root + 'data/ilsvrc12/synset_words.txt'\n", + "if not os.path.exists(labels_file):\n", + " !../data/ilsvrc12/get_ilsvrc_aux.sh\n", + " \n", + "labels = np.loadtxt(labels_file, str, delimiter='\\t')\n", + "\n", + "print 'output label:', labels[output_prob.argmax()]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* \"Tabby cat\" is correct! But let's also look at other top (but less confident predictions)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# sort top five predictions from softmax output\n", + "top_inds = output_prob.argsort()[::-1][:5] # reverse sort and take five largest items\n", + "\n", + "print 'probabilities and labels:'\n", + "zip(output_prob[top_inds], labels[top_inds])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* We see that less confident predictions are sensible." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4. Switching to GPU mode\n", + "\n", + "* Let's see how long classification took, and compare it to GPU mode." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%timeit net.forward()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* That's a while, even for a batch of 50 images. Let's switch to GPU mode." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "caffe.set_device(0) # if we have multiple GPUs, pick the first one\n", + "caffe.set_mode_gpu()\n", + "net.forward() # run once before timing to set up memory\n", + "%timeit net.forward()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* That should be much faster!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 5. Examining intermediate output\n", + "\n", + "* A net is not just a black box; let's take a look at some of the parameters and intermediate activations.\n", + "\n", + "First we'll see how to read out the structure of the net in terms of activation and parameter shapes.\n", + "\n", + "* For each layer, let's look at the activation shapes, which typically have the form `(batch_size, channel_dim, height, width)`.\n", + "\n", + " The activations are exposed as an `OrderedDict`, `net.blobs`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# for each layer, show the output shape\n", + "for layer_name, blob in net.blobs.iteritems():\n", + " print layer_name + '\\t' + str(blob.data.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Now look at the parameter shapes. The parameters are exposed as another `OrderedDict`, `net.params`. We need to index the resulting values with either `[0]` for weights or `[1]` for biases.\n", + "\n", + " The param shapes typically have the form `(output_channels, input_channels, filter_height, filter_width)` (for the weights) and the 1-dimensional shape `(output_channels,)` (for the biases)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "for layer_name, param in net.params.iteritems():\n", + " print layer_name + '\\t' + str(param[0].data.shape), str(param[1].data.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Since we're dealing with four-dimensional data here, we'll define a helper function for visualizing sets of rectangular heatmaps." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def vis_square(data):\n", + " \"\"\"Take an array of shape (n, height, width) or (n, height, width, 3)\n", + " and visualize each (height, width) thing in a grid of size approx. sqrt(n) by sqrt(n)\"\"\"\n", + " \n", + " # normalize data for display\n", + " data = (data - data.min()) / (data.max() - data.min())\n", + " \n", + " # force the number of filters to be square\n", + " n = int(np.ceil(np.sqrt(data.shape[0])))\n", + " padding = (((0, n ** 2 - data.shape[0]),\n", + " (0, 1), (0, 1)) # add some space between filters\n", + " + ((0, 0),) * (data.ndim - 3)) # don't pad the last dimension (if there is one)\n", + " data = np.pad(data, padding, mode='constant', constant_values=1) # pad with ones (white)\n", + " \n", + " # tile the filters into an image\n", + " data = data.reshape((n, n) + data.shape[1:]).transpose((0, 2, 1, 3) + tuple(range(4, data.ndim + 1)))\n", + " data = data.reshape((n * data.shape[1], n * data.shape[3]) + data.shape[4:])\n", + " \n", + " plt.imshow(data); plt.axis('off')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* First we'll look at the first layer filters, `conv1`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# the parameters are a list of [weights, biases]\n", + "filters = net.params['conv1'][0].data\n", + "vis_square(filters.transpose(0, 2, 3, 1))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* The first layer output, `conv1` (rectified responses of the filters above, first 36 only)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "feat = net.blobs['conv1'].data[0, :36]\n", + "vis_square(feat)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* The second layer filters, `conv2`\n", + "\n", + " There are 256 filters, each of which has dimension 5 x 5 x 48. We show only the first 48 filters, with each channel shown separately, so that each filter is a row." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "filters = net.params['conv2'][0].data\n", + "vis_square(filters[:48].reshape(48**2, 5, 5))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* The second layer output, `conv2` (rectified, only the first 36 of 256 channels)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "feat = net.blobs['conv2'].data[0, :36]\n", + "vis_square(feat)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* The third layer output, `conv3` (rectified, all 384 channels)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "feat = net.blobs['conv3'].data[0]\n", + "vis_square(feat)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* The fourth layer output, `conv4` (rectified, all 384 channels)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "feat = net.blobs['conv4'].data[0]\n", + "vis_square(feat)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The fifth layer output, `conv5` (rectified, all 256 channels)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "feat = net.blobs['conv5'].data[0]\n", + "vis_square(feat)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* The fifth layer after pooling, `pool5`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "feat = net.blobs['pool5'].data[0]\n", + "vis_square(feat)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* The first fully connected layer, `fc6` (rectified)\n", + "\n", + " We show the output values and the histogram of the positive values" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "feat = net.blobs['fc6'].data[0]\n", + "plt.subplot(2, 1, 1)\n", + "plt.plot(feat.flat)\n", + "plt.subplot(2, 1, 2)\n", + "_ = plt.hist(feat.flat[feat.flat > 0], bins=100)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* The second fully connected layer, `fc7` (rectified)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "feat = net.blobs['fc7'].data[0]\n", + "plt.subplot(2, 1, 1)\n", + "plt.plot(feat.flat)\n", + "plt.subplot(2, 1, 2)\n", + "_ = plt.hist(feat.flat[feat.flat > 0], bins=100)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* The final probability output, `prob`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "feat = net.blobs['prob'].data[0]\n", + "plt.figure(figsize=(15, 3))\n", + "plt.plot(feat.flat)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note the cluster of strong predictions; the labels are sorted semantically. The top peaks correspond to the top predicted labels, as shown above." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 6. Try your own image\n", + "\n", + "Now we'll grab an image from the web and classify it using the steps above.\n", + "\n", + "* Try setting `my_image_url` to any JPEG image URL." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# download an image\n", + "my_image_url = \"...\" # paste your URL here\n", + "# for example:\n", + "# my_image_url = \"https://upload.wikimedia.org/wikipedia/commons/b/be/Orang_Utan%2C_Semenggok_Forest_Reserve%2C_Sarawak%2C_Borneo%2C_Malaysia.JPG\"\n", + "!wget -O image.jpg $my_image_url\n", + "\n", + "# transform it and copy it into the net\n", + "image = caffe.io.load_image('image.jpg')\n", + "net.blobs['data'].data[...] = transformer.preprocess('data', image)\n", + "\n", + "# perform classification\n", + "net.forward()\n", + "\n", + "# obtain the output probabilities\n", + "output_prob = net.blobs['prob'].data[0]\n", + "\n", + "# sort top five predictions from softmax output\n", + "top_inds = output_prob.argsort()[::-1][:5]\n", + "\n", + "plt.imshow(image)\n", + "\n", + "print 'probabilities and labels:'\n", + "zip(output_prob[top_inds], labels[top_inds])" + ] + } + ], "metadata": { "description": "Instant recognition with a pre-trained model and a tour of the net interface for visualizing features and parameters layer-by-layer.", "example_name": "Image Classification and Filter Visualization", @@ -18,523 +697,10 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.9" + "version": "2.7.11" }, - "name": "", "priority": 1 }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Instant Recognition with Caffe\n", - "\n", - "In this example we'll classify an image with the bundled CaffeNet model based on the network architecture of Krizhevsky et al. for ImageNet. We'll compare CPU and GPU operation then reach into the model to inspect features and the output.\n", - "\n", - "(These feature visualizations follow the DeCAF visualizations originally by Yangqing Jia.)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "First, import required modules, set plotting parameters, and run `./scripts/download_model_binary.py models/bvlc_reference_caffenet` to get the pretrained CaffeNet model if it hasn't already been fetched." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "\n", - "# Make sure that caffe is on the python path:\n", - "caffe_root = '../' # this file is expected to be in {caffe_root}/examples\n", - "import sys\n", - "sys.path.insert(0, caffe_root + 'python')\n", - "\n", - "import caffe\n", - "\n", - "plt.rcParams['figure.figsize'] = (10, 10)\n", - "plt.rcParams['image.interpolation'] = 'nearest'\n", - "plt.rcParams['image.cmap'] = 'gray'\n", - "\n", - "import os\n", - "if not os.path.isfile(caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'):\n", - " print(\"Downloading pre-trained CaffeNet model...\")\n", - " !../scripts/download_model_binary.py ../models/bvlc_reference_caffenet" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Set Caffe to CPU mode, load the net in the test phase for inference, and configure input preprocessing." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "caffe.set_mode_cpu()\n", - "net = caffe.Net(caffe_root + 'models/bvlc_reference_caffenet/deploy.prototxt',\n", - " caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel',\n", - " caffe.TEST)\n", - "\n", - "# input preprocessing: 'data' is the name of the input blob == net.inputs[0]\n", - "transformer = caffe.io.Transformer({'data': net.blobs['data'].data.shape})\n", - "transformer.set_transpose('data', (2,0,1))\n", - "transformer.set_mean('data', np.load(caffe_root + 'python/caffe/imagenet/ilsvrc_2012_mean.npy').mean(1).mean(1)) # mean pixel\n", - "transformer.set_raw_scale('data', 255) # the reference model operates on images in [0,255] range instead of [0,1]\n", - "transformer.set_channel_swap('data', (2,1,0)) # the reference model has channels in BGR order instead of RGB" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's start with a simple classification. We'll set a batch of 50 to demonstrate batch processing, even though we'll only be classifying one image. (Note that the batch size can also be changed on-the-fly.)" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# set net to batch size of 50\n", - "net.blobs['data'].reshape(50,3,227,227)" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Feed in the image (with some preprocessing) and classify with a forward pass." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "net.blobs['data'].data[...] = transformer.preprocess('data', caffe.io.load_image(caffe_root + 'examples/images/cat.jpg'))\n", - "out = net.forward()\n", - "print(\"Predicted class is #{}.\".format(out['prob'][0].argmax()))" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "What did the input look like?" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "plt.imshow(transformer.deprocess('data', net.blobs['data'].data[0]))" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Adorable, but was our classification correct?" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# load labels\n", - "imagenet_labels_filename = caffe_root + 'data/ilsvrc12/synset_words.txt'\n", - "try:\n", - " labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n", - "except:\n", - " !../data/ilsvrc12/get_ilsvrc_aux.sh\n", - " labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n", - "\n", - "# sort top k predictions from softmax output\n", - "top_k = net.blobs['prob'].data[0].flatten().argsort()[-1:-6:-1]\n", - "print labels[top_k]" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Indeed! But how long did it take?" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# CPU mode\n", - "net.forward() # call once for allocation\n", - "%timeit net.forward()" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "That's a while, even for a batch size of 50 images. Let's switch to GPU mode." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# GPU mode\n", - "caffe.set_device(0)\n", - "caffe.set_mode_gpu()\n", - "net.forward() # call once for allocation\n", - "%timeit net.forward()" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Much better. Now let's look at the net in more detail.\n", - "\n", - "First, the layer features and their shapes (1 is the batch size, corresponding to the single input image in this example)." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "[(k, v.data.shape) for k, v in net.blobs.items()]" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The parameters and their shapes. The parameters are `net.params['name'][0]` while biases are `net.params['name'][1]`." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "[(k, v[0].data.shape) for k, v in net.params.items()]" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Helper functions for visualization" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# take an array of shape (n, height, width) or (n, height, width, channels)\n", - "# and visualize each (height, width) thing in a grid of size approx. sqrt(n) by sqrt(n)\n", - "def vis_square(data, padsize=1, padval=0):\n", - " data -= data.min()\n", - " data /= data.max()\n", - " \n", - " # force the number of filters to be square\n", - " n = int(np.ceil(np.sqrt(data.shape[0])))\n", - " padding = ((0, n ** 2 - data.shape[0]), (0, padsize), (0, padsize)) + ((0, 0),) * (data.ndim - 3)\n", - " data = np.pad(data, padding, mode='constant', constant_values=(padval, padval))\n", - " \n", - " # tile the filters into an image\n", - " data = data.reshape((n, n) + data.shape[1:]).transpose((0, 2, 1, 3) + tuple(range(4, data.ndim + 1)))\n", - " data = data.reshape((n * data.shape[1], n * data.shape[3]) + data.shape[4:])\n", - " \n", - " plt.imshow(data)" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The input image" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The first layer filters, `conv1`" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# the parameters are a list of [weights, biases]\n", - "filters = net.params['conv1'][0].data\n", - "vis_square(filters.transpose(0, 2, 3, 1))" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The first layer output, `conv1` (rectified responses of the filters above, first 36 only)" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "feat = net.blobs['conv1'].data[0, :36]\n", - "vis_square(feat, padval=1)" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The second layer filters, `conv2`\n", - "\n", - "There are 256 filters, each of which has dimension 5 x 5 x 48. We show only the first 48 filters, with each channel shown separately, so that each filter is a row." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "filters = net.params['conv2'][0].data\n", - "vis_square(filters[:48].reshape(48**2, 5, 5))" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The second layer output, `conv2` (rectified, only the first 36 of 256 channels)" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "feat = net.blobs['conv2'].data[0, :36]\n", - "vis_square(feat, padval=1)" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The third layer output, `conv3` (rectified, all 384 channels)" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "feat = net.blobs['conv3'].data[0]\n", - "vis_square(feat, padval=0.5)" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The fourth layer output, `conv4` (rectified, all 384 channels)" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "feat = net.blobs['conv4'].data[0]\n", - "vis_square(feat, padval=0.5)" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The fifth layer output, `conv5` (rectified, all 256 channels)" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "feat = net.blobs['conv5'].data[0]\n", - "vis_square(feat, padval=0.5)" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The fifth layer after pooling, `pool5`" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "feat = net.blobs['pool5'].data[0]\n", - "vis_square(feat, padval=1)" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The first fully connected layer, `fc6` (rectified)\n", - "\n", - "We show the output values and the histogram of the positive values" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "feat = net.blobs['fc6'].data[0]\n", - "plt.subplot(2, 1, 1)\n", - "plt.plot(feat.flat)\n", - "plt.subplot(2, 1, 2)\n", - "_ = plt.hist(feat.flat[feat.flat > 0], bins=100)" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The second fully connected layer, `fc7` (rectified)" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "feat = net.blobs['fc7'].data[0]\n", - "plt.subplot(2, 1, 1)\n", - "plt.plot(feat.flat)\n", - "plt.subplot(2, 1, 2)\n", - "_ = plt.hist(feat.flat[feat.flat > 0], bins=100)" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The final probability output, `prob`" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "feat = net.blobs['prob'].data[0]\n", - "plt.plot(feat.flat)" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's see the top 5 predicted labels." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# load labels\n", - "imagenet_labels_filename = caffe_root + 'data/ilsvrc12/synset_words.txt'\n", - "try:\n", - " labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n", - "except:\n", - " !../data/ilsvrc12/get_ilsvrc_aux.sh\n", - " labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n", - "\n", - "# sort top k predictions from softmax output\n", - "top_k = net.blobs['prob'].data[0].flatten().argsort()[-1:-6:-1]\n", - "print labels[top_k]" - ], - "language": "python", - "metadata": {}, - "outputs": [] - } - ], - "metadata": {} - } - ] + "nbformat": 4, + "nbformat_minor": 0 } diff --git a/examples/completed/00-classification.ipynb b/examples/completed/00-classification.ipynb index 89b7dd34f0e..69af2671a78 100644 --- a/examples/completed/00-classification.ipynb +++ b/examples/completed/00-classification.ipynb @@ -4,54 +4,72 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Instant Recognition with Caffe\n", + "# Classification: Instant Recognition with Caffe\n", "\n", - "In this example we'll classify an image with the bundled CaffeNet model based on the network architecture of Krizhevsky et al. for ImageNet. We'll compare CPU and GPU operation then reach into the model to inspect features and the output.\n", + "In this example we'll classify an image with the bundled CaffeNet model (which is based on the network architecture of Krizhevsky et al. for ImageNet).\n", "\n", - "(These feature visualizations follow the DeCAF visualizations originally by Yangqing Jia.)" + "We'll compare CPU and GPU modes and then dig into the model to inspect features and the output." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "First, import required modules, set plotting parameters, and run `./scripts/download_model_binary.py models/bvlc_reference_caffenet` to get the pretrained CaffeNet model if it hasn't already been fetched." + "### 1. Setup\n", + "\n", + "* First, set up Python, `numpy`, and `matplotlib`." ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [], "source": [ + "# set up Python environment: numpy for numerical routines, and matplotlib for plotting\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", + "# display plots in this notebook\n", "%matplotlib inline\n", "\n", - "# Make sure that caffe is on the python path:\n", - "caffe_root = '../' # this file is expected to be in {caffe_root}/examples\n", + "# set display defaults\n", + "plt.rcParams['figure.figsize'] = (10, 10) # large images\n", + "plt.rcParams['image.interpolation'] = 'nearest' # don't interpolate: show square pixels\n", + "plt.rcParams['image.cmap'] = 'gray' # use grayscale output rather than a (potentially misleading) color heatmap" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Load `caffe`." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# The caffe module needs to be on the Python path;\n", + "# we'll add it here explicitly.\n", "import sys\n", + "caffe_root = '../' # this file should be run from {caffe_root}/examples (otherwise change this line)\n", "sys.path.insert(0, caffe_root + 'python')\n", "\n", "import caffe\n", - "\n", - "plt.rcParams['figure.figsize'] = (10, 10)\n", - "plt.rcParams['image.interpolation'] = 'nearest'\n", - "plt.rcParams['image.cmap'] = 'gray'\n", - "\n", - "import os\n", - "if not os.path.isfile(caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'):\n", - " print(\"Downloading pre-trained CaffeNet model...\")\n", - " !../scripts/download_model_binary.py ../models/bvlc_reference_caffenet" + "# If you get \"No module named _caffe\", either you have not built pycaffe or you have the wrong path." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Set Caffe to CPU mode, load the net in the test phase for inference, and configure input preprocessing." + "* If needed, download the reference model (\"CaffeNet\", a variant of AlexNet)." ] }, { @@ -60,50 +78,65 @@ "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CaffeNet found.\n" + ] + } + ], "source": [ - "caffe.set_mode_cpu()\n", - "net = caffe.Net(caffe_root + 'models/bvlc_reference_caffenet/deploy.prototxt',\n", - " caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel',\n", - " caffe.TEST)\n", - "\n", - "# input preprocessing: 'data' is the name of the input blob == net.inputs[0]\n", - "transformer = caffe.io.Transformer({'data': net.blobs['data'].data.shape})\n", - "transformer.set_transpose('data', (2,0,1))\n", - "transformer.set_mean('data', np.load(caffe_root + 'python/caffe/imagenet/ilsvrc_2012_mean.npy').mean(1).mean(1)) # mean pixel\n", - "transformer.set_raw_scale('data', 255) # the reference model operates on images in [0,255] range instead of [0,1]\n", - "transformer.set_channel_swap('data', (2,1,0)) # the reference model has channels in BGR order instead of RGB" + "import os\n", + "if os.path.isfile(caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'):\n", + " print 'CaffeNet found.'\n", + "else:\n", + " print 'Downloading pre-trained CaffeNet model...'\n", + " !../scripts/download_model_binary.py ../models/bvlc_reference_caffenet" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Let's start with a simple classification. We'll set a batch of 50 to demonstrate batch processing, even though we'll only be classifying one image. (Note that the batch size can also be changed on-the-fly.)" + "### 2. Load net and set up input preprocessing\n", + "\n", + "* Set Caffe to CPU mode and load the net from disk." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "# set net to batch size of 50\n", - "net.blobs['data'].reshape(50,3,227,227)" + "caffe.set_mode_cpu()\n", + "\n", + "model_def = caffe_root + 'models/bvlc_reference_caffenet/deploy.prototxt'\n", + "model_weights = caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'\n", + "\n", + "net = caffe.Net(model_def, # defines the structure of the model\n", + " model_weights, # contains the trained weights\n", + " caffe.TEST) # use test mode (e.g., don't perform dropout)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Feed in the image (with some preprocessing) and classify with a forward pass." + "* Set up input preprocessing. (We'll use Caffe's `caffe.io.Transformer` to do this, but this step is independent of other parts of Caffe, so any custom preprocessing code may be used).\n", + "\n", + " Our default CaffeNet is configured to take images in BGR format. Values are expected to start in the range [0, 255] and then have the mean ImageNet pixel value subtracted from them. In addition, the channel dimension is expected as the first (_outermost_) dimension.\n", + " \n", + " As matplotlib will load images with values in the range [0, 1] in RGB format with the channel as the _innermost_ dimension, we are arranging for the needed transformations here." ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": { "collapsed": false }, @@ -112,21 +145,54 @@ "name": "stdout", "output_type": "stream", "text": [ - "Predicted class is #281.\n" + "mean-subtracted values: [('B', 104.0069879317889), ('G', 116.66876761696767), ('R', 122.6789143406786)]\n" ] } ], "source": [ - "net.blobs['data'].data[...] = transformer.preprocess('data', caffe.io.load_image(caffe_root + 'examples/images/cat.jpg'))\n", - "out = net.forward()\n", - "print(\"Predicted class is #{}.\".format(out['prob'][0].argmax()))" + "# load the mean ImageNet image (as distributed with Caffe) for subtraction\n", + "mu = np.load(caffe_root + 'python/caffe/imagenet/ilsvrc_2012_mean.npy')\n", + "mu = mu.mean(1).mean(1) # average over pixels to obtain the mean (BGR) pixel values\n", + "print 'mean-subtracted values:', zip('BGR', mu)\n", + "\n", + "# create transformer for the input called 'data'\n", + "transformer = caffe.io.Transformer({'data': net.blobs['data'].data.shape})\n", + "\n", + "transformer.set_transpose('data', (2,0,1)) # move image channels to outermost dimension\n", + "transformer.set_mean('data', mu) # subtract the dataset-mean value in each channel\n", + "transformer.set_raw_scale('data', 255) # rescale from [0, 1] to [0, 255]\n", + "transformer.set_channel_swap('data', (2,1,0)) # swap channels from RGB to BGR" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "What did the input look like?" + "### 3. CPU classification\n", + "\n", + "* Now we're ready to perform classification. Even though we'll only classify one image, we'll set a batch size of 50 to demonstrate batching." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# set the size of the input (we can skip this if we're happy\n", + "# with the default; we can also change it later, e.g., for different batch sizes)\n", + "net.blobs['data'].reshape(50, # batch size\n", + " 3, # 3-channel (BGR) images\n", + " 227, 227) # image size is 227x227" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Load an image (that comes with Caffe) and perform the preprocessing we've set up." ] }, { @@ -139,7 +205,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -148,2843 +214,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlIAAAJOCAYAAAB8y+mTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvVmsbdt2HdRnvaq99ynuue/ed1/pV9i4iJPYDk5M4gQ7\n", - 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bDiLJjThnR3GxOHyko5tTt3PDlQpuyj6MsY84dInS35UDR4GyctnzvY3R08G5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\n7rq3SzgKK0NUQs+WdylhrpddhZgikkeuX7hDR4KLM3wdqnXSOMZ3HK1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UOnXn7oKK3fdx\ncI2x06JCVedVHkT5IbRQXwPe3hNMsW5u3oFwRwY3q5doe5lEkEwMB18shQYhGa0lMJMZQshoLWZd\nMzif/W2S+Si2aikuTrOfLWtEYiYvwnWvXK87Wsecak6LqT7nwixfRj6lOZ8rNHX1tFE9TCBh1hoB\nJQ7/vQw5drRY8bKu6+Q45hTdnywZdSXaU7B7aYeS3NdZ2OiYhy70CZ6RmUJi8RSO0+k0XQG29USM\nebhATGL6ffxb68Oz0A56TYtx92jzZ9r7nQjp174+1WKqKk4Au/uQYoZyYYTpDbzJyafG5ItvcRJC\nZ/r1DBVg70cFq+Kp2Q167AdXQ21w22ZqJ8MDmXIUYZKEj89osTZuzfAdrP/xuyazlLf/PplXVVJB\npJmPUR8VsveMTQuESJ4TfFkWzCBvYYRajpzAIMk34Iw412X3Ab5ur1i2zJtXT1xe3Wha7AQxET1D\nyOjBir/UJkpYayVUzyWUPuam3U8gpGSLDbAscZL/rNDr3MqV6/6K588/c/cs1NUizU9OgnPsPQ7D\nDRSLeZSEt+75sWlN1SJOyNVmYZ7Rib13BGXEOEddIrUWSj3QJxMH+Fmnx0NF0yGSCcGM9DoHGTwK\nzuFaQI3fNDlozinorRGyoasJvVvggoka1ArUt+IK+koIia43VK6I9IlaLWkhd9hL4Wvf/BV+8Lf+\nCM+qfZ7L5cpJIeeA5M0Iy468Us1mIcZofmd3BPSXn3yL8/rA4+MzrpfXPF2uLIMsvmwQOk9Pr/me\nz35I50NevnoFwM985R/z5S9+H7c3NyhX/sC/8m/yt37qpwD4B0+/Qt7hnBYEaGKyb5sT4/AxssDu\nBpQ/R0kmHOnUkbRiSI0EG3TN0OUZwSSutMP5Z8GL/CHHl4D2biTcasT0uAyfMUN3Y3aPtnwEwQYJ\npCXxPAdq23mvPnEthty0Ygq6UQwqx/uJRCrGuZnCmYFMBbdEcBm73BXZ3c1ypccZWTEKRpU+EdoQ\nAjEtVN3HL9oaJMHI/iJzQ2HNnM6mVjydHjjlhfPJ1IppWYkaoMJ13ym5EqLBPfGcSFdhWQPX8gDS\niWd7GA/PHqc/lOWvFc5pM5sAoBPYX12QoNxuN65PV3YnoF/fvKTuV3prmA3Elbo773F522yV1qdC\nsBO8yDYxUOu7+Vdh0Tc31cPPqB/b2X6tyMudRmcrC9t7G+qxOFUKMUdDO7opZQ/jaCsgQhSU5ORo\nH6NRqK2QNJDyQqlHMaGMQ/XBv5m5dQMFw/YevbNlGFmSqpXgdhDzjNE7IQWCGEJlHQ/mWAgp0aV7\nyHGfIb32NQR1tKh3O8hMLm03LllKCUnF9pyrK3lVPMZGIMj8/TmabbGk1p3emHtN3QshJEemnII2\nVNUeNh6SHXha08mlDME6LcuSWdczOZ1MLQ5ov6FiiuNbLWi90seBJ9t9EzGB2XKnmk5Z2Nbz/I4x\nHwfsmJJzaZ18DnOf6b1xKzdaK6haOTW8Dmsr/2wT0OdpYJhhHjU6dKv2R8in9k6XiAY9Wn7tqMKt\n+LE2koQwWysNQ78MQeqoynTy5k4NZIaVzN+zAkntlNkFG+Jj0RwngeoLmsxaa7b2jAo/W0DzPQAC\nLHExU8M76XAIAQ2NJoq2wHoyWNryhVZGbtBoSwBzcUtip8NalWUZlXZiO2/kJZAX4fWbC+1qeYH3\n930oKsdmByYXHsGpoQmm+vf71jpNBplfSCnfmfkF4snsJK63F+zF1D/2a4qKqzbkCLK0n1VaMLh5\nGExOQnizZPTmeU9yp2hSMN+qZCfJ5B5l9r3cpFEsR6qURmlj4e8+Xuyk3ioTKekSrejTRiC4ECIc\n43DcN3Wp80Sm1E7HzRCwrglZ013BHEmyGEBfuqmQJvwUoKuhSZiz82h1refnPN9OPL18xfX1E1/9\n6kc8ZvOZ0kuhSOWmb9BrZ93yLIqs6B9j0tHM6QtSuF0uPJ6f0VpjPb9HcbLwm1ul9crjBp988m16\nCHz2vQ8A+OWv/Qq/JIHf8M898vIrf5/P/bbfzp/+Q38SgP/qL/33XMoNWQKP2zOu5TYtHMQ3Bbyo\nMi7+gQYoVvQWbfReZhGyBKE6MbV2M8cdnFcYOZ2AdEN7OBz36YFelOKbe2l1ojMD3o8R1iU6GdU3\noiAm3Q/K6WHleXl25zHzbforNel48pZjHzYlTj4XmcHqc65NhMrmkllxeOEkFm4bmhBrt6Dc8X4d\nJOFEYwvoPaxPEoPWMGkHLkxZtsSyuYJxPXFaN/LZ2zynjRQSqUZy2bk9XajjcFIiYRXO5xPXdkOk\nkT1777SunGKGvdICfPDhM2qpU0RyK1e6VurtytPTE7f9yuVi5rJvLi95c3tDbRf2ahYJ1Z+/Gaae\nWdcT27KZWXPb/b4FtIN661mWgLjMvTxVhj1GIBL6YX3SWuX6+mbIZE+kRVFbotDYSCkSyURNhB4m\nAd7W44j5sqohRfGQy2/bxpUr+82I2/d7WNl3y2wMY76NAk0JvZPCAsHc+gf6FAi03ogS3cdQp8u5\nmZd2YDeKQziy+Zr2WVgNg9bj8/vQmfWhHzLGe472syhrSMBqSANgPqs2P2/e6hqkdtXmxVCllEpr\n6pYcPhZ7gNZIWLdA5udTVAJJjSIRJE0FbAwrOQczhF3OpHie7faUldYLRRtnvbHvi5ls8/b3CjmR\nw50YLARO59UJ+9aZGs74EjqKrSMmQlIGQUhrw6KmLS2k1Bu1jnHYpmXNr3d9um0+PCH6wBHNUMw3\nS2330ScjQLTbIqR3EmF/4CZ66HNRAxjOZbXfbchytOuO0E+Tdc7NTXwzuuc9DNQqjH6q+Ih9G/4L\nwYo+9bbevUfGtP1XJeRjcvRu8TNaPWpG5VBlpUjOK0Kw6JZ1ndBzCIYKWQyBnfjHaSGkQMjGB1rX\nlW174unlleuTV9u1WpArYm6w4bBGsMBMW8DF5vhxZIrRCsFoCh87WTj/YYuExdQTTW9cb69JK/M1\nQ4w2oJsN2unY7BLvsfH3Vp1PgHNUDq8fCBZ6C+TsvWw5JtdhVq1WwBXjquy3QvFTLdGMIq1wC6je\nmS+OOIuuCGa3oBNB6+Z0rc1DuXWqspIkdtSjaBShsAuz1567UIdxZQrQB0IDrV8QRyepmYrOltzt\nduOpJRqFz3z4eR7DZ7h8ZJM8IZAjsQZiMI+u6UUzLBZQItE9vew1z+vG9ek1H3zwWUp/Tl4T62bI\nRdlvaN2p+wvevCks58yrJ9tQPvP+B/zcL32VzhOf//IP8+wb38fv+Jf/IAA/9v/8Df6Xv/6/8hDf\nI4vQwhFtFCQcJ/cghvANl2+15y/V2mtND5WQ/bNuyDSd3sNRhKlHpevgj1gURRIvJqWzO/fu9dOV\n89Nrzo9ujXBarLgNegSeDjf+CLU2ii+kS4o8f884Yxoh5MDt9XXKpkf7aATZiowWtTAGVSnNELew\ngWSq7lMhGpOtI7VYqHgMh3kwixdeM7akzdfsntJg2Ip4W+pAsaQbEnk6PfDs2TPy2e5LWiKikUQk\n10zOmYu89gEeIIu1bbr5kW3ZJvBpWwndUIfHZaE8XdlOy/Qhimnhcr3w6uVLWm9cLheuT4bo3fab\nFU23J2q/sdf9LQ6qqc1u1PMzclrpTlKLBHqP1NpoeqMq1NEGikIn0GujFiWQZvFKE/ba6aEQYoVw\nI3srM61n89YLBRVlCRn8kCVpsb0HpXX3Axwt5yC0an/f6NSupgzEUKTi5rAGABwof6eRJJgDu9oe\nN5SFEZ3PyqJaYJwWpoJdwtzbpiO3e5qFDiI6lXwHCm68IPFJZAerO6AA8yyU0MiLcO5+GF86ROFW\nClq6e/75e3bm+injMw2ulZs+hxBIPRGRaX0h3cdjTISQWfKJbRsoeGbLK2s6EUMiprv1qydyWEhR\niekZPDT6iNqZHSGlYfv3QLNDiqbSXSxwPi6RkI9iM0aPqnM1Zh/8TFc29mZFld3btztS3+36lK0R\nbLOe9Ys6WtDN5bmrvPVlQu/W920jXW+Q2NRcj7sNKEFnK6t3MXlntjZOJM0qnKY20DzawmTZ47M4\nvDkku052A6Yh3WEaeLhcW6uqTOj5rQegHYKhb+qds/HlJ/GcZq0gOYwXBvq05JUUjx4zWAtQiIe8\nU+9abjma1xTCU7jSFYRMSrb43W62wLVWzYwwhSkPt0ym4b9km/JIv7AtX4xP1u0EN6r7lBbymshb\nhNS49Ubc7f3W02J4kG9+pe44ikprds+DEzlb586xHWrdZ0GVwnG/azWZeQiJHqC2SmAsfg2txRE2\ne79pt9A6Ku79M4tG3xRbNzSsB/NeGvJkXCThrVFVO8Heo4SqapC0+GdDScPlvllRsOZMHARWf12J\nyq00otjPW2+TgH7bdy4V9NWNz3145gc+/xsJb+x+Py0veV0qKyuPzx4NfSuH/YNEfJH+jvHYA6+e\n3vD+7QkJnV/4J/+E7/3sZwE4P2zE88LLTxq3/TW5nyf69lSu/OBv+hIfffxVPnj9LfRbX0W+518A\n4F/78T/GT/6dv0vpFQ038rbOjSgGnF/nvjF3KGjrxpuR5GZToQ+iF83j0KAToj2bceTt8/9bkWVr\nvrXa/EsSpNNq5XJRXr5eeHzP2k6Pj2cWsQNLSI5kD5NUbYbwaAJ58g3V5v62LTx7dibnxO22+5wd\nJ3fL1DOzRPyk7q+Z/ZOKRWFZQseBoLVuXCFr2x+IRwhGbegqlj836AX2qobUeiRWd8GM3QWjFETp\n5HMkPwZOj1ZMrDmb2S4gZaEJ1Obk3ZYBRZ2HtcbEc2d897LDXvnC++/TVHkqhdeXJ5ZskE+9Xri8\nekkE3lwu3N48TY7aq8uFtj+xl53ad6rub1niSCjURVGB03J34CUiDWvt3QqlhOnNN/zDL45RAAAg\nAElEQVTg9pTRuKO7TlS6q+W51RK5vNnZeyFuvmaumx+4ChKaiQocDcpZnDvTjWfTO734eBOISyDU\nCLUad9ShsEabDtwCb+1dEUNijO9rRYgHyNDEjZ27mvcgYRqBpiRANhFJ2+0D+J4XYz8O5SEM4Nyz\nI20vRca6NYrz8T08Ni1CqHbYH1FSqR3F0vAKG4h1rc0NNKHXYN99Iq8NzKQflYqokAdim4MBCTmT\n8kIKmYeT5Tmuq5HFY0zeSThMj7saJy3EhZwSS74DSUKnaEF7pfVC14rffturQ0fSACQOM9sYIoIB\nF7ZX6yxQm/sellLQ4r5SdwbXOX1384N31gjvrnfXu+vd9e56d7273l3/P65PF5nqgTvgyRVAB3+q\nc+T20QMBg456MABzQKzRW1LaC7UVwh0RsXczGQsaYI/0rJDG6VxBI11N1YZ2y8UDJ6cOmXt1mN1P\n0k70+3/Ze5dn+5Lsvuuz8rH3uff+nlXVVf2wJNstqS1ZkmU9/bYDMEwgmHkKwT8BDBnCf0AEEwYe\nGAYYGDjCMDAEERhwGAvJkiW11C3Z6mfVr36ve8/ZOzPXYrAyc59fS+0gUDiaIGpHdFfVPfeec/be\nuTNXftf3EVxq84cI6I51ONLR6rHLEump39b3ssLVa767DGm0Io9rE8RzptbFK/g1H1lDIXkPOsXo\noKWCVn8tltSDnhPBFpBEDG+nNYQGQXKi1g7SuUuE/22MaE+P9+sR0CEUa646HJEEIkdL8nS6YblJ\nrLeZFhsaJtjsu+GeYL/tWzf26736DWhp7hiQ6CgEvUViTnrUrqyb2YQKUhuVvjO3Mnd26I5DA0Pu\nWg6+jXQlZ7gSCYx/tEAO2cOuNUHTiZ52cBFridq8Xz/uvKsaExGdYyLYlTVGrUQRN8gr3g5cTzL+\nuH+t6FEqKROi797KZeP55z/i+d0d9TWU+418cS6Kxp3cInqubLHz3mb7TLrLew9PJk4wJOYbnjxb\n+OZ3vsGzZ8+4PWVevfgWAG9e4o7gN0/Jyx37XqGM71c4xRMfvf8lvvPPv8WT0wc8e/MFAH7mJ36R\nv/iVX+Z//s2/x83zDyjxhjQUmXKZjtMT8eRAegmGxYqx0ygzZicEodKQEkkGxQ6uH9Z6pEeg7P4s\nR+L4qoBzxjwKQjlvF+4fPH+wvP+Mp3npbvPJI5z69zGrM59RIsgyATZkK65OCglbHDEKow0irlTc\naunGoxztaBZo3roxa0jxdi44KmtDNSTeOkpT7RWgSxlMd1Rsxl846ODCmdEiH21j1M0SnXQPnJxU\nD7DkzJISVRtxCbSUaJ38LPfKugptXdkvwrPbRzwaz8wl8Dw85vaFcm4b6xrRcCJ1Ivmby8ZzW6mp\n8eZhZ4mJc2/zvXn7irOdHa2Nbu45EFSPfYFW7z1Ds2U38uwXJ0p09fZV+97HTfPkhRj6PKOTE2im\nmCXqJpRWWFPk/pWjknePGneL0EL1kGWT6Q4uEjo5GQzPlxtco5htBiLHGJzvORBEE2robXc6ej8s\nSsTd0b0F33k+fUIp2vo4TSh+7+NA5PfdW9dmNN3d5HqObA97F/papI2cD8TexUE2lX7Xzvn+nZ2r\nFUIiRJvzYoyZZfH1a6uFImGiM6qlt8LAakfax/Wu2vMCAxorgTyNVyMBlkBBuUmRR6fV8/PAuWLi\nXFIJIJau1iBf++JQFWpX5uPUlZiEYN3F3k6TQy0hkJPH7YSQvQXaJ5TQjJwStdsfyFXr1NutV/zG\ndoiHrulB3+/4wXKmpGdYjT7/CPQExFmah+KFkfItDmWaEcbX1+Hr1N/4KuhUcL6G80WKh34OzwGU\nlj0jKyYPyZzwcvXXJdTu0spUdIUubTOh+20weTp+AxNBPCncuCqYiDS6siN4W7FzhXt4sOfmifcK\n3JoBD4mVnnC9romb20zunhqB0DOT/OE1jVPtwg7wiMjWeUGKNZ2J3VWUUCJ5WWjtXc8vYEq7Bzk9\n9AvcgmJqhCa0JggLMTjUn9PKzXIiBmGJHkdzSIv9XoyWnapS9l4UVYVWfXLR7rnTH45WKqXVGT0T\npDJy7kN2Z/NSGsg+75lf8DbblHtt1CJIn6Sr9OiPBlYFk6M9atpcChGjE86botsBPbcSITjZPFp+\nx2dKm0+eDR8TyiGbDsFlxpsWknrQdtHeqm46ycNNPMU94xymEE+8+aTx+S+8z/tPH1E3po2B0P1o\nYkO3jZAXluGlIjLzulKKbNs+n7WchRBOlGbk9cT7d494+eLT/j29BRy3C8/ee+5t4l6E1Jr56u/+\nNh9++Dnubp7wO7/x6/x4J3c+/oV/jX/9b/wl/vHX/wERJcUTRS798zw4VWKkyZC6j9ZpI8RAbM5h\nSCkdbtXqhFmJ1Yvt3tbz10ZBz1TmaIQ0/MJcY+WilmCc9wsfv/oEgNPdLTefe84pZWjbVAOP+9Ra\ndb5IgLQkynDrPkU/l1LIlnBw/5C5A+SWnUAdZLayxjhUDWjJpFQ9JgYIrRE1INGVZqLDMuaYc2rb\nZyTGsFSQvol0YaSHzNbYSbJ3j0lLngvssp6m2mlZFlRdPNMkEHbjpnNYXt5/QpDKB7ryJD5B3hjP\ne5v6c4++yFMyuRp7alxEicsyMx0tPuchbHz9/ru8ugRehzOfvPouAK/rRqOP+W1zv70wolggFKMm\nJZZKsAe3L/AL5+1FEy7di23MJ3usFHbnRXYRg13Fu/gY6QvmQ+PcvLB7vb7k5vZziAQeSiVkI659\nXgjuN+cChYixzTQCUXX/t+Bzbm07YfI6QxeYxL7Znvsjl1SZB22P53Kucz0Kp9bqxYBuRxagGU3O\nCBEtDZVAbc5ti8mtMBh84Sists4YHtTc2y11H7DeXgb6vKruum6CNDuKQnG2pyY4hezPTn82NFTa\nDlo6RUHLIdppgqgrtZt6O39ypqogRYhrdMVqXAly6tcmgbndTAiGccztwkJMkRwDMfjzPTIrxzOn\nMD27xiba24axb8CVnOPkWjUCWosr/oVuA9E3+3tzlWrzsGbniw1hQpwbo+93/GCDjrunxJGyfk1C\nbkCak8o7ygSsb076TlJcpWezEr8i4UlHsEQ9CqDYXGwtCLH0nvSu5Nx3N0BOrgAbikLPthvfU6CT\n745w07Fz90tarVfqZrShkKPnIYn3kDVw7KQ4Ah+1P4wzKSB4QRVzIOVAXhZuemBrSguCS3lDJ2aP\nnSuAWKBVJaWddV3dO6NLq9UaJdSOGBmExHD09CLK+rV1TtQgp6tVhl1d0kwIy4yqiGRQWNNKPLkf\nxSgYU3KFo1ZXxO2bHshUMahh9qqD6bQD01IpZcesEXNC7RgzTfVAB3tMy1FMeXHTWqHU6oTS/vS7\nA1X1OAcCtSl1KP26itGWRCu+2xqT5uWyd8FDIMeFViuFg1fn4/UwHbxGLd2cbhi+ZgQ5PJNk6bs1\nf40aiX1ivH1yg7698Pvf/uf85A//NEFXrA0Zv9JqYIm3EDZSXOZEHWPkdDr1gqOScpiL+8PDhbRk\nTsuCNWW5Wbl55EjYaV1AG+eXL3n9+jW3p5upsLm7eUyOwje+8Q1+9Mtf5vHjhd/5VbdG+Nk/8af4\n6T//V/n5f/jn+JV/8VusqyI9Q5EYZlCsF0x57oY95Lpfq/CuQlJ1EGUDlgS9tAN96de0VS+a3FrC\nGLS4Dv0iIRIjVN15ePDF6Lsvv8nNKjyVG1LQbqswCE7H/BGiy9FT54asMROrEKsTz1NaJh/D5x3t\nSFh+Zyer/fwu50KtitkypepuUqs0LexWIQQsDtSulwhpIIxhFhN+jz1wtqkSYphcUf+7juKb88bo\ni7lHjcC63PDy7RvWCqfWjUrlMaUEfiy/xxfiHY+WgPW5xs6V25hdbBKDx0hZ4M3eN1layRfhizxi\nX5/y6evXXO69mH66rCjGm8u93/e+2fSx76izEDhbw5Zy+ClZwkq3TdHO0+nFRrCKmStPm8DWCtRh\n0ZJdnWVCaLCdN+xykJBPtys3z1eIDRRSc6R3UWVpCVLDUnLSeejFolYktO5XiF+HvjEtcqjerJr7\nZV2JmQY6bJO0fShApYszmjVqaTNQxtcKKK1SayGEOOeobW9knD+WUiAuifO2sfaiOAchdC+sFHyM\nXLpH08jfmwrQpSsa+7gJ0khZ+3OWqPvSz1HJKVLL2cVVduTOoq3zkyummSZCHXWdVGJspNVtF7ZL\nnQrJYcZs2ljjgrV6qGot9GfLw58lMvmJiBeFzZRmdG5ev/7dbNn6vmvT7Sreq02h0jjfNjbtI8tw\n27udis655vpvvt/xAy2mxg0dx+EkPpRybe7MjnbYgPmFUZ16jTNm3zZJcf1dAUciRMQ7e119FSpo\nMoYhXKtttkFGxR37gtc4VDQSAyq9hdhh2OvL3LrZ2HGifZEWcdmvtW5eeEx+NDcYHA/WmAz9iwoh\nqoc55uxp2H0ntSyLS037AxOT9hBO/35ajbwklpqptZJaIg832KuU8eFjMml07rzm5xt8MZ7SUDMk\ne3hszpkU0nTtFXM/rCjJEbowRVt+x3RDW6K1fS4w4IorLerkv7qjLY55ilIKVhsWekCp6VR01Tra\nxb0tHBSrRzGFJQ9INqArg/we+a6qBj+fWvUgvKsSWqXu3XxPZU6atXYLC6UvamES3vvN6hOSW3C8\nk5cVXakZJHRz0Tjbo1EyIpEYF0RWsmT04p/56Ml7nG4S9a2xhg98Eut5YaVUrAkpgiZh2/eZ20j3\nMXNzwdbRS+bfVW2s6w2vP31FyiceLn7d7u/vue1O+1vZePnyxWzJ3N2svPfee8Ql8a1vf5svff6G\ncOvn/82v/jM++sK/w1/6C3+T3/yvv4rITlv7pEnylgVjkpTpxD+LWRvPyWFmmqIvug1fVEJgbk60\nC02uLatEoQ4xRHAycQiek5nCMq/beX/g4zefEJZn3KyJJUeajZ17z0nEUHNvsJHpF7OwbYbEjoQI\nrNMzxw05Bwrlcva+udp94b+5aezFUak2x1T2AmwPsFc//+4QTVCItcvtG2ZH6z1GbyEPuXjDSFeF\nVq1OBI6S2N4+sAxZ/c0Nl8uFE8KiiffCin7Li8yfqc852TNuS4KqXJJSPnkBwJsXL0lLJpwWaq3c\n5ZUoYRK7Hz16QrokWo2c085XX3ydJ72AyzHwcH/hogGVxKaXaX9BR75bawQaewXjbb+HK9rMVXSt\nYSWgl37BL4Vqru7ba6UqRwBvK96tUDeZzDFNs9Pz641Pv/uSuH7A8ijRtor0Cb9FpYkTu6Uqlg0Z\nBqK9fe/u4NqD53sXgNGOOwrxA9UYRWP3NAuHO3qrrk5PMbmlyRImYmm1sWklhUAUN64cG+VaK/tl\nc9uIptjDTtXGchnoY+J0k1jJkPI7BpSYo2WtKYlMSnbVHvXNTgwC5l5cA7HPeUV1c0qJRE87KAMt\n7ZvCbkDbtM3rliWyb4q8LUQK0rb5XGAuGMsp07ZKWA6EKUZD1AVdPoceOZiOuPl8nLLPx2Muba1d\niRta90U7EGL/bJ1O560cHZB9L5StULbmYokrb6kB7Hy/4wfrM/U9x+GVEfE73hgeLuP1o2XmLQH/\n+bs8+pFKf304h99LHC29Ckfc5kCLF2BijBV13xvrkmi7EpNXu2G+p4PKjiRpN+2z+dkhBGh1tscm\nMnGV8G3qxo8TCtYu8fa+5DsIm5k5V6IjUzHG6YcVgj84PlEEUhOsw+61NWQPxJIgJUJy/6TUoaI0\n+FkhEFqbnwUg3cuqjiJL03QyD9J5XMtCzCvUMMNHVTPaMqoLlEBcwwErmoIttLrTap+cxsOhgXKp\nc9Jsu0314IBbmzaiRcIapjt8Erd1cKVfANVp2ql9tTMTV0eKzXPQ3hu3Kn33Go8dSnHjUPftcdn5\nAC1aqYScEXHEbKhG/Nr55G1ctbB6S2D8u0wLCggxEfu9yMtCjJkgCzlmsiWkOiKwPwQ++tIX2PcH\n5NIol1fEwTeyO/btTEgPBIlIaEf7aFkQia6Uk5Ucb7DerrK0UbWxbRvahDdv3pB7O+fT12d0KQQq\nISe3aOgtpkvZefnyJc8/eJ+7x4/4zsff5sMPPvLv8voF8rWv8tM//BP88Oc/z+9fPubm9NTP4VK8\nxZ3EnVx0p/UJrrC7uWftHJR2bFxo3p5oTScPaSxSpVlXdjlSYFpBAqm3MpclErNMF+scl+nr2FC2\nuvH2/AbjBiMzwlOb9QW4q0ZDCJPjIeKfH3O62lD1dnwOCBHpLePBKwRoSwBzlLCU5lL/jkydz2eq\nNuoSSM0dmEtf+IpuTtgSL6be9cLza5OCRxY1MXSMi9pb3KUiVWmhzIL45ZuXUCDXjUev4dkmLG+6\nB9WlQC28KfeowP35bQ8+BhVhrxU7X9BaeN0aQYxHPWroFFeePnvKYjfcf3rPl+6e8Xb3+KLz5ULq\nyGzZy1QLg7f5YsxY8AD5qgHTriBrG1YztQit7NACtXSfqWq0Yoh13mt101x/9r3QziF2BCNMbyPd\nK+c3hfP9BckrIRqSDmRmK/vc7MrVWuK8J7cfsH6NDyfzQWXwTkW8KmpHTFjsRpEhyZU/04gyc0PP\nkBN5cgJXUi3se6VI90sc4Km4rUAU4bLvHnQdzFV/QFDjvFXAiEv20OtuDWHNqS0eVAwUo9rBG/I0\nBvN2crNJU1hioAmsIVHbRj0fHFRpvukUIkZ1PttYlwNgic2AdvaWtgwUKSItIkuPFhCZXEpUaSMg\n3TqfuatqrblDeQ4ZteqFzlhLJn/Q2PdGCnV6mnl3oCdVaO28Rn/P/bL7JrM0p71YnMVxK/tV4fxH\nHz9gzpS8UyCNPudhQqbTb0R6yvUgWcYoEw5UHblIhxz1ejED3w0LLr2dQddRHCZulVIChmcgAd1T\nxAiMGIfQvZfwHrOE7n7saJLMYsp6nx6Hdw+KR2fY+78mCY4gzRTsboWgnk1o4bguVeE2RlJyZANr\nB9pljjr4TlpQEbL5orinnWVNlNKIKSHJkZDhC+MeVY5Yhe7KOwq4IEbMiTQciNtBxNRuT5BTZlm6\nc/dV5t2+OYq2CuiVBb9IhAZaEnX3mINRwFjzokYbaDX2vUwCY+u8pWsy8Sykk7Pmj8IVmA+q+0fR\nSYpmTOl0wAmN2vxvrDk8D3i0QvWd/iqx21eMVl6eqJSp763D9P053OURuXLGvr4G8s7/xviMMZLT\nSo4dAcHjTsAX27dv3/Lho1v2hweyZPbRdqzMmKTL3ggc2Vb+TDiPAxyNGkeMkbwuPrmkBSzy9LkX\nPusSPOstBPa6QdvZNm+DtG3ntKxs28ZtvuX5sw958eIlADcffcCLr/067//iz/DXfu6v8Hf+4X/P\nMtaF7G2X3Spq3rqrMmJBamfsHmajs1PfOnehuvVBK7D387DmxJSRoyXiXnNr7vNJCsQstKB9Ej0s\nLnKK1P3C+SzkPu+kZVwdt+7T4BOkL4C9tRSCt07Fx0dTPThM8SAAS4rkcCwMKQew1P3wAnUvXPqm\nJ0ZHxS7lQm4bZif2Xvg87HghEAa3Q4/5BOfhWN190k/TrhRVb1mU1ri0QiyJPPhEl0a+N24v8PhT\nJT9sDE+3F5d7yuUCEgjFeUKlPxfrzckXoVJZ4sLFLpjBq4/9/p9fveGHvvxlfuTLX6aa8p1PP+Eb\nwTlTmpVNK+e99hn1eN5iXqhaMRxBVIw4fscM7a0eoo+HOb5FqKhbWZj1Ob4/+wZihx9gUSP2tVCW\nQNkr92/ekE/w6PE614tSiiNIFoiq7gPVi+VyJTS4Tq8Y39PvrUy+7DjcENajkCT45m/86ZIXQh8D\nMS6Uvc11zSwQsnuF1Vp5eLhQOvcnmI8/Q1lPcVo1XkejgKO0VStrTJNLGSVAUyxE9l7YHg+cd2lc\nb9XH3eAn2U6KRgnmkTAVtoeDi+RLtgtJrp+1Ugo0Fx20fWMJB71B1LDqdi6nm0RTIff+YE1KXrqH\nXlSITnXxi9NZcn1DQ1NKF1Yty4KJdA6wHo7u33Nc2+uAu7lr8XzBUhp7OTJZW2vu3v8vOT6zRvjs\n+Oz47Pjs+Oz47Pjs+Oz4Yxw/YGuEgxAITIXXqPKHZNp/WTu52OM2RNJ0EHYi+MEHQa6DJrtikBFe\nySRSC16Bi/pOo004faiPKhYEHdhqL95bA1niRJUCcBjpHSacrli+JsQLGrphmI7vO9A1/4AgHZ1r\n0EGySTz1vnxzeLLDuWIRD6X06+GXZFzXd3vgsUvSD/6Ztyelw2geg3Fw1ELy3MSItwNHVoMZpJTJ\ni1s0nJZ8EPzU3OiyGq0KsTAtDih+nroLukc34OuhzLq76RutRxq0RinH/Q3BlSYmnRA+Ig6asenu\n5ouhI1MDQez2EqqGlupGoF3lMxDQprijedNp6GnVQHvwrl48Dmfc+95Cq2Vz+DvKlAd7hoj2HVGe\nZPPRCvDWjytUYxzWF313Lm5mF0nkdAN2uP/fPDnx4uNP+fwXn/H+s1vsW6951E32Wnvr5P9doblW\ndNyKUsrcKcYoSDy4Ztji7WRJjGik2jlx67ry9uEty3KDZ1dGbtfbfgsd6VxT5PXLV5xON+SOBL18\n/Zbl0S08vOLn/+xf4ld+57f56idf83N/nNnQHudjNLXJS1QirXrLzu8F2N53w8Vo1XkNrUbarlhv\n00uIBHXxCeKCFs8iHK8fPBUJgtLmtckh0ZqwXza2nGlNCX2HmpJzrQxAE1aNNAyC+/uNNl/tbsnj\n6EJjRBrEZSrBIhGNbvKbJLGumbR1dVcI7K0SWmDvqtERuhyistULTTcPdu0KU3CFX1XnSUUitek7\n5HlpjU13NmvcakZf+fmddnj0VvjCHlg/PqNa+S6OPFKNZ/GWh1rcAiWfyOng/MUY2VTZSmGJPnZ2\nOUQdv/u7v8v5ofJDP/JlfuSDP823iitEX3/3t9nb7gSJ4AhOGioqVdRTDX2eCYLq+MyuVLZCqF0F\n3dXVSxLiKbLthaoFiHOuVXVydKw4j02gdlTHeWRCKYVSGo02UWRHtHwcVlNStHlJx9w5OK216mzV\n+meHTjl513Bauos5IZJz8rZbX5/WtHjcSYyEEFlPRxu7dXV5a0atkeWUJ4pyPp9dDKOlk1e8s5Jk\nGFmbq9zMUOu2CkPNecqgiW0zluQdn9hbXa05T4lkvRthR65dDNR6hbQHI3fCu1yMvRZCorf6DgDV\n1yDv+pi6MniaIIuBuBzIWFhamvSOlDqXVTxLMCxOY/Hz80SBvRSWU0bDYQsyFMzDMuTgIDPrizEv\nO/eso2u1Ufe923Z0084xt9fmIo5/yfH/iTbf9Ylet+qA6e/jRZFLSl2hV2cbCDiUFGbvLFJHlMuw\nnw9TsddUoQoh+ICSqj3UGFpoYA73YyDRZpsvxE6+C96uu/6coc4wYw4oGT3wGDqHp6s90lUg6jvt\nofBOQehBx4OHYyBlDpwmmSy+MPh1kyMktPeNU6CHRyqeHTa+ztHH9wIgXElkvRiT4ByrMQgB9z9R\nWPJKTs71kT6UtEZXwEVBa584+z2s6i2euht1g1YCPbGj85SEUhQthtUuiQYnqoY821bX0uLR4mvV\n0KDuht55dtbh9tZ8rJgdSijtSg0z8XDdzg8A0ObX30wopRHC0TrTQRwOAtrbzZ1PlE49gBOPbjja\n1gf3zW9xuCqO++g2IcZEjisxLJ2v1S9cU9Ylcik7e4m0t28PN/rQiZHqY6/sCvVoLUUB99yJvR07\n2t+K96FdiTraVgBPHj+mqlGaoK1gm0d5AOSYOJ/fUrUQl4RqI/cJ/JNX3+X0RHj/W59n/fGf4Od+\n4pf42j/4OgD7w4aYkbulSGtKHYG16mTS1oS2e2E7naWroC2gBXe4bsJVT8NPobtGj2w6nUTETkKP\nnoMnUmd8k2p1Gfteefv2nnVd56KRl0hKEFLwcSbKujqn6LTeHkKC2D2JxkKM9ky3EWuks+gPKZJj\nRKuTXqsJ1lvgp7tbVlOaVbZLpNZ9tuLFToQg3tbVjRCU85UqC7t6zi15C6ePtSVmQhPkoXISZb24\nNcBHesf7trCcdzYUIjzqnldhXbjshSWfWJ8/4uH+QhoePXgBEtLKEtx/DauTg9n2QtWNNy9e0t7b\neXz3dFpqXPYHv98CFiJ1b+Thh0ada8Hw+jn4L37tzAJC9dZuV1Wn7OMv5IZGKFYna0I09Hm3K7LE\nZpsmKSxx7ZzRwsODcXM3Mq98Y435XEIUjCPP05/ZTD+Rw8KCSBuxQtV5RmODvddGSJBiRlIk5Uwe\nKRXRo8Kca+VeUddKs7H8NfPCe/ggnvaVWitv3rzi4XJ2SwOv/v1ehUAKkPPJrXhEZwEDSsjZ+adL\nRKuRRr7itvWCXKAr+0Y1GeLYTAgxORd073NN62rvoWYGm4T/kPuGPzb30dNCz1Xuha4nW+z7hWVZ\n5lqecwRpLEvypI8ipKVzzeKI5dJOUwmkPp7Kvvfr6fyN76X/DFrAAG8OH8CC2ymUub5opxSUy7v2\nKX/U8ccqpkTk68Ar/A4WM/slEXkO/B3gR4CvA3/LzF59n7+fJwjMCnIgU+OmjN/1ReFIWx/HO4Zk\n/bj+bxEnqDbcZCzMCRW3TUiBVtx3Zcj4TSsm0pn+feHrfd6mzXkYi9sumB3cLL9JriAIHe0Z1YT1\n7yL0QqWHRgKzqLHmuVAhu6QVZspFn8B9UI/oAlCqFloLJPHqeRZafdC0VjBz0p0EQ4dqyvpOvSNk\nYge8J53Uqv2cgkTyIJUobjXQGuuydFTo6Bg7SbirJcXl4wBaK5ftTCk726WwbdWvOz4BlV0pe6Xu\nzaW3w6YiBBrNd42MmJYu/+9ScTMlZeewTFWWxe4/5nwKU/HdO87RGsHTTuy0A5nqiNWow1s9LBWG\nYWsrR8jniBkYRelY3MwgxCOmZhZhY0xejVszUMvEcCLnjKSAzpgaYRHPGLw/3/NcjNZ3kg+mRBqr\nBhSXJg/0RXpeYwxxepa1uXFppLmgKJIjb7sRaL65ZV1uePvqDTd5oXDk0F3ahuV+c14AACAASURB\nVARxTtC6cH9+4KPnHoL8J5485s2rj/nkm9/mo/f+ND/3lZ/nn3z9HwPwa7/7q6ynjMrCZT8jDXJf\npIs1SudNlGIEVdoopoqHjtYSaEVoBjY8hJp7z0ly4usw95m81+g8D9VIDA2iHTFT1YmoEozzdqGZ\nupkq0DSSs5A0ol1JVMemKRUsRjcXVN+1D1GDqWczmro61joq4k+X+1+FLj5o1Ti8hnzDssbIkiP7\nfvHsxj5OJAZiFUo1TMcq5JN/jp0I35Q1RXJXisWYkZSJBvHlxlKV93FO3BcUllC5z/CyVk4WeRSd\nRF5bQ5bEcnNDUWNHue0zUEoJbbDm0AUzFa2FhzFuckRS41wvPNy/ocadT9+6EvChnGmm5CXxdt8n\np8UvTkDM1cNmuNFatzcptSFyQs2VzxLMldX9mbmUDYjEJWEL2D4KW0eArSt5ReUI+p0Cn0a1xqLr\n8V2K57PGGHweaDbVkjJDuo/n+7A07PdWfV5Q5VCexTg3gR6pEsjdQDWFPHMrw9jUDmuA5Ehm7tmI\nptAW/8B8cj/B5RQ5Xc5sZaOU0v0UfV5c4sLN6UQTkKaMELa97qCNvKyOmKKzKFxlcX7TXmh9zRjv\nOSw8RrfDeYgDWa+ed9rRtJDCoYJMvq6EFIhXcWUA5/M9te5ctnsnv4fEunRRTs7EDEsOrDcnQk6k\nxe9vXqKPt2Zkqz3z9liDUkpukhxlPnPjHKYVSVfz1e7ZV7aKlcpeN3+9gpUDzRzr//c7/rjIlAJ/\nw8w+vfrZfwT8j2b2n4nIfwj8x/1nf+i49uAZ/w0HYkUn+b7zWnQoVSwwwz/nVvXdIur4GZSenyfB\npplY7C2XVra+I4hu/oiLl8x8AGhTCHG23bQZSSJ2MWrP9UvpWCQneR5otEkqBqHsPZg3CKUZo3xv\nFruBmCIdLUjSwycFbqUSKGhbaKzoMCpTH/hLiJRuUrl3l15tlWo7mxZKq6gUNj27Qgif8IcsVEyQ\nmOY1jTF5G1TMs6OE6bWUc8JM2ctGE0g5zokqkRENHTU0AvschGqBvcL95cLlUmmbUMuAZgv7fqGU\nNosxHQiTCtrdxtt+FUaNF31OBG8ujb5C10zNXZ4lohqozQ4CuuHu5LUvfnpAwe6Xsk84+HLZr4pl\n3GU/AqES0jLRrkicrVarjSo7y1XBpBKx6qHLJl7ADVmitAtSXrtnDJksK6exiIlgt4F8r6S3G43M\nTc9Lu3z6ktaMsrrprEahqHv7hNpYo0/YZoYsgTDS07mhtsb5vFHLxv7pxvbgi+LH6V/w0ec+4u2r\nTzivJ9KSkVFolp1Hj28JeWVv8PTRc972bebnP/chd0+f88k3vs3p936dp7/w0/yVr/w1AH7/d/4p\nW4rstkIzKjtbHeMwsG8Fu7jHz0OR2U6V2txKo8Le27FjjGpXTubcXZxp7ko99xm+oVFVpLmXzjAt\n1aA8WCZaRTC2cqbOgOiVJBnVAnEhLYomf6bqVlmCKxLXsFB2qJPZ7OaKtYe+EpltCaPSsrji0lf5\nw7AXI+QDpQwpcxrjW4TVMuczPDwoqonTHKcVxcgaSXIisrAEb//exhtaFZYHeB/hz9y8x4e4j5jS\nuGilnRvpUri5O7GNPMcUuc2Jy+VCa42n64kU/T33fWNZA0k8EH1vBsF4/MTHYiuN+rBzbw+8DW94\nHD/g8ekJAI/CI+x84XJ5INZCkWGjCFkDkNjNSBqQUGnDAiBEbK/k7sRdtWJ97tsxkiz+3HZkdgZE\nS2+Ta3f3zm22uNd1gaSkkFmJiF6w0luuSy88gouQkDTnm2BXLSzzeyxhrBeJYEI3Q+poW29H5oWU\nFmL0edXkIIyHJZK6tY1pZYaB4xtmkUgMGQlGVZ1G1UmU2CBXIe9CKWvfjIxsPU9aCAGSRkf6xzwU\nhFMIZOkFsVSkK0WCGrr5iqo4oT0Mi4MstE0pnXZRrCAdJVTpwfdZfLMfmPYHAbcjiDlSrbpZ5qhu\nDPa9sm0F1UqIB6ARlszdo1tyXTjRWEnkQRq3RGkeaFyqt/eHNUJAiKmgZq6wHcINHJH27kK3VtgO\n89xaDCuN0HyzoKXQ9iEpD9T9XyEyhU9b30ti/3eBv97//b8E/gHfp5j6fsd03TbmTnK2/tSDZszq\nvFlq135V7xZf0JErHfEVV5EL4ySkG4eJXblse4tPYsbwBPKxPZfYnb/9We295ANeDSF0YzovrOpQ\nyPUdiitAHfG6RufMDsf3d9UHvVWkwy3e0CFxH+Zwqe+aVCh9kbpcNrZtp9QL237x1PZ9n+0VM0dl\nTEeb9IA8Q+hBzl3VNQxR/cXBaVPOlwdOt6cJzYbgQFxtu0evhJXY1YXNKtoiZRculw0r2+xDO7Ta\nC5lySI79WgCIKy3k+G+AGo+Q5Vqbm5j2P9Xqqso2DfOOVl5ro23ckSezA4lqtaOgI7LIYXG/3upq\nxpjmmj3avx4X4z8rrTqkXeu0RlCtuE6PGSI6rul2fgAL5HRhybfEsmOx70j7BNtam3EHY9I084LR\n9p2UV1IKnIfCpu7EmNnbW5ZlIceFOsZw8N3bstwQe2zNuBeffPIJLRjPnn/Adz75Lk9PGUt9J3l/\npr6u3D1+REWIrfHoqTu1/97v/R4ffvFzPP7gCa/ffMLdd7/Bl7/4RQB+9Etf4WuvPubjyyc8aCGo\nzY3L223Dqhv0lm3rqFR/LiT4+VnwZ1K0X0eARIhg+NgZeUjDEdmCt9NF5RjPHbaKHUWwnqMkQaj7\n2LmfWYIgOY9lDRmodHUvtExgZ0eCxwr5vSjUZtTW0fU1UGa2jTux1+BoWkgyBLluvxEjtQVCUOTK\neRkTYsjc3D0mpeRqs952urQzqgWRzCndIqcb2s1YbOH5+cKP8pQfffYRH3DH0r/LW2CzxsP5gXU9\nYSpXz29g2zZMAjfLjbfw+lSaUqJ1ZZThC9iy3FKbzzf75u71YYeHhweef3jDbU9G0L4hadVQHIGf\nsTAThXPDj3CFAgw0X83NU/u2zL+QuspWuqrP0ZUByzrnJ5m76RttdghCTixrpIVKC40oMp/hFDsV\nIATI4nP2aJ3RW3AaqB29GNdNmvS5OPYNaJoUlWFlk1KktUpcEtf+iZIN1IOTY18jmOfpli4hB7IJ\nNkZkjESFUAomkBbjZAfCNixnVLVTFcI73QM6gpTWPFEc8DafRL+0Km7JM9X2klhvvZ237+qFb38t\nNy9QUCMuhx0MfZyIeJG1SKZYuUKR+n3TDpCwT9PdbMmTGMZcWa7ubx8dqhCT0drR5Ukxkiw5CDDA\nTwZtQDulwKkR3uYbCu9GFZ/jW21s2z47J6JC2f/VcqYM+B9EpAH/uZn9F8BHZvZtADP7loh8+C/7\n8+9t2b2LLNnc9TuX7Ko1ItDj5N1qfqJcQyZ/vIuvRTbfYzySw8vJ1NsjEgJpergowXwBU6y7XR8F\nXQg+QFWCWxlM9GF0G8JVRtrx2szmkiGNP4oQ8MrUMwoPGDz0mnWcY207Uo+/85+fGWaSpROR9nKh\n1J193yjlzGV7oNRtxj9oaYilaajIFTkdmN/RTUmviOvR90e10dGkQuqF7V6bLxtxFCVuKAlgMqBV\nj75opU1Z+Vw71B3nrw3SpF+PYUXA1b1VO3b0MYXZ/vI36wao1emN3trrr9VhrtilsddS505Nc/NG\n5xqNxTTg0T8RYUnJs/n6d63aoxDE3ahHsTQnI+htAEND6DvNfo45U84XtrCxhQuyxsnHSxqc56GJ\nxRS0zXadiFBapVRlaYG4GO+99x4Al4czb89veXL3iK080KxOlLTUjbJvpLxw++gxQiR3XtAHH2XO\n53seP33OexgWGo9uR8q7W2tstfDw8MCDKWb+iJ9S5tPvfMyXfuiLrLcr9dV3OH3oxdS/9cv/Nn/3\nf/p7/PPv/AvCGrjUOqOErATfFW5CKz7eR9Hn7VRHcmKQ3hof7diO5Fp0nqjptPgA0L5jRb0tqkHI\nI9PRtOdmBvesscZIWSwIu1TsJrqzssVpSog4F9BCN8kEhvto2QuleXHbTMktQqfiBI3swXzBXEZ0\nVH9LDT3Dsc3UhPk8mBeDS8qkVUihsPdFYzVHc1c5cZNWLC+s3SRzeWj82Zv3+anHP8QpPaYUHVGA\nbCGw3TeWlDnlG0TiXExLU06nWx/pvTU+5uAUInFZqNtOEOF0OtF0n+ajMWagEaqbKVLgNnoxtZK5\n10JYFrQ2p0AMwvAQqKDd3iHODZGIuRdbU8bcPmkhQGm9/Z8CMUdaJ/BXqyiezzb63rm7q6ZFyNkz\nC1M20rpOoZN2ZlQOwxKmTSPUkQV7tPkOPmRiUB08T/barPdo/zvHqrUys1VbaxiFlBaWJXp7bMwX\n2qkfIfbzYM6liicF5OR8K99cGdd2BJMLG/xaH/Y1RnYADRHIp4VUDy+88/mMZPP2V7gCGEJgiRGT\nhKXKcrph78bCsgRKR3nSEohXlUXOca5TDpKk+QzLuCZVCeYFm/V7kfrf7fvFzyskRsmSc55tPAnM\ntR98ozSMk4dlUut+SLVVUvB0glLLO5ExVRuYsjelXhr7dtW5aRwo1fc5/rjF1F82s2+KyOeAvy8i\nvznP6Dj+cN/ts+Oz47Pjs+Oz47Pjs+Oz4/8nxx+rmDKzb/Z/fldE/i7wS8C3ReQjM/u2iHwe+M73\n+/uX3zqoVqfHK6dHJ7c96Kqrw7zTD8/Ik65KOhCIsUu4tli4Rlj8tZHpZbMHjHSDTMzfTxs2Woct\n+us6rNGOHVRchGEUakGu7O4d0YoRPw81JDCF05FDjeimZu+qAAexT9LhvAzevmrNd7u17t6flkMN\n4siR0tTdXPe9c1HUd6572VxG3c6TdAdQSyFF3/GrGcGWiZANZc24niiubmHsAtxx183kHlg7SVJU\nqFtBkjv71vpASl19FMF09ytuHmcwdj2m3eW8vbv7gy5MqJ28HeTd6nzs4INA81apTTRTKNUFAqi/\nNlRwHira32v40g1gaoggJLogwBoD/nLenbvhR3HS/nAPziQwJ8/HJB2BO1p5YnRy/O7p5TlP2L6F\nAFa5PJzJmom3UE/jWsDNeiK2yGKRvW4T0TSBMtCqS8XOhds757j8yT/5Q3z64mNevfjUjeya0k3O\nOZ1u0BDZi3L/duPm7hG3t05CzmvmrlxY0gop8urVp9SuJkpL4LJDzrC2hrQ6x/Cynii7UM6N5Sby\n8Xe+y5duO+n5K7/AT/3eb/K1b/wzTumGr798QbVLv94BKxBsIXbka0Y3GQSqR3yQOtrYn+0AA912\nSoDvtG3Y4wsePSOCEIjxeBZ9R+ohrkYBq5TOpxMTUOFRjNRVWWLquUP9PfdGowBCo9KGamtTttpo\nCtt+ISXcVgOo2cUfaUnktjJCr30sFnfVoFI50A4YPDyF5kjEIplTdrSn2WOWtPKElZu0okvkyb2P\nix9bvsDPfv6nEOBBlTWluTsvl41sgZvbR92CZJ8ikZubk6McJu+gJ8Ac1+u6InSrGslIDyVuIpz1\nLevtitbGo/yIH/nijwDwqy/+KQFlMyNIQqKrdsERnxgjKURUBEWv5n1H5GOIjmZ0Soa/lIiLesC4\n68moQ8Vt4jwXq46+SzyU4VIgRtZTIiUP/J2t4SkQciNcp2q8y4e9RjNm96CbJsNhVjkR0i48qE2J\nxH7N+0QUIima5wtaIEo64qeS26eYgGhynuUVLSSERAyRosHvr3rQO0BYnLfZGuRldXHNVf6e7Y1I\n8HY3SuqEeBPjsl8ISaaarg0VWwOCETBuloxYIHa+oERY1rEGNkScrwTXjv3egUjkqThvxU1vYzBS\niNO6xq8baCtoV02nRRhxYGqVnLwOULUp4AKfxtW6NUJvYwwSvZl3ItyGZRDqr6gftWLVebuBxItv\n3fPyO5uLXf5VqflE5BYIZvZWRO6AfxP4T4D/Dvj3gf8U+PeA//b7vcfzLz75nrZeL4LkahG9mlj8\ncw+5+fcWTFff7XvUdR3q7JyKQ0FlVxEvRrCrMEMJU+UlZhRt0/JKdw7vmoYXXYNPZ/TR3wgdor9K\nkfF8viAzQPggz3uvnfk+V4RBlGrqQZURUtBJXI7mfIthhVVKYdt6m293C/zWCqXsqFaa7ocvzggx\nlh0s9cVo+On4rwRzQreZzWJD1VujpoaGysP57ZSOr8viD9/gcoVG7QokCYaKUvSBvW7spcw2lyru\nLzQhdH3n3ku/JsL3Bk72iU7daokrtadD6m6nEEbUy+RTMQu5eW/G9e4PWAguvRaTo7PYPb9E3KlZ\napshwCG4zH+oCwfcrFcPYa11KkuuNwANIS+RnQsPRIzGtnmxcUoLz2+f8/h0S3n1KXldefv65fhC\nnE4nLp08HkR43V/76u888OM/+hU+fP9Dfuu3fguNDe0t4Fw3bu6e8uj2MSqBVnbuH177a2XFgGqB\nZ+9/QDrdTKl6Som83vHqxTfdssMWbu6cgPzs+XNevL7wyadvWR/fcbfc8eoPvgHA02c/xM//5M/z\n27//NX7jOx8j959QOw9LNyOmyJOnTzlf7mmlTlm1YWhV1hyp5tmKg5w+5oDQOSqR7ikjx+InCrSx\nEDI3GqqNos5PErezvuISNtQ28gnW04ItJ2J3Z0cFlSOgG/Wce/CNTNka563y5v41SOPuzu/hunqm\npkQ8K/N0mvc+pUSgkJdjzpr2etJbm+a2JmpK7Q/7bT4hZHJcyGtmfaj87OMvAfBzH/04K3e8Or+h\n1QuJMIvMtQmnu8dcWnFe0bK+05JyZdk156V/L+kcoVbBBj90IfYFbquVlBbucqT0XLP3H3sL+Ga9\no1wunKt7wl0HAad+n63bF0jyDYt/n0Bpe89fNLCruV0UuuoYSc6InQ+4QvU5HbQT04dKLiLJPFoo\nBpqWGVa9hMVbR+ZFdYjH5G2EHoI+HPcD+WrDKRyq7ncWdxvbcdeUVxVSL2wTSutc2FqPcwOw4Nfb\n9MjkKyPSREauq88/4m/NyDsMRAouFhpWD+MIPTrJ16bgHntDWRrp4ejebn84G9KzN2tpoEJOvmG1\nanRKHAkjLu53NnhugxBu1vo87ApYVZ1jpoaAFPeZQpsX2kfUMxKiWyfg13zmFfdrPbhY7i83WpVx\nviZEPCFk7eeuzglszr1srcyWulNJAEsEc6HQ848e8fyjR+hWKFvlD7565vsdfxxk6iPgvxEvwxPw\nt83s74vIPwL+KxH5D4DfA/7W93uDycEZu1ARhlGh2bh414PVe9KMSfMK1XmHXPc9nzE/Z0hcZ+SA\nQWpgrvSwxjToFFwFRs9iElFG0WzVd2sxxsmRuo4asNC8UBEQlNiOzzfGbiZ4JtRc+Htcinge1Oi/\ng3tqtFao1dgrqFSsy8qTJfYmpE6OrLVOztQwLwO6PYI48b0n0jtBF2i+CDdtU52R4tJ5S+bETTuQ\nKe/FJ7RVlEYpZ16/+RiAJ4+e9p2U4AERddo4DFXFuWxUc6RtoAHW6nzQakepBqdCa3M0Ejq0cOVF\nZr34wWgBtOrkN4m4R1EIwt4acFWcq1shjIBnf/CuxmHfgYIR0+FNhh08sl0bS0pc72yaNGL2wjhE\ndQXf8C7rAZwSA/tW0XY50LfWYwzizrZcuG83pK7p+iA95fbZDeuyYDlRW2FIXu7v3SPpZl3ZHy6U\nVieisG+Vf/prv8Ev/MIv8Rf/8l/lf/+H/wtbHTLnwmWvPHqsECN7KejLrtpZTzx770Nunzzj6bPn\nLMvCJ598AhxhzR9++Hm2y1su550XL1z+vr15w+e+9CO8rBvf/fjb/PAXP+JNl8an3/51Hv3Mz/KL\nf/6v8n/+3b/Nq+0Ftvkz+yw/4fbRyifne7btzClm2kDsImh0fp61Y36Azl+2wTfUI6JiVmK+QDui\n3BAOvpVqpbRKtJF3FpgMtrBzueyc395w+7i6MeNAO6VbIWi31lCdYoBWXTxRLoX71xfO+1vevHkD\nwKNHt9zc3DgHaBFOpyOsfF1XrGWaOvKmpaJXWZlN3O7DtJEEbtsgmQeW1REd3lz485/7Mr/4Qz8G\nOGfqfH9P1IKosWkhhx5VFCJbLdS2c3v7yJ+tSbB3Ar/zSfuCFcZCnGll57QsxBDcwkECB71xZ5HM\nm4cLZyvc37/i8Z0jkzfplvvtDzjFTGy4ki93BMYCuxYaxedADYSBBPfnsbZCFs+9q32ujcl5Oqo+\np4uEyX0ageKmjtgEM0JH9NJ6g8YdDYpK4rQc4e8yhTiGRJlIEkDIgTZ5Ul1NPkjt7xCjcYL3IKB3\nRZkTzI0mFe2obNn8WseTK0RL2afAwGNRIiEmJ4lbI/V76OuIr1+qjtyGfBWSHAJrzB3NawS7tg9y\nwYVWt17wlK8RSO7FySiEUi1z84IKIq5GV5ojbn2PkUMiWJ+rs2dZzrqWRLLFifzNuYpDqZ2CYtIA\n92CLcogPgrp5rogHiwt6oNI4orwsa1//j0JW5ODZIt1qovU6Qtw8tLIj1gjotLewBrU6l7hW9zrU\nMp6LeCB03+f4f11MmdnXgJ/9I37+Avg3/p+8xyyG3v2p/0x60v0stOjtlsAwxTwu7Phs+u9+D6v9\n+A0vx8auzw50yDQSU0BlTLZeJVvo1WoywhW5eRDZ/b474gXHd1KE0OFr7WzKVlvfsfhvDHgbQGIn\nRDfflUocyr1R2SulGaGBMVqCoLp4h6qbWtbu/9Q/wStvq6Qc2Hfpu8J+/t1vQ00A99kaGV06JiOM\nYOa/M/nZrSNH7mZt8SC9P2xv3Y/GDAu9WJkuwQ7P7m13R/JWpxeL1ureXtp9oZgAJcHSVKQMEur1\nvbfmO/dC9UJqKIHU741KV5r03c3xh9KVleDq0OMlv79DOdquxpTbJoSYXOLbF3JwGwyJ4rmKUXsd\nakzVUusFboMYcnc27gVMVlpuSEzky46ujRp8kT6nhD5ciHcrLJntfuOQT5/YLztryj3jrMyCIRDI\nMfJ//G//K1/5ya/wi3/hl/kn//gfAbBfNgKNF69ecDrdsq4rT548A+B0e8fp9o79svF//cqv8P6z\nZ5zPbwF48+kLAsp9Ld7aiIm7O28Pbm8fePnd7/L4c8/49ONv8s1gPH3fpfGX8z13+4U/8+Wv8N76\niKTw+Im/9vjRMx4eHrjc3xODW3KMbLGQVmz3AGcTH9sjcF5NUA2zLWs4QjWgv8OMrwKuihuKRbVK\njsP2pCutxqwqvjBvpVL2SrsTRkKyGJhGVI1q1kmpR/EeEbQ2tvOZ129eTVRnv2w8flzJwdVbD0FY\nbzpZ/LSyn+44nU6HoGQQ8DFa8FZUKI3b9TTVb7UT2Z8+wE8+/1F+6sMfJ/UC1e4foBWkVFIItBgI\nXXyQUqJq43Z9hEn0BTsfyJTV6iq/geAzssv2XlwZdJ8h7Jhv15sTlzdnL7D2nVevXnH7zMUQ23mn\nVuW0rlAbFkM3jwHV3Vs24nOxtiPv0MPBZSINyYIbtzKKCV/QLRoxJWz4BGa8YjOD7gmYbztykbsP\nUjeeXJYhPeib5OHhZ0Jpx7PfusqrViVIIophs4iSTiVQckx9jTo2Z0NNF4KQcpyLlTaIcqIWesu8\nzQVxXbM75odMjKF3Tvr3NDd9VtvQnuVqAjEfar5SHCRIyQuZawJ6KyO30Nu3Y80wFZrVfi+MmJgF\n0xqTp1JIJZiiUUf+OTFFL6bykTlatw4GdEJ+K3rQdAZxP7kthAu9xLNxx7MmXtjG1GjmjudDyWuM\nLlUjpTznaxjtRPV5V3v4tI77OwrgiEnuyO+gvVRq8WtTdqVtyn45LFGus03/qOMH7oAe7IAmxy4E\n/Gcpxhn9oqruhNsMbfqHCqZrfs3g3YzP8JZNbw9dKf1ClH4xYy8cmO2MEH1HYuoVv7Wj8u3vTK3a\n0Z2rZHHRQwpvwR253zlnX7h9h+/xMuC7s6YeX+P+V+/2x5FjJywibFs3GivNw4s7wnLNiUKOST6l\nxM2tsV3C1UOFtwyam62FcBRp3mMeNg7eShxXVa0ioSHBeQrCEXHx8PDAsq4glWrVtz1XfmBm3iLZ\n993jS0Y7vrmSYsQwiITZurT+HYSAmve07UparARHjNTPaewgWrOuMPJ4B0cqjsImiFdDEqUHVh9t\nPsS81dD77qPvP85fFTB3q5YRIBrdYFGpPo6CMJLJ/Xp7+68Wg94GGGqRVpQWK2ta0bRyrhfWzkW5\nWyIf3d3y/OaO7378ghQylzpcegRRYW/VOQIhToNREyPHwO2Tx/zGr/0q+/nCT/yZPwfAr/zaryAx\n8vzxU2LMxJDm93zx8jXbd14gEtj3jaDKkyeu5nvz4iXPnj+hYTyc78k5ezwFsDx+zOu3r8iPFz76\n6CNefvIxjzsP6/a9E+0Pfo/lT/0Yf/OX/wYv799w6RPjZb/w5vWnPM437CJY8VaPn56xrCu2n2nB\niHq0+QRxs9WZQmBo24f7xUQXa63kvLyLUuOeRHGJiDQknUmzKDqhWjErHha8t8k3kjVRO2dGulv1\nVFbGdKCapbpfUX8W99dnXu+Vm3Wdm6vh+XW6WTjfXHj27Bnrur4zh1kQSlc1y24sOWBdBXmyxJ3C\nT999wC999GPYQ2DviqOq5p+dEpemrCFxOjkyU1rlZr31uaK78Q+0PgTIpxsvGhnI1BHBxBUCHwPU\nojPWK0icKjZrIBZ4+thtM25ubjidT5SYnJ8UocxILAjSCEHdnFc4/MD6/6fUyadRZuHXqrIsPt73\nSwFpxxxFIKRE04KlwHp7Ip/6/U2FmN3fKyX/vvsopIMj8bU1Rze6lnocww7B24eHpURrbiczNnxu\nx3NQEAgBIRF7GPdYwFs1mhVaLRQtmCg3t8u8xne3S7/uzhsbfa5oRkxCUXErA5hzGzgfNljp7SyH\nEY42ttMltBeHYxML0Mru3YHmSKFJZbocKEBkrzshCpngnES86yLq/DKxHhw+CluzuYkJIXUUb5/n\nLyEgUsk50YpMP8OQgyNksk8jz4Oi01H+3k6cSBTjEllfa6y37fsc0cd19DjbOwAAIABJREFUU1+f\na2PysJoptZROB5HOufVzKNVo+j3o4/ccP/BiyltC8wfMbLPh3TMJyQJN+w5F0TYiOeipRIc9goSD\nbzPy2cA5FRycNP+86C2cJgMJGpPtEMmKt8H+b/be7FeSLTvv++0pIjLzjHVqvEMPZA8kRZC0SXGC\nZAqQDRiG/ebhXzTgBz9ZsGH4RQ+kIRuyJdJUUxTNZpN951tVZ8rMiD0sP6y9d2S1m7QBPVw+VADd\nF6hzMk9mDHuv9a1vsOuF1OeuyjyL7aaW+jn1ajlMjVTJnYgHlpJztcK3IAPW1U7ZLTRHWevUP6fU\n+bi1Xmf8ZGIsUEd8+veasWX9G6XN5+tXlEYANBgzoDexPqxWPEteiJI1ekVk9SeRiKVeH6NcpxXT\nsSAVBq+J963TMN4wL/fKjyrqC9Wd9LKS3XNK5FSLjG4KJSiWUuGeROeziTG4omO4thA0zhjiNBlc\nMtaKGnfWc1GybiimcuE8Zj03Rc1QrW+ciZZrqMDGeotoYXtarNvKYfFZRyKtABVvdcSrGIlyLqxy\nIgBigpgsJjt1dnbSACZcFqIIZtTRskkJX8c5V9c7rqcLmFVenY3pHbErQrQWsyTlUUTTNyLnQ5U2\nR54/fcEnf/Mp8ag/++H3f4Mf/+SvkDKwvTgnFfq4arMbKTySjwvPnj3j8eGBbV3MBmf54rNP+eCj\nDxnHkbe3b9gf6vdb9ux2I3HeM3vD5eU1r9+oyOT8fAd3Dnf7yO/9zu/zyRd/zR/9638BwOOj+oNt\nd1tu7x5ZQqI5PI1hQErCTQMhVoFBvRYOS7a6MKakY/JUcvdvWpIS2Z1xDH5k3ITOHZmPmc3ZGc5m\nDscFH/LaLGUt0JNZSOVR/9eWyqSjvlIEWY5YoWca2gJLR7o8gwmY2i2UmFhKIs/VrdkUpMrKJY7k\nJRL8SE7KC2m2GJHCUoStsYSsMVq7Kvb4kDO+d/Gcbz95QSqZmB84VKLtEZjcBmMNk1Vbg25OuKgh\n4Rg8znpiLPixraXaWEktjMSIzj/qoTxTveet8QzDui7ePz6QjjN+BD8E0nIkVUPX7bjBjwN+3OCy\nkFPUvDpAnKO4GcOCrb5inTTnDN55MjPGJJChNz3dd6sUXBjI3mFt4/4I2cyIdQyDY9wM2NqclJDI\nVnk/ro4wO9cpeHA1RsihVib1c6ZZc0MtFjEeU4TUBDQiGOep+RU469VWA91LBh9qo6VrdVtrSp5J\n6ZFSMkWaeXNtzkRwzGrLYwwYx9iJ8pliNUKlZfvNae4FhY6yHHFedEFzq8t5jFF5hDXpwUsgMvdr\nXIyiTlnUa7GT7SWDN8ovEx1j2nrfGMBm0Uid7HpSRL1roMyaplYKUjyd014WTJ0QFIrGPfW9VBvX\nluDgQ+mUCWvVkNeaJpBYM0mNsRV0UJpKTtIFNKDXLGX1upLiiNUBnVpYaaElpLjGy+l1fZe//bPH\nzycavT/eH++P98f74/3x/nh/vD/+fx3fKDIFDXLUo0jCnuQfUaTn04k0PUR1pjZlRRKqm/HpscL5\ndcwk0s0wu5rK1Eq5ktSMnIYsm4pOQZJGam4d8Uk+kzVqgXAyUkspUazFSFLiausIk3KqmiW+q/YB\nAMMwVkJqwlVCXcsYKxiyGIJ1wGroB1S3VoV8Ke9aRBijPDBTeUH6/WR1F5aIL14NLZOicD0kVgyp\nxK6OkhMn71yKYjyiEL+xpvObJGbEKlKVisLuKa3nLddOwijTdM07asZyDZmyladFRSUrj0SDZG2F\n2fV8Z2XHI8mgORD1vLXoGOsxRXO+3h3VZnW5N2rCuCpFpMNTiiDG3i0VSZXPVhA7UFzuYweRGtBs\nMtYZoq0j0OZKXEnQRVAljYQejjrLoooTifpZRgdFQ2KnzcBmM7I8viWlmXmOhFBHLzkhqfTP7ryQ\nchvFqGoKa5hzYXtxyVevlUiOH3n54gM++fRvSDnjxwlffRO8GfjogyeE4Hh4PGCM5eFRVSwvX31E\n/uJTfvrp51ye73Dec6g/m8aBt29u2e4mchSe3zzl7Ex5UQ+3d7x4cY68/gL/S7/CP/29/5if/vSn\nAPzl63/Jk8tzgt/y6CI+qPkjqAHfTMEbDbM2xuKmoT5PpYoWMg7R0ZYYTHXkdlUhNm0nrBW8KQyb\nbf2snmGrHJ1Mwg+mP4uu8jtiMpisBpJtWK9u7M0OwipvqglMSsTiKClWbsdKlrY1+SAuM86pMER8\nQ98Tdp8YwxZZYC6J3TT2OzSbrPFOh8KrcM2vvfg2AB/6Hc/chvh45N4V4rJ0Lo4pBjERa/yajVkf\njHEzkUQQ6xBnOjcU9Nm0xug4UVQWn6WlQhhsCJpZl5Lyebzv5HznHG63BR85i4XB2f79N9M5l+6M\nBwPWJgaveZ9QY2jEaP5hSR0Nrg+VJikYpyP8nPtYUdBRvimO0pTAXSggGnU1FcbLETPRuXZD8ARn\ncW4gikVK7kBYJuGsxyI1C1BRfVCjW4rBWY/D4r2lZH1mimrpsVRahaVPJKZhU21dLBjRO66uTQ5H\nXjIlOzXudB7XeFgpsOwzR7OwPT9TZKuu/dY6HFZHy/W6Dm7ouYVt3FqCJ5eE9RZ/Yv9QlqhZd0Eg\nZsxSkW7rdD6gJGVwgVwRvZQaoduoAbIp3aIFoNiCy4KtqvzcJgRJQ5ibQEpS6mtzTAVEcwktthtq\nwgpOmqo6F3E9VNs6GAbfBRIpp5otUfcHW89RTerwzTi7FEzW/MScMnle+jQmR+Xcluy6eKuNuA2p\nu6j/bcc3XEwpya3tpzmXdz+QCKbHXxhsJcyJgJU18FKVAaaP9KTYvqiopt5SqNlMdg09pMqlm1P2\n6QxQlDCgZOKm/mtzZatz3tUuYCUGdnUeK3SYqnO6tw4fDDlZsssUiYR6sYZhZBwGfJ3/iij5VM9L\ndXEFXLHdHbp9QVVBCi1Y+VS92AI2jc4pKRTCps2dpY7XAtnUcGHTyJ1UGbieDJE1wgQAS+dvqXVA\nPTem8oXqmDTlvKrZ6hfTU6YFQFNQCXR/HxGN2ugETmu7M7RDyb9NKmNqQYx4yOpAbuuDYysRUUqz\nVDCrMsc1zpSp3IjYr30TqKrnWany4bqheIdIqddGNTCuF4SCNTVqx2aSTfjiOv5rpSDVOd8Yh2SL\nWeq1MGtIcpQIJTNs6gtjpiyR/eMt83IA1viHIpkii2Z+iWg4dSepFgan91QIE857plE5TA+Ht2x2\nA9c3Fzzsj5yfn/fNzfuBuCS+/vprighPntwwPrmp3z/w/MUH/PSTnxAmje5psnKDMAwTD/d7zrcX\nvH39hpvqxs5geX3/NZOJ7JaZp9//Vb7/XGX8//tP/pjvPHnKX33xhjJ6zryl2DZaKuBG8nHBjSOh\neGKF2w8uk44LYory3pKOSw9eXzulwOVOeVjFCT4I06aOULzF+gVMxI0jWdZ1wdqMzJEw16gPhJir\nJ5bUrD9RRZ9g+qjHGEORSI5HJC9kYr8WiYwTh/VajFAsuRJ0Y4o4W3j4+g45M9zPB8bnz/SFQXg8\n3DFOG87dOb/+4nt8b6Pn1CMk0WDhfNBNoo+rAOuEwftKVl5dxbMxTNNWR3YYJbi3RtEKwXsgIzmp\nK7xbG9rm9g9abKlflv7bbnfOsn/ksBxACsMQuD+qcOHrhweORQsj35y06xppAJN1DBajxUnqBRzW\nQFGZfq5q7lV8o4VOyYYkyhlqGaHFF8IYGEZLOPOEncO1kFznCZXWkA2IzTjfOGMFS1QBcyqAI9Zn\nTZtur35f1qlbt2t7QqryfOVEWWcYq0IwjKH6EWasdZUbrMVyyTCZUYvCSs5uR86ZORrssuBTBG+7\nRYIY5QSNdqwN8vodQBu3lJUHGgZX10H9mXGVgG+kNsUw1D0uzYmShYBHbEZclcyiPDbd8rSBNcb1\nkO9i9FqJKWoJRO5/L4shF/VmVIJ3XP2kitMYsDq2E+t6Yoz1BpGklAmjSR1rDM/peFZ9rdY0Edut\nKbReMKvqrBhN65BCLgln7DqqTdX7cNFs0JiXlVIQHOaEN/vzjm8cmXonHqAa2bkmVRezzimLaKp2\n3Yyttd3e31QtZHsvkZ8pihAaXYpK5j79+41jcnpooWEqPUhf04uwE/Sn/249uolbLWROP0vBkIvg\nDJoEH+yJsZlyFMYx4L2qiXrEQ4ydfK6feZX4N26ZETC1Eu9EPLuifLaeFy/S0acUCr7o38rGEGdo\nwUiqDLGkbpwqazflnCpuRG9gzbGrr3NqoAc63zaWXmi16wRrgei6S6j+ntQH1jrTlZwiRbueUosf\nMT20VFD/ryJCi9NpnVpdhyuZuBZkDZjKWuypQarDuACubYr6ziJqFaHS3PaEG2ieQ5IUEetgnn53\nkVwRT0GYT/qZGnfiXZUqQwvzK0WQnJhLweBZjpGhLlQbF3DNMNYGRCxxbuob6gJTicTW0qq3JttX\nkqYWj+1a7LZX7B8T3/mF75IFHvaHbqkgOfG4V1Wm957D/pG96KZorOPVq1eE4Pjkk094fvOUzVaJ\nzcvxwPnVJe7e8fbtW64vz1lqAb47v+L+7i1m2DC8/ozx1Q/47vdVxv8HP/kL3G7kx/Kay4szNjGR\n7PocxTwTnXA2bShZONSC+OHt2xpx4jjOETdaDWV+qMRmk9mcTzzbnfPV3VcQIuNG33czhSqzD4TR\nY7zjWPlGS4wYCsGqgiimx3WBF0dOlWibtQFrnDipZUXOWeNMSll9imoWnRiHsbAbNhyq59UsGVMM\nj28fGP1Eun2AnSJ6czhy//o1v/Tx9/n97/wyP7x5RqgZgnmelaFjPcknfQ5yQ59GLIYlJZxTBa9p\njq21cB/DoJ47Ih11nsaBlDTg1bVstq6EUkTZWlXBmaq68nUTS6l0GwkxEMaRt5WP8mZ5IO007DZk\nRZpSyyZ09bkqlmxqA8R6GNE8P43o4iR3LmHtQLGijcqJ2MVasKOov9dmYNg4XA3zNU7/Z70BJzhn\nO61TG1D9jqlkUopIXWuC9WCUkt7Uo77+bAoDPjg9L1hV0DW+TWtmoZrElpWTCfjBK48sZ0QioSm8\nJUKxlFiI+8rLY13bra/G0ZJxVQ3e9sRmbXAUocxrZh00BE+LyWYi3bazEAKx+kK1Pacr/Wp4czdz\nhrWpFeWnppSpqbariKKtySkjuSCpeWQpL1ay8kpFQLx0vyiDwTuHq5wwa9cga+uUL+VdPb8mrM33\nyZSoi7ZYWfRxybXBpu5BWtguJoGkul9UY+nKW/bBM4XGu/r5xzdaTHV/nnoDuBM5qRYwK8IkzdBS\nbbRrZdx2sfXGaMda67SKv7H5V6JxK50NbXNfLwSo2WZppHbWTRrWYuBnj1WBty5sPV/Q1rGgN9U4\nzvUH1VqjyhJjNagxBKYK9aeoqiI14aznytn+90yFSJ11OOu6v0krpNrv5Jwx3mHr9/bBYmUgiqJJ\n4ldvK5NVfqslqL6H655fquLTG1V/3o30yFpQGMWcvNekcKD73Cii1VzsT5cVqUVVVcO0++NEJm5K\ngRO0hyIVQdKHz5J792ylrtEFLYwMvUPJOdXsJxUPWAOtKrIWMLO+bzN/qyc1G7TAdoIZHN3QFF3c\nh6FgPaquQyHotuCKtRTrKFm76WIFU4tps6gHmJoOajbh4e5RXzdnzsPEYxhJ5Z7Dw5FSVYC77YDN\nkRgzzhocupgDOOu10M2Z+/s7rHXsqrpunM6ZponXX9+yPT/juD/w+actrKB6nkkmpYUc546GhjDi\nHfzge9/nj/7Xz/niiy94+UJRFGMN8zwzbje8/vKecQ4ddQa4eXpFfjzy8OnnDFcv+OEP1Vll/5d/\nxf/543/Ds+srZByx+0N3smb0HA6PbDcjk1f4/auDnpcHO2KwXJyf89Wb1zzsj8zznrPprD4jhvv9\nGz784Dnj2Q2f3/4NKamh6fbsKWeba97ev0VMYtgM3B2qP5s5anaZt5QsJHNUzznAykRKhZgNoQxK\nO2gjsqLFRlJYW5uZHqwM1gSWnHE4drtdb4jmw6KboPdM1pBLQW5v62eZ+fb0hP/ke/+QX372ijMr\nxIraBW/Z7/XaTJsBER3ngBbYqnp2WD9QRPqmuNmMjMNEztIl++0ebuhzv+dLJrUNxXtsDZ1FhMEH\n9elp3btzDJuJ+bhHTOHiyTWfF/Wfk0G4vr7Wtfdx5mA9Q1uT80wsEZMSi2QlR9fqtaciOLVpKSWv\nK0adwDlnMMFiFtNz3fBKCRlGx3byuCD4hkyNFhMcbrBVBGJ66J2p/ApjDc4KYlP3kBLRvDgvFi+O\n4DxjHbcPdfzkvcfZgWDH7j2YZMZiGK0nWUXgmyN3CIoyF6OluDH0BotS1X7OMB/VGsTZmss4jljr\nNTy+KOTgzbvoiXNO3eprWke3jKEqX6WoiMPE7utVKuE8ldz32HUd1iSRds+YInWP0OtUkirsoggW\nt+bvZVFxRkrV8dyzVCsdb4OihLmObZE2NdZw6xCwrgp+XO7fT0d4hrZfnWagNg/KXgSKsFQhhIiq\n8JV8r8rynhFagu4hLivK7UIvzgsZ4/8eF1OgD63t3Jh3ER41FGsFUwWVrCgyISv8fFJD9fc8PVSB\nUqtV1uq+iOly0uZT8bd5VL3LRfrb4T6RJotFEaxTMzerygvrLdZbhDXJW5PFXZXTK8erOWsHP+K9\nzuiPy0zJKwK2jsJOvUzqgto8a0SgGtGdtnzWWnClOsjqaMW5tXht/lDdVbhZB0gil/be7WZeRcnG\noZtInXW3MVDrKK0xWNc8gurLWsfXFJV57eas6GulmbbaE+Ud60RX8wdk5Y2gIzgR6aPHXoUVha30\nurZreqI+Mbl2mXpNmtzeWMAXPU9ekTnXnn5TDehMrg+6wyKr+WgRIFVvHyqKVQtbo525ulxHphB4\nutPR2mgH9veKDE2bLSXP3FbfJ3tcMEY3SitqtdFUUvM8s9uOjJsN3g+rYSlwnO+5u/+aJWaur294\n9uJlD8C2FlKOHOfCPCv/J1QZf5wf+T/+t3/BP/6D/4jf/d3f43/8H/4ZqW7ANzfXIGoiGKbA7f1d\nd8Z/e3jghie4MLDcPWKOj/inOq764Nsf88//6l9xOY6cmQ1xY/tG5MIGpnM23uNS4vbwyGMdD12f\nXfD48MCLiyucCPPhU5ZcuLrRgnEpR+bHRx7ffsGHH70gyY541CLlwhaePbnEm4gNhn08sK2RGgVh\nXgy5eOUuZnqHWrJVtWjSkF29RddFu+TmZWaqi3i7UU0dwwbiUV2XW+i0zXuMscqtWRJX04b8qGaf\nTzZb/pvf/U/5jRffQw73xE3SDhqlRSQpqNjckZwQ6qaeZwHjsC4QY8IF35HHlDNx/0hwa3RJ34iM\nNiZ4qzE2SEe0WqevyHTWGC3vaaBtTmoumqTg3QDB4eoWsx23bLdbShbuo+FgE839AhGK13XBl0yy\nvjc9Imp9oXyV0nmhoOPonOoeYRVtcS0qLMDgPWFjMFbtg1dSnIBXjtMwrmid3vuKbs9LRMj44DtC\n7pPGtjgMwQRGP3bF3hjUfNPgsWYgZ9aIseIaj0FHTCVROkmreqRJixcTYmqojY7MUuV6+lL6s+a9\nx1ULAqm/oywW2++NZonjt55lTixzRbesUx+8qlozOIppxcYa4Ny+d9s7i8BqfFswGOZYX5fr74uQ\noq5jzXHf5kBaCjnqeK2UQlqaObYwhQ3FeS1Y3HrevDNaRFeusBiz7kVYithORdNmuSpgKxrfxnsp\nJVJa9yCpaRg5FuZj5LCvzXrySBKWWa0q1DS8jVXVVPXvOr7RYqqUhtq0mXx1QJWGhqwjMv15QU9/\nvfmaNQilb4bpHbQDGuJx6r3UkQSnQw8pZq1AT0xCpYhaBpj6IJ/M6k+JzMb6d4obqd9L31s6OdtX\neNw59UxybiXUqclb9bxybRzWLp5buwyrcuBlaU7WFZLs8TS8U6C1B0NEs5ZMXs+PKZYlJazTxUxy\nOvGSKuCqj0+FPRuCKLRZdA+mWWHb6lRvnRK/C3pNT4827ju1m1AzAUVvbH3v9ubWWkaj8tlstAjq\nhUE2SM+cQg39OvJYF6ySlP8lQO3qrR8w3mJcBquLxKptLTg/YJ06mWcEX1f+Yur83MYq5V3Jq1Sj\n2ZJbua4jg9O8QWMGrAafVHi6nRtbJf2++rokdmea63Z984SYBcm6iE4DlAv9kvP+UeXBpWClLtKV\nd2Gd5TgXjE1cXO3Y7ibGQd/TjxOIiiWOxyMueK5vtLh5ffuaJzfPmKYNd3d3vP7yS27fKsKwCSOv\nXrzkD//wD/nN3/ltfumXfok//tf/CoAYD1ycnzNNA8Zqgd7GDVjDp19+wdOra0ZnSXdv8JWHdfby\nA37x2Qte748sseCGbb+H51x49ewpLha+vn1NNJ7LCrfvxoljcTx3I9PlNW8++wrvCs/PdUR2lyxz\nmbktDzyVaz5+8pLbBz3fs0TSfs/5cM50YZH7A3MdY09uBAd5UJ+aXJT8DmixlBMmCSlrZJ+XusHZ\nmpYgCVCvLF9HwillShtzFEUth6DXQsodIonReVw2DLlgawHzT/7Bf8hvffsHpLd3pLwQ50KsY5vl\n/sBus0Oc5zDPWGBuy1wYGPyIYHHGsNls1tHPPJNjwaFE6VORBKXoBmJ1s7F2fZ60GHT9v4N3WLcW\nYikdyXkmmIAfA/v9PeZcr+PL5x/zxs8c4sI0Gha7UHpMjdFxndEmLRe1b2ifRxAtXFH0pbnAxFl5\nOGRNOhAD+Fr4uMA0TmA0iWF0DtNQO6d8oVJK9YnzlZoAWbyiF3lRW5ngGCqijheCdQwuEHAMznbS\nM0WjT5yxYHXNax5j3ntyjmSEVDQ1onmNpbT0AqZxOmPRoicEpwUFgg0FWxx2qcITmxGv27tIqbxP\nOGGoEwav47pcvbHa+KzEaueTtQEk95e10ZepDeyJvX29B4x6U1VYIlcjpmaMm3PGlkBcCiVWdDHB\nPEe1w8lQlhVAyaWQfPWyqqNXVzmPPlj1ArMF5yxGMrk6mXuPfnZRmok9oTeszXGzwrHd4iCJMM8L\nJQpxySzL2mDraLNOwTzK0mtmts6D+btNO99bI7w/3h/vj/fH++P98f54f/x7HN/4mO9d93BFAvpI\n7YTf1CtNkepWvZLY+vjGrLL4xuxvXKGGcXUpPe33vMqYKypUpKVgmyrNV9IzRk6K9IqiVG4EeZ0z\nNn7Syt8q/ccpJUYCwXm8MzovrnJVa3wnlkuVhzY+Ve8WjGMIauGQY3O59h3JMe8gHehooQh0CLng\nnO/KjYwmgFtbs4+c7RJwI5ppVmhE+lOIs+bg5XU+3Ro0gRrvoVCqsapk0nOjv5+ljslkDZo2VSWl\nELjVaIh2Tkt1W25GneaE92bqd7SKPKkRaIsjaHYK1aFdDLZldw1BRws+Y0wEvELwQLHgnI4vslm7\nJqjiCKd/17MqmfQ6aUyErRwuNS1dyfnau1goDpMFV1YRhfLyAk4shoIPKyl03GxwYyCkgf0891FL\ne88Yj3jvmee5RxgBhDBxvtvifcC6iSS2xp9Anh/x3vPs2TOuvOfx8cDldc1RS5m7xwNv7x+5uX7C\nsxehiyGO93eMYWAIE3/253/Br/7gF7mur3t4uAPJ3N5mpiFwfrYl1dDtYTdVc0bh9vYNZ4+XHXg9\nu37Orz95xV+Zr/lcVF49bSopdFn43sUVMkfOnHaI7T549vIFj9u3PC5HbnZnfOvpC+xieHGhCNtn\nt4Xd1lIuMvPjng9ffAtbw5UfzB2bcM6wmYj+lu3FyD615dBipbD4GTOr9L5lYR7Fk9OBIWWwnpmM\nrc/6kuc6RoDghHEaMPV1cX9Qw9pZJdbz8dBdmYdhUKzSFG62FzwbPf/gh0rO/90f/hr5/o5l3mOM\nEPeJw6MiF2KEEuo1zahTfPsGxmq8kh3YbraoZUtF0Jxj4yecVYQmpdWp3RhV/GKsCmRLIcjKzxS0\ng5/GgLOujvwbYg1I4Wx7xsMxEk7sJqJ40mix48B5yJjjnsf6aVPKlAhWDIMfmTOEzk4HESWD26Jx\nYi1qphSLRChVXq9rYEWmgsN4r6Mga8nGEWjEbmpkl/J1rayRQFkWFQlZixM0L66ihNaq8/loPR6D\nKblL53X0lTC2Ukqcxde1JtbRb9QvqekFJ6rIZZnrnpGglP6swaBRg07X2hwDWLX2kMWweMFbo2uo\nFEquLulAsyGwVoPQ45I73cJ7RzrOSFRrGG8sqTG7JWMxOIFgPMdy7OfbGEeKGVes2umwKuiaSbPB\n4XImJ6FUFXuMuZLTE2UBSQ4af1YSMRXsWBjGSvBvN40VrCl4p/elNbZ/P2vMyRqo53EVsmnWpJRC\nyYYcpY9xi7SEAHWGx650EhdAzIIxHmcydnA09aCUd0Ovf97xjRdT76riFD5sPiLYVX1kZCWDN65y\nJwZWWLLQNi5zsoEBCnaDrWT07rMknQjoqgdIGw0ZEZyFbJTcV6R0G4M16HL9C6dKu9yd2hv2Wm+q\nJbMsiWk3YN2A9a77DDXujhL7CliLTfX7OV1oKELWOHN8I7U7hVuDUQK/s6E/NOT2zOqNRZYK7VZ4\n3a7xKvqLq4JOCedacIkvGuHRVTS5cgMKWjGt49j60etpz8QY+4hMlX+qZmzqzE54N05l3EnAaYEY\nZc1hEtFz40VfYUz7mXLUUl65FJ2KUR9MZ5WDlknQSIQuYXx9cI1XcmrNwjPWIDaRjMEGD16QBvGa\nRsZ3NQLDUExLclcVU6wjam90RBIX/USuy3t1VG1KnzqqIsxkxAreebbDObugRUpeCjIW3dgGTzzk\nnmloTAtihjAMhBC6MssYQxgnhmFgt9uBNRwrx2FjHcfjwmeffVZ9zSy5OnmP25HD40ywjoe3b8g5\n8+RCP8udFO4ebtnuBg6Pd8Q58YMf/jIAf/RHf4Sw5+rqiiUlHo4z2+O+3qees+DIkoglM8+R4VBD\nkL1lOtvyQvbY/UI+Fs7OlURuUuHpuOEIbLfPwA7Mb5VP9PHFNZ8yNxmzAAAgAElEQVTsjzhrCZsN\ncvOEgO/qsoMb+O4vfszj4SvivHC9OcNY/Y47Br778rscj0fu94XNbqBs9cZ9kIVjfsQsezZhQ5aR\ncXwKwKdffsWxrlOWBVcStnKtjselZnEagvfs3EiqD0N0lpgFN2gIB95jayTUk2mDkczOZX7w8hm/\n/+v/kA+v9O/ZnHh4eMvoA4f5qCPCyiMdXGA5zpgihGGs4oi2JlpELBsfyCmSyyoS0ZiurCKMYWCY\nAr5xShpRPRWCs5zEanZl1DgMGAP746MqGHMTxXimMHJMSrIfpzPcqB5kdvJMgxBx+Lxoc1I3WzG+\njlYKJgcsy2oRUNR3T2OSLKVESmwjQEsRbY1LFoyEzt9Sn6FmFaN5dy22LIsFp+PPbKq4qIlcSiGK\nkAQ2BN2D6kKvijJIJWk2H5ksTTlaSf5I5Q+VHhVmrQWvYuFsCkYKsawcJTA197ByxNrYKUb2xYIP\nlJRZHg+k6ms1jiMW2PhBn13UXqAlPEzbkWJUkmOcY5oCJehiczgabAGLpxwOpJwYWmFb1FvJhAFj\nLCbmTghHUo1rKnQ/xY4ZqFVENhlxkCjd3kIQsiwUEsWOcNoouwETLIIhDAPOrzxcZwzWaWPuvXom\ntk1XjHKAQ/U9S2mp3CpQ6rFFSiLlTCpppXzUvL9ga25KWakmOS+IaLSNcdQGp75s9Pr3/47jG1fz\nnRK7+79Bl5+2ozRSp1W+TilyYvVOL7LaTL/7CVnT/01oOXrtxKKz41L6RVrVeEUpUpX74brNwQmx\n8OegQaXkXkiVuoD1oMwMx8PCZjNqsG3Oq4rk5D26+o5WHFioXaTJtUNskj2K2hiYAW+9diknGXPW\ntQdUAbZTiwWflakkBeaqw2uliJpjlpPzkSk18FTtC/TG1ugfOhKn31e/c66oY7uMOdegZ/SGNmYl\nN4IWtLZx2oztm2KWrDEpFaksJzw0ay15yfrwWKofVfMfW33EBIv3k/LR6newRvkh3nuMX1VZzkK2\nRqlHQQ0484kfFk5Vemqt0OJ69Jw5a8loMZ6LYJLpiJcpyovKMSs3zvhuaqjnRhhGzzhsuTy/4fn1\nc/084pAFkmhuVhgmjlXRJuS6sGVy0viaVrx6Hyi12MyiYc++8mbOdhd89NEFh8c9r1+/Zkkzn3/+\nKQDDEJBS+Pz+gYuzc87PzxlGLUIvLi542N+z3+8pKfOnP/oTfvO3fxOAH/7KL/PZJz/B2cCTZ0/J\nZSZUAvq8HBhnjcqZwkRaZkpLpQ0Dzz/6FubHB+aj4HeBbdAO3ISMjQtDUa+kZ2cT+dVLAG4253y9\nfMKLZy9hcIzHhBPY1UJkc75jnzLb7RXXLy4I48RodRObGZnmwovNMz4/ZGb2zKMWWnn/wM3VNY93\nO27f3jO4kW1FkM3uijsT2IwTX3z1JZML7Ctxf8Kx9ZPe05PHE5BK+p7vH/HesRQhhA1bCZzv9DuG\ncuBbL7/Hy7MrfucHv8YPnr/i8VZVhzHNbHcTd7cPpEpgbxufPnuWUi0QjGs3KGyGScUK1buslLwS\ne73XAkjUqLCcrGFWqirRKMLqA5S5vPP3nHPE+dif20b8bdwVk4tyC/2Am6qQYBrwO4OJEVJhjCOx\nBcd7VdAVSViO1dC2vnnR5rEkNYs0QudgFqlNQBUjeVQYAGgTFPTZE6fa0NhVK6IPq2p/QdKJKClX\n3o/uv8ZYrGvCmawiKDx1cEKLC0KirmtG6oZsOgoiaMMpLPqcm9LXfRFhKUslydc1pSJax2WBNJPL\nrGuUcTxW4clud86QBo4yMg0DblCT5bE+p7IUnPcUaxn9SAhB+abANG3ATRzNTE4GTyIe9HomGscr\nYxDCMFGO+v3jclAUsjb+cjI5KlCju0DEYZ1tecUghTAOWGtIpoIlTR1rFdVyXhDUsNc2c1HRqYl1\ngoYcqx2E3otV0GErQlukd9EpiVrPsDbYjRMWF6FkYZkTOSpZfeXtZg6HA84ZgtX7vYk2bDCEYY1x\n+3nH3ytkSqnkWpeLUSSjE8dF08pzHfNZ61YDOYPKW+WUhL0WR6WUn+sl1f9+NVRrHX1701YsNUL8\nu2jXyXufQJOn1g5NIdgPZ4lR2O+PhMEyBIMM7TsU+ixJRfld4k6RjqKItLHd+v0Mqzkn0KO0rNOx\nZxvnifXqFN0CL3EYaenh7aZr53v9HmLeVdDlapynC6v6YXUItI63un/UyTmxRhEy/f11bAD0IOVi\nYjVVoxc3ZKO2AqdmpbadNqkLVz5BB1c0sxXaxihM28Z8xRTtNGwtIU3poJX6SrUCS1aFIdROr5Bt\nrOODjG82FU6Lc1eLuLyowqVB0xRPqSMNY5ovS71fvePiYltHPhPXlzc8qeMqbzQvzGaPcYZhCHjf\nTCSlizhEYI6ZJVU0wM6MYySL4WrcMkxjh7Tv7u54/dVXeO+5urqilMTNTVUPjgPHw4HH/V9w/3BH\nSYm81Y1/jkuV9ScSwjEufPbFlwA8e/6Ct2/f8urVC15/9TVPn12TqlAipiNhuGQcR/zgsNZjKxrC\nsMVun+BN4GIYyMYy1c2m5ExeZqwLLPGIpIWXT67qLSC8evqUq5sbDvHA9Pw55MTFVlG0j55c89PP\nv0BIvHzyEhM8f/2mjsiGc/y94+nuguk889eHnzDO+nlenD/HmTOm+ZJp9xUDlvNJv//12TX/8kf/\nBkLio6dPMDHz0zd6vq/Or9lNG1xK2NESY+HqRgu7vN/z5eMDwzRgl8DT7ZabjaJvMlv+yW/8I757\n9YKzQUdcNtWsNCcc00zyRknpYpGKIKoCWD2yCoZxs2Oz0WBhMdDyIZtfWEuJyDlr192sCWLqDVgS\nJcpXAZWSpXPbwHStO+4P+vw78CHomI3W9CQG65iNxQbfwGyCH0kbj7dKfp/GkaWaJTYZu0kGZMTa\nQ0emHKFbMZSkOYsNsabISWygqnXbslNKQsxIG73J6Xpk9HtKUdJ3KguuhdiKSvwpQhKDM76rJynC\nNI7a0KdSl/a25kZKjpD1XA9+gD7CryRvdI1ayrGvUaUkcjmC0XVRLQyqpUKGpQhy3HfhUvt7+/mR\ny+snjEapEYEAtvTiLjMQRhUKJJdWtTh6X5S63w3DoIaa1XLBOV/HporYna652gRnXN+H1v3WWTV6\njSlqkDsO0wQGWUelzlmcq+u0tJGj7uveV9WlKMoHlRZS7Q9UAJW6t1mbWKUU8UPQa1LWPSwjmGaZ\nlFfD6XmOlKRTojSrD1+vMaxhGE/HhRY7tMbUdJ+yv+34xoOOT30s9FDjzrYp9woWFWOqIypYEQ1e\nhCpBbu+3vq++Ta58FNtvEMOqSss507C8dzbrFqgo1W/Jriq505FeZTTxM3UWSZIWOKyuwU6Hshz2\nM9PGEYIjhMopCb7C0k2BB8NQN+miI7ZuFWBtD0K1WpVg3qnC6waNIhLq8K6BsVqwtUIpImgX5a2n\nWKHUzj01N9iSyaIxHaVCpUVPOrF2u977/rd9te/PtSMWcl/gLK6igbWQynRfGGOrx0oxvaBuBbC1\nhjlr0WOD1TFHcw4X0VskaaHTOF+0T2qKdtdYissromdFVTfO9nGnqRu489qdW2u0oK8mpPo5i3rQ\neA+uVJsO1s9iYuXTuWqBYLva0HrHMA0c80JeMmmZNQYIeHJ9w+XFjimMpKPD5cJYlSRJErNJWDbE\n5Z7JS4+PSbF24SzkMjOU0MfPEo/EFHmzf+DtF5+wOdvw/LmiXednTzhQ8OPAQ7NZqNfw7vGeV69e\n8Wu/+R/wkx//FXE/c/uoSNgSZ6zX4nQcR7wxfPmFjus++tZ3MWHki69e89HL5xwP91xdqE3Bl18e\nEOfZnZ+xv3vD2TTBXm0KJB9YUsQ5x9kU2BcYW3SRREqwxJShwNYMDBXtEmM5e/kMrGFfPOwuCPh+\n3+RSsJcXuGFkHDdsz8/Y1Z+lWNhuz7gKI2f2iSoaGx9lHPni6y/YWPj4ycfE5chDvf4vL654FiYO\ntw/8wnd/Qc9LLRhvzi6YhoFgHMZ5Hu73fPhUz/fD3S1v7u45vzhjGgzXIfKtGzU7NfPAy/MLnp9P\nlByZl0cIFc1OhseHPX4cGIeR5XhcFVTGYI0QRnVWB8sSV8XRNE0Uo+OiYF2Xeaclqsmt9+qYb9dA\nV2Msxdja9GgqQOMhKQKtytjgdFSdltjXPmsNsxMO+z27syd4sRzq55l2W7wtHNxMGTwkT/D6/ZMT\nsikko7xN7bQaYu8IfkDKQrGFmNfRUkGLGslFvamMfqf+LIo2gSFMRCDVz+KCmv6qP5P+veaHVpJu\nvhZNf1hSxlYqiPGucu7Ug99Z6Zw4RMdcxRSSRCSVRt0ki6hHoBRSntmnQ+eZlbwguc4FojqEy4k/\nUiqZJHA42lo01BGgFPBwYQrebMAkQvDkngyRydYz2kAukVwstqLSkgq5REWEnOvqQdCCScd3pxMj\nu/636JqOWCSJFuIoxSbnTIqRXGosWmtAuyOqEnO8rA2vrVRnazVaTSidt+ys173AWKxrju3tXjvx\n/xMdx6WuuJXOEc6pkFIhtebESHcRsNVOqO/7jUpSVaq4RKnjWOOGzp37245vHJn6WbTn3Z+tJNxi\nVq7SKZLS3qMRtE2Xeq4/PyWqvWNpUNRSwIo5GVmdkC1rQWCsqWPGlU90+hm0aq7FhDo+/r/GdlBh\n8prR9fh4qCZ49XNVs7TMiBeNjGmvC85WEn01wlTdeT0vtSAtupicns5lSR25UpPRd89dLgrHi1VD\nTpuoURI6pkIyGaOS1kbYQ7lIalpsMQJhCO+ci+CCdgIVzm0GCu9cs1JzAuu/pZT0JrbKOSuZ3r0Y\nowuTaSah1uKGVk0YLRLt6hf1rhOuRmWofwk9psR5RafEgXWaUdbk0dYYwuC6XUKRk80mmMojt+qt\n1Vw80WlF6z4R5UdZ63o3lRc9h34YMaVgOHJxrhv4xfmWm6trAg6zCzALcamZdxtPJkJ2BBvIMRHC\nOrKJS8IGbTfm/WHljEnmeNiT0oL3lvTJwo///M8AuLx6xvn1Fdc3T6rh32rvcb9/5Pb+jlcffsAc\nF8TS/WSstRyPB6REtsPA/dtbUiPv5sxv/87v8d//d/8t51vPtz98xVA/59XFFV9+/SVvXn+Bc4Yl\nzfj923qjOiTPjJstTjReZT4c6rco/b7NOXF+fsFmt+nPk3OOOS5cbHaUYhnDxBK1ODwcj1xcXIAP\n7PdHLv3IdqO2CX7rkcFiUsH7ke8//Zg31cvrLu4x4R5rIs83V3xd7rn9Sg1NL68Hfu3jb+t18QMP\nX77hF+tY8dXNMx7uHrl58pRjSbwWy3l9Tl/sLnmxPeNyu+NqN5Lv9/zgg48A+PbNd7g523F3/zW7\nsGGJC4d6vlNEC/YMx4cHJOVO+g2uci6tZxgmshTiURHLYRgwCM5YjPc6zqtFwWYcazNTSDljT9YN\nqf5EArQKI9fZWUPGHTrKOu3g239zziwpcmUc4+6cUPMll/vEaBwpBDULPS4rsdsnQkiIVG+3ZSUX\nm7JaMVgqT4d3P6tBbQScuC5q8FZRd210dd84pWeAqV54Bsm2pztQdG3KGBZB38O0nMhCmWeKs4zO\nVnPNRsUYKw1CG8lDTkj1qUglM8eFYoRlORLNajODRJCizuiliitas95HVVoQxLTuTzlBrJt/qNEw\nztnOX5NUIBaKg+IUielrtDG4wWPJJFcIwSO1KIpGI21E5i6OOU3iEGm2OFrEtjUjpXTSxFfu8olF\nj9JyPBoDs+5taqGjtI/mct5AA9p41daiy6zX8BQw0X3V9L+vVjRaFOfqLN9eV0q1g5CCD56cV4R2\nSRE3BIx3uAA+0I1efXDv7Ok/73hvjfD+eH+8P94f74/3x/vj/fHvcXzjBPS/q9o7RRl+HoK18pQa\nGa7m8NjTn72LYp2iTyKCPyECqvqu9T21O6tdTOtmgJqDZ99BpPr7A1LqSE70PdZuQgNZBcPhMWHN\nsVvu55yJWdgU8EENNhsStBkduaaEq8su71To6tQaKtm08LOoHVWeb0Q7x1M5PifdBaAh0YA1Du8z\nQRaKa6642tlaAUFWA1JjepyChnnWiIoGZXf1ZKa5out4bq32Sy4ksibYG18NLetnMgbjLb4YYnXa\nNT2ip+C8qTylgon5Z0wyawdTc8YqtxEX6ngPNPfPW7An5wGFn4vR+6ln+plqjWBVQu6t75EhxlnI\nQk6qtjMYBjP0gGzEQkrEZWF0E88un3F5qSjLxfkVm2EkhInBj5yFczZ1rCo5sR13PDLjvSUWDeHU\ntzQV+bOEMHJY9n3s6FxgGLeM0w7n9Bo1An6RI4f7tzze3xLGEevXEcL11Q0Xmx0U4eLigh/96Y/Y\ntNw+EeJyhLJw//otT26uexDs//w//TP+s//8v+C/+q//S/7on/8vXG03fO87H9cTZzluPG+//Jqn\nz284Hg89E2sIDpaZJIUocHn1hIc7Vezd398zbTcclz0xJq5vBsawxhJtdlvcfo8IDG6jyEY9N+c3\nF4Rh4IuvvmQjENLSFTnWeaQkvHE4H9iJYxz0dWcmM2wvcMBHLz9kZ78gvdUxwfLJl1z5wPPnz3n9\n+i3P/YbvvtLAZrtkRizfurphnxZCzIR6Tq/GDb/y6mPmMvPdVy85+/CCH3z4iwB8fPmS/fKGSKYs\nMyVLv2dSigzDwN3dHSF4dRGP65o4TBvGzZaCwRbHMFXDVmtJWblJpRQVY/TxkY6vxepzA6VSAOoY\nD7UhaWtlM7s8pX+uZsClv0avshq1xhjJknGj3sPDZqC4pEtoTVxoJoiFqGRv7wh5YBoGYo0bCc5R\nxJJzwgLTMLKv/BcnilaIFYINeAnIsvImY874cdBRWZaugiwxUryiX7HzfhohtKJdlUdrxFAqQjKn\nWHmmynf0tpxQTPQZjPNcaSOFXGkoucxEFLlZ4qLJdT8jeCpFbVyMMT07VVITXuk0IuYTexgSmMjD\nwx5vg+4z3nUlt3GZgKXERKQgWSjN8LIqfosVXLCMUyAtjTPlOhd4WaLGw9Tznatiupgab2xL56Aa\no67jOWckRY0qa8IEleKrMMmZam67op3ea/B7E4uZ/p5t/ZZ1jz9BQbvQS+2TT3jRjWKycoCb20TJ\nllL3KIrSJdo5G2xQ8ZAx+MHivPTkB2OdUjv+juMbH/PBu4XSu8q4UzWZVLLtWgitYbcrEdc513lS\n7WjwdFsA+o2MjvqK0QJBicx17lol/yr8KF1Wq39Ps4Qa90cvaH0d1X+j1JsyF1rmW3O4NQYwjseH\nuTsr5zKSsmFJmWGEzWaoPld10fQFX1ThppD3+t1KaWTKFpa5wu/qNaJy/JST/m7H9NfCplRrBKlE\nzJx1tmyM8gusMV1d965UWKHXRjifxlHPdYXNY8ndZ8sYRy6pW1zknGnouneqUNQUGuWhtYLJO4vr\ni57aB5heoNX7pwhIzSKrRe+SM6ZJwoPVQrnxaaqa0HiUXG/KSYimA6diCLFJeV31ttQHVrpE3Xl6\nTl7OQsHXG9JrYGexfeScE5DVRXk7bbi4uODqTAnDZ5szzf2ynq3f4jC8fKmqtfNpSzxEhmB42Efm\nOfb0+OubK+5v7yglYWuERVv84jEqv2X0Skg2QmqMYOuZxoljXPj8S3U3/+gDLXy+/uorHh8eGG9v\n+ZVf+RX8r3r+7E//tF4LRwiBtGT2xwP21vKdb+vrtnvHj/7kT/j93/99/uAf/yP+/P/6Yz795G8A\n+NbHv8DgR477O+b9nmkzkqsi7PHuEe9qXJAfsNZxfqnjuBgT8xLZ7/d4a7l7uGOoqhoXPLe3twzD\nyBBGjHEc5iNxaVE0hvuH1xwOj0jKnI2OqfKtDsus6wKZMRiWJXOx0fc93w6EnPA+8OrqhvnuyPZb\n+rNPX3/B7nzLZtzy6Zv/mx989CHPz/SzPry+5fLqmp1BuVNXT5gbUfZ8x5kNHOcHPpxuuN6+4KzG\nycTlK9Jyi8uZY874MOLrWHlZFg6HPeNm4uzigsPjg0bFANvtlmHc1MgfVWrmumvYoF51S4wMfgTT\nAwWwRkfYITiKySzLsftMaZuUVYlmAGMx1cW9qMQXMZYUI2JrU1Q3TW9UyepswA+BeT6Qt1U5vFXr\nAGsE5wzWu+7RZK1FnNIqrM9Mw9gbqcfjI9YlvLWkJbIcD/35ds4hpQb4GqMcHtrXUP5VKqU3ka3Q\n8qNO7mI8ao6ctb3woQi+jkapzXUjKB/LEcHXsGqlaCxShSBm5fHEmFQoZVdifkbz7rAWL4XSFddC\nTgVJygc2xfUxXykqINB6wGhYdpsOLoVI4sHOWPuIH4KKV1o8mi2UmEiiamCnHAj9PCZhslTujOl+\nVECP0NIRrBLiYy20ljnig3oONm5Z6R5UlX+UBT86WmwMKP3NBy30nFH18Zr8Yeqor8WhrU203oBV\nQeqVUnJK06GOo9v6v/KwbAcp2t9ozYmOQ4Pu9xZC2DDXEeccm5io1N8z7/CU/15zpn7WGuFnFXGn\nyNRpeGGrSjuiYtaMIkELGnPyN1oB9a46rxZP1crAomqArgYx7Xfrn2BVDxrrVhIeyrv6WRXfu2gY\nJ39PeUxqEWA4zi3GYFb5ulhEXE8B1/ccKcUxFEuySU0/G0pmFJGRlLv1QTvajLvdkKfnZH2tfjvl\natoejWIlV86aEqyttYSTbsrWQsoYoz4/ldzYVELGK0nSSem5SKWkuiDUB03WgqmIUuMNrnNkWsWo\nOYGomVwluPefVSqbDUaVPgurxQGOJJEiWYsxkzG1U/HG1zm8qfLbvtbQbB16UjKr94kR5Wg4ozmC\nOUdWTxyjHCrxBKfFcCyRktu8Xv9vO42cX+w4222YdlpMbccdYbCMznM2nOMY2dd8tjJdKLlShBCU\n73K/V0L4+fkF1lru7t5qwUxg3Cix1xmVOGMMwzDgw7oQjcEz7DY47/nO4Pn8bz7hUHlK4zDx5Vdf\nEz/9jOPxyG/91m/x5RNVFh4OB6QkxjFwdnHB7ZuveHy4A+Dly2d8+tlr/t2//RFPLzd8/PGHvP1a\nlX5/+eO/4IMPPySZzOP+nuuLJ7x+rTyk5fCGJxfnWB8I00a74opMXN884d/9+C/Z7/dcnu845SNO\n08Trt2+4f3zg+Y1mC769u2Xaqkru7f09b15/zjAFEGEpmVILzVIVrtP5Drzj4Xbf1bzLcsRbx+X5\nOYTA+eVl/1kpie35ltd3t7x6dsPLD15R3ij3azy/QDBMU+Dh4YEXl5fsaQ2B49Y+wmbivGzYhQ1j\ntUaI8jXejhwfD6RyxI8DDeyRDIPzjJstx/0jeT7i/Xm9Tx37+wOHtDBNG+24+zNaHw6jHkabYdSi\nAyWg+1rzl5zfEYnkklmWpTeuItLz4FJKGFE7hakilSrZb8+3Wn5Mw4APA8MYOoIalyPD5Al4ZpvB\nCnbU123MxHIUsvXkrAhFO9/TNOFSJjjHYtW9shWMxlS7lKxcRYrtRHJb9V7KNRUk2I5clFSIRa0I\nijXEuK41Sjw/UWmbk/Bka1hSBMlYn9VXqkunV4++TBW01GY4Fl2bcxZKUhVwQ8lySSify67RYLGt\niYmMcoHJ6l/VriFiyTGTzQGLMI6BaZp6s4AI86zNlBlgOWYktILRUYxDojAviXg8kpeVu2oqb6qd\nkbalaPyO4HEnxVRFO/WKdGRLPf5Om28BSRhbajHcxD66PymyV7B2oE+AjFQUtd1f6/4sJyadTd3e\ndjjjW6yXVP6XEOral1LCDZYcoxZnzuDNGhckUu0vmhiiF+7h/5Mz9Y0WU6eIEaybfCuUTgstMdVP\niaqeMpqLVX+IMZ5U1BDSG9fHbwbdqE3RxUdkLTikJmDHvJKXu6O11awn61yFP3IfkSTUm8JgdIfM\ntiMzvZiqCIYxIE3Ki+nKhiw6Bmp/bj7W/LusCkBnLa7UBdwkYlmQrBW9Eicruc9WaNhFDRotkZwb\nhOpqEraiLKWS8fr3L6qw87VjXKQQWmaUqZ2V1bGSyfnEbgKcUw8Q5zSHr/HBfVEJ9jCoG06SwrGe\nt8MBLJ4sC8ZEsJkeBG1WorEx73YgKSvap5LcrETQdukpWG8YonqkGHE0T79lWQgh1CJcJdKuwfKl\njgVRQqJhVY6KCPiIZAgSyMk2WxiwReXe1mGSmv51dbYpakMRRkwJEIE5Ydv1MBnrBkIYGQOc7wbO\nq9P3ZjvircOHgZmF692GTdER4Fev7zhLIyYXzi82XF5edlLo/cMbdttzckykZc+yBKSSl401YBxJ\nCuV4xC2rb8pehH1KpJS4vL7iw+9+p48rLU6tE774lD//0Z9BzvziL/0AgB/92b/lejxjLpHNxcT1\n00uOd0rcPrdnlCeRL7/6G3x4xcNnn/HxB2q38OmnX/L1lxt2ux1Hu7DfvyYtc72+lmMqbJ2pRe0q\n4zfWk+eFOSVmYxlTItVN6nCMGDEs+yOfLH+NtY55nomzFncPVeQRFyXL3hvLeTUDFRGyFS7sJbev\n37K/f+gjQOMc03bD2dUZDIbz3cj8oIXtR68+4DjPPMieX/7W99W48kytGOb5QDoeOPeBcXeJ257B\noxaoPmy5uBh4fX8PJvP82RlhaNLxa46HR8ZJcHmjXjg1f88VwxA8y37Psiz4cWDaDPX+jhxnJXJb\nawhjeEdskw5zbxadKQy1yHQ+kOYjLmUtKt1IU+ylY90ERTeuGGctNoCcI0UWrLXMGV2f6saj943F\nOs+4OedsOiOPnrdVZJBz+n/Ye69ny5LrvPOXZptjrinXaKBh2QTBEQmKCAwlaigxRiYmYv5fvYxm\nhBBJScHgMIYGpAACIEG0Q1eXuea4bTJzzcPKzH1uCaAe9NB8qB3RXVX33HPOtpkrv/UZxHgQi0ew\nLtUMNgxY1+AHQxOEewnMp/zMiKVzGwIT4j1202JEz+mQ9poGIQaJTvfgfNxwisJbIf9eRnxEUWLr\nrAYNI5Vsj/MU2x3rDYZEzLYBhoYwR5KFOGmhVRIshKhEfXUu9N4AACAASURBVBcw3mHOQsyDzRYp\n3oBRusPi4i4YfJ4HDTE2y+obC3NcBERpKWysTdiYSESmlNg3ntY3tXuwWhnclKBNpNTqQquECzur\n4IAYmCNpjMSsSJ3GUR3pS8sxLXYTOl+nrHzW+6EUhUXFnUIEo16CD8RcokbGNqsfi4WDRIuxavmx\n+DOWVq0W1ikpIqddp6XlXLymdLFb2gx5Dhb1EVQxRaqmy40XpYp4RdGSFPEO+OyzKKIImbPtAkAk\nVxNJftn2j6LNd94/fhNJWgy18uR3xuA/p8+/ya+q/hfOa0VVYcdzTyitmBfDOrsgUUKV6IMhGrdw\neEoxImaR+79xos89jx56QikkXOwPaqUtwjRGrEsMPqJB6GeS0gDBC02TzUTL7F6Ks6hcoXNVhfKf\nEiJz5kYtwZp6bhp9nVRtJkqPWV2HLYZA0zTV+BS0mm+s+qkkcruvnEM0CgZjaL3Hi9QCUsQwThNR\nLEkU9i1lkT6oD6/HOcrmnK33hcFgas/dYMWRHJhGQ6alKQiiJcwa53N+Hcr5NizQPGJw5UE3JSle\nWwcmmdrmFUlZ/ajFSjzzttHXtR0icQYaXOOqyz44ko24xtCtlbewySZ7TaOTV79SL6j70z0XjxVh\n6nzDy5+94sr3JHOJWKkWBx99+CHH/QnfNqTUQjyw36uCKowTwzDQtI5xHAjTzMU2qwevHrG5vmQ8\n7fnpi0+4vX7Co2fPAHjn6Re43PZsVl/l6ePH/PjvfsJXfuXrAPzq+7/Cxx9+xLtffIcxnDDG8OTJ\nIz12E3j27Ck/+uCnGqz7zlN+/rEagXabLTevXjCPJ3wvvLw91RXh6TSCRJprx2azYbfbMeYYmmka\nOJ5GLi+vdTILiTH7pJ2mkWEYWK3WvHz5Ulf/KVXX4ja7v79+/ZpVr2q3w0HPjfWW7UXPaThwe3/H\n7nDPxYUiPlcXW7quI86BGI4c9nu25bxdX8L9PU+fPsY5Q3SuSs5397dcbreICKt1j+9a7nKhGWPk\neDhgBZ49e0bbNsy5mIxRkwLG8Yh3a23Fx2X8mMLMOE2sL7ZY7zgNU73ffNvQd2v1YYuKtoFO7s45\nHAZnDWmYOc1aEPbdOjtoq0Hl8Xik+A1oC8YzTwPTFJmmEcncvRACmIT3PqvqpLZ38u2tE+ocuPrS\nIyZv2Z2yA75JWozlZ8E2jiarXO0kzMFgvaHpG3ppMXlRdzoJ43AE1IA4TLFOcG2zRnWuom2yIHVx\nqqozDbg11qrlU6EGBKFpW2KaEaPeVaWXYbMVhCTJEnuLZKf2ZKPypYIiWkmEuRhHey0ybBJknvAN\ndfGZ8qLaO7fwcIsrqUHtELQPn68B+XyrEjmllN3fM++Uwv11EHQEPeyOZJlxfW/f98wx0SWhbdtq\nkuqcQ+KMhKhFkCwRNiEEpnmsXoTGLNSaptXrjrWVW3a+WWvxvSdm27KK5iJ5EewwWXlX2nBJBJsX\n0OW4ynZe0CkC+nD8Lio9az0kefBe4ywmqTeViFQDVX2stOVpDA9qDJu9uMrPzxf150XeL9v+URVT\n5e8P23C1R/bwd1Jicd6lIlmlubbQguTBe3/RVrLtClFOvwRMbhhqG5Aa4WFZ4OSyne+zIdvyG/Ng\nEi9tOFNbFYuHC+ixzpPVZPgmMplCGI00rcFHXV2lNJIyt6kpES2QfaGWYiqZZWKpBdbickcImkNV\n4VKbDSKhOg7bZGicJZkiMc4DrnW57Wb1Ri/EdWvxrtU+ubHMeWUMGoFQBt9ilmZLjx/lwCk6VfhQ\ny0kOKeUHJmJNXMYiq+1SLfYiPsXKb1JbCyXKRxFiChWZskqSQyTlQtAScjvOSZMLcCFZReQqZB89\nJlrlOVgLDqQS11O+f4JyKnLv0md7AAnaVg4ygTV0XUObeTpt32GMxbcuE/sDu0lX9c5cMYnyGtab\nnhACfSZhf+lLX+Lli9fMYVTLBeNo2nU+Rs84nfBG6DY90jVMo67qP/3wDp57tts1fd/TWlPbOR9/\n8iEO2Gy2XDx6zG//0+/w/KNPAPjdf/UvOM4HUpj40rtfYP/yhjkqb+TlYc8722d89b0v8+Ljj/ny\n177MbqdeUheXG14MrxnCTBuE43FP12SfoTkwTUdWbUfXnRiGgZubuwf37Xp7qVl23vLqtSJPfav6\nZbGG9Xajruwx0q4U0fO+5Xa35zSNPH36FCOWXW6dXl9fczqODKfAMI6M08x14/N3bTjs9iANxzmw\nu7vjOsfpTNNIDDOrvkVE2KzWvHjxXL9PDNeXj/Q8JiHMY7XUOOz27O/uuX7nKc+ePcE5w3DK9gfj\npJy3xhOniXmOC1k6CfMcuLi+Ikribr9j3WrRt1ptQGwdB633tdVkkxZU3rc5xigj4YAJM3PQ77BY\nGueZz5z4yzmfpqmOq1BEL4YQo46/7g2rlZiIAv3aEduG2/nAPhvIznbCjpGAxtiklKoPEcYSM1fG\ntkpnmHL7yDcJEcswJVIIlSahT5sFBGeEpJ2w/D9diPpMTkfAW1PHbxXe6GJWOWGu+r2RdMx3BnWt\nK/mmoMVAXphHko4RLo/7vqQ1JFzjEROZpSwUFZFSvqzJtUgpXhc0XLNJY2k6PAAUQoyAq62zGLQz\nIikSozCNe0JY8vck6fd1TUucI6lPlQ9sndpiWIExt3OLX9Q0TWosnBLTNOUCegEpnNMxuoy5pQgr\n9hVQ1vmGKuYSyfziXJyILPYHZ217IWaf0+U6WetrB+sXcajr9Tz7TG1HBmLSVmwiLr5eKbcIU05a\ncUtCiXWKvFm7oGplKwjYP7S9tUZ4u73d3m5vt7fb2+3t9nb7n9j+URDQz7dCMFZ32kUCr2/QlUhx\n1y569WIWZ8yiBKhE8qTGbUaoaNCDLalZoxK0l9VSXp8oWoKGCBuWFdHC6chkt/rvJY+vQJFLCvaC\nVImB80PLaTgaaDlBNzhmltWLHpeSqFNaVuzJZwSvQrXnTugh93mtrjaInMPypY9tTG4OxFTbfOVa\nzEmVQkr2LDwth3M5g4+CRhUCuir7CsQr0SElt48Z6xaD1TkskmyRWK9dUc+UFUMMAiYb+hUu44Ln\nZwTK4Bs91iK51tPgiMapLNz6KskVbHa3Byuq2oxhcd7VdmVBB8JZFmKrELVxanORDLhsaJlN/HT/\nNSA0BVOdp60IrvHKrZIALdDkdmW3VT6TCCkFjQDJa53pELhYX7DyWzweWl9bRJvVGv8Fbf0M06hw\nf1bKpDhzOtxxOB2YhpGmcTy+VuXZZnPB7nQkhMR+f+Tu/md85Wu/AsCjd56y291z9+o5V+PAVbdi\nlQmpH334M777e/+M//wf/iMXtzu212uOtznvrvXc3d/TELn7+Se88/gRF09VkXi4vWVz8YR5DkxT\nJMyWhkWO733L8bjHO0Voj8fcqgyBqWTf9T3702L90LYtu+OBvm/ZXm505ZtSDTx9+fqW43Di6uqC\n/WnAi6EtaFiMhDGw3V4yzzMpJR5d5/ge12jwrIns9if2+/1i/THN4EyNcdnt7jlmG4cnT54QQ2Ac\nR6wLEBzjQdt8RhJf+MIzvvb+r9J1imrNuf09hAlE6JuewzDkVtDyDLarnhAip3li1a9ZdRvOtzfN\nhvODgUNTBoK39E2HxOwCHTX+aRoVQXuTLjFOJzhTBy88HVTJmRYTXhXTZJVTmghilNey7tiFA3dH\nRRFP7YhMhuQVlZ7CXIPT46xIVZREyJwc3xQStvL+Ep45zRhvHmQFeuuJEhgHbUeWZwYRtVBBubZJ\nEokcoyWG+ZTAahxPslIz/ZxXqod1qlJO4Wz8jg6sJmaIDRi3cLRs5vAkpwO5tg0Xwnvl2OpFrecw\nReVMxWr2K4uTdzXEVNNRkcUyw/vMBU1J0UlnmU4Te6v3m8NoHs1mTWqUE1X4kmMIuNyyM0mU61bI\n8zEyz2MWIWRbmII8JjUvNikov1QMsUQJmWXMtnZRmesP9ZwrmqeWBOcGqpq3K9WyYOkqqcHneb7t\nm9s8z4gxNM5RZOOhysctUWblWhfTThKkxUZC5+KlBtHfUzpQzfDN7/zHTUAXMGdRJOXhBb0ojqXN\nZ61ayktQZ23nFpL5wmGS3AuVpX2WlIBmraf4orxJjCsFkz3jIZYBSkBtEJzUCVwDWQpZ/Y2TnO0P\neKPFpx8qtQ1oBDDpobQUIMJ8Sow20TRFYZGTuyVhkyM4S8qKD9Orc2wS9TCR9JCDZhgryXueVUlS\nCh1T22r/feC0wrH6d29V3l8bkvn3Sn/ZW0vnS+xPQ+M81mvbzXmDzS3AaYpY2xDnRIgKGS9UcnXx\nVe5A1AKmjHBks2FyCGg6U9flokZbhgHsUixan7DRKNch6aBcjiHFqIO2aI8fqOcphJxUnxxiUaf3\nCi9ndZDTcxIl4CvHK0cXmYYkSkRtran2F+I8xgm4gDARZEJckZWjCitvcNIwjzOWHLIplncfv8M2\nNczTxOWTFTa3B0+Ho2YnAkYs14+eEF+9AmB3fwTrWa0vWG8uGceRn7/U9tmq63ny5KlC53ni+OSj\nDwH49PnP+eJXvsx2u+Z0PBBOJy6yQvDlxx/z6N3H/It/8/v8xX/8z1wNFpeJ1OurLcdXt8zTQCTx\n6YvP+PVvfweA73/wMZs2sFmv2R2OHE9DzdC72qzZnQb2e50I2rZf5OjDgLWW27vXrC4CwzDw9JE6\njvd9y+1BJ8u+7RnkQAwJ2xdJqqFbr2iajnEcWF1c12L65n7H06dPubjY8PzTwNXlZV0snA4TTdNy\nc/eK55+95tHVI8ZRC5EUZq4fP1Yu1u0Nt7e3VclqrUbIJIR5ONF1SrgH2F5ccf30GVfXlxyPyl8L\nWbGoC0iYBo15SSnVNtfV5aPc/he2q0uMd7U9aIzFmcyT8Tb7tuUFjzM4BN+u1beocVkpBXGelLuC\nRp3EKRCLh1xWNp+ybcWiCNZiqm1b5SNFoXU5kL24eRvLZrWmaTr8xZZ5/5JDLiaP44nJqS/dHAPT\nNFCkGyZqxG8IkSmFHDCwVHiFx9X3PSZaQg7ltTYxD7O2vIwjTRBKS9LkwPOU1OYkaSuwPsOiRYSx\nulCuA0NEve6CxpM472qL3yYNL7c2U0JiqHSL0q5qrUNIWnAVxm3SlpdBqWmabpGLiRR1golq4WBx\nhKKNE1WoWaOq8ZQWj0BjdPHpSgC30eKq3KeHQ1G7Ceu15HtsWSjHqP5Rzlrln4SFizXOI3OYVclY\nFn6ouhARopgaPVUoDAqAhAxsLKH2er7zPJtBD8ebEXILh1gXyrlYRtWa87wUgr9oE9R+Z6GhGS3a\nKJm1lRIIovl/1prc1pMHVBjnGlUNqiLt7B5kaVv+ku3zz+ZLi42BMZrifV5cNXa5WGQEqa6WzEK+\nrpETAnB+0Av3YCkYlp89IJnlilS/O6McqRRWphKxQpp0cMqFUenHlmNCfLXCF84usjE18VxiyhNp\nRl9iwpIwogZjJwLO5kBTyavBlFUdzlW5rk2zrqacVePLkChx3dYaNZazS7FZ7CX0FwzGZBRQlHBd\nzUBRLotzpQ8914dRa0UtTruuPQvh1BgHZ4wapxrllpVJCqfvidmfxs6RKZ31vZM+2OX3Fx5a4S5o\nbIy1WX1XdtQKRrQ/bp2phFkTBZwa72lVbGvBZCWQZIQAEha/LIAQRhyWGPPqxDmi6AQWMTifgEDM\nAkBb91dxTWtKcTuwoYXs0yPOYBuD9ZFojySZ63d2rSHIkZQ8yUa6bs3hpaIz7Du2X1jx9PKS17ev\nGcejCiuA03jUiTgk5jnA2QLkcH/HMAy03tL2a7aXG5qMalibGKdIkISVxMWq5xvf+Ea+vjPTPHLR\nbkjOc5xHinq4tZYf/8n/x3f+zb/k2//qd/ir/+t7vPNlLW6sg1MYSSnRX1/y2etXfDNXql/91V/h\n47/5Ib0NHE93TGms92HKkSFTEnbHE32SyuEZw8yjR1fMIfHZy+dsVv1yP1ths+q5Wm853O457kYO\nc+Qqo2htv8Z6QwqRy80WSBwG5fA451hteu7ub7HWsF6vuLvLWYF4rInc3uzZ3d3y+PoR14+VZL/f\n7xCTuNvd6u8nWdSjKeIaz3A6gnXMMdJ1eu0vr67xfcMwnnDO8np3WxHLtm05ZNWfAu6Wq21WHaYc\njN50OtFOUYPAocrXG6+mq2LNUhRYV80fmxLZUeNbOiQO2dw0opYGZUxMeN/i/czhcCDGmb7v636K\nCCnEWuDo4iePRf2KFBOX6w3Ge17f3HH3Sj3Mjt1I065oTPYpMhGJBSVWTkss3NVEzR+UXGQ442ks\npMawXpUQ5JG7ccccZkzUzsHymS7PJeCw4Gxd1DhvM4cs4SQS5wUpMbn7IRkNscHV8Tu5iLP6fgTE\nmIq6izqIklJZ6AeKv5y3po6XkBSpsgsyRVTfJpO0SC1GoAnJZqWm+sNV76oU8b7BJa/zT1QOVznG\ncZzBDeqhaC1N3zFklW/rvHILjWcOo1r75M8PcSJEXchOIWbfwoW7K1bPc0hqSloC7o3VBa5YUfNU\nEYzU6hVDsS5QheRSoFstUnLBNc9ztbZRpb3O+VNQr7Fzs2r9aEGiENK8dEMEUggUgdg5ulpETsWP\nsXgllu/TGkF5uMICrogklqX4L94+3zZfVkScQ9Pn2y+C1c5pYOVm/e8QoLPcKJMn8+Jy++ZnFg+M\nlFVAZbVkserRIecEdX2P9Y6QFJeyVm0R0lkBaLF1hWRk2d9SndusJkByGCfaBpC87yZBGAMntwyG\nKQppFqzPSGku1pgN3lvEZ1lptBXuxAqpKQrJ8v1Swsz1wa3kPpBkqurB4ir8KcQH51gRPv2Mkkb+\nQJFpVGTobM5aKoWPhSkGGllsL8p1KmTXlHIAaZJ6To0xTCmqc3JrwFLVN4azYhdHwhQYSzOWjGZj\nmUxEJRb5u9GHPlocLg9k5bTpKk5MVorMS06VydLpFIRkVYlSJn5fWgM57yxJIHkNatUtKtLlNHhz\nCifGUJzMJ/WaiTPzUY0WL7OfUOc9YZzYH++ZwojMExnH5HQ4MoVZ88VGOAynSjL3TvAWxmEmhgPG\nDJUou16vub6+xnUtr24+48Xr13VR8+zZE656x6bv6dYrjrv9glw4Q79q+bM//EN+7//8d3z9X/42\nP/rj/xeAJ03Dtu05mJG271j3G37ww+8D8K1f/zbvfvErvHz+Kauup+ua2o7bDzO+XdNgOO7uVYWZ\n72FVIc2c5oBzDev1lsMw5nPmuLp6xLZfsRtvEAPtesWUXx/DxJPLRwy7ex49esRPP/gZUybZf/Hd\nd5nnmRevXnN9dY11npcZ0ev7NX3fst8fOB33XD26Zp0RJuc0m/Dly9fLfZvXCt57pqAhuJvVSn2j\nXM41CyPj/UjbbTDG0fcL+jYOE946jsNACIHtdsucXzvsT7WNpm0tRzWDy/46xumipfG+0hTCpChB\nsAlPm+kGyzMrtgOKF5LgMsIiREJQBW+hBJxPXOOoRfB2vc4TocEUBMIYYgyK9FjPMM21QJ36xKr3\nJKtmqdjSxoEgOmlHSYQ0Y3G/UDmlE2eqLVdpDRcXcEgnTrsDJJ8d3bXYEJ/3zzglmhcE2ubF3hma\nVDZnHWmOiBOc94reVEZ4Ht+igjmSjX+hUDGkotPRpjpfmLiQ+E2eS1IueogWGzUVw+LyfJiPN0od\n34xRGwY5EyyVec4a9Qu0ekvULUUtro7HE81ZwTzGkxa1Tn3yzttcMcaq+Na/L4ImY7QD4L2mcejP\npF57axySDA0GxJ2JtGwd053R/S73vohUm5oQolrLVNMvUV8/k8OXz7wOQRXn2h4WVayekcxLbIUk\nUDrQAiicC8O0K1PQ3OW+K2K2hSivRqT/0Pa5FlMJ0RvULpO0M7aiT2Kyigsq1UlEcuWqbRh9qXh6\nFBNKqW8QKX3cbG75Bis/5b66MYZIWCpmUNQs36UxJe2Hg7Z/TGlLUSdaICvSIo05k/IX7o8IYrLL\nuuHBvhTFmMRsHJYiITsdHy10Xlf+1mskjcsqktlJtS6ojuz5ZkySiKgBW0wGsjP8mwOViD54xToC\n1B+qnnexWCs1poWzlUPKaFmJ5TEmR/RYwDi8t5QqxTiLiw5rHDEJhIjPLtDRSuZP6TkRMcRiJCYW\nlx/kQKTxCx+habwGbhq1yhAj1Q9ETFYcMSnmaAyFHJFCwnl1G07ZMK6cFu/VOC5FiESiBDIQhBGN\n6RDrsE0ugM/iNkRSDVW2oNLp7IvjMXjjaYxGUgzTidOU2yDJs2nXmBHMZDjc7Hh6+VUAnj55hA+t\nunvPMzevbquNQ9/3jKeB/f0BCY7Q2MqNsSiKMM9q5mhtrDLvVy9HDuPEe199j3/ym98mzhM//MEP\nANj/7O95971nuGxm2jaGrKpmGo+QhN5Y/uQP/oB//n/8a7aPrwHYffgp11/6ApJmbl695OnTd3iV\nrRFeXz/l6vIpL/7mJ3z7n7zP6XTH/b3yaWJKbJ3lyeNnEBPH44E586RinEmpo217hpDoVxeE7Ilz\nPI0477m+vtbQahNYrXtuX2VD02zZ0HUd1gj39/dcXV/ne1549fKGrt2wWl0wTBP7LOPfXG5oW3VX\nf/z0Cdvtlhcv1Hz0Yr0hTDG79yd2hwObjCIVftd2u8VKNnzM7ZPDbsdqtWLiRIga7XN/q8dvm1bN\nE+eRdb/ldDrWiajrGxD/YEKrfFDR0OMY5zq2tW5BpdtsCTDmiSuLFWmsxbmW6BzEkS51HLMJ7DSV\nMUILbkjVUX8cR+0WNA1N01Su4lwUhCFwebmhX3eIGF6+vuHTbNraXnX4oSG0iabR6KJQ2kckggT1\nEkxROUx50zGmLODU7DOc8zptw2Zj8eIZ70fmUGgiVjk+Fl1Uhqka9qacQmBEcM5nhK0shhNtp/Es\nFbGrajadl6I1aj5pXKWYEFS9LK3BWac2HXXVajUw2WaPRLtwbp1t1OsPixh1Yp8zD8l51BHdaJyO\nHhP5+LTYLUiVZDW0K+kA1qsJczIc9yPNONFnT7uUErM4TBo10N3oIjbvbAa5pNI/zltytbiuhXYG\nH9ziEWVNnkvqZcpFLRmXiktYt9FBc1GR2iWFhDx/TtOUUSf74DkIogvukISQEq4UhbLEmaVSCsiy\n/+c0n4cggf6yMfoWY02dS/5HtgjweVsj5J5lLFykzFEylHaZPOhbQinAjJLIzqt0KtoMv6Ana1ni\nZ6IsF0TfV1qAD79PTKpFj49efUwAGpNhXqn95OWzkhKRDdk4zCySZPKggPbpZ5NqR9IZm28e0YdH\npJrlQSA5S9tZzCyIiTivr7WNJYWgjuQuZZLoclZSNBi37GOBcyFDrKnAxjmL6+z4Y5GiFkfxc08r\nq/EIJs4qBS4DvNPCyDmv2XdW87WAnOFm8Dj86Gh8BynzRpInxkxunBMSBJkX64vJTtlITQhCdfOO\nYVSeiEg2tTtDzbwhzbrCjGkiSkKk8JAEOyeiLQsXhfdBRQDOeQh5gBBHiGUFpit8XRxbXFrOoWkt\nNkYkWyME6RBrKinW42hNQ9c6bAPBhCqfPs2ZHBw8DT2db+lyb+3J+glpmLg53THMAylE9ied/HZ3\ngrgWC5zioG1ClvPmjMWbmTDNRFmyxK4u1+ASr59/jJl3fO39X+V3f//3AfjZT3/C/uY5Gx8Zj7ca\nW5Jn4q5tOBx2zAYOzw/8+A/+C9/97e8C8J9u/5APP/uMx9eXuK7n/n5Pk/flb3/wY77zu+9huyuO\nw4l157jLkE4h047zBFbRgNvb23rPbjaSW6UOZxxDUM5M3/ekPAnvh5GAYdOvwWjx2jQN4zxy1a4Y\nhxnfOq4ut/UeThJ4+vQ9drs99/v7ynHp+zV3d/c47/m1b32LaRqyU7WiYbv9icY1HI93usLON9xu\nt8N6Q5gGEhbfd6w7bZEd93cMaaBptzTdltNpqJP0cXfPGCKX10/V3du56lEkAVIYsb7V5zWmRQwh\nQpyVgEz2KSsr/gbHnD2dPNnMM9/DU5qYYqBbtay6DXMY6dZqpxFSJM06nmiWZkKm2jvENQ7vyfwY\njxVwtkyoLbbr8L4lhZmf/ezv+Ox1LkK5xniNBfHeqi8aJf1BMF4QG/ENxElIua0uzMSklJ4YC617\nKaasQ21bXMI2niYbHY/zQAjKJ2VSfmSpFxoMjVG0womAJFyNfjB4A8lYnCQdb+rzpI7nTgPciHPA\n5QW2EAkChMjsNPLqfCy1ps0NrkSIc51njHU0XJDixCxBiyuXidRjRIrHXeHvFhTNCC6j9wVBtI2t\nbWVjPc4qsdxah0nCdBrrczHnTkCIRhekdb5MhDghMdSFdzqjYrjGgxTu8VmhafL8LTrXKoUkj6cp\nQhDtdpDn8Fq8GUhCEqPigyS1XUdarnUIWmiZqO/zXi0TYolHM8uiwRiHizZztUw5XfUYKh/6jUJR\n73CNNKPYP5Rrb1jc7n/JZv/BV99ub7e329vt7fZ2e7u93d5u/+D2+RLQUzyTnOt23moSc8abSpJh\n0kKIljPIr7xbca03q02yPsDU1wq/p6ARDo0zaSpvRHQHKeCkANadO7oqguSMr2oq/czcatQPyCT3\nBQmrlgmSNFeqfJ/IYreQj7cc3zgFTOtVFWcF4+Hc0DKJxaUZlwzGLkHGzmUoNlfgVV2Ry/QCrRby\nfhDRlVr53MIRyOq56hRrLcyRaIrqTSoapD1wbVUar2hZCSV21lb3W+ccbUPNrfM+EZ1BrEGq3UTu\nq4eMGHoNIRAXaytTbO7bW8EQEBZoVqJeC91vNTQscQtIvtfSIkColhJBs7UKVKzu+blFYAwmJ67b\njKm6TASWbOTpXAPR0mWCblEDmdxygIS3Bm8iRG0tpXnFZGaIA250tHK17KsLbC8vOEz37IcdYGjy\n6m0eZvb7e2yK2WCvYc5KrLEk2FvDPGUuS5aHz3Hm0cUVm4s1w2nHD//mv/GFL70HwO/8znf49MOf\n8pff/1OuL684jaeKaG7Wa9q2ZRr2tFb4yQ9/wCZHfSotggAAIABJREFUtPzWd3+L//Dv/z2dU1PM\n5x9/Qpuzwn7+yUcMh5f8+je/zI/++s94//2v0Pb6WkyJtu3Z3d1zGg5M88BcW5UWY7b5/Ok1KYRo\nMeqCfXezJ8bIqu+ZjieuH6lKMMWZu9eveO/XvsX9qxsspqrr5pAw0bM/Hjidjtzf31eXc4zjk+ef\ngrNY3zNMM+tL5a8dxwPDfFSu2jTRtg2n3B5supar1RW73YFutebZs3cZC3+t6xGJeNcQhpHheGSX\nlW7eex49esTheNCxxbiKIDrfkKzHOJ+VW6aiNsoliYR5ovVrYnL4rHoKUTkoXd+SnGCcxueAIqSd\n7winif040DVtvZ/W657jKahrv3OEBIIeg3Um304d2LYi7kVRdrHaaPvvcsXNzSs+/PBDTvfZ/V9O\nzDbStprj6RqPL3E6LjLJBFbtT9rsTq6bRt7Mc6zZdSmjT2G2md8YkKDjmMn0B5l0TNDfD0Cq2Xy2\ncYSodAFrhIaEL318C0julXiPSyzpEEY7ByGBi5n3VU1SRakXIhCNmhjn7zMu72PSHEFjTD1nHkdM\nIyHOarkSpY7t4i1M+h6XA4jP0a4kOefPuGpP42xJVGiyCjvkSK1QUR5Vm6vNgcTELKHSLaZpRkiV\nM6XPZ76EAjYmrNM2aMzold4bII3D4ZXanxadtiq1k1J2omTubn0xzy1qIpowpFDUfHnY9w1K/ViU\n+MU+6Rdt2u0KlSsnIotq3GrHaMGR3jAJL7i+UUV+8fB2VCruL90+dwd0e8Y3SvkgK9HbnLfu0ILK\nFHKYXYh6ZzEz538/3wqX6rzQEpGc8ydY4zLnJU+oxDxJqw+VJL3Q+imqPlA+lalEUFBeUOnvnxdP\n5fswSscuDU2TX4spEpPKRg1KPiyOvS5BTBNTtODUYdfEclMpN8D7hBObYedColNSpM3eVylGFSgW\nuFJs3kcF3EUS6UzZoDEGoRI1H2wpIbM6Yc12rMRXbwxkB1lnNem7cKa80+IimETrNYS3KXw55wjO\nkWzmP7Hc7nOGmkMQjFf+UjmnTZt74CmoQkYci8pTe+bGOE3diZl3gXKf9OGFOOdQ01Koo2668zxr\nR1kWqNu6lpCL06Y159xGwGGswWZ7B4vBaUWqn2syMdWq87QRIWX38BQDURJTiKxDSxP76kqcTEBM\noG/6nMMW6EqgaQRvJg6HW06nE6v+qvplpUyUDcWFXhIhc5FOg9DeN1xfb1k/fsw4TXz6c7VG2O9e\n83v/2+8SMPzoB39G38CY5egpJS63l8onizPSOL73//zfAPz+v/3X/O53v8Mf/dEf4RqdFIsf1pNn\nW/7+77/Pr7z/G7R9R0gO32QOxzSw2+3p25YwDkzTqFw74O5uz6q/YnXhub2/YX/cs8oO567x7PcH\nWu/ZbDb8/JNPsGJ5+u6zfPyRTb9CRDicjpVUrfdUJEQhzCe2F2t2h/tapI3jiGB58uwpcxD2xyPr\ndXZVbxuwlvv9jr7vaWzDOGuxEULQe9q3dL7hNAx0uc0nYhgG9fXa3d1ze3/Haquf+fjJI17e7rTw\nx+qkXSJccniwkPk6QZin+/w89RhjadoG3+i4tD+q55UzsNpswSm3ZIozJedaTGKOOY/zdOC4P9S8\nP2uFrtOcyHmOHE8jkLldmW/iXJPtK2bGeWLVaLHbN56maTHrNc8/+DHPX7/idJPbdeHEKEfarsM0\nBt8ami7zZrwh2ojYgPWGrmkXR3JjCHkBkAQkxmplkmhU7acPCeM4keZMWxBT54oU8gIzt8+k1ZBz\n6zTb1An46umn/NpE0rFEDJbiW6emBUkkL/QttpCeSah0PrcMDQstxOvE76zFihL2TeYuShKmOCDG\n4azXMasssfNitrFOcw2x1eFeNKUXXRVmoAFb1fv6p76m9hax0mKK55XBaJssUQs/RAhzVlfG3Fqr\nc2vxvIqZipO/H3R+nHTxk1z2LTyb91IBOiyYZGqhZq2tsUS638v3qTWREtZ1Pl6EZXray1xv659l\n0xaehkiLRIwt1j2GpPRa9deyS6SZSPabzAt0jRUqKsosHPsHts8XmRLAPqwMeaDXWwoD8oQu2dhM\nxa3lffbsPQ+30he1Z4qNB6+psYVaFXBONjw388orKM65ViYbtWXPo7KyySRzk6SWsqXQiOhKQN9u\nss/Loh7wZ1wI/Z7i0xEyXyBhczFSTosyzlRF0yaHaRodSCCLD3JGl9dj1cDo8vkLCgiWZAQJlcSl\nrwkLaf7M80tQ0mIMQfk4+fil8cpfKs94PV96I2shklWQ3hJr8aZoVciSG29sLaokJWINWzVIjEsv\nPAneG8TlbC5NNQV04o8hB2Uag/OmCh1FlGipwdlZ6lzuJym2K2qJYK2v1yRFkwOEle9gja3cD2u1\nmM7mNVkMsBRTxjnEJAKOgPLiinpymndIu8aaFZ275CvPvsJpdwPA7nbH6rphu91yd98Tw7JgOB1H\nQpyY54kwTZzkRLF/MMYhcVCSfdJnpqj5MI7TaeS4O3L97BF9b2kz3+Juf8f3vvc9fuM3vsX777/P\nJx98wEWe+I+nPbujqlBNDIzzRL/WguG//uEf8r//u3/L//Ltb/Pj7/+Qb37zfe5u9Rhst+HVzY53\njwOPnnwBBRv1nIZ5om1bnDEMwwCYOpmO48jheGI7X9G1K4ZhZLXJCJIYbm9veXx9XZEsUqwmn13b\n0vc9rz57gYgoWX/Uibnve24+fcnFdl1VSucmiZvNhsdPnxExyukpqHQ0WNtg8HRNR4yRU+avbTZX\nurBCOJ1O2KatcRuH/R7nW6Z04m53T9M3XD1SMvyrV680pN23GCM0Vkm6AG3TEpJwOhwx3hOiSs/J\nz1VKiRThtDthHczpLFSdCd+tabsNjfcVmUhJz31wSlge54n7TEBfNQ2Nt7l4mwjzSMxCH2ssq25D\n069IRIZpRCTSZK8h32oWYDppJEmD5/BaC83xOCpC4g40jcM00GWLA996TAu2MSQzMzYD643eU77p\nVFwgalgpabEcENNgjaHzDW5tiacj+8OhXsPkNBYGZ0mS6mLJSKLxDiMBKxbnF46atYqASkpY22KM\nx2aOnqAdBY2T0QW4OYuSUs6nAbug3aBiF2McHq92CjPV/kVNTwsqoJ2EEoIMKCSC1DqhNmooKj+L\nqd2HtKAPItUOqIhO5CyiyIiAcRp2by3Hw1iPI0U1xg5hie4pm+RFWSVvPygwzoOKTRUsqT2Ojpsm\n6T1azneQ4p2lgo2yz7onCphYKxobZhY+7BIto4Kn89gj80ZxpcHFRZhhcQINPlOyDU1VF6VKqH9w\nvOiQ/mbEzJvb52uNYHhwKRYUR6pSbOGYa/EiD9j3Z5+VUaVfhAY9lEEuN6oSmt3Zz4Wzj8xWAbk9\nZ815NiUmf66kmIOLY31Pkf5qub5MpvmyZGhYCJLqSsNlFYG2ngrUW24qLUBMQqW01i6KvaBtI2Oz\nTk2kFiRasBQVo0pMlVC+FK+SjeGwRs3q6mCcV2lGc4xMVUoqkiO5cjfWEiUtiezZx0rtEnx+GEz9\nvLJfJhm8cVVWPktUf6pSD5mz8y1kB3f1kZEodWCco0E8GJ/UDyqo+7h+jwPU1yZGzfMrq7PiaZMk\nk1rP7o0YI8m0asZYZbPlobIYD21rsC5P+ra0Kq2q+JwUAYsuFsxyHOA1jBlPFMOUZXJJJuLQ4mdH\n71uu1lsuclv27sUrTm7P+vqS1abnNA51AGhaB0kIQaXw8xj0+8nycKOKsONhVI+sM9t97z1TDBwO\nJ6xNrDeKFK0az/5w4i///M/5xpe/ysXmgmNuSTnnuLm5Yd13NLmNXCbw1abnj//4j/nn/+s/4/bZ\nM17d3vD0HfWgurl9QdutGebE5vKSF59+zDaja/MYubzYMJ32tG1PGhImqxUfXT8hJZjnQL/WFt00\nFll1YL1eM4zHxS8mxmpcWNIHUsx+OUaYM9HfeY9OgJHXr19zfXnFnFWCFkPTdKw3l0zjkfV6qzl4\nwPNPX7E/jLhcSB2PO2wh53cNx9OBOEfWmw1DtjoAaojyq9d3dJs1m82Gm1dKstcw6p5pGui6FX3X\nYHK7ZpjmHGTdKdrXOWImEo/jqORimfPEJ7jmbNEYDWEYSWOs4yDo/dB1HWKF1XpFF1tiVuylMGOM\n4XQ6cX9/zzSe8I0W0m3TgvMU49p5nlmtVjzKrvrGWUJI2NWaz+7v+MHPPuCQQ5m9ePyA+r4Zg28b\nhmMuGFcz3dqAj9AIIdjaklsZh20Xeob3Hpt99FLyeOOwIeK6lsttg820gf1x4DQOBJMwWCLQVMRH\nlbzOWpxHCd/F9wk1O3W2pF5Qix2TsmUKomaVdhmjDWXeUrQmEdQQE0VbSEqwRiwmUn0IjfE00irx\nX3TMWro1qu4TWxCSxCLlTLlj4CpiqOP5uQWAhWQWFKnI/vPegpBSpniEspBQUr260us4XnbHG6ue\nN1XwtcylZX5N5iHQoce/+DqVLk4ptIT8cVV2d2ZoihZPMc8J53hJseM5b/eZikzpPkr+Lu/aqk6X\nIDTe6tidz9nijr44sEsGBM4X5v+j7XNv88Eyyeq2TPTGnKMFiXhWehXPJv17ejBY6Ml4+B3nBdP5\nz2BpadU3L3t2dmLPfm4yhypzgOq9kHd/ia7Rb6sQ5tm3S1oKqfIaKSlCJlpMne+fclZ0f2IAU6S1\nKaN13ii/IcazVVZxFC+Hpiacy01HhYj1AJYzXFHDfEq0cMwIWxD1fMro1YNCJCW9qcr1M8uNWKBx\nbwyz6KRV0DiLeXDezBvXL6WUw6PVe2QubUURphSxyWCaCMgZ8qYKwZT/s4bFLT9/q0TJD+UZ1Iy2\nS42NWc2RqvWD9aoc8g3YJmYvreKADaCrOfXaKTLihwOLiLKtpiTMsgzURizhNLN54lm1TeUx+MvI\n/uaW43TCeUPXeMKkg/9ms+G+vaPrepptw83LY5WyqxmiypC7ruOw29NnGb/LCp6iipnnkfvb7Czt\nEimOGJv46KOP2Ky2XOSg35evPsY75RWk2WGbgC0Gm+PMLJa/+eCnfPHr7/F3P/wRm1YnYp58gfu7\nkXFUhCLEyP1ePYicK0W/AJYYhdNRJ+GLiyv2uxMpJVarlbYs8uLROU9CzUebZDgdR1q/3EMxRrbb\nLfvbO/VOWrd14Lx9fUfTNLx+/ZrWeVaPV3UC8G2Dk3zPReUAFnXh65uXxKBKwGGaCXFgvdFCyfus\nSG0NIQTala1F1DzPzMOJvu/ZXl1zd3dXn/8Gi8wTruuwqBR8nnJAsFgury5omzXJOuao7XW99xsa\n36kCUCzjPOMy1Wi17rBmxem0wzNijCYpAMSxZW4GkMQuBbabDQs1QHBtT+O9fq411SC2aZQnNYWJ\n8XQkhcjVxSV9v86fO+DWPWw8P/roA14ej9hciBEEEQ/eIE4LaJN5YeKEyczYNqqSLis6Adx8ovUt\nZCfrc2sIbztdDKeZMAvONqz77AdmPMYY7g57fV/j6oQ6z4kQhHalBbVxgeo1ZB0WoWk6jAhBYlUj\nxzwOS5h1gZdiXX77xi1+d7YUAgUGN5jk1IDTWrxdwqlJESMebxuiAYuj3OApB6WDkHJaRikyjRi6\ntiHleaL4/ZVxOISAN8qbCmHGnrnjF/W8KstzMSIlQHnOBQqYSLb6MfWckm1djLW6MDvrEKgXo5AM\ndfGqx68ttShnaNcDUEMd3o13NNbWzorSUkxGnbLBd5m6JFsYlNZfMdnWT0S7KjpfJiN1jG68yQr4\niTBqYd/VFrf6QzoUADB28bya53j2+b94+9wd0N/8t4ghnU3AZ+fuDAUSSAabpeOS+9Umm72ZBQzi\nIfbFchMD9ixbqJpInr3PmPMibCmFSiH3wCeqkNpzPzbFrP40ashWXhSWIs7ZpQe89JXJ7cO4+HQY\nqc7pilyd8cxcho/R/r/IEqficq8+RoMLJrvUOn1gl4/G2tLyXB4AwS/omzz0G1GLBafHFi3JUdtu\nFb1CcClhrCHWp0o9/5PVa+ScIxZZdeFjGIM4R3KLySC2oIv54Umumt7NEjE+4UxBEJfCOIVATOq1\nY015GIvUNdWHU5JkGDgPjN4TfUHeIk3jsX65hq51GBPxzmthWk9aWSE5tU/IaFZOhVHfJ6efm1Ig\nBE/Kq+xxAkzQNovzWGJdLbrWcfH4mvv71zhp8bapg0qSgPeWZA2maaE5VG+jEAIGw+lwYt2vePz4\nsWaioWaYOEtIkSlOeOd08kRXoJtVx35/x2wTt7uB9eaLAPzaN3+T//bXf8FhOHC52Txoj43jyKPH\nT3n5yac83l7y7lfe469/9CN937e+wTff/xof/Owj+rZltdrw/NOPAHhy/YhpDIyDxiE1TcOQEY22\nHVVOn712pmHgXtRcc7XaEGLEOD0Ph+Ge7bNntF1uH1n1Afrs1UushYvOVqTINR7vWl4Mn9FfX7M7\nHnj6VFG0eRhZb3rmONeMvmE85OdlZpqPzPNImgbWq5bNKiMzuShtuo7VZsPlxWPu77UIu7+74WKz\nZnN1we5wpHWeKSMecwrYxiPWMseAhEDbaRGyXV+y2myIwSCmYTqd8G3hjOl46T2Imwj3od7fjV+R\nBLp2QwoDhkgRwgynI2H2tXCLY6Dvy4QCr1/fcjqONE1L11/QZq+VbtUDwnycGMeZy802k/YzqiGZ\nB2eEn/79Txju73F9XmhkVFyRe4O3Z2OmWEy0pDArUhIjPhOj5nnENnZx2kY5YgDNrIXVlHlOrae6\nvAenvMJuGglI5n9mG5IkuMbSrwy+0dVpidqx+lDl+SDgnalehyGGXMwkUrY3WIAiJVGnVEj6rgIB\nNkdcmSQ4g3KqZJl6vTPKmYo2NzPy+5y6tzuEaDX/rtJCrIqjrKFm+cHZIj4mxMyIlM7LMu8Y8ryT\nBKwiT4WfaQWIBiteaQjJ0rZnz9PZ+206F3spyVwSRCOVNwZABElBearW5/Fv2V9TujJRb8BynaxV\ncZcxrnKB63yZgYWmKSIhq7znvOnvJUqcjM/FlKTI4f7IcDxirLBadfUaOm8x1qkIStSQOdZeVar3\n+S/b3lojvN3ebm+3t9vb7e32dnu7/U9sn3ub700bA6VTa8/VCGoljcKIQYqeThGkhYBejMsUIVnI\naeTXNYzzTTb+Uqln3ClSYdRkeIAa6eeU9xV4MVH4XfW7ABMT1nklfEt82G+1pbImxwCc/bsgVaIZ\nfQXYIJErd/0s6xfINiWVQCdRGNqdxUY0KPRL0JWKdVrZ+2UxcdZaS1m6X9qTEUmLstKdIXp6PE5X\nEqLWDwWWbxrHnBIEDTkuohLq8WnKt/OGNC0SWedM5Y4X1KppSx/fERuHTBNVyVkhxJzplWFp4iJn\n1dasruYa5zV+4Mzo1aK8AgnFTmExxFNsWvCtx7auEqKtbbBes7a0lSBVjm0smtWXY3Sc14DtaIvh\noxq66iIpEZMw5MDqyQpB7jHxgvE4sbtfXM5DJsBuN2uOh1HdimtXWmjbFtt4jGtYXfaEUVGd4z4y\nHSfinDjKgcdPntCulad0OhzZXF8yRyGdTnS+YcpcI4kW7wSXETas8PPnn+jxO/jN3/qn/NVf/Tn3\npx3bboPNLdALVmy7NSns+emPfsK3v/sd7m4V0Xn+yQvW3SVfe+/L3NweadtuCXnuvEbvJDidTvhm\neaYOhwNt65nmE7e3gRgGpmEhYDf9hsNhx3ptabMRpJLYgTlymkaiqEx6PA3VnLFZbTkdR9arLet1\nz25/pG2U9BxjZI6TKouEDPfna5hGpmEgzRra3TbbKuWOQdex3apntblgP5yqO/g7734BJPD8+XPm\naNiu+toiurjaMApMojYbre/oVplk7x2H04iIYRiPzMngY1P303uPbdesuw3by0f4jHa14olpAOsw\nZsM87bHZfNPGicY2NF3PNqsE68goEQma+9avruiajiYjq8aoTN1azzQFVk88feuY8/15kJbr6yeE\n45G//eAnTNOJy3Vp5VmM1fga3ziMo0ZphTCp237jVeDRUF3O0zzD5DDO4q0KAWrMVRwQtE2dbMTY\npkwXebxShVuYRpJd2vgpwjDCcBpZeXcWOQKF7Kj2NZO6tRcaqSSIOq5JyjE6eTyPEtQeQIQwawRU\n3YyiJIpYCd712FhejxingnyJNgtxsr0FMx6QZKtx6JlfqX5uNlZN6SH/h9zJKWTwJKLWC+h8KWQT\nVKuttxjysy+Cdw0IOBq884sdAUovMV5blQp3LepvUKRb8wBdbWOrojwjprZRq4viYh9LLqySTJQH\nlscF72tb0Frl6pU5+IGdjeh3V1ayUYW6dpD0DeFUXPxP3N3fMI8D24sNq65X41s9ZTSNxWXkTXe/\nUFT+kXOmamvtrGhZkqZVssoZUU0yh8dmcl0sE33SqqB8njOqwIGlp1rk/W+S5s7t6as8lIVQV9xl\nz521QT02gLy/8sbnqFTfGN3nWtiZdEYS1FiEJSdP/2eF6ulTjwG1Sag3WqIGHScR0qSxKcaD8Us/\nOk0oMTuToY2Y7DS7HKPzxREWYlqKFGtLe0//Xvrs+YxDLkRAY1eqOkUsJiRVYAQwaSGTqp2DNj1L\nq7EY4Tq04AlNg7eeiUl79ChHK40TMQnzZEiyXAub5b8SHNLw4IHDaNagd05755zx5PL9kFzh5S09\ncQFMa3HO4jujcHuepHybeVDWYIu684zQ75yhWSnnyjqPM7Hw0zHOY7zaVTgvIAHJDvBGPGk2TNPI\ny/Cad9tHPLm6zveaY3f/mu16g28d82lkypP78XjCOM+m3xCJ9E3PLmfTWSd0qxZrtUjZ7e+4ulIO\nj/OG+9cveO8rX6LtOg6nY71vjscjjVfHeicOTGDda2vpp3/7E25eveZrX/0mn332Gbe3n/LoSl/r\nNgYk8PTRY3728Qe8ev4Z3/zm+wD84M//khevnvP06VOMiwzHwKq/zOe7pe027O0B1zZMcabNVgRk\nEchpnvDmpPE4WSq/iiMrvyGEiTD3uKZX1+sswHh9c0MIiYsLbUfG7JEDMB5P3N/eYxtLiNrmLS2U\nKYzM80ycE6t2RZLA/a3yu25fvsKalqbp8Z0nGqmt0/VmQ9N3YAyHwwHvW1Y5wsMaz0cffURKhs12\nSwwTq+x5ZYwljDM+zTTOsb1YMxf5/xjomo5hCKxcS28Mki0l2ravys0YiwO67sswH3S/kuCMZrAV\nF/cUI8bNtKbHthqiW0JwT4cDYY403UaJ5ibmAG2QSYUm+/29ciKblmRgypORR5Crnu/91+/xJz/4\nPvaqxeTi3SXlLBpr8d4hhAeZcMmoVQlBPZokH4d4p0T7Rgi5jWrWko9/SzgGDC1FSWZ9EYo4vNGs\nTEvJHi3Pq9oohKljPFk2bZO9qHTSbLK4wHufVXt5rM8cyBTmrOCVZfzyarcgeSEfTayZimaOmYeT\nCzUijSm+Vo5gLU4aXGPRCJtcTGAJJmKixqyJ+GUuyTySJBZvncr9rdTCHrSLl/JCPKSJMC+UFhVG\nJcSoCKPMOdbCnDSA3frsa1VsYazFeC1sUsoL4SJosTr2amsOtDRZ7CZ0nsw2NnGmd9kWxSRS0vw/\nh8XlAqq8T/3W1N9LasF7ThFyYLNa+ayNibE1pm6eAmFWL7h5DhoMjoO0Yh47TSwBugaM7YhJvbZU\n1JIXWLIIs37Z9rkXU966ihakTMqWrJybWdAkK9RoCkGI9kxdhgZBqDJLi5lyYmNcjL5+0VZfE3lQ\nXBXSddnPc6Sr5AAaY4hprn4V58cFUqGsWmgVVEry58tShAgGI16rqhRBYrWvLzW3MfpmEaEU9lWp\nGNW/KAUlTOsXq6eG83ozy6yoVHncvLe4pMeAc2g1lq9FRPlNERDDubNEUUmVc6Q8pnKutFSSEk8D\nlZdmst8VIln6baj5iuLxFta905WxsRXtSo1naiI2av6ghOUgYtIBwWBhVkPNmmiK0LQ+CysTxvmc\nu5cjcaIWXr5ZUK56DRuLdUn9XJ2p6EvhP6g3imQzPn1f01p843EIjStcFjQDUC9WLq7Be0eYFw7A\nMAVMG7ApEKNhnuc6wPd9T5y3HI8H+qbNROfs3dWoose1luFwQkJ4QOEyxvDoySP8zjLNA0Oe+PvO\nYUzDNI1sLre4wVZgbg7COE4aM5EC1iWmjPZsVitevPw5Nzc3fOMb73Oxbnn+6ccAXD17xuk0cn29\n4ru//R3+7C/+snLbLh89Jkng448+oHfXPHr6ZVyvA9zhcIO9n/EttG2DTUtwNhKZJw23TfOR27t7\n1hstwsYxcHNzozJ2LONxpHMbJskFxTCwXq+Z51nz+ayv1gghTERmUvRY61n1hsNe/ZSmSblmMc40\nqw0390devFCelomBGEdW1uDEIalhnfP+sMJpmBDruLhYMU0Tks/33Xhiv9/z9a9/nXkOnE5Ttelw\n3hNkxjm1S9BJME8ovgVruXr8SM0SrSVmCew8BobTkWkKDMOgSGIhF8tMmmZdbEkAmUmxmH0KqRWm\nMWIRhmlagmdDou/X6uVl9T40BZWLgfE0EKeRbt2Tsly8IJq+22IE/vTP/pSBQH91oUbDQGNyjpw1\nYKL+UaB3V2xQtFgJs8Zklec0icEwY5uIWMuYY6Y27RrfdqTZ4KzHWIPPE2jbtgzDVJXPMc51ASfG\nkGYYdzMRzySCKwaikjAm0HYOzKQCuhI47x3DNOKcUYVdVgWC8naT/P/svTmsLVmanff9e4g44x3e\ne5nv5VRdVahuki2CAmTIliFTkGTRkCOBphyZIi2ZlOTIkC0IFCBBoizJFGgSIEiHAMluoZvNqsqs\nnN54pzNFxB5k/HvvOPdVZhdBCSgIeFEoZOY958SJE8Pe/15r/WslfOfLeD9H4vROGxqUbbD4fD5f\nZEzSgsLmYoRaa0xrMCm2Dvb6f72GQkwJb6wujqMuwh+xIKl0a2dlcYbjWF4w6rlXAuzzeyCCtXN3\noI6v7VXtwG7foT5cet4yOu4L2Wj4sClFocUDxLO5AAAgAElEQVS2mgsCzqvfFkA2hpQMIZVzYmYR\nvfoypjLOVv1T/f1lUVsLLEkNCKjHZ0te4HkHKGkoc5nHisN1tAgeZw3GlO7vlAtOVgpb44m/o6Pv\n9y5AT48Qj0Lz5YoMnVWg5WJVEZqeyPlzuXhYkH+7+Knf9djPqsKW5b3voVZtvz/wt3PUShpKI4/f\nX5Gd8y6xrDYDWujr8bdCK1rI2j2QTUG66qSYtViQXN3V52RxPUmUImM2vAQtOsSpWDt5g3d679uz\n2TZjsdYrbG1s8z2C2n6q35+TNrzqiTv7fspvOf+vsvsUonpXtfOeEVctGnTZVN/rrdNMPAGce3T9\nuq7D+gkzCcZmZDozr8saEIpox0zKqXkpWaemrOo8rYLIcwRRu1/Sb187dIVmrajVgZlRy0TEWC3e\ncwwFtSrH2Ruct/p/p98vzpNNWWWbqPB5MY90zjWPouvNSh/iSami43HgbUFD1oslVjTE9v7+Xs3/\n7Bx0vNvtNM/KCNY5VsXJW0R9m2KMXD19whSO7bc6IKbAcDpwOqjNQV0RLrqe/eHEcDrQdR1OTIPL\nSZHLjWbL/erXf8ZPP/85f/CTnwKwu1HDyP1+x/WTJ/ziZz/n66816PgXf/RXMW4g+o77twf6w5Fn\nn6i55mbd8+1vfk3vE6vNmv3+wKLQXKfjkSmc+Ojjp9y9C2ooWOaE3d2RxIFPP/uY7eWW4/FIjJYQ\nju2+ESuMw6AWCseJUwmW3m7XrDZret9hiqnp3V3pLiydbN5YnHPc3z4wHI7l5w9sNhuury/ZHwOr\n7aah6WOYsF2PiLA/HFpDBeVe+fzzL8gxsru9pV8s24LoFI4Mw5HNZsPheOJ0Grm81JDmLI4QE4vt\nkikkpikyjadybgZSgq7XFfR4HBnLazknvFi6zuqKPltq/GMuCPhpHCBFhmlqC9Nlt8bZRUPiQwhI\ncXE/ZQ1yXhihr07rKTb66Ppyw9vffM2f/8s/Y3u15dRZ3Elf8yJk60iMijhYmlg+kTBJJ+IUBeO0\nUQaUhchQ/N4EsYahUFKDGVj5pYYBxyJSry7v1uKMx0iHlQlbUhn0nFoShiEnJpfAwbLaH7hZOuEB\ncaYtinOacEaIkkiT+hI2tC+l2W/LzG37AE7QolKgsx0u2TbxV+PoYtX8qNFHqcpiTp0fj08ior5d\nU8CKxTlhGuO8cBVBSjEVCsXXTESJzcdMdSnzsZ+HABtT52DabxzHhDWa9SjYebA/y8GjCNNbwSjz\neGulZvbNNF0IZT4pVGGu3ZNl0d52ks+6IHMV5xSwBdMKtpRzEc8rutQ5B4U67bqu2P8kjM14b/HV\nzRbTOjKtcY+brs6+68e23y8yZWTOOyz/reCLOsyaXCkYyoSp70ugnWaNkxU1i+MxbQic0Ybz3973\noILciqo5PPu3Pavmz1dGpN7lRu0CyqbFWSrHNdN15xotshrJcab9yUSlo5KawtWondn+Xr/PnHkX\ntU67CClovEBFUXLO2JjJWHKEaMBEmrdTSgq1Wx3ZNPy3mhMW6BWMPhyk9uCISBsADPrQVetdjS3Q\nkMkYdVVRozEEIRSdlPqxJKUhUYjaRmHKaobnjWkdH+MYCjqTYAzkHInlQglWE9mL5ivbXD0KMNao\nvqmcL+ExrSsqzir3wEyPOjGI14JPDGSJrQjRVU05ZucxRp3QQQtacRa36BEzkU3C+lTci0shZyOJ\nY7Ff2GCiFg37ux3Pnjxl0z3BG8uUFJEB2McjRiZ6K5yGo9o5FBO6WgiDsN1cMQxH7u+0gwybWCw9\nh4cd/cKyXa2Q0j1pjXZaisA4PGh3XymkT+OAdQlypxOls5wOhcpardRJnI7jtOPb777mo6dPAHj+\nycc8PDxwe3tLMt/y/Pkn/NFSUZv96YGnHz3j5uYtz15cs9+9ZTgtyrWw9KstvWRyDHR+warQkXd3\nD9zuX2JXPfbYs7l8hi+6pzAe6FdrxC8YkgHr6Jc9x2JAGJPSS6EYeR5Px+ZBdXm5xXVrFk4gJ2Iw\njIP+/jg+EIbAJx9/wZuXbxiPh+ZPloCry2dMEXzXEXPg/kEL4s8+/ylTirx5+5bNZoNzjrdvXgFw\nsVpzPB6bjxPAadDCbsxqQSBWUdved+04jUS65ZJ3b74nZu2g7Tq9Z/zCkkIiDpNO4Ku+oQw5auEZ\nwkAKI0bmeJAURu2GTkm7JiVjXaGkrGdK2v5vjNIiobjYm5ToOw+9xXnPplsQTyO++IUtXjzn+6++\n4yiZMQWQjC8eXBJHcGrqqWNWagV6deI22LJAnchFw5EtZDthrCLgY8rNh+kUjvR2jaJAINmXsQCI\nkc4a+iScsGSZNTw+qhY0CrybBq6mvkkKOhypUJuGTp8zO4/fGs8lZCeMIbTwaG8tThx5CIUic6Rq\nG0CJmMpCzAajhGh5TWUKGmGjv9GcTXRSFoDxt+YgnYSs9UXGYvX5rRFcSOnyU3RmjFOTauRQ5rrS\nCWvEtHnPGfOIvss5I6VM0PlpPhdaeFSDYCleUrpAzqWTG8AaTfqwQonIKvMKkHLCWo+IFmkhpxYM\nb7Az5ZfNI08ppUz1qKqvY27SG6dJHIU9CiFQJWy+s6gZa8Y6QUoHpl6Lsrg2PcbWDtByYpo858e3\n3zvNB+f8J/N/C5xhIQ2EUpMynbsrVMhZYYGAcbYNHJRJ0+TfNu08L5aqt2Z1dP3LUKqqo6r7q07O\n7++zPnxnKCrxLHpG4WvdkklIeWiqtqdN/MVVt+Ah+uw1j6ripVGaViVL8+EBhbSN0dVPmNTYvEYu\naIu/PgTWiKI8VaRYz/qjwlP3qfEtqdCbKvxvvyklbVc3ZQBBmOJ8ExpxeqKzWkbUX5FzVlFq1LRu\nrKj+BOhixoeomV0DRF+sI8ox6mCQwUZsZ8lFYS/eKnLklOOfYm5GevM2r75mnykVpSoNkTi308jp\nrGhPBbWq4lCrn0mSFGL2kJgwUmDkrifGQQutFAlpZLVQ/yaTLYeHwJPesewNEnJ7OrNRPdfxeCqR\nIqnRQMaod804jvhuATnNSfYJxCQ2656cJnKc2j3cdwsuLy/UqduoPmwoxUSIJ4yB5WLD4XhDFMF4\n/dwYQGxPtomVX9FZx27/UK5E4mc//QUX18/4V7/6C1arFc+fPwdgeHOkcz1Prz/meHxgvfEcCq2W\ncFjfYWLifn/H1ZNLNUwFsnUst1tsv8Ct15j9iW3xypqO2t683+/BeVzvWG46Xr5S+jCEQL9aIjIS\nY2AYjo3mExEeHh6Q7RprPG/f3TAd9Xf4PmCt5xQC4/GosTgF1tluL0nZkCbDYtWzO+745ONPyvVd\n8vLb7zHG4XrL/e1tW8ydhokUo9qhiHAYZkNPt+i5uLjGugX3t3fknNvvDzHhhgWIx/oVy8W23afW\nWkiqcVF9iTRR93AalN7JganooWpBGGKGNJIz7PZ7soGrq+t2j0/TRL9c4XunyFNNcihj13K5ZLle\nYX0PFhYbLXyl73lzf494dZ4PZlLrAfQRCRKx4lWLlWUupowQw0Rdn55PB5U1ANRHLydyWUgcwwmT\n7+lZQXbFdqbcw0TEZBa95zANSJiREzUbUJbgMAz0rkOq4B2DE3DeEKZcFlLl8RZDyuqJpMj1TF85\n50qzghZDOcY2dka0ULSmQ6OBznSrKaMmFVoopzynO5CFWIxla0PU+3MluVgDmMdzRs4UxFDnoBBC\nKwyqAD0VXa+O0/Ni2DhfGAmdU84tFdTeJz6yNtDve2yTYGS2EjC2zoGxoVRtSC1vMwhiEy5BbA73\nimal4gXonJu/Q8p8V+ZaW95fj0nEKAVYmJzZ2NOWOUtzScS4OXxQtBDLWttybnYQk7Si68e2HxcT\nfdg+bB+2D9uH7cP2Yfuwfdh+5/Z7RabO0Z3zLVchua32A4oY5dRsLYk54s7MJ9+v2s+FaikljUVp\nSNLjCvPHUKgfRMzO/l31NrTq+NF7CizZllt1v5z93pQL2qSVPUmrZbV7m528m6lmtYb4oe+jQKFx\nRq2q2DvHTBRt5c0hE2R+PUgCq3CxM9LE1NapE+3s7D7r27R91zUjPmPm9lkRSxWhKwzsGooUg1KU\nIk6pymRnzXdW8zZ93agwv3y3tRbve5wLOB8IY4aSiZUEMBrm7Jwlm7l70IlC02Cx1hTNxLx6qcZ1\nSi3U7kT9jDStQi7XuFKnINm2qKNkaV0y1gi+6MB0V6lQmuW82eLEK4YQJyRlToNm1226awRhygNp\nPDJG31buncDp7sQ4HZSCFGn0ycPDPTlnVgvL7vCA5JHLjdJn4zEzDoHVhWeaBs0FKxf0cDjivS+0\nci52DvU3CtMU6DvwfskUxmYpkKUjJMs0JVwndMueqwul+W5u3vKv/uJLfvGLP+Szzz7h5evvlS4E\nxCw57E989OSpIkIGjKuoZ+B0OJJF286HYWAsq8DOGj799BMW/Yqd9CzXK6YC53erNW/fvmW52fBk\nveRA4Obtbctnu76+ZpqU+har6F1dEhu3wOcR43re3t3z7fffsPF6rAu35nAacIuBZ9fXfPPNO3IZ\nKrt+yWEYubjcIs7ybPsxF08Vmfr+uzcYu2C9trx7/YbNZkO0hTocTuSc2A9HnDMcThObtaJBzi8Y\nh8zty++IceTq6ord/rbd+92qV1F4/4QsHcep5M8NIyYrKnLcnzg8HJoYfBgGXBZM7zXINbXlNoTA\nCTDGMU0R1zuOxSQ1eGGz0diiKU2EHBpKZldWKd6sdI1xluwM2+cf63UME7/+5kvW2xXPp6e8eXjZ\nxNtiPaQaAF86w1o3rFXjWdGkCZMtOc3wumRDDIqipLMxKohwDNrNSk6YMM3d0RI1ULlPrKJjwnCq\nQeYZcsxYZ1nknmGY8KUxRULCRAOlky+G3GxhvLcYa8gSMQk6a8/E2RSjTFGKLGu6gP5d9T85BaXQ\ncpw/l7PmjeZALuNe5StCysRirRPJpWGmcgbKGtR5oGbTNWsEhJwnUkzkqHFlFbkx1hLGSWUMlE7P\nSuuJw1EbXIqutLAVGVQLLBlEEbRZNmHO5sQydzVZiMU4lXKLSYqQlvHEGkXnNMhYVS8179BlIdra\nqa8IV82XzFGDjHPW+xiEmr+XM5p40XJ/HaY6JxdZToq56NxmQ+aUEol0VjvM9xpnjNKPbb93Afr7\ntBvMcOWjQkHfoK/X97YWgXy2v+JC2yZ385gy+4ECqRZ1P6SP+qHP1GOE9/wuoN3wYo1qALKcudbO\nAsP3vatAC8cUkw4oZGyrNExh3CKI5fxotPAsVgNZ4wYaz4uo+NxkbM4YEc2oqjqyNBcwOUSSUQ8Y\n3W8q4Zm6HxHzqCSs9Gk7P2dtqzkLKWpEyDTGuVMoi+qdirAwBtM0Y0qtDUi2CLVzRfdnrce5qXSZ\nqLC76/X7QtacwCzarYfJZ9e+FG8a6vioC65mCBoEY/XcVfF9+26jDzJJofrze6EW6RKroBKIGj/i\nsFjr8J0DiTPthuZETWGk61TDMZZYmHe7V2y7C9Z+yZvgsb3DlpyxcTcqEWA9Uwi4s3PvO0cIIyJZ\nKZUBFVyCipaXBoj0xRW8ejCFqFYT6p+VmaaxFW/OObpFz6KzLBfP2e/3bNaqfeq6BSJ6rsSMGDw1\neHa5uGS32/Gn//c/5/PPP+WT5y+4udFicbVybFZKN1xfPeO7l9/z7JnSQ0OY2B0esL2h71Wn0sKK\nFwsuL7fc3e9Zra/wxnJ391qfCpsYhwckPWc8DRiUsr64uGjXavew43K70hDtmHGdUschJS6vr7i/\n2XH39g2H/TsW5XM59/SLjtV2Rb9ZsdsfW5v7FDPbiy2X1094eLjnydOPWqffzc0tn7x4zptX3+I7\nyzgMjMdyvqejnt9siEH1bcaV9nBQUbrNdJstu4c7ViulMjfbS+0sEvWZwkzNqd4bS46Ju/t7bt7c\nQBL1CKJQgCERxokpBqwYbLm/U46EqIHsq82FejqVa9/3Ht8bTpOK2ROJvgRZLzcrnXDGQe/FIeC7\nBfZCj/X1zY6jM2w+eoLbf8OWLd7UmJKRaRqIkTa214lf3V5Me45ymoOHc46kkMjF8iXHszZ1GzX4\n3Rxxdkk0FrFVEwgkqz5TGY5JO/jqCc+paNWThsS3MRrHFPW5TtaqcLwEBatMR9St3hZH+XqcSTWi\nqdnkJGp7rMaBzXNECFML0DXVM86UjuhM813KWUhF55lTIqazYkooVWFdtOemo4JyjrPBO0OYEp3r\nG60cQ1Q6r0TVGEsJGy40ap47240xrYtNnevVqkB9mM4LjzOJSwv7oh2Lc64EaAcgcK62MJLL9BFV\n0lI+HEogs3NOf6OkOUbNmbJwjyXnz7ZxP5XiTG0htFAvybWtkLdWve1inIOzUzRFsqLXyjqaRMN2\n/Swd+pHt927aCTTEgyrws6ZFYtRNGVLbKlMRaeK/ZuL2A4XQ+8nX5+2l7xc2P1bYnX/m/HNAuxDn\niMf727yakMbp699mU8ycNJHcnWkfzunhDEX0Xc7X+8hUUozLimst7jnrykpsuYlKm2vlfkPWc2hF\nV4fkRGip2dUctHo0zQVp7TjMRnDWPtJMAcUCJZKStKKF8smcs2ZUiSut4ZWrT+3hrUZs7zcNGGPw\nzpJ73wZNpnJsCEliqU7rwFBiHLQSL9dqLmJN0QO8/5AYI5p/KJqJJXnuHqR0vdUg7hwMuRYhdQUa\ndRWmhZxtk4QxuqJzzpWVVcQUR0DfB+5370hJyAtYL1csKLEhYpjSgDcLVqtO25rL4Nf3nq60bG9W\nK9zSgNRnJDKNBU0rC4WuFBPDuKNmz6mWZ27WcE4Dqqcx4eyImMDuoAXD1m5xzjCOmb5bs9yumiZw\nuxG2Fz2vXr/k66+/5qc//TkfP/sCUIuSlDLv7u749NNPyTnx7uaNfu76CYtFTxwHTmlATKRf6wTd\ndx2jCrXougWEkU+LRumXf/EnnIYj4hI3d+9w1jKNkeWiIHPjCd8ZdrsdXdez2l7MjQvGEAM83Lzj\n9PAW7xJPi74rpQUfffwCs0g4v+Ty8prlspwb37O9umS/P3JxccmbN+/41S81FufnP/85r17+htXC\ncn15wevXb5vvUyaA6dkuLxnHQCRxd/dO99l5lgsLcWD/MLBZXPDkSjsdD6fAFBO2T6S0x4ijd+pP\ntd8fOB2OnPYnvPf4ftk8odJxwnhLCoEUEs6ggmkACWQcYrQTNuXEuuQLLpY9MU4k0bFitVphi8B8\nuV4RBdLJ0XXqoeW3K04PqlF7c3OL6S0xjayWPc5ftjFjGhVxUEuSUszUhShl8m+L49S60owTcGWC\nz2p/kIv1xZjBZYjZYcSrNUJXu2syxIRkSx8MSy+YhW3HMoUJY43antiOFOsi0pJi0Rd5R06ZXKxW\ncui1MaoOF7aOLVpkJdGsUZMyIm62EEhaBGoDDJjkWtZrjEKOotcjJUimaYaA4sNUdFM5NaSvZa7m\nqOhSCROuS23NeJVix2AIce7SjnHShaS1iJVWYOjvgDBN+K4vLIG0kHc1JdUrpgv2ubhLJZKrdgCS\ncrO+sKj3o6Jy+iVVMyWiSJcxOknZBNnUDncDWGUwUK3drBVVNqT3lkgkh9yawFKiZala61puIeVu\nS0lDqE3RqDWdWbFpsqURBCMNJaygy1+2/X6LqUJfmTOBb4hq/IV1xDR7R+SsUyZGvY8MttE55DpF\nmvlHn3X6qdr/TJzXOimgXt/GNr2HGJ2jL7/VCQZzMZTfe634ZdXvgiI2LA+ZomXnSnF1LM9nhQBZ\nB7GYEmICpnOkaEih1VIgteADjCGk3I6lmrJpsKaHJISUSYXO8MFisdqt5yG4iISzNtEskGLppJmL\nJWMyIh2SLBaHS4JUo1EM4nJbzWhXXz3YqA99GsidUTHu2QkwIlr85VzsB+pgFDAxYxFtbQVSsRvw\nRpimYimRFEWqlFQSmFIqXSSluCzFuEkGJ2q6mLIK0+v1jVmh6CQWkywxuLaSqiLuqaSgez9/LosW\nmmM22CC4ZFSsXekMKIicDuY5C7HC3cFieuE0jAzTieP+xEn0N16tV0ynE/fjLSvf463DSV31OmKO\nLBYrzfQzhrEZ1EVW6ytSiCCaAt86PSWTQsRIYEwjUxhYFxPJrl9rJlrZ16L3NM41T8TJMpxOSJzo\n3EhfJlvfr9isX+DsipimgpYVnxa/oN9ccTg98PrNt1yuV9wVaiWPkevFmrf7AS8gecKWe9iIwxtL\nt+nZ749sLq4ZDop2jSGyWKrB5ZPnT3n98hWncaArw9owHJGcOBwOdH7Ns6vnnKZiHRBP3N7sePv2\na2yKXG2fcXGpdNVytSFJwmTDQhIL41hfaW7fervm/v6ebrGm6zr+7M9/yc/+6OflPtUFkXFrvvnm\nG02nL4/NMRiun6wZT5H73QM5T6w3Wiwf9gMPh0zXOaasJo63exXnH44jWdRfar25KHYec/Zi169x\ndo3zniFM7F++BOCiXzJax8PuVjP8QqaG2Y4JrLc4SYxhwIpp/ky73YFkMlfXF6zWW6xzDKPeT8fD\niF951us1/YXl+vln7KbAv/jyVwD85u4V3z58yd2wIziHSKI7KSXpO8/BeSQETEpIkjl4OSWd8NOI\nIWM624DunCNGnPZqp1wcxOuQYUgk9mFk65csfcZM5fm2aHGWAslH1j0VnCBnT8yeiYjJSvVM1bct\ngusXxJyQGDEuqz0CcCJik+Bi8e4TIZWxbZqmUpzCWI610oOazGBIacKI4GrCApTxPGFSWYSm2ewz\n5cwQB/XIMhoAXusz7w0xTEQJZeGpuX6hAgylGzLmXJC8WbxtTIexQY+nNNDUQsE4IaQJk9R6Iaep\nMnKzf5MsiaL3usg8h8UcdD4RyMbgCqqTjSL7C9dhbQ94qHYxOSgdmufxrCsI4ngKpGwQfJlXLTnP\n6Qe1QDJ4spdG/yvdqb/Le18WszNgItITo2bWdmbT5kNbwqArkqYsV60VhN8BTP3uYkpE/gfgPwBe\n5pz/RvnbNfC/AX8A/Br4mznnu/La3wH+Fnrr/hc55//rx/athpqz7klNHm0rhJp2inllXc27jJim\nwp8LnUrT5QYVyvnf2smcC6HaUVZCSlqRokjImZ/Ue5VpLWCkVO+NWs25ISBWzOPve9RtUY+nnWfO\nKotH7zWG4smSCoWIwqFnvydnCox7Vugl0I7fql9SDLNRkilALDdQ1P0/qr6T8t+V827oW3U7l1qG\nuvk1qWhWRX1Cq1RjVg1ZNoYxTYqA1FbuApMrzKudGKm63xfatj3wxrQHKeaEy+5R22wTTky5FLum\npavXGAeTTXH9TcV0QlpUQ8aQLaRRiu9M0PZ15mK5QuZgShsuyJTJI2SfiFPgNMJSunYvpgJbK1Kk\nuqvauaMWkkJnhOQg20wo33l/f8/KWS76LfuHHUEmtqXwMcayWCz0mMYAzJ1gdRXnOo8gHIfQrn3f\nLzjFIynp+1Oa25AvLi4QWTPFkdt3RyTTfI+cc2y3W9brAw8PD4+uy9u3b+n7novtlpwWXFxcsCmd\nd4cxIM5xvfmIh1ffsD+cWoDq4bDnYq1+TdM0sl73HEs7/vba0feebCzhLiCSW/G2Wq047O9Zroqr\n+Smy6LdktGAyzvL61SuceGKMPHv2hHd3WohN08D3333DFCPb7SV+uWG71WO9urpmP5zonGV3e8ti\n0TWrhuNwoO8X9IsFX331JX/1r/1CO7eA16+/Y7vw3L79jhACdr1lKvfi5fUVp8PI7v6BRe8AwzCU\nrsMYsKYnRX3OQjjzkhonnM2wWhOnwDgmjge1VOi6nr5bsFyqw/vbL7+k7xWVW28vcTkyxhPDw544\nVY5LzQy7rgMS6RTp+p6HnX5fTBN+4bFi6KxlmEbCWMKx+551tySPJ7WRWC54ffstf/7tVwB8d3rH\nd/dvGBiIEpmILHstmJ2xdClhRu0yy3nu8q1IrcHgnFFNTZUiWMgSNY5GRLuIa6VlNEpKMkpn5twk\nDAA+GYxzdJ2ODVNBLiLodyd9nkOayvlQlDvmpN3N6PjcLA5qhJixGLGkFBuKZMSpZU8MbaFf74sY\npFgWaCdgiDNbkmImhkTOQUEC49ris46uIajWTAtpfW0cM96obMFKDVGWFsPT5j9rMEmte847rskq\nYdCx/Ix1SaIB6DkRp1G99pg/13tHNhGTijt6qVCrhCITNfkB0xBEaz1977CdYEXnzWrFUWkU5zxg\ncM4xHMu8nq0eZ/aqpTojfSraVFG7GBPuLIbGe/XCqrq1WWpSvBdT0g7K94w4xfpH0p/6uRASafh/\nT/P9j8B/D/xPZ3/728A/yDn/tyLyXwJ/B/jbIvLHwN8E/hrwOfAPROQP8w/xb8zw7vkEnsoqhWy0\nzfc91qzGJ1R3bd1RLXgok/hjJ9haxTbn7rIK06TsM3uEXDBIikBSzl1n54JMX6/UHY8m8prLdn4M\n52Lxx6fiTG9DTfbWwk6LmPI5c/ZbTNDVboFQY1BDNslzsXOOkqWoD0bXu1aIndOiKWaSSEFoElIq\nihkaTbr/FDFd9RSxbRKtIsTGVxfN2Ln5W3W4D2PRKZlMNAnvc+Gz21ltfPU0hdkBPdXrIrMXSy3C\nH9Gm5RyVU2pEMMmSA0STAQtnUHCKihmJFI69DGKmRL7EBCkkxMV2z8RmsaH7iCHSVRd3hOSF4MA5\nYTTqieO7swVDBLK6n6u2rwhf7cgwBsY4cUojaUkzfIwxkIxh2fcsup7xdGrFZN/3xZdGSgv01OiS\n1WrD6XQihaDxNdC0SPo8qGZguVzS930zrXy433N9fc3V1RUky93NvVJtQN8vGYaB7faay801t7e3\nLPpCyT1b8vL7r7Em0fkNb9/c8uypUmef/ew5v/zyG5ztuLj+mN3dm/mcpMTueODq4pLD6aD3drm/\nx6ixQhbLdrtlDANMdVWbuXl3yx//9Q37nQrq1/2SsTxj3373FdZ3SHaMQ+Ru99AG1/1+z/7hjvX2\nErvasFpftMicGAPLvmOYAsNp4vLyuu0jUsMAACAASURBVNHf42ni4vKa2/sdL168wBjh6y9/rb/f\nWWJBRi4un+L7Jbaslve7I/vdjvXSM4w7huGokyywXV9jpMNYS7/aoIVWQSUvt1xdXWG8YxhGJCQ2\naz1O53sSwvG459WrNzw8PLRCevHkc1yauLl9p7YZYlkUqxHpHMZaHu7vi2eZbyiR7xyrviOHyN3N\nLX5h6Hv1tbpcX7NdLNmHyHq5YSTyy5uXfHdSuvKr3StuTrewMKztitMJUnGAn1Imm4zvO5gi0zhT\nRBR0RFCJh4gKgfW5MGQzIwTOOZrbKepfRExMEvBG8L5yFAYbDZISzgsuw7IuXL36PcUhqAmwlea/\nJmJ13BFYLLTotXaeJq215JSZiFhrzugjIKq0wWSlrmaLGn0+U1JtkkbLzN5zMUZS0kw/kdzWgikV\nPWjRKJkz5/ScM9GWsd+gzVkxNWuMColWSi9naTRYjBOmmBE3GcSZiWguaJYRo41bNc+y90oNIkQT\nUK+w8gtNwhdDdGsFbx2+HIOxCd8JvtNyEgn05T41rmsSjrqgr3WWsikGsitzTjr7XZFc8hDFgPOu\naYX7hW/zt/daOJkSMKlUodJ/ppirij1jXc7mf53X9e8hqK/cX7b9TmuEnPM/BG7e+/N/BPy98u9/\nD/iPy7//h8D/mnMOOedfA/8S+Hd/13d82D5sH7YP24ftw/Zh+7D9/3X7N9VMfZxzfgmQc/5eRD4u\nf/8M+Edn7/um/O0HN+G30ZpzKkdjEB6/llH0Q7vmGrHeXhMpepv6sVRouHxmb39uHVDSIK1RIWYz\nkjvvVJOaoXbe0TVri87fr62hplGPP9SxmLNSipHHEGNKEYuhGptZV/dJW0EYW5Cwyn9T3NAD2vqa\nHltNVLTNGLBe91F1Q9qVYZgmhautfRw0rd0QZdVwlqdUkScpUHcSoaZOq6ZdtW56vqVFF6RUUbxA\ntgWJk5kDNygtJwVebRqmqKuJnGsUTdPYI5TVlEBuWY7lODHauVMF2ARykHYscYoFPi5Eb0MQk94i\nkghE1RZV5K3qJETjGaI9N9D0pGBJU2IcIt4aos0wzWif9g4kjb8AtaUHbLJ0Ini3YGXWOOna7++9\n0lTH45GLzYbNkyek2pkzhRLpUe/NGZo2xrDqFxyPR0KYHnXI5hLkWt9njFEkCg1FfvfuHZKf8tmL\nL9iu7nnYK7WkmkbPcDix6HpevHjR7rWn10/4+KOP+Oqrr0ASUzzx5W/+Qo9r5fjpz37C2zd33O32\nYDtyVCpPrOFwOHKxWrFarYliMH1BoBGc6zBYVqsOO1iGqPEmu92Oq8uP2e0z1sPTZ9fkYeD2pmT+\nHU988vwFORi6flEsNvQ3L1c9Ywh8evWEzfaKi+2Wfrks+31ge3mB8Y5djIjtWJZz9eA6bu52PHv6\nAjGZf/Gn/4yLpb4WECyWjz/5A3y35OXL14wliiVOBy43C06nIw8Pe3xnm6VE312U3xp4uL9lioHL\nSzVz7XrD4bgj7AVnF2wvty0yZgoDguPh/kjOkSdPrrh6qtfwky+e85tffdloUSu2dZAdDgdSjAxH\npVpFZmS561TntXu4Jwpc9dumGcorh1+vufRC33dYceyPB+6LDm3yE3gVP1sive8Yy1AUZdIOObJa\n3piE60qHZAn3Ncm1sXruScoFHdYxN2fByHxv9MZgssVlcMSWyWptsSVJ+hnnDKHQyg41MhbVN2PN\nOeswoy0hlNDiqbIOOsdkAyTV5Zzb3EjStAedo1KzTFEDSTX5rR1301hR9zIOhcwYSmxXlWFkRaVq\ng88YsnYeo3E5GcjJMIWg6BQzopfj3JGnu5u1ncYYOme1A7rMNfHsNZH6vSo+r2LurusQo/u1qPv+\nrNKJ2PKMeCcYySwWBX2yGecTYiLWZJwVbNXteovQaaRMQ4XqPzM5maan0uDhgliP2t1oRI2EbJmP\n9Dg9zooyC0kp1Sw1l1IwWa2ApFg/1Hm2MjHtF8WZBfR4cv7Ly6X/rwToP0jj/c4PxaTUbaNopLX2\nxxweF1kyu4rrZH6mMSonNJJB1FOqwnVJQqHi3EznVXS5tuDrbNugQTg7pubkel4QFc8nsbxvvQC8\nd5zmEV9bQ5zrd7wvaq/9AyLzZa0aITFFw2QhT5UCzHhrSFJCSY1teiqQAkVXWFm9Qxo0K2BK7l71\n5WiTstUgY5NFb0hjmx8HYrQjwv523I5on7P6kbSRZy5eY8xM06TX3uZWFDqjLry1eE1TaMcyjqMO\nOkX0rd93bnWhRXFOkMzj3MJEVtgdiBNN9K/0pMLKSG2zrTA4JbJCtXcZW6IZoGoEUkqYnItsr1Ku\nhmkETCYQlBpMma6v0S8TYFTzkR0pzFSwF4Nxnt6vebL5mKvVExamOMBLQsYBV5zOi+lGOY5aPM2h\nyVVLGNKo2hdvOR4TzjiSLa+Fie12izGG0+mk91wZGS8vrzgcTtzv9iQy2/WmidNPpxPDMOBXHcv1\nktPp1Aa4N+/e8fnnn/PRxxPffvsb5Gxievv6NZ1f8fTqmuG453i4b89B1RYejw8sV5eIWEKo3Yoa\n7Lxebrh58w6Y/Xus6fm3/8a/Q7Y9x2HP/cNburOFzuef/ZTd/R2b7Yov/uAznPHtsyFGMJbFas1y\nueT5i0+pLUb9est6vWb/cI/4iDGp0ZzWerbLJWIyv/7qV1xcbIhBB+quW/KHf/RXePfuHV//5mu0\nLVu/r/cbQpzw3ZIXn14W2kZf2z3sOA5HsAnBs1gt231xc/MWbIc1nuXKcHNzw/5UsgfFQ7YMw8R2\nu8EtHC8+VVr17e1bhp0WvMGMTGFiOAzteZqGE723iLFMYWh0+zhAjqNORDYzDI5urYVdFkt3fcnp\nITCOEz6PTCawi1poD6dTmdSK2/jZs2HEkWRS/U+JP6pUbm1D0WgTtWxolikpgyl+d1Lz3cqTmCIW\n9eVzRaNarRicybicMFa7B63L+PLMqLojYG3GeLDekUscltK5RnWTQTsaWyCzKO3vbBmjQpwX3+jx\nqZ4yPpoPoM4JhbqLc1NOCprzp3SfNiXVRasxhpAzIURq8sc5rahSF8cUB9WACo0GE87nGaDMjeVo\ndGyuY3eebWGMeJwzSo+XQqsWTJpDasgp0HUenH80T4pVvax1Ge9cc9z3nXZEmhL+bo0WWHok2hnt\nnC0LZprcAqEkk9T83NyaeawzmKyh0k4czvlG8wmpicW99YjJzfphtsYJWsgVf0JAC+5wJs2ReRH9\nQ13672//psXUSxF5nnN+KSIvgFfl798AX5y97/Pytx/c7r/bV9iAftvRXyh/OtvezxN1WzcUfY6x\nM3Uu1pCKIaOI0aT08n4xog9k9dKokz1a+XsxYEVv4jMxvIq1FZ2pRdYsOq4aqqQCnffMy6oeBWgo\nFOj4kHIVRWeqjX77gbq8aJ+TVqGrHkyKL4g1loqS5briicpFpxybQZmIxXuwXnlsMWPj6vX1hBij\nostB0ak6+Du0mEoltVs74Yr2KSdsnq+F6tjK6jWViBgjGq0gbhaTRkXjJGvzAXEiT+Vae4MxTj1w\nsuqlWjEVJkwRYeZUTd/KddKFLlPI5OSB2DxjMFKCpQ2SHWmcVxq5IESmChuFNpnmLGRriPlUHiLX\nEFIxmj+lZp8GCamlEUxOOBaw02U1Ek1xnhicB8la7EvOEGxD9I7uACR8jkynCZYOKTy/d0LXLXDF\nb2iaJoapDn5n+ZNoa3QqaF8YJ07TCY1/SIoiloem73tSSiyXigadDkN71kLMfPTsOckK9zfveP3m\nFR8/1W62T54/ZwyBu4d7hhi5evqi6U1yzry+eYdfLvjk8y94+/Yt375UPc1nfsG3X3/D1dWRrnNs\nNivevtT4lmEY8N5xPNxiuhXZ2PYc1OdOuwuF3X7PcFAk5NOf/JwxTCwXHSZoB85pv2coBpRPnz7l\ndNhze/eWcXpBkA6X9JxO08Szpy/Ybi7olit9Tgtqte6WPNzvmIYDxo+8eveAzSrszsbj+8z3L3/D\nau3pnGcKWmh++tlPeP3mHV/96l/hO8tme92ujWbt9cQpqI4xRQ471aiN04HFYsFitaGzK4xxnIpm\nKoTM5XXPGAMhDjjb0xd/KmesBt26BGbi8vop+6Oici+/ewnHxHSYVAxvhcWijAsEcogIiRTXxbup\nDooRkwyBzGK5JIXIeK/F2/MnHf32Grdd4B92fPP6G77efcNgtGOvN44pZgSv9xxnJrlZkaecEqH4\nJc1oaqsBAMEZT6oaphwhlzgSY7BZ8EVU0+VJhduSiFkLH4q+yUrAx0yUAU1BsZiykBCTQSadnMVo\nR209ACtMpaBrXlAVfCKq1UAu+XxTaFE7YkzR4NCehXmRWTWfmn8aQ25mkDHGglaXfNhE6wAP2lNF\nyorai0gLh86AZAUCjHGoByHtHnZimIapWAOYItI+N7zM1KxSY3Iz0BWnc0Bf7EVymppPnrERI0YD\n3W3C9nbOpC36JGc7ktUit2p3cxkLpYy1xtlWvOecyYyIcToEZ9fsPWI0hDxhxGAxbeH9/pZSYhoj\n/bJmfervstYSUwmlblP7uQ46lQ6+sh9JYBXBq8v1X/+L7/nqT16V9/zlBdW/bjE1cye6/Z/Afwb8\nN8B/CvwfZ3//n0Xkv0PpvV8A/+THdnr56ea3C6aCZNS/Nz8nFJ1qJ+JMOJZFW1HlLK9nPnBtJRar\n5pa1q0tfm0V3wGMaJFfotyJQP+QzUe52OReSz0VGqqLAc7SrolblOx4Lp9WARSxln6UqthlMLDek\nLTcn5TjVdVesYJwlTdI8kZzPWKttvGICzmsROD/kSQuzaEtXiFB9vBB14tWw39JFWQeAlMjZFnRH\n26xnh/CZ2nws3q8Pla7Wc0hNRAiQQkZsKNc8Mk0TU5pbwCWG0tVI25d+MGs6ekzkaCC5MoifiwgT\nJkVyNG1xFqs5XdmnepvIo/vQOtcKkWaEWvyvUjCoT6ppfmfxlAiiq2tBGFOiX8FYvIboqzGhimUt\ntg2OnSxIIbG0noXpWbolC6uDg+4PQti3317NVQ26mvWdBbFMx1PpUkTFyJIYx6nQ4jON3ncdKSul\nt1yuWa02bbA9nk4M08iT6+dcX18zHvbc36sj97v7O548ecZPn33C6XRivVnR96XF/3Bgvb1ks1rw\n9u1rnF8g5nsAfvXLX/Pso894/fotm+s1F5tlC8jdHQ6E4YCxHTcPO5Yrx8XFqjxLuTQkRMRZNSgt\nCfCrbc/Nw1v6VU8KkcP9ntVygbPFzXsalZpJht3uQOcTrjiyP3nyETmr23e/WXH7cMvHyxflO6vn\nmeP+foeRZWs1v7i64GZ3hzFGO+kWC5zX6/T63Q23t7d8+vlnODKnkHj5SoX2IpnLy6ckJh7u7vB9\n1zqvLi4uiuWH4XQ6ardgoaQWi04d9ZNgxRKn1FrAXb9gSgOdMywWDmulOZlfbLY87G65vbvhcDgo\nqlGfnTCxWCxYLpekvCDlRJgqDQJZOvplh6TMw91d657rNw6zWRMnRwqCPLwinEZa77yHOA6KaFuH\nSbnCIiogr+Nu1kVu7YKNkkg5ts5e46x2GuvN3qQdrnM448jTbMCoc4E+1yblZqmBqOBdohZDmaiU\nUXnCE0rZW2yZeAu6jFJf2Shplo1puYzGLwANzlav2/OO41gaj0oOn9jWeFOtfIiJOOq5SOV+ShFd\nF+fq9yRNhpJyboWnNSVxgvoT5mRTXzya6rypL+fSzdZhxDFyqmtaTR8wjhjVvsRaj+3Lgq/vcM7g\nrNHiyHj170O7yp0xaA/AiDEW289yF+csIglnbLN3AAhBDXWNcbowj6m6VOCMlLlQndqNSTPAkDIx\nRVKaSMZh3/t9eg+IGhm7uWlDXLHQkZr/Kg3c0HsxtX+K0LqmmfR3nDeOffHHT/nij5+ijQjCP/z7\n/5wf2/51rBH+F+DfA56KyFfAfwX818D/LiJ/C/gS7eAj5/ynIvL3gT8th/af/1gnn54rpeqaz1Sa\nw4EV8kuzS65Y5MzqvSxUyscCmFokCOTZrdugD1vIBb4t/6wnCxFMLgSYzK7bFERGHzItrGo1XScm\nUNM7NaBrnOMj+q6ZUIIiO0aQVFdjM4JG6eDLecJaj3GmztFYQyUxFdWQs32WiAJjMya4xrPXfRrT\nYa0WVs5DTvYMRVPflkAk5YDFP7pZcyyF3ZlVBdTW2oUWGCLImfusKYOSpEjMM6oH4L1r5zOdeeUA\nxGlCgi1mc5EQwhkkCxpfMFNC507mKekFTFPAikXiTEeSEimrkiCliJR23VwtHGLpprE0PYIUd1Rv\nhWwcEmmdV/p92jkSEdVb1GsxRoKt+hNDmgTDRC5GgjnoTeuMECXirbBeatFgWSI58Ky/5Gcff86z\n9VWD6cN4JEd1Bz6OR4Xay4vbjbp77/d7fNfR933r2AuT6gVqQOgjGleE5aIn56JJCzMypciv5ebd\nGzbrC54//4InH6n08dvvv+PNzZ4QLItuwWE/cXdbvJtE2B9fc7rYcn31hIvNttkfXF99xKvXt7x9\n+xrz8IZnTy7ZekV03GLJ7m7Hwq3p3BJnPd4X9MVpIZtyJkyRh92B62u1aTgeT3z+k5/jjfDLX/6a\nFx99zOm453A4lN8hLBYrLi6u2W6ecH9/p8afaNTM/f29rtizFHuIEpIbMp3rmVLC+Wu897iytD2O\nJ5zzeOtZbzdISHz19bcALLdXfP7Tn3G6e8v93R23d7sz6nRLjBPDMNB7Q4inVtwY6Qr9fSBMFCTJ\nletkscZjnIc8AKZpPIZwYLla0FnH6XTg+++/5epKdViH/QPff/81p9OBxaIjhJHjUYvxNI50YYFx\nPdZpMHaNGcohFXfvjpwSDkdf7l/rPdk4TN9hcFi3eIRKH+OJaRwJIaiudZqDtROzY3a9B62pi9qs\nCSyiDEEIWbOgUJonkQk5YSJkmxvFTRa8aEt+079Uw1oSMcemP6qUff33TKHOxGHNrDUyomaTVvS4\niGH2vIpTQfJFPexIbUEuSU18RaxO4tk2n6mc9Z7KAV2MJdMQYosnJo1FEfPYSodie9D5rs2D9mzu\nElBWoqQsnGtpRYwucrJpY2zt9JRMow2N68BoZyhA31l8Z0pBlUtxXb7bSaHyRpyoD1NlOmbzT7VS\nMHlmjnwpBIl6fDlnsGUctiWOLBuc9UUTV8EHTagIZezTWvhs7kaNSTORIczedM54CAPVtDnHQB1M\nz9FQUDsYcbXGyKQ0dwo/NnOOxCj8ZdvvLKZyzv/Jj7z07//I+/8u8Hd/134BRQpEiPWGN2VllM+M\nJ9t+Z72MqNinPRw1fqRumgFn2mtJcvPWEJmzjxSl0XZLly1JmB/UlMFmaEagMDtLO1355Kz69TOh\n2nz8uRUSVYCt/HQCzNljWGFSNUCzxuFcT987stFJcUoRSU5zjcioYFQfjJgVVco+kCbl2OukgAPX\nTTivPLhIxHrl+vVYBYikPOm9Nnm1FEah4FRROV/PfxFhJ92HtQ7rwLrY7BsyBsSDOCTHci0KimJd\nWTE5klP64XjQYx3jkTFOuFA4fCJxrDe2kF1C6EjBkPKoLfLAKUVIumLPo2gGYW0KIJOzQdJcTKRU\nRJGmUqplMIih4flGXEExMtYbpigMMhd20xAwpZgKqV1BrBjiUMreBNEGYsz0y+K102eMCWTnsAmk\ntxyLk/uz9TVP1ys+W1yztWusGMaCRIXpiAkTkZFIQHIdUmGKIxdXT/G94/72AZjN7HJMxfk4qzbB\n+gbfT2PieJpYLrc4A8Np19A3zUHU4jKkyKt371q8yYtPv0AkE6cR70vxVpCC/X7P6bDjzXdfslqt\n+OKLz7i8UH+mzeZjrp5+yp/8yZ/wz/7sn/Dy+45ffPZzAPrlAmM7BK+eP2UCBUjGcxhHtv0S6yNd\nt6y1K8tFz3Kx4s2rV3zxxR9wsV7xT//pV22iurjYMAwT1xcfcXVxxf3tXZtYhnHk2UefkHNi2N/z\n6aefM4x19armpuNuBHEsF5tiowJxGvCS6VcbVn7Jq5s3vPjsU73+/QqKFm+327HspC3ATnfvOBxO\nKqz3EMeJzUbF4s52xBhYrTaklDidDqQimCUbTqcD1jqc7cBYukJnrFdbNZwMgfViyXp7yfevSrTN\n7T1eNE4kp0A4DeRiKbHoHP1mTcIRjgOGiWoxYpwlZ8vCGBbrBffHBzZbdWNfLZ+STafv8SOHAeKU\nSKV4P5zuSeiENY4DoSyK9F5UamsKAzEnYkysSqFtigVA5dsHEhQkwRoh5ECWzDSOLGxRjQPZaLu/\nE3Vzt48YgqQL0DwiRn9TBd2tGKwkHbiloMMVfXFOF6OiaFOymWrHcwqJfmG0wMqiFkjF5NiWa5Wt\n6nVNOKNOybrIzQZLEZ1XM3qTMU6IU/UnpPlaWbcqDQHF68/M0S5WikedpFZI5Uwba711eMlKzWXV\nJodWaFkVhnqhX3YkMrlS9R6MryauGVfE3HpcI8YEkGI9wLwZUUE3Rb+p3UZ1vlD9VsoO6yeE3BA9\nseq3p9KVwkqVcbhzvthNhGKGuzxb0Nc5Vf9vXJ7TO4JKM7w1pNJ4k01pdjEFTJBMiAnsAinzYRYd\nM5usJ1WyD5yVxor82PY7rRE+bB+2D9uH7cP2Yfuwfdg+bD++/V7jZDSbzDZtUEoqJvyhrjpd7+cC\nAcp7WrDztnbNi3tESQFiHCTltKu+BytNhBdL1EYuVbG1GnQoEpHavl8MFqkt/ln5XSOhwcSksjo4\n67poyAyZWPLpihVbW2VbDGJEqZrO47wotA90Sav7qvOxVsgF0ZBUOqayaqucE8a6IogKWTsnWJdx\nvXskbNellSUzNQ1a5ZbFWG1hFlBf+jw7zlvLFAds1nZYbZctwk/noOh4YqqOt2WlYTVHyTuPLBeE\nYSRnFbeO04kcona0BDWNq9SDusxnsoykEjdkWgBh4eOjkCtcns+QwOJQTxNAnmnURDRYGqV068PQ\nOfCdoV8YFWZOZw0NYvHWMY4JjmqL0JCwaMiTIdSWXCekYJrGwy8dpoPJJLrOkceARVdM9+MrVptn\nuM1zJAtpnEhT7b46kaYTcTrhfY8xvolw0yS8efWW7XbL1faCt2/fNnowRkUGNa5joXSR1O6ygkCm\nEWs8Xb9sHUYxJcbjoN1vC4Pvc3PrXvaOy4stw9FwGg7s39y0Vv2bd2+4u39HjonDw46/+NN/xk9+\n8hM9N90lT559xL/11/+IIe/5x//4H/Fwp11gf+WP/pjVasE4Cs73uPUaW+jPu9s3XG3WyBTZ3T3g\nvaXr51bt+4c7Yoxq+Hm4Z79/4OkT7T5zznF3v+c4nLgg8vBwz6aE8l5st7x+/RrrOvrlit3uQHNs\nFjDrnuMp0nVbDseBKrYzThEi4xfc7k88ffEpdlPEujGzf7jnOB7ZbrdIjjw8FJH5OIJJjOOAz57N\natVQ8IeHe/q+p+s6TuOuIIMF0dof6IzqPlzXI86yWCo96r1nnE6M48hiteRud9so+acX17zZDcjR\nMp4OHPb39EVnJ3bJot8w5EwKgWEY2KyU5rm8vmaYJsR5DsOJZ88+5tPn6nwTOZKHGzr3DCbBSORi\nc8ndr38JwJAgTSPTODJNE2OYCFONFdDnLI25NH4kQumCBJUd6jAbOR/PY0zEVPSjonYDviv6nmJD\nA3Kms9F/GCPYLITsCEnNim0dFwnkriuu8Kq3qtrFFMv4Gsu+c55F3zmRJu0a1LZ5/Q7Q0y6ChkuX\nP1SEKWdTOhbVJLm03ZXvi6Vb22gTEbMuVCRCluYWLtg2flkrxDi1+cOUSaDGN1lb9b6C74QcoauW\nEgnwFr/wiNFmiFhReVNpZujKMdX52Zb/ZVHjTnc2B8ek85kzMgu4qzZJJhKKNMWkaH5XbDFI+hSI\nLV3omaJdQunQbBED4xSZxlkMH/XUEOMIKWNyphIyZoqIjHg/y0/qmKjzP0zjpKjgcab5nNNuc+dM\nkxrVG2qa4iNd9A9tv/eg45Tm9mntoFPhndoE0Aaxdt1EiljtnNorIrbmCXQuXFeIVJJa+YupVJvS\nR1EoLWGZLLEVGurYKhhjyckQo9RxqlByUroocvHpmWlJU9pTlG6bwzAL6ahieqP7rK+5zmON4Jxg\nrArHfREF5iTk7BknjRhJJs53B3rMzitEG6c0a4bqjeQSttP/jKR2TgEkd0XwPpKZkBr42YSjGt+Q\nc24DleSAGF9adUvr7FnqeL1a1lqsEXx5ADovWNsXLyqlQIrNEkECUeAUjgQiIccmhu9cpwWVTZoz\nNsQWhO3FIUmYYlaNkuFMN6CFd8o6EOU0h6nmnFU7UAopMQlfJpvFMtOvO4zX7je/+H/Ye5Mn27Lr\nvO+31977NLfJzNdWiyoABYO0KFGWSIKNTFEcSQp5IEX4L3KEw3+EBg4NHGE5HJzYDo9sS1YwREls\nIIAgCiygCtWh3qv3Xr5sbnPO2Z0Ha59zs0BQEw3KgzoRFRVV+TJf3nvP2Xvttb7v9wndalXfMcuw\nz0guND3EOC2Wc6U6KEvHiDptTDHLyGrKE+Yo4A1m7disPRedboxrD85kDocd+3bAGrfYeX3jSLbF\npElZK4VFq2CNME0Dn3/2Ofcvzum6po779P2PUTVlxplaTNUN1SfdjIdAygHn2yWfzDuPt4797YFh\nusEYw/ZMf8/bm0uefvoRh8OB3W7H9dUlV5c6WhqngWkuxnOBkPjg/Q/19d2/x2uvvcGv/vqv85u/\n9jvc3gz82Xf/WN/Sn7zP3/k7fxubeoq1tNstua5MQ4js9yP31lt1mk7DskhbL4Qxc77dcnV9ye3t\nS157/dVF4/Py+opS4Ha/41XzmO12y2alr6OkTBhHXnnjTa6ub7GSONtW/MPhlsM40fRnTOGKmBNS\nn5lpmnDekDGsz85Yb87Js6PLBCaTeXTvgpurK25fXhJn8bKFXAJn6w3r7RkkXX9AOWJt21GqZMCY\nzHTUQqPkjHctxfq6zvgaGwQTzW2uSQAAIABJREFUVT+ZDcMwEKPyigCuXr7g8uoSLz193yNuXN63\n7eY+YhvSuGOcjrTe8uCRjvKmGGnXKyKF9WbNvXvnGK9/3+H4km18oM+StLy4veajjz7isNNx9FDy\n4rycWYDToK9fLexV8mCUQxQX0209uJVAZNSiomrGUsnkosiDFEeGMuFqZI7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6zyDmqjtamL5D0lB5ZxhbpggdTV9fVph+pyTVlxfHs8sJUz1FWG/nsSK0tebI1H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\nmO4cLbgsU5sCOeUI6m0ok5lpvmfs13bwgSUpXow6FLnQXO0ME0Kg7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0b60rPkJ9ojg/ob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\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3Zip5oRhyLMTaH7VB2/i4wGb3hMWyw3FYf6YjM2KlB+tqlExdjBo7a5hyKSB+HtGJJMQo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\n44//+I8B+PzJp9zc3DTRuRJjOKE/8szheEC1Mh3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cGDBZExRDE/kGH/XtHIlLzAu+YMET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nauh8OBlGaLjZkmnAtcLuYuG4HJOec+WnOcTibCDeEuWrb/DT8xewwnp3hnItbeXbL7pgLKbbly\nPJxe0OgBlNPpyLblvTP2MjJn6KimaUKrhRaD6SzzbcM74eF05HL+yLFrKR9PjzYqyI3jw1uuz+8p\nV+siTccTr1+/Y71eyduVKCDd0PL06YnkN17Pj3x6furZjUOrWfDaOJfM61/8lr/5j3/D07/+0/66\n1198wewP/PD7/87bL/+etZsovv/TB45fnNg+PJNSoOaV4juY88tfsPhn/O0Zf6wcXz/yq/bXAPz+\nH/4vXp1Odj62FS9+7yB+/dUv+eH9jyiZ0F2OMY2OxxE61sLOfdsp/6NDAT0TEQvZHWNlcRHvGq1l\narY4rJd2clXFq4F7VdhfhyquxxI58QRXaaMb5mG5XdnOF7ZlYckrz73zfK5nNjaaA/XBkA29c+O0\nkVxAvXVTc7sT1kW8dXpaxUmPBuqdkop1geJkrnIXJsKQInQdnY3CCs572hjXNQvZdq1ijaVGHTl5\nLuL0CE1wrWLxMtd+Hbr+Hg2k2Ji060Fd9UBFSje8KLtO2LfGFAXnEjmbvtg7RV7oRUM0J24Vt08O\nwEZWwVXDALTELa8gPVQ92rSjVRPHqx5oYwzmKpVKcpGq0sny/T2rA5fRcqO4GyLznao+sAa7FdHt\n4cIjGPu6rBzFEk7o4vQWszkRfUB8Q1ohDodkSkh1lEx/b3D9eeGCgZQbmSgnfJvZA5LFodII0ffJ\nU4D+fMbBdjPcw7Je8LHunVXxif+JZOrnLabUZ1Sfyb0163mHn94QJEEtBE3d0t+DMt3M9XpmmuwB\nM9qWreurqm44EVKIvDrZgnPZbtRSjbBtZ3yfSV+uH6kx0WpGO+epRw3hc0Fisxa3RpJv5L1A6yNG\n2XAu4t2L0NbS8KFQt5GEDbWXYWbzLDivFqYoC0l7sHAX31MqXuwmQcZ4UHBOcM7ynzSXPWhG2x2F\n0ADcS/2DCZUjDtVGzQ0N604ljuJppVLySgxQiuDG4uBLTyEfOYVt16iZkNzosmjs1tfhdiv2OYMQ\nXTbF1SjQYus26i4xbEplLHBKcwX8BCqoVLPlgjFnJFLKjdv6ni/efIHoy5gKuq7BE5sSe7u3lIVa\nI8FnE8mHE2vrYyZ1qBQe0kxogUW/Z81jXOeo2UT0ArSy4OivA5aSKcXGw6WPegEqmVZXphhxxR7q\nKsr1ZmNlmmmpqhcaN2IQpIv6JTaLBMrK9VpxFV4dXtv5J5H8K7aswLprVAAUE9bWMQZPE/ODPYhj\nOJKLUvpoLsSJ0HEE9XbjcrkwPRzJ3aG1t+xf6GRCCFyv173wSSl1V04D3F2UjEW2xBj5+PHjXohN\n01jcfQ8ctSLHNFpDvGp/e4yYQoo7NX6YAEDIW+G5PO/oBvGu2/AdDw8Pu2ZrFFODlzRia5x4Rs1Y\nUSQ6tCnz4Uia5l0z1VR5SBHvhOAqx3myTB86eTp6Hh+O3K6NtWR6xB4peMp1ZRPHnCK3y8btYkWY\nQemURuP8p4VX794yHe33PXjYnj7x9lWAJ+XD737HV19amPEPtx94lx5w5ZnlesPj8c/X/iUa83/8\nmu//jx84qXL8zZH5wd7z7de/4tP5IwfdQDY+fPjE9z2a69e//hoR5XxZmOcZ98JBVkrZkQjjQadj\nffaeEGyjOK6JEMKuDQpOuN1WE2B7M9KMoHpzB9pGU6PHRw8/0Wf2jSSCXy+UvuEtW0Gd8Hg8EUJE\nF8fan1q3zXFdztyWC7eycWuVdV8ZPRGPjyfWtrDVaoHAgKPgom0Skw82vurPmdBNK84JQQRh26nj\nIsbeM9eebcQGC1C9OU8pNkpSzAAAoMV13RSIs6Kevp40CobDaSaMf5kPG1N35xbzMHnD8ti3sw2P\n0PBJjCTuBPFjPa0mVenrY1PBDxONC0aW1xtFi2Ea/HC0mU5Wm+8bxmaudqDmio+e4ISYbK3XvUjx\n4CZKFWreLIx+mDa2xLpCKbWbHfoJo7vFxZGLaaWmZN8bwLc/km3AAAAgAElEQVRAwpN1pRZ7boeu\naT7MDtdMQ307V3JdqUN/LIJi2ijU0WoglLH5ll3K0spi/z4kM7pimYwFy1r0u4TD6XrXFf2F42fu\nTFUaSu43eXArvl4wk0Yw5lTfaZTmcPWAkLktZ+Qw7YnVIXS2ievVqY9E17UatbCUK7VGg/wxgFwm\nIi5lteJKhNn7PaZEorldvPQHea24nutmO1y1OXTLxOCYurV2E8uqk9hI4ihVdm1AVendmIBToba6\ns08sFHfkvpnGS8fPo9neQgNBJqp7YcmlGYiTCWkmLBxWZW1DLGigNHHKlnWv7qcw2y4rDzaHacPA\nxtFl24w7JRYlM/5krQXvg+1YR1BmF1I7EVIM1HJBW+vndkAUbSavarERtWbKboFWQlNcu6ISh4yy\nv85ceuIa58sHcqsc515M9TApwRG9w2vAL11Tki9cb888nBxOEt5NJGdCxLqdcbqhWvHMBI7Uag+p\nFWPC2CJaKdtG2MGUttPdilhVLXUXdjpvYby+Lngfe1RE2jk1t+XMFCekSNdGeeJwizBZCnzOxBiZ\npvm+iC0W94JLhOCsaOiC0dJ1QdM0Mc+BXDZGo/e6NiREfDKNhwth1/Cs62pFavSEF9oHYNceqSq3\n2w1V3XVN6UX0yLAjH4/37tNLp93r16/3AiVG60w9PDyY/bqUF7Evd8u9FWDTrt86Ho+7cLy19hMX\n4GGe9889zzPLslBr5aF3mFSVGE3zeLvdzDU4sEBiENncnUujowZwOZ+NWdUduiKyf++1FNMb4Tg9\nvOK83Lhc7LqZYmA6ztRWaFWZpsSnxboot09PUBpBNtYK8fD3xNeWzee2J6aHmaVmHr98y+//8R95\n++WvAPjib37Dtpw5+cgxeC5l5aTdXfcvvyP8b/+FN//L3/LNf/2vhKkxv7ViymshXxdkqjw8PEJW\nfnxvHdQ//OnPppcT4XZZeoFg56VWxYnpWIaA3/fumj3wqwFP84oeZkQmbsvgswWasyIqxITvzj8A\n8RYc7GJEx9oxfoxazdnnHNvlAsuNkaXlVZmniegjMWY0TITSER6XSKyJUCeknFnrHegpPZx+2zKR\n2R6MvmMDJPe1FqRFK4KGOFutE2fA5Uoj7wVTE3NKxxjZlmDGIjcmBDer+X1GVPoGfuhtat+MCqrN\nDD9tFOcmdB4xTKOItfNt+YEwjAB3t3itDVeHW1t6R3Cx1hLsGiHTIavpOftrtdhG0UnCtWKFz9i4\niv0/7z3oTwGjTdWex76BKDF5hozIYYWwaGNZnqg5UtZeMNaJbe0ZsWrIjNAdwFIF1NMkc70oUg+7\n9klYUJxpp2rpTmg7NykK08GycKcZyHIHGXcAcK1bx3RMu47Yq7Pnay6m81JHYzzzKs01aivgK4qF\n0tsLy752/qXj54V2NiAqWTt5uF1waqLmUo4krwzDvzbBucg0TVyu77ndCsfpcX8jVQe1USWT/F1w\nFn2i+cBWhZaLRc29dLNV652Kd9QW8GEIoqVT1hOlrbSW9gdqCK7zPDZLEZdtb2fHdE+mdyFZaGQb\nOyLptHJPVet6ySDa0vDqzZYr0ezDwz2oNqIUtVRrkbgDJpsaCdo1E4IqbW/LtpZtx1V97yQ0I+b2\nUZd6T/CJWpWyFXx8EWpZKlvd8KFRWSmt7m4gVxTtRFvtbKN9pyEz3kVCqJYw3upeTOBszAoBFzxR\n/N6VrNpYq1DygrgNFybuAng1hlSI3C5XzpcnXj2aE8o6RHaSJCgqwqg0W4PbsuDEc5of7Wbvu2hp\n0oGCglOPtmlvPTeEqTtJWq1o29jcQCMEKkrOtoN0VPxOFsYEyW0zoJ0EgoIb44ymtBaMz5Umg+r1\nRWylkcLMKT0S9US+VPLWRaHN49yJ67qyLFfmGPZFdS3GSlluN9bbFaWRghWM03wA7xCvxJSoonsH\nAucRH5nTxHY47FRz6NiAbdtde6OIAStazufzfh+4F1l4o+AZxd3LYOEQrEAzDILvYtQxbu7mheOR\nlNJP/t4Y1QH7Z9xDkLkXW6rK4+PjT9x6IYQulvY8PJ44zgeWq1Wac88ItPGiuWR34Xo1qru43hNr\niuv28CkGbrfM+Xbm1fHBFu1s61ewFgDReUqrrLcbh85Sknlm+fQJ8jOtFJ5+fOLtV0Y5bz9+y5vH\n13xTV7Rm/tPX/4Fvvjc339f/5X+lfihcPp1RB+n1xHNnUM1b4vwv/w+Pf/vXvPvNV3zzD//Au6+N\nQXWInmdfWZaVKI0vf/EFpwd7uH3/p+9Y6mrdlxCtcBjXt0jP5rPuUlNFX9Dvx28SRlBvMXAqgIr2\ngjVQd+J2X8NQM9d461DVkvfNWetZiKrKelvw1J90F5WGOphi4l2cSJv9To/hwOP0lvfXCz/GJ8Ll\nifdXK14v24J4ujO8YWETvWMbk23ky0IrgksBYcg0LB24tYogKNW6R4BWMeK+M9NNqYXcO5bqzGXo\ngxVNqO6uU6uCzNBhmJVy7/K/cDSOa/weJt6LHmcgYxG/ozZarZRS8S5S2hhFCSN4GFVCNDRLlYyq\n3z+PuEDOKyEkXCxo3nYjjHOC98E6QSpWXA/5Q4zMKeCDQXdNrtHvzVFwtkZrGzkrZTjvqrkFxazk\naHPkTuOfpgNNK4oS3AQ6IWqboeBmfEp4jZSSaVr2xkutGSQQfENmh/ZzZP9m+B8rSi0rcMgYWmnU\nUF84I61gtmu02ERM6CHoZe9aqTbo69VfOn7WYgoNGNfEFsDbdkHckYCSdUXaDR/GibXFeQqR7A/c\ntjOLtxZ6kISTxJYrTmz8NIqp4CL4B3wstFpY2rZ3plTarhFyreGb2+fjMkYPCnjrCAyytDa1oksc\nqplaKjBm0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KbKTK3NOm21KLO2JdVbgzcr9+iO2N1ru1904nAN/haUhGwV3moT\nrONmUyjV4WzUkQAFH1ddX2UcZ1Kt+BDavH09ZzK1mtbBq8iS20i6FYUE5ddUZW2JkU2HZoxQc8EU\n6IIlxB37xiCT6rjtd8jiuFwulJR49145WzZ4np9eVDeUM8YsW2em3+0I3cC8tBw9Z5F2Y0ypNqq6\nZ78/cLlcthv1a+H46XRinqetUzTPM6XhGW5vbzdTAVw1Gfp9tEBbP0sIHfOcNo1TaRyb9btrLI3b\nGE9Xy3XZROfTNPHmzX4r0EopdF3HPM/buO/l5YWhu44zRHS/uhCotWzfo5SCt44g4GJgf3PYgIh5\nubDMo+7Tkgnm2j0fj48MPuJL4nh85OXpmcOP9HU7lyjLhccPJ+7v73m43XNpBd5pvNANPdNSNP8t\nBr795tcA/KCP/PDrL/npP/2nPD8/8/UXX26j088fPxHvhe6wY+kiIydi08S9eXiHt44P33zL4/Mz\ndw/3vH+nMNsxzbz74g1WKufTCyFGbLjyuObLuAEZVwI9aOdxmqZNlC8NW6Cnft0E++vxkVI3rpfx\nqo0JccC38dmaz+Vjv41wrnFFK5xSNNJLCla0a7MZBRoAs9a6oRrWEX+plbRkpNByWe3WQfZrh9M4\n0lIaZkD32zwJ1nSYeiGEjqHb4dozIfgdu92evrvlZqfX35L1GXU8HlnmmSHuue3v8f5q/5/mF2IX\nsf6WcTzTB09JDTdQLsQALgjFLHjfIw0eLJvm0lDxTaC/XkSZaVoItbbJR92QAgpGDkh1hG7A95ZS\nE0tb1GMKJhdMzVjU7p/WbEWvUTkYq8cul/Wxh8Y9ebwr+GiVeL5mq1bV5Apgnf0tM8dSFRMUfADR\nbqVd9cfGbvdvQXmAK7PwNR5FDHx8+sChb5IRMcxTwfnGS5QrHV6jzBpg1tZN2E77rsZYleO4pgVb\nERZWRf1Wqhb6r9hdKRWKT3BJ7AZP9HtMYw96Z7dR4Z+1fY9G+H77fvt++377fvt++377fvt/sf3V\naqaKVr4lrwnSWvGSK9I6EKsQMeVGmjaJwtTm6E03RGlBxZ4YFVWf2korC8w5URfRVmoXNmhl5wes\n7dTGngt5mUltzptEGFMmkRl6jw8DU4uNwALBYdCU67jbkZo2ZEknjGgr27VR2YoNGC8ZZyp95xrU\n8GYbOWqkib7nw807rK08nzQ2ospM11mt5stCdUUz6QBvLI6IDxdN7oZtXBWc6rW8VdGfQQgOctAy\n/eX4Cdf1+LCjFGGRayyOMw0ZUAKGwGV6YU3nK7VgsgY5F1FAn5TVqp81JLMKxgklpWu+ERbDQF7U\nuWPNNVA3hEjNutJKqRB7g2sdBsmljZIy1hmkJsaWebbfa7SO2AxGMFa2EOTd8JZifp9cEqfxO4QF\nKSumYm7WZXV91Fywpq1QZNHYByME34OtpKydN7EVH1W/UOTCLgzXGIOsEQe4FkBqNWJsJSGXailG\ndXmd7xFrCU30PnS31FAJKROtI/h+WxXlUrhcRiR7XAi8ff+gmY9o52i/3zNNF6bLeYtzATjsdiQR\nrA/aDjdXG/BKXN4Nw5bDF1/BGQEeHx/xgYY/eAYUf/D+/Xvev3+/aZLcK2GrVM3BOxwO3N7ebhol\nJanrCDelxLDrXlHH7YY8ce4qgF4/526322CRr0nlcMUqrOPBUsoGGF27XCttvY9h6zyvMTO+03G7\n5q3N7XX91glZ5uZmW2M6cuKyXCjzBUvG2cLpSUdy1SWGLpKWE0+fP3J3eEPfBOgFpYW73vB8PmKc\n3XRD0+kFN+zYHw48HR95Oh754r12mKI1nI8vnD5+w5uf/AG7+zs+f6Mjx2me6aLnyx98zTSNKsge\ntOt8s9vx+PjIfj9gnEVS1iB1oHeB7BYqhWG44Xg8stnKqkJPEzryq7AZWmBFXNjfOj4rYqPksnVr\ncs5NsHzd34BiaYx2BV6PrIyov9c6C1Kuna9cmXPZrPfeOmozfGQpeGvY73rmUnCT2cbxKc3ksiB1\nAWOU+i0ryV3lIE+XhdDt2e9kk4wMw8Bu1zH0A7Hr2PWrplM7vZ8/fsRMmSkF7GzYxRUbATkv6q7t\nBnVZt17FkgJLuWCkEqJKW1a9YC2uuRMNnYmkxSFmaue2ZkkqUsBBZeu6W+exRvEqVixdHKi1o/Mr\nfDSzzCNSM7YmxIZtTFVtJZuCtxaHI8sV1WCdVYSFc+AUA7MeO6PqeLLTDlMp1zF+lQZ+kUCInpTK\n5rr0zhOCds5qyVTyq7DhTBINRa8ipDRtYvKu65pbsDl/Kxtqw1lHkVFzMttz5Jp8IUDrfBvBh36r\nMaAiJWOdVRNSrRvCwhgBO5PrxHksSC94r/gSqXvW6Jw/a/srLaY621NtQRqnJZlFZ/jkRtAv21im\n4JgT5NpCb811VlrttV2sNltDXrkhUsk5k7Olcwe1vG991EqMvb7OG5I5s7SdnqolGac28GXmxvfE\n9tCoKSNZg2NDDHR9ZH7Fvllb5rZxOFYtxzROSD3j7I4uNlFsO4l9MFAjadG5rTU9Q6/aiFSeESnM\nteBEQC6U1noNscP5TJ0XdYt5T1zZLlWZRJ33OAqlCt4aunaDO00jx88f2N2/I0ZLMVeeUO97rBV2\n3Q6ip/OB8/K57dMLuVRwqkual7SJt9Ull1T4bh3eO+paTFWj0QDWYaqiCFYafU4QfUSsA5rgdD09\nTQtHbqRqKdcCfJ5OGOPZ9VFFj0VFl/oddoTwEyhQMlzmb8gtJNb4gjEeYwKlwDwVQlizlwzUBWf0\noTH0PanRwefl2Iq2wjIf8ZLwsgZSa5ZZzmCNXtwFuZKe0ZY0zmi0hbnyiy7zpK6lqqyZNI0sLVZB\nquXt7RuolZRnPnwYVyQWu92Bp0+fwRTNppvmrW3tvWOZEj7Epj8M2/Gdponb21se3n7BnHLTAep7\nOud4eXkBVMz9+PhpYw7d373hRz/8MbkszUUYtlGtc47URm8PDw9bQQK6UNJ4lwUf3EZWX7da2cTk\npVzHcWsRtRZ8r4vF9ffdNlLSEeXYgodfXl64v7/fsAnRWs1ubK8tpYC6qonGMbai+HI5U8tMiJ7p\nfCQ4Qdq9Jl10BBiMYKgg5fpAHU+UpJqw6TIyni/EXovlaiF7YTfsGktPmC/rOZxI8xMhOr58/57H\nj8/0T/r9796+4WiEz5cn6i9/wxeHe/Y3aiI4n8/q4sJwd3dH1wfSpOdMDirc/tnPfsYf/rU/wGL5\n1EwE3aA6t5eXEzf3d+xudptGy9SyaTLFAK/yFV+P+FbRv7XXnEjQh7xzAePclhIBUPOCFI11EZGN\nBA4tILlWcsu79O76b9tYJwR8DNgi1HZdWFsYmtbxnIV46XBjKzZoDuCs5HCpmWC2D4l16lx8fP7I\nfr/nZlAjkPKQPF3csx96dvt+i3W6u9lz0/X88puFYnqKRMbHdq0FS5onltR0PFJehYM/8HIBSZOO\nvoxlje/xLlBTJkvG2A7JmWXV/rmAM5ZqlQNVqXi/Mr08tmq8S6oC1RDwm0tQ0QbCLDNiki562xg+\np4oXoVodMaoudHUzenzQeJZVLL6KXEupijwwKvg2xmzJF9U4nO3IxdE1/dsqwzHe00fPtEyYlDDi\ntgUmbdSWS8Z6ZZGVVfpjLM511Kz6uiqymatkqjhfNC3DGL2/NVGktc3Vjl5nSN0E9tYaxHvyslBK\n04Zt9yHBmoSxC8KFOcn2nn10RLvnz9v+wmLKGPMj4L8CvkSXL/+5iPxnxpgH4L8DfgL8FPibIvLc\nXvN3gL+F+rr+PRH5B7/rvXvXUWzZHsS1ClOZqUCtmme03sRyBWszTiKu9orOfwXZsw02h6ng6gZD\nNFUwFKwEvAsqEG4nR/C6CvWuU+t013NZZ7k101H0ZEaYxws3e7XVY3fUtEBAXX3i6YPe4JzxJL9Q\nSNqxELYVqLWZ8/lMqeoiC91AtbEdRtU3WWshK1Aur89221a2XrDIb0WtiLkQ4kKcLMtS8c7RNRG9\nxVFTxVuLrSvSKW9CvuDgMj5TTeFwe0sfA3mr7iveRPrQE2zk0A905ybQHQszFSlW9VM+soZHg0YA\nWCtIVpy/Dddpsta7RsOZ8/UYLkuGuhDjrhXKsunCAMR6wCFEvSBsOy/SxMKZQ3eHix1pcjhZRage\n4zvC/R8gpfKbTxMzv2rnWgIzYE2LRmlWYNCbi8G22ISEc5HQeDJQWNKZihYKeZ4wbj2GXtPivcUG\nR27Q0rKKH4G5qKttrglxlpKaa0lOeAKYnlwdZUnbqtjbPTH2TNOEsZZ+F1ma4+fTp0/E2HF/d2CZ\nz4zTvPGcSl5wzhNDpPjKeZxYK5/7+3v6YU+uVTlm9prbF0Jo+XwHji+fOR6PvHvXct0e3lErTONC\nCF0TaYe2TxW2eXf3gLVsuX6g3bl5Gck5q3A99NuDMiUV7pcslHqNgtHzUOGRIXR0nbprVudZSvMV\nNlqFaVJt16r3KqVssSjW2vY+a5B50+EUwXUWKTMNs8XT+EJaRkYy08sjCcG1boi3DlsSyzypcDpV\nYntKX14yqRb6HNjv7hjHiaW5j2wX1HVbCrswcLO/47Bv1nExnI+PmCqI6fn9H/+Y45N2Ak/jhXiz\nx1xOROP45rvv6Fu0Ud/3XM5ngnN8+vyBm92waa1SSopLoPLrX/+aH/zo9/jBT35PP+flQj/og/vj\nt9/w5ov3vP9SNXgfPn6r7jDJULTDlFp3MbVO5Pq/GCOxH7SbRMtBNR7rtSNonCWti6WiXXnn1Fzi\nXdxC5QHKNGmMhwgpyxXV8MoqrzuyElt3cRbLVDJLNeA6wnDAt4ixMO2wy0jNCnEuJWHbvW3vohYR\nXrW3j59/xk3fEDW+p4/3zFNlv6sMnWPX/s1myz5EkBnzqbDYBTu2eKLzWQvNUqgsYOrWsatFQ3yr\nbQ9967bPYtHrx1kVYTvnCUvLnhQQk7HeU00hS90K20O3Q6qh1ogzFTNXgg9btmyuleIKU5mYqya5\nrvymQMTLgK0OrLrcpX0eH6Nmy3qP84ZctKsFwFL1b4rR+sroIlU/rNcMW9vjUf2cawsck3XisvOR\n6HZMy8hFSwVyHTEmgU1YG7DEDYlATmSjC6VaqzoeVyNQhc6CNRVntPA0/qrtSymzLDO1KGQ0bOea\najyz1oUUMdfpkPNa8Fs0RzSNXC7fttcpSPrP2/4ynakM/Psi8n8aYw7A/26M+QfAvwP8QxH5j40x\n/wHwd4C/bYz5F4G/CfwLwI+Af2iM+evyevnSNqlZ2VJtlV1QeFvOhVoT3jvyRkDPesBqJpcZV/wG\nmNMsHW0PY0VNBK8e0mpxH6nSEbqb30okj6Fj12zm8zyyn1ug63JE8PgoLEkLo9JW/DH0GHQkVbJW\n+iGuwsCIdZ4siXk5q0BuzTaKAylnTqcj1jrMfce+14d0kUoIVduxTovDNYdpngvFNAG6yVhjsK1i\nljxjTCF4LepiGJTHRZM0dqGN5GBJM1mWa0vXqsvjfD4qhyXcMrRWoObgRbwJapX1PXZ/7TCRz2Rm\nJAs+Os1zaqfL6opy3tC5SGlC8tqspoLDO0PJ09Zl8L5Sm2DVe7+5P9qHwVoNTU1ZiBZa8BnYxJIz\npylwO7zHxbhZoENU95C3Aw83XzGlEx9ftGsxl2cqWQNKxTRA4TpudgRvmwjXkHNi1d734YCz6lYr\ndcG6iNsK4tA6J4WUKtaDDVcIKQWmltDe2UgXFn0AAV01uO6GpcwUiQx93Ejey5KZklK8h6FjWfI2\ndgtBQ4iPxyNPT5/Z72+oTdw6TRP9cMvlcuH55cjdw1veffG+naeW0/mMDZGu35HSNbBY4Zg9z8/P\nTPPI3d3dhjhwTsdmmnOmo/Np1Gt0v99zOBzayC1sME2AsqyOm9LE5teuxTpyc04F9sOu20YLa2En\nIhvDan3PZZlIs3aCFlQM/fz4xO3t7fZ51htxTZlirp0O7z3n82WjtVfJG97k7uaGZTL88pd/wng8\ncdOHDdh3qbOyzqoyjXb3tzy0TtH0/IGuH0hi8SZyuB94OauJRErB9x2SMqmMVDEcDtoNIVhGhC70\nlGyYLiO3e33Pz6eP/N7v/RBvPHNWIv3LUUfcaVlI88JiDQ93Nzw9ft66Ic57Sq384Ac/4OPHj3zz\n3bf85A+UXTUYw/HzI/uux1ZFsoTGoOq7HfN0aUHn+mBau6drGPGKrljZZFsXUQxd75sZxGhm2ua8\n02tJM0+dWq5WQnZpdl3rNzbTtpQSxS5dg5CvGXsmZeZSOKeFqVSSKaR2DBNaeIzLRKoLVTLnthg0\nBHY75RA5a3kZn/nNt38M6EM0ToHYWQ6LZRwDu8bQ8zGQa+bdu/fMLMwsnG/1WEynM9M86XPHKMNu\nHSmLGJwTPIFlUSeZveL21dHnvLL+vMX71QihiQaJMyIWK4XLRbs2vdkzhBukJUIY65Ckrsh1fzsC\ngx8ahzCzLKtT26uxJqhbPYSwegwavkBwXl2uYq6dx+oaiT0vSIGlpA17Y00FL4TBE62ymnxoWAx0\n/O9dIDp1ya1mlWl+ZpEzIjPWeoK7ol2MLZRyaeyzAjVd3aFGNpkPNN7WirWTFsbNmv9XqGUd4cft\ne1YxrYBvb2l1jOmCw9jaRtZrTuCvQU78edtfWEyJyDfAN+3/n4wx/zdaJP0bwN9ov/ZfAv8I+NvA\nvw78tyKSgZ8aY/4J8K8A//hPv7dxOqcssgIYa0ufNgRjyaVgWGnGIOK0y2MqIgEperA04FFXSwah\ncp2frjC/WkeqnOi6t3RBHwze7ei6bouhMMK2qn25dMg8UW1q9vfCaVE9wkPv6OMdea6QLSbldiDQ\nA2H0QtWHjrsGKQJdN5Bz5fHxkVw8d3fNdut6YvR412MkYP2Mb09way3TkqiS8G5G6rgFEjvnyM4T\ne0PsOhyR2Fb1IhlrRF0kc8L6GWPrdkIui+oQxHrOl5EQI3cNOWCcUoIRj4ihisN7vcEfbgzlYliS\npVp19a0uQEzCrCPIYEHk2mWgrWyqQSRQasG1UzAnQzUZQ6YGg/Fei20a/K0215wtjWi/4ghmUjlT\nzgW/i9wNX+JMu2CMx3tDqTMx7Li/+f3Nxv/t4z9hrh9xtmz4hu0B3jnMeq9vCegruM65gJSO2NrF\nUg3t2ic4h7deXYIoBsG5gs+tmAodFppbqmDKuNm1xezUdWcNXd/RxYHUbv7Lkokx0Xcd5/OZab7Q\ndXqe3t7ecjqd+fz5E/tDx1dff83nx+8AGOcL1QZEAm/fvuXh7RdM87WjZ53Hew21TSltRcjlcuF4\nPL4CN8qrm5Cliz2lZsZxbIiEfTve10LLOcc0Ta80caEhDNja8hucrzmvaoWVur3+PY2fGbeH+Fp0\ngQJLa9Ux/sqimqaJ5+fn7W/2fa+fK0+U9rvQnGm1Ms8zuS50vnJpIzKL4fZwx5u7t1yMR8bzivll\nTtrZNVReXo6UaPlR+443+wNz9OSlUIxj2O1422jl0+XCPI8arovwcvq8HXvwxEb+Dw4u02VDUeQ0\n86uf/YyH+/f0fcT7e87tBi9FmPOZOc28fbih73tOjZV1d3/Py8uZ08szX331Fc45Pn2no7yH+1v2\n/UCaM9lUTBFSe0jrfjEEF1qSw3V/r0Xtyv4SkRYMuxYNun9dWCGtbuOoOR8x1KY7MYh5BTquRSGp\ntWJEH+xboV0rpeamSdIEgTWmJIaezgkvIhyPn3keT4xp2V5njAYam1KwNWHWxIx5JsYBqarDFVP5\nfPyNfs5vDWIVp9Gfeqz1OKtxSftB73+GwO3hXiNnbnW/Tacz43yilpk5z+DLthg0VbDRI0vTARX9\nzgDBd+RcQaq6oJNs2hx1l1a8HZhzplpF7QBczhPdzQ3e62tKtUgL6QLV0lrjiRKxYjkv04ZcqKIV\nqhUtfK21W7B3NQXrVeaQcm6jvHacCi3A2JGSAqbDCi1tY2+NmtFw6utERvXAumiFLgzEVkzt+j1L\nOTLOHzFGQ5HX0Vqui05TxGrnztrtOaujSK0fvDdNu3d1RosYnWBUu6V1AA3XE8Coltl52Qp3Y3RK\naqzKMRy9uhmBlM+cxwt/3vbPpZkyxvw+8C8B/yvwpYh8C1pwGWPet1/7IfC/vHrZr9rP/tlNyhbD\n0t5HH9w026xcV0X69ysSBYPgXEXaji3Vqt3UvL64WzVdk3ZCgqHMJ6qcGQZtd/ugMRwhWrzpMPtM\nl9oKbbhhlhfSXLDOE2LeuCFzMkQfwfaURcgoaVW3ivWGaiouREpalG8EBKc8Dxv0Jvnx+TfkpsXp\numbl7XqM9AQDTtZWd08oJ+Y6Mi8nHWVutuJKCJa+u1PYWQ5XcrgJIBknvon3F7wdSevqz1QVREvF\ny8J4+sTcRplv371lWgqVjDhDCB7bMA5FJoxZmsg6NO3aSq0NyJoc3yr/aq4MG6mGkhWuV6tD2nzc\nu44inoXcQH1sbdWSDcWqIFPhenX7e0tWxEJJI5fLhUMP/QYQNYAneIv3mVgH9t1XAHxxm/h0Fsbl\naRsRb5l2S0ba+VVtoVbbBJbKNLPuhlLPiIxY47FNKC5VicNVDNZlxLQsuy2mJmCHQOp6ZAGqEBrG\nwklk3w/swg2mwOXxGbf+TdPpjalqB2XXd9so73I6czoe+eqrH/L+qx/w4cMHno9aMOx2d3Sx53B7\nh/M9Hz583LoIN7e3jK1bdD6PGGc5NaL5y/OREALWwjRVdvt+YxutBOMqphUtlft7PWeen5+5ublh\nt9ttHaH1742TUrb3+xu897ycnulig4Q2PVTOqxA1v3pAl02Ubozyttai13u7FYIrYf1wOPDcOGov\nLy/UWrm7u1P7f0qkFfpnDKHbUU3mfDoySsU0PYY1BWc9fjfwsIs8fTNvoy7f7Skpc3cYGKeEy5bv\nPqpRZJwnDoc9+13PkoRUEnnVG6Fj9nG60A87rHWUpkMr8zN+0IJvGRf67sDQRksUy/l85jz+nNv7\nB3Y3u0034zsI9sA33xz57tvf8NXXP9wWbvM0cXu3YxoXHj+/8ObdW2o73i/HUbu2Awz2hiXnLfKJ\nWvE+EpxVkXEVvG98phjVni4NiOoDN/sb+qHpwnKliiIIKo0ntTKArG2wVhCrcoj1PmW8ILkQOx2x\nXNEJWtjWWtu9o2lhts574ZAHxnrhYR/IJmwLm+InpN+RzIybRmoV5k03kMhZxXJr1oJp+/S7jx+x\npmvibsG4iSxaZD/U9+z7PUuekero41tC1IzQftex73Y8PT+TWYCycc2M8dhUiKGjJqfC/nWhXCyu\nNtZW0Q6qrIkKweq+RsfE5Lp15epUOb08sr/d9OlEcwAAIABJREFUEejIy0JGWXIA5MzOe6y5YUEo\n9kJpmIpiBKXgGXIu2LLgbld9l2qwjHEgRbuoRl+XRfl5Ra6i/tiOU2d1xLecJyQUoh/wK3S6abqs\n9VRZCHh8p6DbbG/o6Ol6xzQekXCNkkqLavRK0WeItdfC3lpD1wVcsNSiAv286WJqmxDY69RLGter\ndLimy9VjY7b7vpAYOk8u2q3ywVzjZFwP8VqL/K7tL11MtRHff49qoE7mNb+d9ln+Obf/+R/9hkol\nSeLr3++5+d0l1/fb99v32/fb99v32/fb99v/r9sv/njkF388AVpI/nnbX6qYMsZ4tJD6r0Xk77cf\nf2uM+VJEvjXGfAV8137+K+D3Xr38R+1n/8z2L/+Nr8l1YWmV71ILpS4agWsMSGpVJLqKMQpsk2rA\nG1Yhi2anrZTt1sGwq0sOch6xVrDeMs2XbdSzVaQVTLR0dk/f6c92/YFLGkj1TLUFb+rW0kx54nn8\nxKF7i8EzLUJpYsNh1xHwWG/VMVGvUTMVHVVK7bEOcnrh8/Hn+rphYNfv6dMB70dScddA1/bNbDVU\nYxU0uqbY+0DfHRDb4+mQHEjTmjWkPbFaLiQjXEqhGou0z+NdJHrNHPTWIqny+KR5YXf3b4huYJkz\nfRww4lunB4KNxLCjFouYpHmDbRXmjc7ta02ItZQyb8JHNQiA9QWKmpilNockFpGMaUG3vqsrAB1v\nzUbONaYonPMVjbZWJamP6cJ5PLPv79o5E1s24kzXdZx9wregzMPuayqVki1zuqhzpa6t4EzpK704\n6gSur8iKxfAHdQCbSikdzkRssyM7a4GMEe3cWKP7Zc1Ec6bHYvFUrB8I0uFaZ6qWhKkBXwJ5Frpw\nx6GNnB2BvrshTYkuHtjf7jbNgbEjb95/xfv37/jw6YNGhzQN4H6/B6uapjFd2B1u2K/6wGXi+PjM\nNOwYdgdK0Zw3aInspm6i9LdvvthWhHqdVY7HJ56fH3n//n1z/rGFBY/juGEO1tcF323ZeSE6Hh8f\nt2N4OBw4n89bJ2ucrjl5y5K36+B0OnFzs/+t60KKLsakjZNTShtEcu2KXcYzQ+xw3jO3UV41greZ\nvuvxbs/L8yOpjYi8gcfHT+z6niUVsB5jm+bCGV7GREkd92/eE4d+w7Cs5PrEhdj1pGKV3g2cjzMZ\n1XXkaeLh7ZsNPvn49ExfC+Z8Ie56lmncdCN3d3cYZ3l+OrJMM/M8YxrhPu6V1v3+7XueXo7baBZg\nronLeeLm5oaCIS/X7nGe1+6vYIPo/bONFQUV+kpSR21KiaUFJNv1eG5ZZo60jJueLLhI7DqWqsL1\naP1Gwa65NDu6aqA0sb51EoqiIE1zzRmRq5DWWWzvwLYRVi6Mq6Or6CceYuDh4QFzs2Ns97bL5YRb\nLnQ1knLHZVqoeSX1J4QF7weMtfo82NAAlW8+/lRHfbHDh04F10BaXri/ecc+Dpi04KtjZ5ssQjzE\njuQ1W7LLQr8CeV1sWlGoAayYLV9RKhgbELQLrvl67f4sAWMyDoej13t/cyqnUEl14fE4s4sHvOsw\nOcOyugujontC0HGydYSmP77kZctOxTiytYqsALwt6uQWTynzFuOj+00oZaSkCskQZKA21IwJnjS3\n55JU7aI3KUYX93ivxiJnO4Wz+tUk5PAInRkI9pGxPG/PthgXjdYytLDlurVsnHGUkohDhzWWaUqb\nGL5KpZY1t1Y7YiW1jp7xUOuql1dUjF3Pi0Zkt1HF9Rh++Ic9P/zDfoPB/uP/Ue91v2v7y3am/gvg\nj0TkP331s/8B+LeB/wj4t4C//+rn/40x5j9Bx3t/CPxvv+tNFwB7zT2zZDqs4kprpgSzxSOApjvb\nLAhWmT3tpJMqqg9yLaPLetYzwDuopZKrxVnPZRw5z7pDbg7vFJsgVYslExlam3S/u+FlPjCWZ4zR\nEEmT2+f0jnk+Y3DsugNpSczLOlY8MAyebmc1MNLM20PaRYdNlrRAzQYhkas+wMb5QjAFj+DoyNUy\nr85CazXB2zhMGShLwTfB+83+HUO8R1xHTZU0p83RUbOShau11CQU51hSRtZYg+joLQRZk7q9jhGB\nj59+w8ObHyMUljzjfIe0mxim4vxA7LRNHNxV/iBlJWF7ZYSVqhgAaLZqgyEDjlAtVVqOWpqwLkHR\n7zEzssZemSgY7zYthcJ717GiY6mQy5lYZ07TI/1ZRyTvbg5YvMbwmAUXDXVaxxkD+/5rSql8Ov6C\nOb9sovYisKQXenugNz1lnli1lKVOGoVgCiUFsgvbXL1WDwadtzsLVm22Dv083kasGMRYQt3jaiA3\n6Ho1jmg1D+zQ9Rxur5l3l9OZlI7kSSgUlqfjpqvo+x37wy2/+NWv+dnP/xjLtQhPqRC7Dqyh6zqG\nYeDcHoyX5xdC9AxDh7HC+eVlcwpdLheCjTy8fcf9/T1d3L26wUVSnrlcLsQYN7ceaMbeOI4bh2jF\nHOixDzingcnWOEoWZqOFzWU8EaLn+flEiBpR8/T01L5DYhgGDRR+eeF8Pm96qnmctr9xOp149+7d\nFXkAGpDtDGVJzALB+Q3/kMtInTLLdGIYBm4PB04b26gwX2ZKWhjivh3bxopLC/uhZ55nfN8jzjE3\nFIMRdRT6TiimUrJfM2uJ/R6SxXWFPE3keSEM+t43b95QponOwjxlxPOqmBy4u7llvEx4o+Lrp+dj\n+3uV+9sbbh/uGQ57LuOoeh1gnGemcUGs4Ysv3+NejTy6ridXwbmgXLgixGbmmYuaMc6XieA0biu1\nom+5TI2R5Oj7npIXxua2BI1J6foDIe6xNpCWSt83iUMXEHNdwFLy5iCrbQbqnKXisUvRQHHQcVIp\nGsZcM0bK5pCcxFON6mhSXpiWjA8tomh/Qxk/IrOakhYjm4FIipDrjJOoiRGv8A7WWaSOfPvdL/D2\ngPc7QnNImgTH4xM5jgTb4aplH/QYvjm84+X8hI0dy1QJRgirGSAMTfGcmYsG0/s/5SqdU1adkbdX\nBI8UjGgMVkmW4DwuNhwQI844xnHm+XLksLvj4Pf4TVLiKNL0Whh2vqdjdQePGgSNwbqeGK8FY8mF\nfugx1eGMp2R1qIKOjpeUqYuhpBbjtBbvc8FVDXRI8xlTC6VdM6XqeN95DXu2LmzJD4r3OoB1ePbY\nvCdlvS+k5TNZcitw1H3nmmNPSJQKJRmUMnM1+pS8yiO0gbEsC7KOlNEFg5OKc4KxdcM0LLlgvCh+\npwrFvJYL1a1O+bO2vwwa4V8F/k3g/zLG/B/t3f9DtIj6e8aYvwX8DHXwISJ/ZIz5e8AfAQn4d3+X\nk093lrqRVoyBl4r1Qq6JKjMOT6HBElENhj5EBWp7eAFpadwTVzd8/CqC1tBDh2HBWCEb4en8DQAP\nb94pl2pxGGcVJtZutn0X6PuOUCKZGSN5A2WWOlOLcFqO+OaMWG9+k7/goqWOzRFmrlliyyWDCNEb\nlrQg4q7OFDIpT3S2b5ABs4nMi9EbTc4FkcDQveP2TjsMN7cPBLtXt6GD2STmSxPtG71A0zIjKJOq\nIsyTFkWVTOcNxhpKUmFlbQXFy/jMkJ4Z4i1zmZHlBb+6OvJErYngVYyYi9kE6KGd2EYyKbXjtNpZ\nnWZQUSrGKatE5FX8gXHIpqPL24PPi+BtpIhganu3V04ZxFNKJuURYwunlpcVzGfub94q2M5axFxB\niaVOGMnc3rwhS+LT07RFGwmVZQlM9YVup3EUK58IO2NNwBZL3wVs9etCXTsYJrSoh0oxJy0s3Fr4\nZUrW1zks4/PEykPsukApmVJm+sMNp9ORsQkeSyna0WpdLGMD684Zho6PHz7w85//CTYYHu4f2LcA\n3a7XXL5xviDWcT6fScuVx2R90yJVhZAej03/0e948+Yt9/cP9N2AtR7fHrYvpyem+YKxwn6/3/RO\noMLeeZ65vb3dhOSroUMjmTIpla2LtGnUciYEt+mfQghbYXc+n7eCres6TqfTVkwt0/yqcEw8Pz/z\n9u3b7fcv41l1O6USfSSlTM2rzX/GWWEaLyzTxH7XbxyiVDKxU3eV1Ezf71gaJHa9QcQY8THSd5G8\nFXcj43QmEnAJhthv1/AiVVfTNpKZEGN5/KRd4Nvbe0wIPB8/0wWFPa7F6/l8Vv5OcKR5weIY9rv2\n/SeeX47c3OypIgyHPbfhvn2+J57PZ2rKjJ8+E/cHbt+qrFXeBj7/+jeQlO2zCvj1dZ5aM76LlJQV\nrbKxjdRW3gXl4+VSEK7Ax5wqSyq4MBJ7fUgvzSEb3Q7TGFW2FWkrQdYFr08+UWt37eumGbG5YJaC\nWZLqS02l81f3bMKQa8GLYNJMXRqbjYzrDDZZdc9FQ6gN4ZENcy4gcyvuu03XCOoanSfhV7/+KbEf\nNrPHl+9+iMGTFiBUQifs2zX59cOPKSkz54maF87nT4R2cd8MgT52apJIC2nO234Rv1DrBFn1aVXA\nteyT4FVvqW5E7ZS45vTr7I6cEtYblrkyL5n9jWPlTCUKDuVdhTXMvd2Hdt2eUCqhACHiXYS2wPba\nktHuThUcPc5eCzip2uBIpWDEbppnKQtiLKnhLXJdcPWaO1q9Y+9vsDYSbGSFcedqsUaNJZ2PhHhg\nyi3uTKwuvusLuSxU8YSwdvIV6L0sha5bY4quHeKVX2idZvPlNZcSXexiNEbGiGCaRq3mQvWeIEZD\n7HHbAtvY/w+KKRH5n2Azs/zp7V/7M17zd4G/+xe99zgKxsQrddsK3giGhWoCwsLa85jTSCqLitCl\nts5UuziaKLbkFiwractY9M1jb6qlVEOl8Dyqq+XTy2/4wfudgjlFu1i2dXXEFHyAvvOMSZk9ph2s\nmjO1WtI08Vw/crjZsaoNU3KcLhN9dEjXEWOHbWCz8+VIZkSYcaZSqseUxjDxM4ijGhUs1pqwa/EC\nTNNMLfDm7g1v7r+ma84S7z3eR2wV5iVjmEnLSgFOTCkzL4VUHcJM6B2J9WF0wUklek+MlZTKllGF\nsbyMn3VUIoFpeSbI6gZJzcEnmzvryuHxjborWhxbR2EtQhXmSUHNAnZZFyhYF6gloHb7Asa24w/G\neg0xFkMWXWlteAfjNOcQw3g5w22ltPHBcfpI10UO4YHgB7owMa5nclYwYamV291bRAqfnn+h/zSP\neBxTnaB+ovP7jZdjQ8Wiq6XYmeZCa+OT1LqHrcC2do83DrP2yc2iEMdaGccTs1ydJOWS6MTycHvg\ncjlyPJ5WMJgCC63H1op3kdD3G0/IGu0iDrueEBzGaCAsaBH2q1//VBEPLuLdjv2NPmx9VLddv9/h\nY8cvfvnr7SH95RdfsRsOHA4HEMNut2duoMTL5QJGnVLDoL+/jvLWh/I6HnLObZ9TFxs69lSI7tUB\nu98P1Fq33y2lbJl+y7JsfKjD4cDLy/Pm1jOiBVbf99opaV0SH9sIdFSGmDcqVHeYK4ASS0mJtExM\n4wsm7+nbg+r580eMYs30XoCl71uHqjjqkvBeu+DTedzGR30/kPLENC7UdMHsC7HljA2hoxZlXUno\nmKYFaR2W48cPvHn3lv3tHdPLGecs3coYC4axFYXOe1IeOZ11gdl3kVQTU1oYhqEFE7ecwP0dJgRc\nVmjh/8Pem3RJciXZmd8bVdXMfIgIDIlkVbHJ7v//X/r0guxTZJGVmQVkAjG4uw2q+ibphTxVC5xT\nSS56gQ10hQMPdzfX6ckTufe7aV355WdVYjx/8x0fPnzg5ePPbCHRW/G2jXZDCFxeXpVt5r8KmJVC\nra4vmDqNi71ta712RW0nZCsiZNvYOTX8RKM4AO4ic2mtB7QXbKsUI2q1p3eyBJUhNKGUuj9PpouT\n13lRKKdXdiBotyvGUbEZsjDXTLXb+1Q35tVk3dhJuefI4XFNiHEg55m//PhfOfR37RAnxufvMBJo\nWRgCjMee0tAcP3z4P0kVHJ6/mkiub/2esXh3JIbI42Gk5MbrRYvzdX5V5pRkSlHgcS4dp4EnhIYf\nLJSi4v4eVrwJp93o8TSu1wvBj8QHLTZCs1jTHe4GdegNenIm57FzwVkwPoJ3O2bIIdhaSTWpgzLL\nvll0xlOlUKX11AgdNYI6a4tUbLDqrm9C2zvEmZfLJ5Y8cxrfIaP5imQewI0Y79UN7Rx27hcxqnBd\nKtT8qiHtfS21JiImk1Nl6x6V2h2wRbTjaPR9KNwz/YxREKd1KhsythK+CjNuTR2TQ1Cwqmn38e/X\nuLN/7/hNCehLM8RmCWyq/97BENEoFhrG6EssiyGXirMNQVvWW0yLNEswStxtVUF6W7J4q00jRoqn\nVCjSSL2N+Mvr33h6/AOTH1gvK87fd2hiWo/KcNg+Nt6LArlRm6fiua03cBD7eLCkBV8E6yZCi4DR\nyh+NTFkur9zyK8YYAg7pOxuMVeuqOKwErIe6I/cbrWoA8OPDEx8+fEMMfVZvDMNoGdwTt+XKj3/7\nkdrv/mpgqfqybS3TSFhzj2mZnKPlGWkKOlX4oH6e0hrLeuV8eWGIJ0pJrD2409mKrQ6xFZyO+bYH\nR3LDuaBdpA1rsY1xrdU4CBxrmRFX8H2nbzC0oiwp53/N2cplJjoHKIemiNutvAaP9wMDjst8Y00L\n06NqpqQmLssbYThpQdJRBvthlPcS5MjD+APb4/B2+YmcKs0myA13sNiuz5PSyLICFlkE8ZXg+xig\ns05EHEjE2wPBVFzc2DkLYiq5rGA942HkdundMHE8HJ4wDc4XDWDdZkTRD5jmiCFi/UBaM8Og5+an\nn/6N6/WsbrWmO0Vj9Lz/+NMr1mrBcTg+8/B0umufpCJWi4vX84UQAt9+o+DGw+HA6XjaR3XGCEsv\npnLODGPgcDhgjUa5TJPe+9fr9Vfk8mEYftU5+poR9fb2dmezuYD0KKMY4x7/ol9ze7dqCz3eCiJE\nWFfVw20U9Ov1yvvuFBqGgbTM2DhoJFHHnwDMy8xhHBTTkBYWhKEXh5ZCWhPHpydMc6zr/b2wrLIj\nI1IrVPweQ2Oc53g89ELkE29vPxO7Fun0+I7pOBGGd5zPjny9atgsOvG4Xt54fveBQxi49s7ydh6N\nFUpunE6jglD3EeC6b2YOB9XRfe6U823UupYFppHTMJH6Juv1p78yHkZcsGxdsK2zXrodfuk4CuPY\nu5IhBHISbAfWGqNMpO2a+6BjyOlw1FBlsWw9JmMM1oju9i0gldJDeetcsRicbTrWMtMe8YExiBFs\ntETrqevMW+88VzOxNKi10HIB0zj0Md/j9KjxLqb0ok649rFyRuGPdnMO9s7P9jmbNTgKIVgu10/8\n+cf/AsDxNDEYw3eP/wjGMa+J0NuZ48NEksp3H/5JO8k+8uWsQdZkg5EDzk2M8QF78PihE9fXD7y+\nfMRwobaVZT3TegE65zNVAqM96IjPuV3bNKeVJo1qwXqLicItzxzWjv0JB7xxeBdwosyvTW7RnCF6\nh8MizuLGiGdztCVKETwDlULGIn1sRjaUJHgTMMErE2/nyFX8MHAYRrIYakt7F9zZxpoSaW2UbHjE\nY/3WZXeMYSK4I8EWohdc1A1fsI7oDVIqySSs2QKO9NkXY2lmJWcNL17XDe+h0wrjNqyDYPY1yO1S\nEXYn331wZtBOpjSjbK+tgrKG9tW/+/eO3zibD0quFLMJRnWHqgtSwpigkQ2gvJ/me6Fgu129/5zm\nqMVptUkjZ3ZxZ9AYOISsNnoMprfuLtcvfHn5K/5pojavafF5o6E6bXdmbfU3qWzxPq1FSq1qNTXC\nnOq98mWE2pAMyTS1YPeXzRQPlPGRlBdSWYhD0/kx/SLjKAWybXg30UPeEZkJMXCcDjrikLLD8Kbh\nwOE4MsYnpuVIKTAvfcd7/TeWvGicADNG3A5Z08MSonKEatUd4CYKNd5AEeZ06fgDQ+0DyNIWAg7X\nLLXoOXBm0wD0HL1uKpB2J8eGGBlCpEYDS8O2tu+kpVlcFGoB55Q+vomsRSo102fjmmWV+vV1KlIi\neE+IcLm88O2z2kJ9HBHJnG+fOB3VHj8e9CFeXgytbDRtwdvAw6h5aIM78fLykVQ+k31iLZlx69ih\nWgKhQp1Z0gxD78qFB0yYsEzYFolmwhrB96IQ71nWm45Snf5NW6E92IBzhus1MR1OTOOdEG7E4OxA\nDMe9S7PedGEYQ2R896RQzwZDHGm9mB4G1cSEEHh+fFLdT7/+1/lGa3AplfP5yvsP3/L4oAW6NZ6v\no11KXfc0+hACQ5w01857DofDzjbaRnvTdOyAzXEfYztXyLkwTRM/9w5JWvV+enl54fvvv2ddP9Na\nI8a4c5Y2Pc5G3d4+F4DzjuD8TlrfopzOrzqunKaJt9vMNERay7iv8rucM7ye34jB8vz4RJ4X3joa\n4vj4RH17YT6fOR7esS4XpqGPh6vQsuBCIQxRqeX9ufDWkfJCcJbT6cSyLGrBB16+/I1ljjx/8z3P\nj0/8cr3SZSoMxwMihi9f9DxgFIeg51SxJDH4Pv5cdygvIXC73bheVg5TIcaBh34N11VHMtZE3l5v\nLHbmwwe9v1203JZrH60mlJzcMTOlUEoizQut1p7B1nUqkhAxjNPYY7I0f23TnHiGXvzpRqYK+1jG\nGk1taKkjE6xQ+6grryvOGMQZLXbNZReEO+ewccAYTY0Yhwdy75Cf15XbslJaoxiNG9m1fWFkikdK\nnhniidOwUvpzuuakI+WmmzkbdNOr11d5RToy0u7jT3/9V71OcWT4z5ExHng4vcPg9udCghAHy2N9\nID9/j4uOoRcM19cLtJHoH2gSCT7y4b0WDOuciPaZw/SJTy8/Ys0d0SJiaLWwrCsxOMQ5bC8Wh3Ci\nLA4piURiHEdKKpw7CzF6pxypUhjChBG7d5haJ6Eaq/gW7++W/1Z7BJTR8e3XcN1WjQqXRHBW9Uab\nnMa7wNPjM8MwsJagxVTvFFWpUG/M6cySrqSyQp8ARf+Ax+PFISVTFd3df6ZjCAPT8MBtfqPkmdhH\nGakp2Nt4w7okRO7E+Vprj1azPQMSZIv8Mhozoxyqqhv3fe6mf1ulkmvBO4fbwaPsMp+/d/xvGle/\nH78fvx+/H78fvx+/H78fvx//q+M37Uytc2UIBtNHS7SAEcFZR2oGUwsF3fVoxmJAutukicN00nVt\naoVUKqqBmvcg3IYKq6uz5NSw3uK6fXatZ17PfyWGiSE+IflObDZW4YGtlo4iKEivpnMLGppiSqc5\nr1h0Bv7h6YgzDiMe0wIlub0bYOzAaXpPSoV8+4SY2z6HDUw67jAqlqvJ7LqR0zFiveM4nYjhhMF3\nR5zu3KbwhPMKxRvDge+++QGAebny8vqLOl6IGCyt8JXou7G0ggseHw/UXDBdbCgo/bjWRGoLliMp\nbwTYG5VIsBpca422eLfznfOCjQbLAE3ucD5jsT4QYyAE19PU9WvaiUj4cdTdvpTdfeSDwzSHEatp\n6TgVq6K6CYsaFuLkkXUl9XZv9OqiEaks6xXv4x1T4CPLmkAszmvXQ3rcwhQm4vOByzpxXf/KdVl3\n9+BkRQXZaJAoNlHrtV+LgOUB7w84G3AmEoYR6zssz2pwZy5nWr3obnGzLJK45ZnoDjQM8zzvgmgf\nJ8Q08nXGeygp7d0gpHJbztjgef/hW47jO85n1RQdDgeshXE8EYbI7Zq4daDlp9fPnE6POKcju+N0\nIPeO5nSMvQNYGMeBZbnH/jw8PLBl3R2PR67X6/5Zpmn6Kh7I33PzUP3C7XreEwfGcdy7TznnfQy4\nwTk3EXnOmZQ0AknBnL1di+q33r17B007aMMwICL79Q99FHx5e+FwGJnzvMNObTEMQyTPC9Ya4jjs\nXbC1NKbxgfnymTS/4q3seIDj6YFSGm/nN05Uas1If0flUvB4WhJcmLDhBE3Pjasr6bzw19vM04dv\n+Pa7D3z8RY0wl9vM0+MzcTjw9vbGhw/vKfmeh1drxbrUSfED4XTPtDtOx059f+Pp6bFTswECTQKn\n0wOtVD5+/sjHjyp4f3h6onSBsQdqzfv416FyCs3mqMRgd2r+vC46Aly3KC6ly3t31/GUklhu5j5S\n2ggHruB8pNmCMZbgB8ZBx6pjvMcHYQ0mmj3I22LUlSWovnaKHLsgvpkzl5x4my9cSuVmLZeNHO9B\nrCB2wA6Bw3HY6ehhHZBqkQLGe1p1GNvF0hK0+9ip7BZH6J2bP/3pv+nI3Q1UaZwOXwXf1oy3jinC\n6XSgug/YHvZ4OmbmeabVRhj7O6hfpiGeMFMgREOVK68vCwyq0ZrixLxeSJJZpZG/AkCDU0QNFmM1\nOmXxwrX2d/Rq+XaKnNxITbVDknvnJmr3y/SJa0vrjlywNiJ2paRrdxrK3kF1zuHjQCua8BCjx/T3\n6TS8Zxq+UVhn0EzMzQWa68JqG6YmakuqeTTanT4NzxAzTd4wxpFLw/TsyUqmFsHhCXbCYmkdzGkl\nI+JoWeGt6hLXwwCY1k1NRiHfvdRprWjXzVowOkUxZgtBttS2AoZqGyEatpdwTTC4u3P53zt+02Kq\nZJjPibhdrFHFa6kIDg1cNP0jLpIxuVCMBaI+7P1iUZyemKKpcNLsPsstRUXrRYounKI2e9DQ2U9v\nfyPEA09TQVzC1O2kWyozS3thzbqYbJiGkosG2mJB+ktks1fmhefHJ+UoVUuRu+h1GC3YQBwnYh3J\nJTN0RhHW4ULEMGiBJQPe6I1qzKJaH7GAwdrIGN8BEPyJ2hw1acbW7XZTbz/wcHxkihOtWmw80tZK\nlUzpLc+GKKFYGqbCEIZ98Sv9JV5qI+cVA5S6aaCyMqK8w7KFUOrYydhCaSvUiPdHbVv3xUaK18Ty\n0eDDoFEGvU1upoFcVrwpOGcRc2eH5UUp9Dr790Qf9/GR9xaMsK5XHI5ZZm6LEqmPxyNST2Aca8ng\nZY+osWgGlAkGh8fHsI8cc2q48chj0EiG6+2F3EXd3qzY0YIdEBzGtd1yfZ1nHk4NsZXaRmodOj+l\njzrwNHdjHCA3S3Mr4i/9aw9IS1SppLrLlF1zAAAgAElEQVTgmqN152FJ+rlrUT3hMr9y6zqd1goP\njwceHt/z9PiB5XLb9U3eDZqF5Rxvb2+cLxdeXvpIzhjiswbTGh/2mBDQAN2UFsYp7qiDrbjZ6NRb\nMfTy8rJrpjbG1Bb7EmPcF+kmFR8cJVeCV8fabnPueX1b8eW6+3L7LCIqqhepRB/22Jsff/w3Xj5/\n4Zt37+/uL2v3TMOcC4MPvJ0/I6JxNPPcqeMlY5qGcp+vZ2LxHKf+vKEGgSZaHGho6kZHV13X8TRh\nrSOlwrTPCRpSsrKVWuI0jcxs+YqGMVrWeuOXn//EH77/B/7DD/8ZgD//+S9c5sQ33x1I18YvX77w\n/F6f7/PnF5DGOq/EUHEOUi/6pmFkHId+vRJvb29MfYzto8dVjxEdzf6HH/64GxOu1yvSDJfzjRgC\nXsxdLOx1rDY6x7rMOOd4+IpUX1q/Vq2Q04J3jtCLIjENi8NiMaKC+W0k2UyjmoQlYKxuijb3ibEO\nVy3NKCMQy26+MS5Aa0hO6raobb+n4mHinYGDHfh4u7Je39gmVmttjARmUMONGxmCvoeOUyOIjkEb\nPWB4SxvwjlSKarjQgOHY19AsK//jX/4r3gzUHxrfffgnpnHTwzZS8QRjmYZIbjPGalH0OGnm5OXy\nputILkTbRfvR4MTRbo7j8R25Llyur2zHaAO+WlJbkKYsJz2f6makCQ2L6evd2Bf8mjIv+QvhOTD4\nESkJ0/rfWC24DV/SlBW2Pae+Kbn/q5DwLU/GOGhrAdf0fjGR507aPozf4M2EMQ7PCrbius7UtIBc\nzzg50VgwVvZR/C/DXzgdI75oDNsmmAd1NTYJiPWEeOi1QNcDt4gUDcdWWUPZ3Xw6nhy6UmoL2dkE\n6Fp81pqxgDduH1OLNXhnsG7AGU+pftfmjiz/Gy/fb1xMNTLX2eDM/eU/uoj3RgMvTdgHkeNhoEqh\n5KKp4liom93GIbJ2TY8FCbs1EgnknNApagHDXYvUGsuSOF8+Yk0mhsPuMJJWWOVGYaaUhXVdtSMC\n+iLJgiFqjpBRdwrAZb5wmJ4YQ8+sI+wvqvmWGccRx8AYj7R1pfbdQowRZyeGeNIXmtzFuq0mPVs5\n04bGfFs5Hbrt9iGwzBfWdeZ2SyxrZtl4QX1hM7bpe8t5UnYdgNZ3btKokhCR7vrq52aMulNfCinP\nGLOwIfhLKYgXqBC9x9l2j6OQqs43SYhdGPyBmrdr0Wgpk40nhB6zYjfGmALcXLfD0tzdsioKDDEC\nxgohBka7dTMBD8MhsKwFEz7uNnapKyKRZtQhOGeD7be8dz3nUByYgVrYC/fBG3LVyKCHkwFT9uIl\nF48vFuMNwUdqdfcdX9PF2nuji4FoQS0d4eGc07/TOFyM3NYvuzMplQLZEBFiGJBqVI8FUBYsA9Ed\nAIuxkXHU3/n4eCTGiHEDb29XPv7yV2LXqSCas2ZM5uPnF67zhS2Y8Zs//MAwjdyuK0M8ME1Hxr7T\nzlkhmONwYuldzNvt13l3v/zyiRCUN7ThD67XK957pmnCWvur7tOez9jK3oXSXSA9Sqbsobkppb2w\n28TRxhhS0q5VGPRrHz58w99++itfnOP9+/fKKvKetHV11pXovEbMvHxmmgYOvWCqSSNFgrcdAZRJ\nSV82Q1T46OvtgrcOFwLSO1OX6wshBR4engh+JK0CcXuNNqS1LqBPGO8Y+mdttWCtMHkV5X/+9Anv\ntEj543/8Bz59+hvrunJ6fuTjx4/7s396emS93gghUnNlmVdCLzSv1yvH45EQAtM04r1jWbRYjs3j\nrCXn3MXlsuupTH/u4hJ4fT1TMD1kHOUGGcGKxm0Zcw8Adz4Q3UgbdUcvJdNa+/U1DmDCANZSmrmH\n0YrgLfRIeqoH2Qq4qp1OK1DXlWrv1nYXdHPVpFJXFar7rqWchkk7kk+ONgZmZykdIHtd3qgsDDHS\n8oFaC8dJ/8bgHGuYWOfEmhNG3K7FYUtWtkIxPQ+yd8Gtb1zSlX/+b/+P3o+S+f69xlOdxhPWFow4\nrHdM8QGhYxqsThkGH5RTtVTc5lT2iiwwNmKIDPFIyvp9a1p1c4FudFNK+yajVdENkbGsOVMwnRvW\nCxjnWErh4/WNh4PB0hh6wRgkQNNI+tbzFPcAvqwbza1bLAZKF1s1Azi9pqUZBndiHFX79XD6oOtu\nqQgBWyrDQe/9t+ULzgWWvBDig57Tvs6u6cKX1x95Pr1Xp6ZhN6Z443VzLgUbIhGNowFdCzKZmm6K\nBSqZTUi+8ew0o0+7UKW3OltrPT/VoQWY3HXZoMH1rgOq2v3eD9bsne6/d/ymxVROC9aYXcS3ris+\naP6WMwHjKqlqYTAOg7brlszL60pOFd937s4OYCFX6Zk899adQS2ijUV1lu3OkprGgdYCS13x6Uxp\nldgvJHalypVSV6oomZZepHhrKc5iTVQ3R8sqSEY7YZ9efuaP3x2JkxZUYbOOV0/JBkS7IM4N95eY\n8b1lriG3MZz2jlYqwrzeSKUqpbld+fT5b/q3u0BOlXmeWddCyrJpKRXnQMEHxT7UInjc3vExRmim\ndQut7ztJ/d5GY/CBNRbe3t5Y03JfpIkIiVQ1XdwYs6e9t6ZwMVqllDfAYjs6wDsPYvri6AnhDphs\ntSA4FZSLU6J8678vZcBofmLzkGXPQrR+QEQdPcMQEHPYA2uv1ysPp4maF5wzVPy+C2kyY2zCuqmL\nmtk7U7rTU5irc+pWE3pLX1YlR5uIM4oVaHs3M7OmwqFmhqi79ZYr4rYODJgaECxGPNPgqF4LijJn\ngvdELDXrPbxlkLloOcUDg4206pimw/5S9d6AVDCBj69feH5+5EN35b1+vikAdZn12fKOsVvuDY3r\n9co4HJkOQ8dc6M+8XG48PDxo8d4aLy+fu1AfxjHy449/QUT47jvlFm1dG/16dzb2MONtbF5KYV3X\nnoXpce4+xt4CijcC+tcicyV19wR7iUh38IF2Sh4eHkgpKRbAGZy9L7YtNHX8Nt0olJyIJ/1815oJ\n0eGtYVkbKeU9GaFVx+N01CLsyxsx3jtzpaY9xHml6H056DlVDINBbCCnhbfzmd4Ep5WCOO2aeXHY\n6Jl71qeXwMPTI2mdOd+uPL573kGJQwdKBj+AKA16kwa01pjnmdIa0QftyvUidFluHHvIcmmV4NxX\nI1jdpJ4enxSbsqz43n5JaeXt7Q1a0bHVYdj/9nnWz2sFvLPEELtzrS/S0RHGgXiYcGGkVnUhbofD\nYoPD+YB3d1Bmv2EwXUBuO5NrO2+tijqsKhS5M/3Wpu+myzxzLYWlB7dDJ9U07ao4FxRR0wHBwVm8\nrQQXCWvH4vTirdaKBEOzjYKG5bq2ceImpnHlNl/4f//7/02SZe/Wf//8TzweH6mlYWsjjGE/b0tO\nWLE8Pj5rl/W6kJb+brcrfoi4GDApgHOYbliyRcsDMcpLKoW984YztCrk2jDe4ESxEdvm1DlPlsZ5\nvVJsLzw7BHowYHzDlO5Y91Y790DLRR20LZP6u7Jujkyn4/BSCtYIw3Dcn+Fh8roulkbNA843woY/\nyG4PNo9+YIgDznWQtSlcrp8YBnXZ5Zww/XPGOOq9bhQhY6zZw6pbXrXYo9FqJpU7c24cB6IPvwqv\nd5tpxerUSlEHltbWnetVW9mzHbWYirsZwHz1/Py94zctptKcOI4jOXWtwnJlGh1uiDgfwBZsp7bW\nNhMOqtOpyfGWbveH0TSsieoCkEzOVyobeVmtu6NXMGFKeX/Ah9HraMtYchaiuz/ce7imUcCXRTC9\nKBLviEV1OzEOHMbjXf+REmt+4/X6kW/eH6D5e9fGaQI6HlgDg5+otu/qrGXwQS2fRbAejtvC1GF4\n63Lj1bwQQ+CXFx1lXZaVp+M33K5LT1U3uLCNsrKysRwUUxAiLhhljkCfP1u8jR1KKTtMLfhAaRVj\nCw+PJ/wt0upWFFlKVSdQaQbjDLXdCzQf1dUkBZK5EHrkwlwtwXqC0agK5+4hkxu1vSKIKeok2hwY\nVpPWawHxyg5KfeQ6xhE6H8QUpTobr8XUy+2vDEPA1EDNUM3C7riWjC0NWzNGbsThsBfgtXmS0Te3\nWHXSTVtEjRVqzbQKJj4Qw/Gexm5mUrlwXa6EcaLmK62avW2N1xBTZbDIriEDODxMlDWxLguhWZyN\nDP1FNbqRQQ5IolOe4bTdG9KwRF5eLzw+PvPhm0d++Vk5al8+f8FIIa1Xhui5LZlPn7TD8tws7z58\ni0GoacU/PfH6RW31pQnDMPH6+kVPv1OYI8DHT3/l5fUjHz58y+X6hnfxV1DN0+nU7wMlV28vuFIS\nKS08Pj4yjiOfPv2yP2vex74Jar9CKWw/c4OBhuCgCaVbrnOujEEdddTGer1hm2D6DtJ7q5oPuTuT\nlt5hMk53tyLCFAeuOe1hxmku5PnGNIxMhwOpO+NA9Zc5CcOo07xSVtb5Hl/jncPEoTug2r45mXPl\ndl1g1CLSYPRzo4HM0xh59/jE2/WyLzygTqhhHElL7kyzdo+vQX9/koUah+4M7QvK9IQxltI0KPo6\nz3tixKZ7MxgeTifOVYt3gCEEpmEgr9otfHmZmTr/6zB1t14TQmdKDaPbNTVxOnB6eNdt70Kxyz2q\nw0Sci3jrwHcaev88NRdqTcAGc7W7M4uUEck4Y2h41lpYeudxTlcuy8qXy8zbcuNLunHdNqA0Eo21\nZrLTztxWaIqzWJsIzhK9ZUmVmnoh3bwyl2rGth6IvIXrugGP5eF05Hy+8pf/8c9s2bopO/6Y4fn4\nDtO0s+O2wHUDedWpxHE6kNLC+aL3YW6FKBMhGvxkmcyBpeueSp3UQV7Xfn1kd/EHnOrejDpUa0ka\nBrwBTW0mxIAshSXflKnXR87NQnANWiYQaGJ1p4d2CUtJZNOoyN6d2u5vGxRjY6ohxMh00k2mMuIs\nLHPXVDYqW1f7gohwmk44Zxi8w7ptLdGC5eX1C9M0sKQrG7/kaI9dI+Z7AHZGtg4adH1kJueGc2OX\nD4A1A8EdGFzbO9tl02HVrROVgYxIo3S5kPUBKQqBRaziInrnRQuzzP/q+E2LKYsheL93mNKystxW\njtOD6mKsp3TxbqmQpSChcZw8JVmWzk0xtiDisSZQpeHCgFRdUK3VxSyGcRfOstFXUyU+FIZ4xG0L\n6Q4aswqHFM2Ga9Zyl7g1FS0boxbgOjL1aIgQAinf+Hz5GbxnCs+aZYTasUU0ibpR8c5x6N/nXexT\ntC2apO2FjfcjLkau51fqNXHhlUvPUXt5+8Ifv//PSIZ1zUDbx5ilXWlG5//WQW1KrZV9p6EtZGM0\nJ89a2SmvW86YlYbBcDw+/AoGGowKiUX0ZbcdpVVsqcToWZOwphl6ty8YRT+IKcSgu5itS2gVFwc1\nqTU1r9tUUaGcxug9UBvWCa7vmkpZsUE7ajWtNOpeoK31xtvtE6fwREuQJO8wQCv6O0teEXTBcV8x\nxrz1FDTNvop2RUDt0WFyPeJgABP3BXMcNQ7kcn1DRDgenygU6hbxMEaM1e8tOSF13YsU64Wlrirm\nt6pP3a5FzpXb9Y3ASBwHnp+ftncf6zJze/tCbY5jfOTl8ytfvmgRdJtfCU45ZGtemOfE+w9/BODD\n+w/U1vj8+pHxcOTh+Ymlk/F/+OM/AHC5vjFNE9M08csv2gl9fX3BGM2ue35+z9O373br9DgqumPr\nSDnn9q7VniXZBdI5510ztb3wNoQI3LtdCtLTTYJUfTkO/QavtVJdoNWbWvqrAI3xqAVdy5lhiPoM\nZ8/l/MLcC5/nxxO5ZGgVa4RxGDT7DVhvM7fLlXS7cjg9Kqrh2vEHfiDXhZIbMWqXaCtEcqnU6vFe\nuxLBQ+nMoMeHdyTzhvVebdfD+BV1fESaQi7fPT5xuVy0i4saM4J1jIeB1hrjYSClLScxs9bKstww\nxhDDuAu+r1fdbL57/57j8UjOmU+fPu1/33CYAMF1Ntbtpgv4vCjaYXx42GN6tgIUqUxx6DFCI85Z\n4jBi/FY1BLABCOAqznra9m4wsj9fvQ3MhnyrtdKkKP28aKerlY1KnTEUWoVqKmLvejqsp5Ew1mOc\n7R27zuBaMktpLMNKGwsK+e6oFQxxqDiv+jzjK6knZ4iDlIvCKlFtofTnN1fR+SSG0/TM7frGn//y\n3/W85UpdF8wf/i+O00nfnX1EpNe5Ms+3HbRpFr2G6TYzvy2MB8cwGOIQeDQ6OhuGgWV9Zb69MN8y\nxljcBiyl9O61rivGNawIax8RGiNED4dJY1LSemXswvZiLBZhMA6LqIFryy1sTfXATmi5kJeVau9A\nV9c1mG4KTNO05yliPcEOtGDJ9UzNWXXKwPV2oVVtoMdhwhnLEDfUSMEr2Y01FXJJ3JMRVHtpOpW+\nVUPu732LgWoUiWQczgTsViwmh1iL8wPegZaR+jPnMtNEgdPSFHe0Mc2ieEDIrRGd0/uq36Sl2H0j\n/veO39EIvx+/H78fvx+/H78fvx+/H/8/jt+0MzVEVdUfpk03oyLTnCsnG3DRYvs4x7pIywHrCmFI\nPDw52qUjDpYFaYEtl0hBjl3E5ozGDFiNORiH+8y9SuuOLsUqmGYxbLlI6hyrDe1KObuHnQJY27BW\n24GbhgM6qsBP4AvX+RcMyx686GvULpNTrYbSvHvV3wLGRmKYtMVtyg6u8yYQrMIqL7cbpV65zTqS\nOZuPLOkTB/+opHPa3s723vZRhCa4O180YLlX2w2DlW4hBWiG1hXoUgtNssL2ACTjN3dGj4rwXinw\ntQquu0jWNJPyFYMw+CPFJFqHtxkHzh2RXEnVUUMlhq2Ffs9IokhHzm85Bg0RBammsmKswYc+HqyG\nYDTAtpE0e022kYzjcvuEHVaNAZHARq6LNuKCpYqQaqIsV+LQW93G0+qItJ5BFeLeKZAmODsyRI8x\nR6TdY4acm3g6GqQIl7e3TgX2XPrtMQ4HxukZ70ZaNbRiqdvOThbC4MFDvWQw2jHcjtPp1PUGEykl\nzmcVGqf1Ri0XTsd30CppXqn9/g42EJxnmW+UBt988wfev/t2vxZvrxpu/MPze83I3KNIRv70pz9x\neTvz9KSdki142HZqunOe6aAByJsTaHPe1Vr3/791yazVHbrCHtdO6L53qUA7VMMw/EqDtbkJo1dg\n5TzPikOgjx3Ecr28KZl9GlTv01uFUwxKwbaisNFh4O1Nnxta4dgxDefzG0Yaj72jZY0G/3rvWGcN\nVh6nzVlZdmDp+XxlHOPecTFopNCyzPhgidHv3bboIlOIrDlpNE9t2H5/1x4Hk3OmlfYrUvw0Taon\nKyshRqQ1nt/p2Py2LqSXgiFyvaxIufD+Wc+NPVlut5nPnz+Tc+bh4YFjJ7xf387adWiFlC5Y7xi2\nzxkj5/lGKYXD4cD333/P51cdyd4uV+jdQYNqU3LOuzDXO9WPYg21SYfN6qg6p8paEnEMOveydrf5\n+wg0jaGSWrDWYffg5apdDczeLd8mC855TuOJhidLZpHMWrcUjQwlI77SisZebeM6FzymDRiXNbPU\nsr9rS1s15sd287Q1u0xDsmg3rQo0wYbA0vMzf/rLP9PSiojhh2//gYfjM2uH0sZBg8+XZQWr05Gp\nGyFSWVjXTEuNKlbjTfqyHIZHxhBx3bWXy5XW0TU1J3x0RBGa0agcg911UVIyomZdIv29ZzY3tmDM\ngOn3rHEN1rtA2xmwohDUZGTPVi2SMERC8Bg8IbpdEN4k0URTK6yqQnfpy7IsCJl51XvK+3E3ZUUX\nsFZTQorMmoZiNv2xZnZqvGbayeT6NY0m8+7Y42vYSe1ihLIKDoMzfdpitzWx0FIBE9XJWY06cIEi\nlsENWBGkRaqp9OkvYu9h4H/v+E2LqcNkma9XlmvXhhyeaE2FsafHkWDDnRAujkalSmOUgvOW1O7i\n1pYrrZmu52Ef2/n+InZW8MFjjSX0RPI1r0hW0Z31QaM3esvaGUMzkdE/UPNKLXV3mIioqNEYiyHs\n+hD9mmpMhjFQaya1K7bH5TTUHh6jodZ7UQLa7qxtxdiDFjVNM4b0+1onlFtu641Sb9ReeIhkvpx/\n5k1ecB5cdJTcLe5yZAhqKb2cV3X1OYezG6unkWrGdmx+q2B3zpQ6drZFsdR1DwP10SslGLp9+G5z\njx5SbqzpRquVwfpdw+UoWLmBmZR5VaFPDomh4X3nyhCwojRegFJzH9GqGLmtldJdZqkGgrMMIahm\nkLo/jCIrpRZuS1Z+jESCbE7GTPSDBtqmQsnzXiw752i5aoC2Ufuss1sxVUlJz4l3Fu/GvUBrpWKC\n5elBR5jX5UroVnFQMv20asZX8BZLI3W9YPCGOEYwniFODO64s3Zc8Bp4WhLpktTavuU21oVaCs5Y\nylpY55nWNSXj5PtzEInWcJiOe87Y6/ULzjl++OEb/vDD93z+9IUwakH85eef+fFf/5X/9J/+E0OI\n/NuXf9ufWc2wdBz2AOP72GWeZ7wLDKPmbf7888/7xuXx8bSP83LOPD5qEoDe+3WPi9kiY7bRYa2V\n2+3Gtx++YZ4Ly7Kw9HNmRIW1p9OJt/OZLUD5y6sWTMM3H3BNaeCtVN49PpP74peWhXS78PT4SM2J\ntNx2rpc62BZiOCCmscyXrzYontbUVp6y+ZUA21mHiGHwA7VmlvnK1LECNEMcjvjxiB8nJZTvmk/R\n0V4MiBUl7G/h0Tnhgie3SvQe24TzVc/b09MTGIu8fKFVS1oWLSaBb777jiFEPr+88OnTJ+bbjceT\nFmHv378npcRlvhKjIdeyj/nkq/MvRuNmnp917DTGQdEEPWy+5oJzfr9WVEuuXadpemzHxoMzBmMa\nYg02WIwbNpc7zXkoGduUI9aaFu0A0YBUTynq2ColUTZkClUNFdYwrzfcYjH9vEVr8LbiRKhrownI\nZPbPIlSKFIpv0O7RVcYo1dt4r/rVpkkFoHoicQZpFWsMrTZiX59ez2duy7+wFKFK4j98+x8ZwqE/\nFysxWGrL5JxItaiRCDQsPhvSsmBqUGPNlgjih47BOSCHZ3Vid6J+sjO5KIrDmogxhdxENWnsQHty\nLbhu9tndbsYQezyNEYFSMHXjOfYot9awxvTN7l2gbaslhEGtQsbsY3tdA9UoFKIDE6jXTdu4gmiQ\n89v5M3F0uO35RuUmIkmJ/NXeP2dfdxxVi6h2X2d1PXTklHGTxu3IPhouFAzeqJPSWk/p7/bWGs4b\nKlWRQWYgd76gqVC8argaliYFt49/7z//7x2/aTGluU5u7+wMsWJjYF1X3l7OTId3u31Y8e6N4DLF\nrLS63nfEMVCtp1WPlNoBb9vudMQ7h9isYZomso3ua9MHs1UVIMbR3IWPEqDoBRxc4FIvpA6vE3HQ\ntpgY03/XprVSHlStGqNSykrsHBZv1NpZqqLvnRdMX4hzurDMlSFErBto0nZRtjQBG7EuYlzT2Jst\n1DFvrqesDpXGzhxpNRIPI6fnd5wvMx8//oVSb1j/1c3aRevWRFUmdqGeiu57oHDVnej2zvSOniAN\nYGk13JESNIzVrDTpomLntt8HpglODJJh8JG8FTc1UyT3jqLFG0/egqVbJbesXSBnmUvCdBHyoeli\nHkIgjlo01K7TcM6COEpqODJiKnUHr1lKy3gbcEZIpJ3PJMZjy0zJFh8jtgSE+0sjpYy1De8Ctdl9\nwQAt+MbhxOMztHPmenv7KjJnZlkWTsdHToeTRmj0XXatmjv4OB45TiNllt1FE0NgmVcomZoMRtoe\nl5RS5WE6UUqjlDPrfN41XKfjgVp0QcQKz8/P+B5DJGJ4fHzGec/f/vYTX7688vSg/KbX2nh8eODp\n8YEvr1/IOX8lJC/EGHuskZDLitz0c47jAcQwGu0uffr0abfjb1DNUsregdoK8A2VsCwL8zzz9PS0\nd3S2rtXlcmGaJo1P6VErx+lw11T1f+u9J/cF5+3tjdFrHl9JCfEDh/4sUguZhfP5lSl4xHne3rT7\nNsZA8IZSFo1LqeVu8bdqOlnXRdPoS1IrNVCNkFPCSOT0cCAlR+t6yVoEXCMMkcEdcd6zdoyB87rL\nT6lszXV8RyqkpIvv8XTSotN7ho4FWUrl6d0HTk+PXF5fef30kbkDSy+3C+8enjidTgyjdgK23L45\nXnl4fmI8TJQ5qct568xUdcSJtZiinR7pQMvj8Uh0nlrKXnSN00jsGjbjHMXoZtNjVcPanwznjAJB\nW8Eygrf7/e1sAO8RKbpxWu/htd57sI6cb1psS6X0n5prZj2v1GZpRSj1HicDjTg4av+7BO46LNeh\nlUZ1UY1Cc9vOpWKD005NE3JdsW0rUAw1CaAa01burlND4LbM/PjXP2MEWq384/f/h35faVxaIgyW\nJKVjQJZ+7VWX20qlavtsj+BRZEhCerC494PiggAnDpFEJYIkUq44LLXdo2hqARFLpoJpjMM9I1av\nl1FW45r37kzrrJlWK7UWnDeMvWBcRLVt6zpzHAf911thWxJTGEnrypoS3lkOB22SPD8/cz6/cluu\nXK9v+CCcHnUzNoTImgpK5Nj4gf29L+segeN9oMjdNY8VKgbvD6S1chgP1NJHAB00mqkq7HeeTYAr\n0ig1gReaVFqz2vkDylqgGJyBZoRg7xE1jft//73jNy2mgh+RsVGbvhyvS+L9+I/AwPlcGb+87rui\n1gSDx7sJ51ckNdg4NS4yRo8Rx3KtpHxPssc73DAAA8KiYb+bIDgcERZyKTiXGGSgtG3MZWloFmCl\ngo37CDDnROsi4hgCNhhs3xF468AKrWSaNCKOYesitcRaG01C3+GqYBtgrTMlNewamIb3tFZ215Lx\nJ5w0gvG07Cgl7DuUkq/UZnCNLtSF2O32p6PldDjwfPqe7z684/30j/z503/hpy//Uz+PCJ6ogZd2\n1mDKzS3hrI4JTSYGj3N+z5ryfmKcYj8XmWQTIW7Aw4lcL9g4I3XBW7c/EBbRzD0Risu0Rg+DVuqE\nsQYxRQXfLdL6Q5xaJtWCNI83DrYkanwAACAASURBVLGOtdPY06UwTgEvlhoiRSZM2XbDjTgEGGDO\nK9UshLJxSiaStQQniMk0WXYeVs2ZVJsGaLcBeNgfuNrdTKZlXLswDOPOy6ki6k4phsmPuNN3tBz5\neFXytNjC2MDKjVIqw2G6L+7i8GYk2AHxKHwx68N7fr1ASThjNLU9NzYC/OPjMw51RVbRReG7b77t\n1ylynVemIfL0+J6Hp0f+5//8k5639cKyvGBNUJemCaSpbxYafPjwgfO68OnTJ6Ix++ZkzQvjwwnn\ntft0Od+IUe/Th4cnUkrUqoyybcECyGXtxPRLh3wa0m7McBwOB9Z13e3+W5dQw2ir/t5D5OndsxKU\nUQK6957heCBTWW8zrRgOPU8r5czruhKxBANzeqX2wmAtK6M/UEomNbAh4vqNui4XkjE8PDx0zMo9\nX1MXa+nPu3Ysc2dwEQYN5G6F5ZIIwwETN4ewUFvBNQfWdOdfd7neVqZpIg4TtS1qpe+dgtNwAA/5\ntiiOwRmOhy0IdqQ2Szy9Y+qbBvo1XOaVv93+xrt375T0vmZid12meeb1/EoMDm8Cg7OEocN6B8f5\nRch53QGRw9hNMWWlWcPz8zMikVteyRhc/6ymqbCeMGh+ZpN9I2GdRYzBhoDgMWnbnqg6w7gA9qAF\nwWGm9I2rb4LJjTAasm3kVfZOoNwWzreFpRnWnMh5paU71NISlJmFRUxFesc6S9NOA+A6EmNLfvCD\nw1fLfJuVMSRxH/OVVnRNrpWatGO8cWiMcYzOUueVH3/6V9Zy5Vb1vnj/8AGLwyQNrR58YNqKV2nY\nxyPESM2N6gTT38E+OEZ55HKtuDphxFG7sco0S2yeKrDkBm2kStXOPOi7QAytOoUji5BE1wXvtF/u\nuui8ekvupgYrgdYqBcEFT5K8O9oQ7aQPAWq5kqynHbTTLWZibQX8AFlYciMYfbc9DE9E8UTreL29\ncr0tOu4FmtFz34zD1KLYjg1ZiO9080YtSTN7+9ptMAwWjCmU0sjzDdkp5xapBuMNpnl8i/j+Hkpt\nxhCQUjFNwc1bQkmrQZEk1oEICbNv+GxulI1z8neO37SYGp0Sz13ntJwvF263j7x7N1Gq8OWl4HoV\nPU6O1irWDAzhkdmVPRYmRiGaSGgBG9WFV+Q+CtCk8qbODLm3nlVbI9h+QXOt4PuLwaid11aLNNdJ\nqh2+uaqbJ7hG8oUQDWMfkWDlfgGMZ4xhD7MVK+D6DSG2z3+3gkko9cLrudKa1xfBBgmTe9iktU47\nbNurSDSuplohDg5nA9PwAYApfs9hfE/wB0Z/5J/+8R0P75+x/6K7gj//+C9Uo4+fRgeY3Q2kNvHG\nOEJOM8ejjidAWR3GGLx1eBdxNexVu3OeGA+kXJm54YPdi7CaE60UnE14Bua07OBGTNs5KQ1LbXbf\n9dWqC1oVJfNi8t6Wb1LJ2WLw5AS4zLbJDK4jE6woTb8Kuf8+2yytelpz+jBL3bVWtRlKbohUahWk\ngs2dYu4czlrWWjV4Mw86/tCvErA455HiqObIu0dD6UX4l/Mra2041t52lp2wG8MDJWtQT3g84ceJ\n26KdEiHjXGO5zZANh+nxK1p7Zl5T1yIM/NM/fsehv+A+v74Qo2IOhMZf/vRn3voIDAoNw/HgGSft\nht4uuql5en5HrZWffvoJqY3DMO5joOPxyOFwUEdiKXjv9w2PMYbb7aa8LxEOh8N+36aUun2a3VW7\n7+o7tmBzAp7P551pNAzqHkspkVJmmqa9sHl7e2MYhh0UWtPKfL3hnP6eIUbSXCi1MK8LD6e4X6u3\n1nh9feX0MJHXlaeHI8ZpEfa2XMg1cbUev0UN9c86Tgeu59uOKYjBUzvpulSFIMaghXNtRREvAKaS\nK6SiI+sQ3K7Ds3ZlWd/w0XOcjhjUeg/w6fbC48NBC7AhIrXtXY1lWQjLDXv+wjgeeH73HaUXE1Nb\nWa43vry+cjhMDOPIrRPQsRbvLJfrhXzLxAjHY3+2nePwcKDWwDzPLEti2TZ1RhMPSilMDwdMUTZg\nql8zwQQvRlMMepjXdo2N0e6UsRqsvI+qjaGRFdzpHS4c8VMvQkumzis2Wh4JxGXh3OOLnAlYm5jn\nK5d1ZpHEvCVRNO1S1dLIXq+L7e9vaQkzWpwFMerk3YJ3W1UMyDA0SrlSa9nBjcYO1Fappan7Mtdd\n8yrS/y4aNWU+f/ykCzVQ/1A4TCfcphscRtjjdgRbNa0i50ppKynp31drZ95ZjxQtDDYAcKuekgtN\nLIYBaZZUlYGn32vJSVl13ldKscSxu0Bzo9pKKvUeHt7fCiKqC2uiI8PBD9zK5hA0xMHrZjOtBF/I\nfVQfQ8aIA2mEqNOC9f9j782aJNmuK71vn8ndIyLHqjsABGgkWsaWTDJaS/r/v0JPElokCLBxh5py\niAh3P6Me9nHPC5nY/dAmAx/KYTDURd7MyvDh+D57r/WtXmSrtspxYw80n1jTlbq78hrW2d1lvjl3\n9XcxtJqg6jrvXdhjeKTq+M45g2kbVPlNe9mAtgq1Woypm6EcJ0p9r1VoeVUMSd02Sg1a1+bVqlqt\nrrVoUnHuF1y0/4/jrxsnkxNG7D7nHUJgvjzh/cDtza8oVbi86MUyZsQYi3Xg3YFpqOSsN11NkZFA\nsE4FyUFYy4YYyLQ8I15nz7Vlar/JM6UzTTQpu7a8s2bAELxW9SL69dK5R9YEYl25phXrULKs3XYa\nGVcUSuiM0ZFgr6aNEWwTxBqoOveN/XdJdSXlmZLPODtxnO5+0ULWi2+wquOoL52KDjTlstSi8+9x\nOPFw+/cAHMP3jO6G0Z+woiLEm/Ebfvfr/wTAesl8fv1XFWKXRlnWtwWu61tMBXcwOsaTLe+wYAgq\nALYeWy0pvRU+phWcqQRvsGZBbN/hOgvVao4QhdF4YtcirbX2wkdzuVplXxhae3vISkk4/wuxeoeA\nGrHUWWhemLZ8MqsvwUbBmoptldIXTXKl1ZW1OqRUBYv2Lm4lUXMjppWSKzk0hmEjMluyaxRjcE6Y\nyyu16Mv7dLjDSMWjNvBaCqlVbgftQKzXxOv1mYXKdAjMy2XXR7ibCRs8MQtzFIwtjIctId7y/PMX\nYqkcxxPLunLunJqSMve3D4yHG4xxLLHx4fOfAAU3bhEqIQReu1AbdFE/Ho88Pr6jVvjp549vuYVG\nKDmxzgtT0NHcFhlzvL1hiWtHdzRC8HsXeCu4lmVhHEdubm52DU+jsCzLDvP8ZdTMlsdnjOlFWty1\nEeu67mPcjba9Edc3BMPLywtidMy4XFfFcaDZjOMwcD4rdDZ9PvObX2tu5ffff88f//hHXl6emLzj\n6fMn7m/0OvpgybNmfkqRDhF9Q4Zsuq/7+/seq9G7sqZS6kpKBR8cg/cMw9ifp4KzjXVdyCWTc2Tq\nHLEQApfrC8YokPR0PPL+nf4u55cvpBwx3jFNR2Ws9WLKDwOGQpoXvBjG00ToP/NyfcGLYzweeP30\nCWsd33yrtO6fPn2g9r9nrgtPz5/48Onnfs489/ePTNPE7e09PiysixZ266wZbrU9sZakxR0N1yOx\n/OGoNG9rQQzGlK67UqmCtM78oFJae0OfdAxNyYlEQWTEbee7VqoVJKlJZvSB3DeuRgREuNSVuUJd\nKil2HW1rtK4FdQK5SzMAYlloRMJgGNyEkJHenWi+0GphOjhl6V3irvur1RKT6u8s0rNb9TNoIa5A\naGsFb4Vl0efhp49/5u7ugdvjCeeOzHGm9A22MYYSI1Yc43hQeUhvEpwvr5RcCS6Qk9cs0W3kWCyC\nxnNVsdRSqdGStt2wDJS2aGatM2rKqtvmRTeXrTaW2DDN7eP/knRTG0kgghFDGHTNjDmTi4JeUp4R\nKaReaL2eP3GY7jkebsk5YcUg66ZBheAFsY47P3GeK7XDTo2AlUEjiKzB2DfUiEilVI37UTBz2deo\nXDpT0VrlC4q8aSm76sZY0Y3UkpGwbYYdViqtZVrTtJTW9h4p0t6K/PaLP9dW/5ucqa9ohK/H1+Pr\n8fX4enw9vh5fj/+O46/ambqklYMf++wZjuYE84Xr9YVpPDH+ojtTEuCBbLDeMY2WuFHf2kowhrEZ\nvBhcNXQRPrlcoRZEAoegAttoNL8p5Zmco1KSq6XkRpWti+TIUhWG5hoYBZnp10R10k1oNHJtxL7j\nN8b3yr9SqyGnit1jHNSV1bamSm4ss3ZtiixkIqkULusLwQ1KpgWkOnWGiCWEiTAciF1s16qjNu1y\nKZZg2DPmbk7vux1dqGUhlUYpA7brlL65/441vTCnBWuEw8Exz70tXxst664nuBNWLDHt+HCmYDUS\nxxiq+H1EZtrc43cqkzeUVvmFaEoFlwZoFuPcbjCwwLlcKTX3GXnaxZSK/Q86y88ZF8oe05FzI6fG\nWhOjCdACbJEDRbuNQsNLz5/tqI3mTMdENEUJ1EztLfTWRLEIMdO2oOrtmq0F4yq42lEP0HKPBUGY\npgBYjM1MrlISe1biIMJstTNTssf7Ruk7tCW98vjNHSd3S14NJVta77CtsdAYGAbHZV64vrzu1PH7\nmwfu7x6ptXW7cOb5WeGMuSZO9sRpPJGijjxuTvoMhKFn+uF5fvmkHT+j12K5vhBzxVrH9XplHMc9\nXLiUwuurIhM04qXtFujTSQnH5/OZw+Gg5OG82cPdHgVzPB730S28dUHVEKH/u3WtfilY3/7dLdpG\nobFKN1/OV7K3HZewhRl3V+MQCEbz+X744QcAvvvuO7755ht+/ulfKSnSUuKnDsJ993CDDxqHcuqj\nyRQ3HUvjdDrx9PTE+XzmdDzuI4thtMToaE0wMvbPspGXC87ZHaA5LxfW7iwcp8BhuiHGrEkG5RPv\n3umo/nBz4vn5mWBHmlhKq3t3sZXK6TAxjBPL9cL16Ynbh0e9Fvfv+PL8xBoj33zzDV+evxCu2sn/\n7je/Yf70idenZw63D4w3R3784V8BuL6+cP3hB06nE6fjsWfDbTR2NW34psiIdb4wTLdMp+5YFEMz\nGvuhdBrHDiHOBZo6txBBnKEtveOzRJUNSFM7cFXzin7GiKdRpVBSopaC6y1kKw53c4MEyzAMNBko\nUVEcX9ZIEYNYj5OFcTQU0d9znRtpPeO9wYaBYId9lAkrtV6prRCiJUbL2iUF1+WJHFdqFbwcEMLu\nSGxFpyAyqFDcW7erNGK58vSaiemKMd9zmKYdPunF4rE0Ck703Gwh7sdx4PX1yjqvGvdl/Q4AFjro\ntGkXvTYV8m+Gs1yK5v01HQW2PYwb7UoJVNMo9ESGPsFqVYg1alwNlVLL/ryxu52FkgopL3jf14wl\ndiNZZnA3ql/r/77zKptpqahjFbuv7c4mpHmQAWqmUDBmA2hXRGxH71haYx+5spnMmnayxJm9u+i8\nwbvNMFV3o4H+k2qwxBqNoWuyT6NsaxirCCVnnEbYyNZ6ZDc2/VvHX7WYkmDIVKbuSZamLqHLfOWy\nfGGYPGHoegysjsZa0QLLOcZuPQ3HEZMLJmdc8Phmsd1zv0rCmADuxOhP2vbtN9ZqAzHDsr6yLok6\nzvvLvVRBirogGnoxD9PbWMJE2enqG1sHOiU3FywVb6BVSzelEZrtYcwdN1DzjurHOmgav3CevzCF\nA4NsGpOINB0bWSyDP7CYPuK0npYzrUGM8PJ85vOktOrv3/+OcTwpS0sagraQU5/Jt1JxdoCUsRac\nCKG/bGutO00+JkPIGuUDYKuhLJkiHjOKtvT77Wo0zZRc1FrrJFD7yy2XhUbAcYSmH3lPgHcnvDvx\n5fWJZZ7BGA04ZptbN0qNGAMxZsZ+LVrPTZSiDBqp0h1sWhCK1xZ3aRlswW+p6tZQpWKzIM0TS+sE\n7a6XM6ZT2UUp1pvbRSrNZYpZaQ6OhxHfV7Dnl4+4Yng4vMdgsK3gTY8lQPV7IQQSGt6JDSqQB1K7\n8Hr+meP9hGGA4lh7MdCq4XT7SJzVyTYdDzz06zSEIwZLzFEDiH/+aU+dv7k5cjweWdZEKZWHd+/x\nfWFcY6VWuF7VQXd7c2RzUM2XK5VGrqgN2trdQafZcJqf6b0np7rncznnOJ/PHI/HfQS36aS0fV93\nt9Uv/ww6zpsmZWj9sphalmXnTg2DUsDfsiVV33AYB3KcoSVSXvG9eC8GhiGwXmZCUPH6Nor8+eef\nabFynA5cXj7x7TfveX5SPdnHzy8cTkeNY+m8pa0ojDEyDTrCXJZFRfDhTePh/UDJDe81R/DStV/j\nOGoRZATrHaGMXOfOCkuN02lCTCGnlXWd+emnXvR98z3TdGSNkUojBMFbjTb69OFnLpcL3zy+4+Hh\nnsvllc9flAn15eWZu4d7Pr+8kOwFP3h+7oXkzTxzPBx4/OZbXl7OzK+J01HvJ++tFsiXKy+vr1qw\ndilCqxkXXC+8hRBGxnHctV84R0W1hNZ6xIY3AboTXUubrhcihiobrXyFvBIA4x3FXzVwmT7KMw2x\nhkygkQn9Z87LWV2FRrgdTuSTYewYmnA98yWtpGwopuH8sGcajrWRU6TkRnYO7x3jRvnOgnEGYzT/\ntdSB3F/S83plKdCKRdDECHYpgiJZpHkOw6Rr5cblM1BrUm3X5YXb0+2ehSitR2xZR8orhsauUggT\nHI2S67u2q5RtnQ2QI2aw1DlTi7L4rH1jNnoxNKcIF2/eEBa16LTQGYs9ePKcNukuxVRKrWB15Oc8\nlPj2nOphGAZluKVOXK/Vco2RWhP3d5p72EQ3WbWtGm8zqmnjZG5IPe+wipLye9QIoCM4PW/qFrTW\n6DpvzI59EbGIaThvKKnHscnbOyGEQYtbcX+BbymtdaRR0zieWqi9WHam6TtHGuLASt3vGWMNuf47\n5kw5Z+AXkSLeCNYONCfMKZLtFeP1IccWMIp0FxHisrIFkx7HkWYbhQhZg013434N+DBih4Mu0LXh\nepFi/EAahSVe1HabIls8X5VEMKYnbFtG5/ZMu3IcSHlF1kYusetyNs2Qao+MEbKzBDFk3pxQTVTw\nrnbqttuqmzVI0TzCy+XC4F65PXQYYBZa7MI+Gt78IiC4KXsplQJpZG2VDx9/BOCn+z/w9397C+JJ\nuaiArrztNFKKtJrwrmAsSBFadz2E0dNc6XwvIcXG2NkvYjPNetKqEQfNWOqWgi4RasPgySlhrdl3\naIVMSZYNouBlYejdQrLlNtyDH0kff+L1etl3LxWhtQUfKiKeZa4s121RaVjUXFBSorr1jbEigm+F\n4iJCoxWL31wkBoxLSKtI8T0apgtUiZodJtLjdnRR0S8aokCqIK0QUyFsYZht5fX8mVAMfjj08/aW\n9B5C4Fo0fFosXeDeC4M28/S0cjAT727+noCn9N1ymI44A+t64XR7ImAI0jUATWGAQ7B8/vwDT08v\n3HTEAcDT05nvvv01h8OB5+cnXi+9sM2F0+GGlCs3t0emaeLLB93Vi3FY7xgnT06N6+XC3b12PIyB\ncZw4Ho+8vF4Yh2F3ds6z8q+GYeBymZmmYeczjVPYwZ/runI4HN44S7zpE0SEdc27PdyYWYu2XpyN\nYdgdsIr0ENb1SquR02Gk5pmy6tfjOSKlcBonLssFO4RdvD6/zphUMU53yU+XZ2468LJVwTRHGBRK\neblc9qIwp8w5v2jOWu/IbEV4LoL3GnGSq+rCysYg62L02O8HsYZhVO1XKZmUM2FyjNMNMQ57XNSH\nDx/43e/+Bz5/eebjpx8ZB8f9nbo1v/3133A+n3m+nsFbjo+P2J6V9vrlM18+fWRy2l2slwuhTwBe\nnp+4nM/c3j3wcHdLXhfmsxbgFst4GnFBw6dLK3tBZJ1qqqTpM5ly43KeFasC2Jsjxqq+0VKhFmpH\npuAsRkTF0tKdfT1SxEuhrQ0pmZwTLV93jQt+ADziB8I00GKC7vQbQmF+nVXHUwtDbdiNe3Q64OfG\nS6xc24Gl2J7JBmNwXHPnBmX92dvmzNfAuiSsRAU2c95zQMN8IK7CkpoafpxRmz1QcmYMJx4f3zN4\nXfNsTyVuru26u+v5lZfpyvtvtCAOPmArSPUIUOtK7iBMhzB4z+3NgZfzc9fsbAy9bv+vBZwhWK/a\nw00yZbXbpbFljcF7RT6gUxfbHN5ZRApuKtTUz9taaBLIVMXjGEjlLdpJxCLIzvxrvfvknaPVwry8\nktrK3emuC/Ihm0itBW/sHtvlepewMGuRZ5wy/yjMl94o2DdNjVKymn+2d3DKvcFSsE4NQ2+5nqUb\nWg77utF2d7BQ8d1MNoNN+5Sj0bTwtBZjCs5kzC/yev2/52Kq1sroJ1oXBVuvTJHJHQlMYA1L0kUl\ntAXvJpw7UY0n1bi3HZXC67HWk3IilbyP3ZoxOD917pG+vLYxmLMjgpLFxRrSqhcNoLEqpddMOBdw\nVjB9Eb85BaycOM9XrtdMSuueZk0VnPHkpOMZN5o3Dk1WW2/pIaONtKvWalUrqHcHSmgscX4LbqyZ\nyTVc1UBKYyG4LZTXEgYNHY650hBeexfhT3/+PdN05O7me5Y5UdE09i3p3NiMsYkQtONVa2Pp1ltr\nC65CKauCH5ultk38qG3kRiKvTdvSG2eqZSXs9g5gbRHpWAFrhGYNYwg4P7LGSiu9M+UHpDkeHt6D\nOOqPP/LSLedrvBCc1TZ30UytbTzmmrqG9MWqgshmN7pu2N0Y1nuMtXvxAmoEsC7TcsHZw04jX9dM\nJRGcuvOc0//qYUjiGAjEkiipsvb7YuxU45fXz7h1IQwjMUbSDmeE1hIxLRzHUTubZXNK6Uv1y/NH\nBn/P6DLObPwiXaxxnmES1tcLT5+0YB7DkeAVPLfMkdPpdhdKvn//nr//3X9kvq788x/+L5b1TO1f\nO0z3CidtwsP7B3744QdeX3X8/e7999y9v+ePf/wjry8X/uEf/qednn1dLhyOGuy9jd+2DtOyLDjv\nWNe1U7zZCyZFJpTd1aUJ8R0U2AORY4x4r5w50ztTh8OJeZ6JcaGkTLVud0l565DauK6RmjIlJYbg\n6I5v5pT4/PMHeDgqd+nd+71LWGPSvzcPnWb+qq5fYDwceve6/YXwHbozqTZiXJimIyKyg35VPK8L\nuUI5y15MppT2z6f34BsBfgNUUhsYcH5QZhcQl5kff/yR4/GGh7t7zpcvPH9S1Mbdwz3vHh6YLxPz\ndWEtT5y6OPv+eMfiV67nK4dpUvJ83vIF9T5/fXlCqHz77XtNEQfOl2d9KSs/WjcVW6ukCbXpWlVy\npfnKYN9AksQAgwPxKFbrjRfVaqM0UedWd4ttYbfWjGAtkjPEhBG3F8x5jRiTNdDbOEVS7FGAE8GO\nLEnp2MZWbN9JDSLcHo9gkgJ4UyHvTr+MNyND8ARxuHbY4Zv4I1Yizlygmw1idwDfPAq5bOw9g7XD\nXvSH4Lg5veudOgEqreMWxLYu8NYx94ePf97Xy8e77xiMJ2ctBmqpO2plLSu1RmzQxIc5LTuNPKZE\nrb8scjRncF+lnILazTYYlNzdleyJAoOz1NZozu68P1dcf0cptDmWZe8St9aw4jsfT3Md32DVKzrb\nLSzrSkppB9aKaHh9EcH5AUrBbAW6HbE+YEwP5W6OaexQ6aLj/3k5Q8lUMu0X0oDRO3KrCKnn824F\nk5o0rD8oELRWtsDt1rEH1KKkd+ENa+Q8TjzOWYxZcWY3Xer0aVtY/o3jr1pMNem/bT+x1Xi17brA\n8aB8j3XRBb5QsMazpEipmWW94vp40OWCNMGI4geqbcrHQGFqRSqmFcD2i7j1RlIHqGWQBLj9RWRs\nITvBVPRBtuwE8KPTUFHnCoOrpGRpddN4VGrWUM3WGjkW/Ljd4ro7scbqCErMfjMqeNBihsDg2Nu5\n+rs0iiRyE6z1eC/Y7vV01dFyxg+BUmZSrHtw9Jcvz/z+n/4Pvv/uCWEkpagtzt2SfKbJgqAzeTeE\n/WvLmjCSqQlqWRAfdov/agytNLyt1PhKW9z+wBnJemPLopBOV1mXN7K4cyMgDMORcbildlq7JehL\nxTge77+jFkf6QV9gazxjzIDgqWXpL4O30YOxVm98J+QS9ygKNxxUXyEOa2v///vWzQhGKsZBc5WU\nM7Vfw1KFKpUxKDF9CA7fdyhNlG+SzERBHTtbSKhUgzhHa4nr/ERM+mLZ7sU5JYSKt9tYW4vY/oOp\nNK7rmZ8+/yvfvf8tpx5Meo0rXhxuOPD8+RNxXvbCzTRo0lhjwtqBw/HI/YN2pt6/+5Yff/iZ3//+\n90DEusKpdy5OpxOtCe/ff8vr5YkffviB9/fvAXh8vOenjx/5l3/5Z/6X//k/8fj4yKePX9j+QnEW\nkyxhmDidDry+atE7zxfu7h4w28JuzF5ozeeZLfx42y1uozNjzF+EIiNvURTO2g4sdFwuF11089v9\npPdUYDm/cr3O6u7pz+lhnMjLlS/PX/j08WeCtzsFvN5OvF6uvLw8aSBxTKSlYzqcEE4jfjK03P6i\nmALV/TkX9nSAPRy9F0XOBVrx5LKydkeXdxOlXmlV+qYgUn/h/8lJg9Otq8oi6uPf4NSNmVJhmjyH\nww1zL3qfnz9zf/+Om9sHkBc+ffwzsRdvUzgyOHVwzWlh6ONa0B2/sZbxMHK+nhERHr/Ra1+ovJ6f\nEWOZhgPI2zi2lEQumZoqg1GKtYjsBSPWaMEzaPwJNe8hsjSozWgQufXYVvcxPlhME2o1iHdUk3H9\nOXW5UspKiQu1WUzwuC3J/TgiacBUT00rqebdOm+tY8RRTKBcV2peuPZHfykVMRZnJyZ/izNGY0wA\n6w2HMbNcrUaq1LrLFFQ/FlinxPwaqVm46ePRu4cTNzcPtI50EQFkAyBnsMrY895yub7yw4+6aU3x\nwuPNI6M/Ml9VwuL6yLHUSMpnWlK5iXV1BzL7ILSsa1suQskVa4T6/+r2FtF4mFLSngpifMM6xZVu\nOIvdBOh0HWqlUIveobV33o0YjPP6jqitR0PFfm50g4AI3gsl5x1v4r3FeaGZvk5Jw4UNxXFEatAa\noOj6GPqmVjW5Ud299UpjM+1WqwAAIABJREFUxfUC3FlLa1fC4Kl1ZnBt54GRNOw+F8F4p7iQ7bQU\nxXJobI5hsOO+4fMI4+hxpiJGMCa/0YkqZPvvGNoZa2G0sutYNLvDYAeL94HQoPaFc1mvFK6IacS8\nEmOl1h5DMxlUqpSpYsi8ZcyluBLKtsvXjtAmGiytEKNaX2urWA/ObDNnhUTWIogLeNuwri+aTfA0\n7k6OKQzEZEmx20dXpZJLbay5sMSZ1nuvwQ1IU62OOK2Mt6yhln3XGwkhWOJakJ5rNYYbLfKMUtOD\nGKbeBk9pJVfDFG4hH1jTQrx2AW65MMeZ8zJznG7VzmoyWyFire9QRIdrgshC6zfMJJqzXWvRBPWS\n3/AHtRK948CEE0uMy35DGmNwIeO8aFeriUbkAIZAaYYmjbQIh+mAn96EzToiSAzNcn/zLWmjR9O0\naKlZ284x7wV4JjNgECv4oRJE6cCA2lx7rMWWXm96F2GQ2gWcKt5q0rMWAWtTL8IMDsfQBewA4j1F\nLL5CksZw+ma3Y5vaSKlSbKLVxnypIAtp22i1Su6zfyuiAs0OSxTrkAq5Rl7XT4TridLn376J0uiz\nJZgJfxDis3Zsc55xNNY18f3je9598+1elPzhn/7Ay9MXjpPaxI/HO951gfLzZeFwOLAsC//8T/8Z\nK4bjSfWJMWaePn3kN7/5W77/9a94PZ/59EX1RPf3tzuq4O7uDms9Hz6o4P3m5oYhTMoeihdOpxN1\nu7/RSxbzyjAMvXWv51v/WU0drXTie/9aLoXxMLDOCtjbGFWgHRI/OB2HhEDOC5f1wtFpEXo6BLy5\n5ePHD1iBTz/+Aff+O/192sDD6Z6rd7w+f9IOVNm62ZY1zjQ3Yq12SYZjh6tmjYDaukw6sujjjFpw\nYcA5izihrfIXne5hGPQFl+IuqAdNd8hZyePOBqx7K1BKq1g3YKwlpYyxME06IlrWK8+vrzTTMLby\n8PDAetHiLS0zEixNGoPXwm87b601rpczsmix9vrlE+3Qo2buHkgpcz6f9fMZv1vjc820FDEK71MO\nT0r7ZikMDZxHWqCKphlsBKNmCk0spnZto92bM9qFsh4jIyVXpK3UTfTsK7YesSWT8wzrG4lahpHx\n8T2X3EhzJsnCtVPlmxhic5Sm95UzO4WE1lRgbNrAFO6wLuwGmsEYjJ0hZDhmkBMx6xqVeeXx3cQy\nLgzO0rLneNTrdHOaGDtfydqBJpXcO3a1dlp4nTXfbZy4djPA509/Iq1n7m/fazRXy5qXyqYzbJRa\nNQOvmT35wFiPF2hloZkCTqUYsnX7pFFzxotQbcRbj7SN+bbqej8M0Dc+4vXnJhqShGIMuWuBTRfN\nGKcdRStOcT2t7BvXnAuGyjQEJBaaNV0fDHm+4s2Is0HjX0LYJKgqeQkrGaNxZ80jbez3TCa0QHQW\nYz2F+oYLaoVWCq1lwqDjym3oEEVIWdmBOXtyk51nKFhlVGEJ1hMsbw0NUamRMQljK8auu7SHNlH5\nikb4enw9vh5fj6/H1+Pr8fX4/+3460I7U2M2ifGmV5u2YU3TZPqSMM7vOUJrirxcz9gQ1bFVKnTw\nWZZCLaqZaBQymbRVxVKIJXIIgmBoTfbQw1IyuSZaDxZtuL0dWHNjXXRcNQRRvdA2ITLqTLHWMIYR\nS8NsVtcqVGOoVbA2YbNsyR+kouJT5wzs7rFfjAZawzHgcPhQcNIz5lhx1uGsQ+MAF0JvldxMByxC\nbuCYMCWQFm0h53kmW6jtlZfnZ4wtGJvxQ4ekDgPBeSWFCx0E2ndoweK8pdVAq44UhXXp6dpZZ9kU\ny+hHmrxV7aWstJwRK11gLYyHDQbpqTUzr5VUX3HuwODv+91g+qizqvOuFm66biTdfsuP5SfisiJG\ndxRvADW1vlprcT4S/Ih0om1OGVLV0aLibHctjhiLNY1Uk/59IvuAXEQo0jAianFucb++Fou1A9Vu\ngtHAqUMkW62QV/IqVDKpRmKOCofr941veu8MUnHOUvsWzYnFWtU+pJz58PGPtKrX8eH4HWsO+FYZ\nTwPxNZL6zTiNE0YaD7c33D++01Dbns92Oh5oppETnE4P3D/e8udugX+9RH77txN/+tOfgMbpZlKd\nIJoTeBiP3D3c44zl//yX3xO6fm9zpR1vbjEi/PTTT/vY7ZtvvsGIOvo2h+uW5zgOA5fLhXWNHMYj\n1vp9dDYOB3XAuYHLcobadlL5vC44E4ht4TjqqGr7vsE7nBOs1bGYSGFersiGI0iadvB4/540X1mW\nJ566Yy+MR8QUpsHTTifO51d814UFF0ilMAAlJ4wIpr5BW1sVWsnUKqzLlbGPYw1qgsBZDQ3H4jfN\nVMmql0oZMYbz+bqDUL0N1BpZlisttK6Z6qkJwfLy8korDZzqLg+9qxUGx/nlmfnljHUG0+DxvXYe\nL5cLtQjD6FnXGVrZR0DjNIGB5Tqz5AVnLS+bAD1eOd4cOd2eOJ8vxGVl3Uc5jXEc9fmgEILXrtw2\n/jCi3QKj9vbm3J6jJ7kgNUEYAEMyDulC69IUdkmwNNNo0ezaJ0FFzmINBsVNSF/fLBCMUVfhdKJ4\ny7V3X57OT0QTqUV4zYVrSSybkNzr+FJD2mH0ftfNGBqtBrw9YSZDLnAYe3RVumiIfXA4d4B8wPfo\nInEgQ8ObEWs9tUak5+i1ZnVEmi6UmjC2MfTruywL1/kFWmMIo6JhyoYUMJpbaISUl11jB/Qg+koz\njlZ1jFdbpXXnoZhGMeqCpqIZkrvp0nYEjQZa11L3ta9pCh1GvI6dxe0ibOu0q1e728/9Yoxvg9Gu\nW101SLh0QRJgvCGmC5kVZ0diqVD0nNaWOfpbrDGaFlCtZtHqb041K37sXcUsSllHDR2ppv58ohOn\nfnoqSbtqsSqmx3kVkAGNjHeTaqzxXRKwgboLraDvLu2D7aYFWN/Gtv/G8VctpgyelAprH0vcd3aN\nkabuF+N3d4YNnmV+Yf1ywTeP9xbb6cKlZv3YorPS2to+WmsCa1yIfkaso+S2C1/XnFhSRqsdSytC\n3oR43lNyI64za6gMYUBKdwuwMPkAVShJcGIxvbiprVDEUpraXUfv6E59lqZ8DwO0YpBalA0EYCvG\njSrwY2QaLaXqS0Naxbke3EsmhDeNkpOIqY45L4gJDGZi6aLIl7NwXa96LpqK3cfpzRGhad4Rweqi\n6NmZMkaK5kkZjVqwgwp+AdalMKfGdblQm8G5kZq37zMsa2FNBes1gVx6EeYPI6ZrY0pJvMgngtui\nP74jLZbcIo2VStwDewczMfhBXyilYsQy9pdUNY7GghWwOHS8/5ZtpSnvQquuxwnpz6wYpFrNfGpb\nkdVHMqJiSNpCMUKTugsfQZ0rVQYsjlZHpv4ydcaS00I0jjWdWXMhp7q7y6y1DM5QW4WSccZrMHa/\nb6QmdcCIMK9nrouegPvjI2KF3LoQd7CcHruVvQm+VgTPf/nhzyzLzEMf5Z0vF1JK3Nzccbq55Z/+\n8Ac+fPgXAP7m1/+Rzx+/aLak1aiJqeuwvnz5wjzP/MM//I/8+MMPrPOVv/ndr/Xc1Mo4TEzDyMvT\nM58+feLv/u7vAHh4eODHH35+O09dvA1qWjDioKm4+S1OScdOG7OqZSUXb2OujX4frENQDMLrs7oC\nS7CIGTs7pqhJocL5VceOx2++5XK+MAwDt7cnjKSdFbPGK4dxwGCZpiPzmvbNmQkDoXRjglGR7k6I\nLolxHGlNBfO1VpbWi8JxxIjsGjpj/Qa7wRqDtwHbcQvWWr580QJmC3YWGZjnBZG2F1q3pyM5pR4C\nrWT5SzdmTNPE6XTi9el514rlurlxB+I14awlTDrOzRu+pTYO0xEqnM+vpBgJocsb8oKsF26Pd4zj\niDWey1VHyiUnojQ1AnmHc1aD5TcsiliaWH0Z9/H59iqy4lTTWjVAvVqL9GffYvr4SLCDo+R5T6kw\nJdKSOnSttQTeCNnp+YIYzyiGmzFAEXLfDEaEPL+y1MSSE69xIfXrcjPc4MVQmyGWzKlr9vQ+rZTU\nsM5jzcjoTxwG1f6UNLDEM25siHPE2VC3l7RTra5xkLK66nY7ful6sxxJvajZvnY63gBOdXFZBftz\nJ84PQYspEVFpsYT9+9IuT3GU0nam2+a8lB72W2vt8oFG2WJhXCCLITNBLuq67pslUJPUumZKdro+\ny4YOUKezdL1VrXWfnXoD3kFKFakGY6vqk4AilTWv1HxlHCvOBv06sKwzYuHm+B4wtJZ2SUalUOqV\n2jd5znis6do2a6ktcbk+s16/kHLFdhOBOM/oAuvSSGum1cbYXbzWauSa66YqI2ar+aBlahHlxknT\nBs2m3TOB/1a59FctpoIdaKWyXroV9MZxCrfklqmS8ZLJ/ZPmosLul0+veHHcPtxy6A9V61Ava4LO\nlkvF9Ao9iMU1wzVdMFWBiblrf1LeYJqBmtVxYrcqXLSTJcWTlkIeGy5sGhZ1KlksYi2m6WIJ0PBg\nPaXofDcVoXSxuLeihV/M1NYore4OizUXgrGUEpjGgdubh51hssSr2vVZOxTUYsNbSKyIxa0Oa0Ys\nA0vv6FjXKJ8XjawRR00V/c/GdhLaIJhqaWII3jH2l8bmQMwx0WqloXNr0M1lxlJaZo1nfajqVhRU\nGqqLGswBsflNTOwGfRExUErkel341HShfrw/0szAOqtQmWa0Y4TuJsZgsTKqo6u8Bc9a7ynVYWzC\ny4ixbRcg0ww01xe8TWuxsatU7Fnp7C/Je2EjppLzClhWa7HW7C8FRAjWqzWYgcEdefuS4JzHTyd1\ntcSItat2K0DF2w213mI1QqHrbVK+YJo6I62DgxmgOxHn5YXmAtaMyjWj4aYeWnu5EJdIvD4zjCdu\nbo+U7vKJaeHx8R4w/N//+fdcl1fu71Ro7OzE7ekO64RPn35iGu/54Qd1CL68nPnf/9f/jS+fPvPy\n9Mzf/e3f7i/by7xw9+6RGOMO7/zNb36j9/C89OIHQvAcj0fOPUdtiwPa+FQxxt1VtmmmYsyazWbq\nLsA2xjDPikeIq/78rdCIMXLpYcclCqYJt6cDP/6oBd3zi8Y6nV8/YAwcTkcu525oqRBLpCU1wTw8\nvNPNBQoKHbw6BcUaakq7Q9D1az+OI86txBhZN+E6/EUeoRbu258ryxo1Uso7BmtIvQPx/PrUmWAH\nnAucz+ddh5bWzO3t7S7mzTkTuxZnjisPt3dMpyPLZUGc2YXEa8cHpLQi1mj0S9+0fvnyhWANx8OB\nw+HI9XwmdniwOGG5rJyfL9zd3CNiVCMFWKcB7WH0hBBQH63ZNxoiFvGB1rpGrkHYWHFuoOK0kKor\ntoD0kO8WjrS00ihIUdbUvulpGvlVU6R1N+jmyssp0YhkY6h5oZR1d2veTZMKwW2htJm5RvKOqajg\nA63SXX5lvxdLjaSkGaDON5wbmYI+44s9scoMJuKHDGYmr3O/T0echYwoZmWbngC0gjERZMVYjUYJ\nG2dKLCU5gvcds9PZf8C6LDRRR2jA7nFM+hlaj93SQqqkSqtsEYPUSt8gNloTSl526HSrOrFZlkVx\nBeJ2DZPD7K5b56zyCfsaVUslDCN+UOxCKYXWP6O0pD+4Wd2SiqHw9p5NGdacifEz4zTsTnWA1/NH\nRNRNp+dE9nu91qQdOhn1vupTB4wWeuE0cW4DyxL354nmsGZAxkaTlZzrPnHyTpEsuYKlYcVCf6/l\nXKltRiNiK1UyqZ+YLFpc/9eOv25nygjBeMb+YWpMOJraqvEIeaehTq4yuYa3M7SLKu47jsCJZjs1\nwDZwRXaAl3MBaxzRvgn6NxCXs0KwSk6NtVBaw/dTYqp2kZwEKIl4FUKvit0wKqioA+U0R3mT/YNg\nsN7QcuoWYP1dpsNIqStRGlGyprz31c9US8NQqn7/ONxynHQENi8X5vUTa3rqOUIN6R2kYXBY41iW\nTLAnDAOHsbsTgsU4w8+fPlJqJVchXiOlFz4yDkjTzYU4Q6sOI1sF3xAp1AopNnUA7RRdg/PCwQbi\nmql1YaOON0G7e82RixK2t++6XLQ17ZyO+2qtvJx17FKbcHvzTunQ84xzfh8fYRqDNZjaKNZ26vsG\n2BSGMGGsxxl1qWwPY8lCw/RCwBHjQoxvAZtiCoVCygWpZe+CulKxQ6OsidgyXryK1VESv80rISic\n0fi2LwwlZhV5inDwI6tdiXbZP0enViFie5fG7MJX7+0uQg7+BisDZdEX3MvLz9g7B/KIaYHgAm2D\n11kDPuAnIQRHzGsnEYMVw7IsvJ6fMTZxmAbubrWYurt7YAiGn3/8L5wvL5RW9xfxP/7jP/Ly8sKX\nz6989913+CHw/HLu10ILoqenZw7Tid/9h7/j+Xlz88278+xXv/qus6M20WvcQZ3WWuU09fHoFpAc\nxkkBXrB/n/MDITdtxCe1XG/i7dZ0R386jqS4UGPC/iIr8PPTJ+5vb/j09In7mxtubm73Ttm6JlID\negdqmix3NyrCXpYFmo6yK4p/2DoCoq5qBMsQDtA0OQG0QK+17oWic+7t2oviEVKKhEGLsUMff7dW\niDHjnD5jm91er/0L4xg4nQ789NOH3qXo5pMYOV8jD7d3GKNO5LmHGTtvOUxHWjOs68p1Xvexi4hS\n6ufrhXGcGLxn7gVaXiLBWmKKvD5/wga/ox8kDDSBkheqN9jhwGDDXkw1o5l81ltFVcR1qyiRwcPo\nARXl21L3wPlmGmB0rNJEnQrubeQuTjBOHWIt5r1QbA2WujDnyJITl190n/xw4nS4oS4LKVa8DMq+\nQrlgtv+dLRfWJe7oj1b1fGk4ujrLh0GL93F6YK0rRS4IkWrXLZZRkTPtAqniTVYna9mkDwkk4UJB\nSmUYQv/7O/LENoxokkVrbn8/pZSIa9QiqLXeIXprAORWqDmSUibmpMifjpqpgDU6KSh1pTmP6ytx\nSZWaK35qmj2LJa5vmbQVzbxrIqT0hvewNiigtVXEOUZn9mKKmiklaQeuZUqGWreNYmGJhVzBOKOG\npu6QHAZ9FyzLZ06nG8V39OK9lkYII8GPxFi6o7tPh9bCck0EFwj+W7wvf4Fheb1cdMRnHMPoYH9G\nra5BpgeYy5tL3xhLLUJOhpoE6zxlwy+VNyfhv3X8VYupcRAm3N6CG0MFZpw/0apHOOzOhjFUBt+Y\npgMpXQjOMfqNIqs/z1qroLWS966OoeGsxWmUO4myjwAzmWY1jDMjGCv7Qiw0aqn4QUeKZEuN3SGI\nzumNGKqslJox/WLZZjEVMhEjMDpL2kBrecHUgr7/hGKE0mfAJQrOBMZwBBwYvy+q3p0YhoHXi2OZ\nn7RF2psvpRSOpwPTYEjREOxEd/kSrANGrnPjcv1CGTI1yj4Hrj1AsnVbMrXttF+RinWCdxPUSkYX\nGkCLmXqliWGYRnLMb7swZ7V9ipKUhYCYTfc2U65XxnEgl4VSIjS99pdlZlmuODeSclYG1W7zVRZ5\nlT5KsG8cmkbq6eEBJOnvuFFgG9AEY4J2LTvVHbSQL7WQO9elScbZbUTSCNWw5kSuK2tt+O70KznS\nLo4bCVgjxHRmGvrDGAw5FmpKtFqw1Sj9fkvTcaKOTqMjL/MLuKy1B4xkjeOwgVpkb6/XVimsOJMo\n1SqAtr/g/OHIcr4QLyuX8yvzet2J5NYHvnz+QooL1gt39+/4/tvf6r1fCz/+9C98+PQj4zgSvOH7\nX2mH6fnplQ8fPvCrX/0NlUaKbzv3x/fvWJaFaRp4//49McY9zDjGyPPLmd/+9reICM/Pz4odAaZp\nYJ7n3oWyxJiZpq41a+pG9EOAZvDBv3V30IIxSKCmsIcig0JQrRhqKgzDQAGul9d9Z78sC2IdwQbW\nNfP4OOCH7hLMlZL1PjgcR67n1737No4jaV0Qb1lzQqLsGi5jrXZKtjgM4/eonbXzdZxz+5/3Dqoa\ndXVMN1+JKXHTizcfRmLUjvk4OoIf94K41spPP33g8fFR3Zdx1REF2tErtTLHFWcEi2cY+tq2Rha7\nMA2TpkpcZnK/Ft57GAaulzPn85nBB069sFvXlcvlQvA64q85E3tHJ4tuVKJpVBpDOOKD8gBBsSEK\nFxPtWlV2mLHJFamZdjhg5URdyg5ldN7RnPK7rFdwo2ybBTpDaZiwg5BN1BMJxHUl1sraCpc1kYvZ\nN4rzHKnjpPouA3bQzbneb0JRBjStwjpH1sPb+QZlEaWousuNxj4dj1R55DyjnQ0Lrb7dT0jCViHW\nBW/trpXVgjorMV10zWqbnsoUrF8p1TPaiVr8vu4taaFlIaZMse0vXuY5RXLRaYYxWuC3VolbMemt\nqhakYdxAlbSHMlsadnCI6BqNGMyGhSk6ZMhkWtGombBp9IKmYBQy0uid/L7JMAYwGKPO75rlbQIU\nlfNVqVQ7qOSij8ZLMdrlNPq8Gmc6UFMRHstiMDJR24A1A8Ft+ttGzY28RnKZESN7Z2saR4wbmNcL\nl2Um54bJmzNcgcDWmN51k72A2CDKKfc1pgVy3e4L1d/9146/ajFlbWEaJo5dq+Bsw5jIYbTE5Eir\nZc1vrXcnMI1HpC2ItTsTidqoZKro7iXnvMeblFIQUwjJYjujpG2aIRcV6tUatSQt6jciedX5fslq\nY3Z22AGTJVuy6E3grSe3M0vP7gqt185N08qr1H3umkv7BbSwYYIlbPRkGs4kBmcZ3QFTDa2Pawwe\nJxPTeMcaz8Ryoa/7SDa0MnI83nFtFSehM0T0hR2z8O7+Pbkop8M4ofYbK+dM8J4mnpYscS60nkg/\njJrg7V3DmQFnK3Hj6TShimFthVgjwQXcRjlvVfESpfNWcPsOpdbCusyk9EwzWem9W3HTZub1zHG6\nVRhcLPvDb9AMQGsctanuadNvIQqFM+J0datvozyoWrCxIt7inFE2CyBi1IZu1VxQStqzpITGNAyY\nIsS5cs2Rsd8zXqDEF8oV7o6PlOywa3+5u4FYVmrL5Bp1rCeyW4tt3/EZ6/HOde3ExvzqyIi6YkzS\nGIS325vzcsGGIy4EYlu56ZyW3MeitWaK0S7K1g15+vwDJVVub2+5ubvlMN3u4vTXlw98efrE4XDg\n++/+BmMcf/4vKk5PufDw8C1bLuHtzRHfieslV8ZD4Hg88uXjB/w4IX0x+vDpZx4e3nFze2ReLry+\nvnI4qJ5sDAM5JnwIivPIeS9ClmWhlMJ8ueq61gzbmyjlpHqRLna1zuznU1rFO7MXLiEMcL0Se1r9\n8XjEe8803rBcZ+KaGXpxk4ynNnljVQXP5dIF/w8PpNThjFnHk1tHSzlXiVpDfxGxd0mV9dYL9Pa2\n/oD+/mIajcJhGliWhZfe7bu/vWPwlXneWFxm79rlrIkIP3/4xPF4xBrP3DP9vPcMPrCuCXc80mra\nwbq4gTVl5vmZwzjx+PjIx48K+4wx4p3j7u6e5+dnlvWNoTUeJrCwXM/YLH0T2u9Rkt7DwVJzI62R\nFFac6520cKBZ11MeBBPcWzQIAusKwwFzd6K6SrnoyNUZgeCoZwXBNve2yaA1atS0Bu8H3PHE6aBo\nCLdckfkVs86s+Vk1ir3QjlkxOOImmolgYctZs1ajVVrVhIJWK3PXJ/rBkWskl4hNZu94Qx9DGWWM\nWckqE9kQLQ1qXVRMj2XN7FgQwVOapTXVNNXCmzjbmA4BFVxwUAOp68WGYcBalTsYYzT/b+uQ563r\n1TSSRhwx1T2PUqrX+Jbt3nVtj+/R6XNTSCZCLrMmaKBRYbkWUtcD1+rxQT//cTAY23DG96lFecuZ\nbdpxiqvmp+ZqSH2DnWrVVIW+yS00Jq/3twlCMxVsJtZGjW7vdgUzYmSgpMA03ODNgWPneo3DCdO0\nc7usZ2JcSV0TprE8juBGzOi0E9llMZdlptWI+AFrrBbW+8a8UIshZkPDQHawpaXYt/fRv3V8RSN8\nPb4eX4+vx9fj6/H1+Hr8dxx/1c7U5BzemT0oc3C6i2+tME0nSpl3YXMuSqwegyOVGw0Q7q3ganuA\noZXdvbBlYsVasGLwzuI6OOH/Ye9NmiTHsiy9740AVNUmd4/MZHV2dTW7KcISUqT5/38JSaGQwqrq\nyozwwcx0gAJvulzcB1jUIpuLXsQmIOIrF3VXxfBw373nfGfrlFgTCIMj1MJaF0rLO67fSAOaitLq\niPXxY8YvRoV2WcOOQzzSku4Wr/eZaDXbyzolv25RJOJAmsYp4CoW+QhSZKWUFec+c4gTZRFy2OIf\nKq2VXvE3clt367DFsSwzh8NRNVkJbL+s0+gQE7mnldtyJScVMLYtCbs2Us44ZwjWU5OlbeK/TA93\nNhrYWQ0mf4SPDm6kMmtQpDRcb1tbEejZZs10N1bdRN8WISB2pVZDLna341urpoEyvxHdiBE0O6v/\nRu8M3h2wLqpbZNsHWNXlKK141LzGX+2GrYUmd2ozHai3OWxUuxViUPdGFSqbuLOpLqZAbgs5w9Kd\nKTgwFPLyo1+bE6lfiymMtKok/iq9uWI/LMIi2kEbwkTwUUFzO6l/QzyAmAXrwn4dW3UkqczrGbrz\nyffvWpYbrjVMgEgkXxfOb6phCt7x/PLE48Mnqlgul+s+Er8vV4bxwJfPf2JZG/fbGyF+ZDbOy40Y\nRz59/qRxLv1a/OHxhRhHfvnLX/nl57/yv/yX/8Jfeyjv7Xblz3/+M8sy8/r6zjBMPD+r7u92fUOo\nrMtMLaonyr0LWnOhlUw2uut1uH082ES7IcF5Ss0cD497fImRSloT0ooGGI8Tx+Np7wqt60LN3cmH\n6oSenrSrMQ4H7ZxNAzmve56g3vvaWaotczgdWea7jk1QiVtKCZvcLpzHb91sXQ8UtWFJOW0TKUpT\nfSZGd+nH45H7rL/jer31GJKtS1f2LMDj8cjj45OKokvFe0cM2pWc55kWtEM12wWQPc8SqygBkcyS\nVowxvLxo9uDlcmGd7xiB6XDSzMiutarLyhgHHp404LiUROkGitE5YgzEEAlW/76lRO2ZfyaOECNO\nEphKk/Qx5osRMtQiMXTKAAAgAElEQVR7xhwydpywSTtazQg1WKiJMhdC/FVnqgqmgcsrab3hpiO+\nQ0unx4nBWW4V0pBoY+Ot3zdWILqJMIw8NEMpy+6OTtKxAk3HdInC200/9+APVLcocNNFKoayJRxU\n7aA20ay5WmTHsJjSkJoQuyLN0qrH0AVV4oBGbX2sRkP6cz9NIzEO2KauvCofeJpgneqypOn3NeBk\nc4eqKzoXwVajQn8x+K4/rhhFF5hKloIzBddjtjaciK43KujfXOUikJowrw1TI94Fbv3eGH03IbiA\nIhequr0BmqNVTQLJIlSEPjmkFhAswVuGweJ83V7rWGMR0zRA3jhaczg/9b87EMwBbw58Ov2Rw/DI\n0E0LtWjG66eXiVZfWNeVy1VNG2+Xb9S2YmpgciMVFZYDPB5Gcl0wXR7Sqtt1q4hBbMH5gduqBqQN\nnN1y+v/tPP22mqkpaHDvhj9wBgSW28LpcWLwnmXj8AQVFMfBMbQKmP0lRh+HtVRZl4W8ZHVPAFjB\nYcn+gKkNaWY/sWKAZgiuhyQ22Uc9OEu0E8YmhEKTRDDdAt8ixuiYoFXNnIvdVl5KZp4XvG20YjDV\ndOElOidvKqyrYijNfYj0Wqaslev8yvPzHyjVktb+oOK6rb+yrDMpF2IXaMbBq6i9vjMNnpzA2+4w\nMwEXFk4PB16WT7TznWRvezZfrRnJjbZWiqlIMISuGasoaXq5C2I9gw+71spZA3ZV7IEUaHlngxhU\nZFjJWvBiMFsqt4lIE7x/oknCyrwXMLKNc2qh5AveuQ+GifM4DhhZFXNgZLetBBMpTVizCsqNbfvM\nXai0ZhFxFLPivWBlc24U1Yy1EWMHrIe4ZVA1ZV05b3AhstxXahdGq+29AJbL9SvTUHf+WCvass9l\nxklQ8aez1I0qf4gcThPWBkotBJSkr9/VamZZq5jc8IOHjbhvhbQWXu8J8xSI06jFA+DxHCZHLYU1\nF5a87iOiIUakGe7pTiqVIR4oedMjGJ6fX2hSuJxfOR4feOtUdbAM0fP09EROleWeCD3zLaWFtaz8\n5Zef+fs//3uG4Pn2XQvLz58/I9L4+ee/cjgc+fzlZdeUzPOs1vYYe+ir7LqgXJUjZKwQo1cMQS+Y\n5nnBxkgzmidmKeQt8sloRp63DtsatjVOj0dOJ31Ov37X3xPCwHQ0vL/+YOmuuOPDietssV5Ftsuy\ncDrpCOHt/cfuZp1iINjCfNU143TSIkrHilE1ln0tDmOgFtTwkhI2BErS35jWlXurjIeJwyEChtiD\nflPKzPOtM+gUObDZ42utmgYRI8Ogo8Vda+UNr6+v5DxwPp95ejjtLsjz+4XWGt5bYnDkWohdTnE6\nncjLSlrve1TP5pCc7zcuF5U2BG/xNuyxN63HlVSjBhUxKjqO/febnKinkTo84XLBXldqfxFTBQY1\nYLTrFX+oELfCT4nkbZzIyytymT8E6MGCK7jRsV5Wrt9/4MOtn3AdJwrCGC1rLnyKug5fWmOuDWkL\nD9OR4P9I6Ru3y3Wmlqx6OK+FRFm78eEyMIaImLuGtzeHLVuum24ya1ZNo1S7i+FLqcxLxmJ0QyR5\ndzz92/WoUVrmYKf+HDooFut9Rw0UrO8JFbVgRVhqgmb7hnVz5OmI2iTRjX9tDNZg+3lr3tJspZGI\nTgAl4QOKELEOa9QJ2Orug2LNmaVUSoXRedUz9Q32uiZCdIgkcqsYX/fnlNqoZJpTI4vUuo8chygE\no42DaXD/Zm231ePDqOu/VEKs6rBD9cfBTByPP/H49HeaNznr/ZRKYp7vWJv6s2oI4aH/fwtLylir\nrvoqldL0nnHO6UZAjK4z3kIvbJ1riA2wNsYwsuTrR5arfOS8/q3jNy2mDscI2WDs5szS+Ajawn2e\n1UHTtoWz4oLFlApGENeQTdkrgVxXlvXK9TqT73emnodnvcfWjOXMk3/qGQbbXW46+MzgnKE2vxd2\niMGgoLtcKtZkjOmcDudU7W+j7vS9VaE2EEe4p0JJykZpSdSxAfihZ5OJkJpjrSum67CsGxF74/X8\nxuPTmU+nA2u69K+iQZc5r7TcqLXuLoPaGt6NnG9nhAMhvnDvO2zaHaw+zA/HI81M3BYh9eibUgrN\nJVrJ3bkkINtgWLAYxuFBERCC7qxRQbD1E0tecBisF+rWZRCD35EEmvO06YK8GzTUMmjXL9gJ6V2y\nZK+UvGg3z3u18rJdJqNFGoZa7zTrsF3UXpHOklIIq5QP0JrGzxiabB3GwNDvixAnpDVKEbzvnJkN\nyiqWwUeGyRHMQI4T93svQHPhvjTSvTH6E8ZGus5y393lrkUwDYpUTN+5iw+I07BW1dXlvWtprFF9\nX8saOZTumC6obFUdY7Ukrrc3AoERXThGfyQn5axJCwQ/EHqhudznnfXkretWYz3fLy8/IcD72zdC\nNLyfvyLd7fPl8x/59Ek7Uvdl2d13oC/363Xh7//dn/n3f/4z//LzvzL2Quv0+NBz9+D5+ROn4yN/\n+cvP++e24kNdfpW5L4y1Vk7TAecGhuAQ+XDmADhvyWml5pU2OIYuGFzvi0alSCUExzAG8rLu3zXG\niAue6/2MFXXQXS+dCTU98fh46l2piXXNu9Ys7rquzLmeOR0O++J/uVx4/vSyd470ZbTdb/RicWM2\nFUIvUrIznN+/k84rzhnG8bQ7BLcO18a/M8YwjVoQ3243ci7cbleGYegRQHovHo8P1Cp8//5d88vK\nzNODFpK1d7LX1Lg1IQxx/zeH6Hn58sJ89by/vlO7wxLg4fSortJS+m/+KPoU1mkwrRI6/2vjGwH4\nNcFSMabQasK6Al1OtaaEE084aEHYloTt4Mp1TZhSGYYIL0+0H/kjnqqK6l+NZ3h6hnvi9qZas+X6\nhnFR2XVSKUY3qQCH4wPpPHNbbphoCeHDRGLanRA92cys7UwzdndxL+udVHQjlYvGjnjTmWcr1MUg\neULEkVOjrPo9b0tFZFSeUss4G3e9WGtp54BJM0zHR4z0E9Mi65JpMRFjVB3r0N+HttIstORJ5U6V\nut9bxjVsMYSg3LJmmm70zPZZr45ECtU0ondbAxVDxRqjf1eFnCH1TdbtdqeKxftHon8i+qd9c3aa\nIuM4sqSvrOsrt/dXQK9FiNp5T8XS2hHn1UkNXQxvCoa61ch7sLQ4Q3Se3Cp51eD70JsPh/GEawcm\nPzL5kdP0iWD7Olx+aAF7X2nLTGmF212/y5pvisixldrSHiUDarry/gN0Grxn6JiZUgrVKMwUp2iE\n7bkvpanu779x/PadqeBp6/aFDSCklkjtTHBeaakoDKyVXlmGoMVOxybUXMg5syxzzwXLu4jNBo/z\nunhbb5iOHyn3xihxd8t8M4bd5mys0o6pVuHZkrnNuhA3KtE/YY2CGk01pK7EMz4SpwP3tNKqOgV3\n4XoGl6tmzbVKNgXfthdmoImltszXbz9zGB7w0sGUq+CqjjxSKUir+67eGsFNjmV1tPLOaQws6yZS\nlJ5LVwihchwmpLb9Rs45U0ug1pVcVmouv6ozhWwsRHVDKnhiO28qAjdicVIwpnV7swoipSXN7KuV\nKuB7/pz3QUGVVlvMzYw9KxCiH1nshVYWBRwOA6Z3u0opYEs3BzSQjWCibXpjQmdgOfKaPrKWJKnD\nTwSHwzaL6S9+7yzNFEpNtKajwl+no0PGe4d3GSMBO3Unp1+x1nIcJ4J5/jcOwdY8gqUZYV1WpBV8\n9Ps9tbRGLAkbPUOM5FwVRIoWfqY1LTybBsqGzZTYRcmIY1lu3P2B2O3aqaxQKtKqhnGPxz2wN4wT\nQ4x40VJUrNkz5rwLXOZ3Qgi8vf/QF/WkL+LPnz9jcFwuF4y1FGmM00fxcDgceH5+1nHRuvL0pKM8\nFUOvfPnyhcPhwOvrK9erdoemw8TxdCLnzHy5cTod9utbc8JME1IywR9Jad2f0WmaqDUhNeGt5vPF\n/hJOUglOz6Oz2oq/3e6EznV7en5W3o71XN/PHA8HQkd4vP34zsPTaT+/P/30087EijHiveV61XUl\nlbJ3bs75zPl85tMnBaNauw+cud/v3dQxEL3nntPuKp7GI8MQuN/vnM9XnBt2DEkp6vo7HKYdj7El\nP8QYmeeZUoTX11fWdd3v0yFG7TKVwvn9lXW98d6L5ePD405cX5aFZb6Tu/3dOccUA+M0MAwD19tt\nZ8GFqN0IZyPO6dq3CXut8cSgVHfdfFUNqF57p8gd8GnBlETNC61+OOGGaaRZr4sg+kxtI7Ionros\n5GUlDBPydIL+cpc1QzY0J/jpgD864lE3Eud3y4/3N0peyVJYpOF6m8xiCaYxTo7UZmrLhN7pNWZF\nzIob7lCuGAPGdENHW5GWqEtTHlicKH3dr8khLVCTY10tSzbU3unOa9UxXUfkFOkZovTNoM3UIjgX\nGMKAcfr/rYswhIBI0zBiL9CTL6zN6vyTAqYhLe9QTlDgt+0ZiUYsJphND0+jgBSGAKt0cGfeikmw\nTWgCtRpqsWoGQjenIR55efz3HMMTY3jejSKHw8jh6LHuP7Dmhev8F273rwC8v79yu7+R2oLYhPWB\nwW8TJ91QW2twzpKzwW9rre/FYNNuuXeO+ar36dPxyOPxCWmGZc7Ik+HT4096P9mRKb7z5h3Xd7jn\nH9zmt34Nr4yTNp18qJT6qyzXorBT7yPWOGrLSplHx+VryfjooEZS/WBhefch/v9bx29aTDUq3gfc\ndgNWS6mZ+3Ijy51xCPsYCDHaEkU4DBGwO2eqNEMVyz3DbRElaYeOKmgN1pklZSqZVQLWbBwXnd/+\nOt2+9ggPQ8EbDa1U22mmdTvn+7XifWOMz0Q/qPW27+qttcqfeajclyupx0cAmBqoIhTRjsiqCi79\nnuKgTbSaeX//wffpv3IaepJ7u2B8o9lVR46mfbCEXMAHLQ7W5V0jdUqfmxflVgWndGkrnugH/EYI\nt45kDTkL1kHKGWFLOteuUmkLFbA2YjYCel5proBUbNc2uS2OQCol37VLxAR8OLOcCz3ItekC0MKe\nyG78wOAH1vWVUm/KMjHb5xwriVArdCfOFsNCtxtbLI2sKfW9udaqZVkTQmbwgegDpXeYwjQxjUda\nm1hyYl0yceo038mq9qQ1TNQO5RYSGhiYxiesHJDsmZfloyASQ25CqZBqITgQp3oJgLUl7vlOdFY5\nUrV+cHhiJTfthNZWwVYkb0T2oIuBi4h1nNdf9j3SyX1hdBNUdWDm820HFzrvGYcD1hhyKRyfHnak\nxHq9UWvlfD7j3cjnT3/C9jHQ8fTM6/c3tQoLvDx/wg89FqVVphi53+8s9ztOPI8PWli00piGA59f\nPvH6+oPz+byjAY7HI601bheFvDrc3onx1u9dmnm+sCyJ52fV9/gQ+OWXbxxHBb7Wkiipa5tS4jhN\nSDastWGDsC7XPTbjcDhRSmG5z+oKawXpsUdC4zbXnbw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IihbxRU1iACkX1SS30iOS2v5c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NtclSx8NC8pxfJ4ecf1+riLBg2uP5wanGyxyHZCyw01ogpJ9FTjxz6OXWYaGgRZXVSWVQdM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\nJ1dlSfVw6W9d8DEgviO+0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YnlRgiePmiwMDiLo5B2IeI0HDmg2izfs9MQJ9gUcpdPK6Va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ud9b0RszmYA1J2eGLAWmOl5cf+4sokqKe75b+Lc+fPpJKJVarWWTdrvvh6e/ZasS8/JHb\n60YuA4XKfonXXJlCZjTa1bTGMnktNpYcoVqkNXKq2JYPNEIqgthAREOga63UPf4hW0xT8bTYQLW9\nW0Vf43oGlTRH3Qp7HJoEFZLXWqlEYi4H9M6UTBBhS4n1upC39cAYPD09Ebw/cqyMsYc1/nDT5aju\nrHEkdK6XMRof472niWXbNi49hsSKxuzUtqlMrmXswYWpeGvYbndKWhmm80N83yCKdBfsnuP3dmif\n/vPImNbqEZJ8u10Zx1Gde6VgrT1YVbszsDXtTCH5CCuPMVKrFlAlZy1QpB7fw3pHLJHBdlRFv/bb\n8q6mg9udWhJG2rGgWmt5v14JTgX6reSjeJ3mgdP5zHa7UkpR5o95qDNijFjv+rVMxyYyrhr5EexM\nk4op5cgoxPR3VtUA8/H8RNoLtGaoWTvnwVYywtpRBDlXtm2jtYIPhtoy83Q+irSUEr75DgY2sGZy\n15LKaUTmgSFW8o9v3K7p+LpePMFPnOZPxE2o5c593XUsG8+XE6ehYLljjT9yUAXPliqlNdaUuK6J\n2q9Tq4peaalQh6rBvW2HNQuZBEJfbwZK0/NtWiaMgYClJkOr46Pora1DaI3GZkk9YkqEDBXN5ZNG\npRzh6M0IDbXpD6cZIxoNA7oGudIxFWJIZcMM/Tm0WoTn2p/T8sBwKN01E2vClMbzOGgXs09Iiqk4\nASuFXCpbWYk7CLY11muC1bC9J1pasWPv6oTEGMCPjtPZMZ0F5/fCzxCThS1hbMURaH19zk2wTRTC\nPSgmYrvG4x59X9/Y6oaphcF5np51E325PHM5f8P5NGHEIiYfOZG1qtbJiuN0umD9wHx56l9zocSK\nEBBzpqbM6bnzBefG87jRamB5yuTfVU69gWC80WzCKmrEGAJ2F5kbRxB9hzmjodIHEaFJ1z/+z/y1\n4xctptJ9peCPwifGlVIS0zSpEy0V8pEZZIkpU9uK7SJea3eglmDEYLzHW6V6xy5uFVF43bmNxFZp\nIkf1XrqFmSpYLFvNtF4xr6tQYlRLedWd4jjrRV4NlOZx3REUmteHCSgWmlhacdo1KeXIHqxZhX9T\nMFgHFzNwMw9BdC2gXg6voYr9sywWbysOfenbwSC2dztqozLTJJLSD9j7QBB1nuXUKGuhIXh75unZ\ncVtge91pz+pmjKlRS+tWftk/obHyT3/+A2E48fe//ze43g36sH5iSVe2HEhpo7Lwtn6v59sKT+MH\nRBLjaLEfDGV3w8REMYKVQAiaS1U6w2WyIyYLRQqvtZIwSH+J2evCOjwzVq8p9s5rnhfQwsaX9z8z\nTh6ZT7Rqjl1eTlUnGdZylgkXwrHw58HjmiPaTMqF+7YS+oWKtVHKRiLzcv1C+qf/xP2qP8v7+xt/\n99u/Y5om0hZpseDtjqlwfLw84c3v+aF94cv7So3lEJI3SaSihN6S7+AnbKcEX85CEuHt9oUgQvDu\n+FkbG60kUqrkCN5OSBfSN0lQN1rzYBrGOMoOg9wWJItm7YlQbKYY3fGP2ZGIDGZUAnqphL3pLo3a\nKkutBO85D9PhdKul4YLHDoFgGluK3O99ITIahFuq0tON9Yew1xKww0YzKzmr+6jkThA3I8Gqa8qZ\ngrWJzXTAoLeUHnLuvSAlsfROp3UZ+2ypJRPcxPv7Vc0kRYvQ24tm+nlvlc9VOVhSy6IJBtqZUhPG\nPsqMMZLSSm1RN3TVPAT/baP1Yit3EbcXvYaZO6lWBq/XopT3Y57jRpA0KHfOjuqG7MDaliKSEuff\nTj10OdL3X0xtYjp9gubJ+c5WVlxHhgRncQZqXNVObwKt7QWKZd105O+mCRkGbAcsepkpVchEAjOT\nc8dnrTWG05mGIWO5rxvLrSdNWO1+jcMZYxs5qbvQsi9GM9VZMBnxlhb84SqsW1QYejZkGt9df+LP\nPyqb7vPrKy0nZiO8UzGDcN7F24Oyx7yo883aBwH9WpXXtSwbNWq3VfbxmfOYuSoaIgjOhaNj65xB\n0t5R0kzMulP8h7HjbAISCq3dKX2UtRYwLdEoeDdSq9EgYFS+gW0q/7BCM+EROG8NTpriFyQpMuJR\naVFRBEhuEYM/umQtF7KxVGNoxSLVHrBk4xq5GIbhGWsabhrwpnHaQ9dtB0Iby5QzQ9wY+nv4mlaG\noZAKDB/UAWw7NmEI4CaByeBHS/Ac9HAxBnAYr4YwK55BOkDWnwlWJxS2vyvynhBAZOSMq1qEGYGc\n9H6L28TiLGILuMw8z/iOqLHGICmpmzhXBleZUweozg5rht4sMbRqqXvlUyzblqgJUmp44xh2SZC1\njH7U7ngHQzvzAFCLqCzgwbfcu4TtwJz8teOXjZNZbyQzUuru5rtTssLc2jBCLccLLqXEFldK2RCj\nid5zf8HZMFBz0YKiZgV0daRC3DaaGExT0GNuhYfMocO8etubbI72evPa4kupkEsm5obvOHl9sSZa\nMQgO0zz7qfQu4MSSY5/Edw4OAKKMq0qmGXChcOqjnOuqIYutQGiWteRjVt/EUF2lmaI7ktp3foC0\nQlw3gjMYa/ny9iOhF1q2jdRiSEXHBHqT9EBn9ObJNmAlUQqkrRwt5nHyWKNI/e+++45xOBOC7iZe\nl1fsq0fEEvPCGjPXe7esto1qdrSBYfSOU9c+1TNsTR8OYWTwM22P8RgqmIWpwSerY5L3vWPpB4Yi\nBDcyjWcwwg7Nb+GMlYG4rgTZuNbK4PbuWiG3SrEWX2Bs/mh1m1qxNmJqw3uHNYa0PgCazQreD8QY\nedk+c+sLyl9++CP/4dMnfvPpN4xhAMm0HkfQUObP+fRESsISf8JKIfTCwLB3PIQQRu1Y9Z3mefiE\nkRGLLpqzHx/YjN4FEudY0karCWsf95vkSopV9UOSMTufC0NtkVpL/+7mQI1k8ZqWbtTVY0SOMaf0\nINDpfCbgKGt8aIasOzAC6+2N1/c3jfkApmniy5cv/T5zDMPI6aSdKarlfl/VtdTU/SR7fE1tSGfW\nqFbQHJylJpWaIsE73DhwvW0sUdv5g8yqd0NZarfbFYthedMi5fXlhaenJ2oNDD5wW+9cu5P1dr93\n2nglpXR0qACWZaGU2HET7ehc6b2h76RSCs7t7sAH727v1kHGe6+bQsCKpUjRZ2ZdeXl5oXWrtd6D\nRaM1Sqa2jO/3cCuFmpTkHmNR5twebVMbYRxJ28qWEvM8HDrL1golVZbcGBCCdWTZ9R9bZ9UZrBiu\nb++a8gA8Pz8zjCOtCVIFExNzv4atNdVepsToPPN8RjLHeXPWUKzGPteiYy7/FY6hxYUWK29vVz5/\neeUPf/4TAH/+/Adut8+8335i4UqYDKfzt3pOLTSSFrYoemaP7rrlxJIyMSciRcG/vcPiWiPFFecN\nfnD4YHB2PzkJ2cezTUeh3uxyg6DaNsB5XRdK72ilsiLN4zEEo3T4vlxwmizSPEzaLRbCI09GmspW\nama534jL/Wh5CCggeAyIUwnH7kSXVlXqYizOD9oR7ROQYZoZxhljLMHr7+YtB618CDPGTrSmeIlU\n8jHa3takm/WSAUMTfwQvO6+d7GatorlsO+59620HzDpKBCe+r33a4ZvCjDUeFzbAUD88kCHqNm2U\nLL3o2bVmhWYKrhlMNITxzNjZg2Pwx/uj1krc0tE9FrGIceTcsGJw9oFwyKlQYkHEY5rGx9hO7wjO\nd81gwAWvENbekd/TB1R+pODwHRxtkAOw/NeOX7SYyjnSrBy7KSRSauW+ZGzaemZYrwxLViLqlmmt\n4Gw7QGs+NpgqufNtNHpj30kWUiw4BMTSULq2flapnQZsrWUQOWrPZi1II1dlkQh23/Cy1k2Bf2ie\nlukJ7dD5cCKIm7CmYmSj9XENQPAG6yP4hB3qAaYUMSzvjULD5saEPQBlRZrmNUmDoF252u8caboQ\nxdIwDWJaWDvUMJgL4/QNNEMqClFMuR4vY9OhftkZSm6IbI+XcQVnPNMcSHnhj3/5j7CPR4OhxYj4\ngdQi1/srMekiVWsi56IZYeKRVhh78VbGCZsNOS5q6W/TcS1ebjcus8NjOFVYaVz77rEaj5OR8/jM\n+fQJPwS2276rXzkPP/G+JOqqdu54xAUJxnrEwWYqm+Sj0AphYksJWyphEGRwLP0lttwLuarRYRyV\n1nvryIif3r7j+5/+if8QHE/nC8+XmXHSazgOakc3xjGeZuZ15f62HdA7IxlnbB8r69x+V7/UZBns\nM88nz7b+hJV4MGy2rSLOMokhmInc2mGPJxWaaRDQpHRyJ+mDHVWfVLYIFAiOdnTJCilnRDKCZ7Rf\nxcJkHcuVUlhTJog9RkQGoZTCco0s94VxHBlH3Um+vPxEjBvn85kQAufzWc0NwO228vr2hTHANx9/\nq8LuTqofRhVEC7Yzi8xhqW+tMZfKkjdiSrrAdO1LjAvr8k4ugvWFVAUjgeWq0T9eoObIvUTc0wdu\nt9sxPospEYcBaDri7UJt6DrCnGmoCN0Yc+iitBhux793zpF2bYhpnOcz0zhg6sbkOtYD1Wq8b++8\nvd4wUjmfn47Oa4qRUhpbxy+0VvCXvnGL25G3Z6zDD2fV4gGmVbwzHfOhRcXeJVWbfaOWzHZbMAjz\n3O81ATOMyjfyKFtuN/q0QtwWxI9YG3h6emLpz9q6rpTWKHHFB0PwQQXZXy2MJuiiHxv4VnH7Zill\nqJnr+5WXn175/vvP/PEvihT5ww//kdv2A00WxkG0Q7CjZkxFjG4G1qWyvt8fqRFSlRvUAYwGQ+id\nIuMbTgzTMHI+nxXf4naOmBbQrYqiLKYRP++xPwNNKrnqeNkYjo7HmhPWNJ7OM9MwMoWpd0YguBNS\nBk0MaAbnBmwPJiylENNKzSv3+zs5LQcENuWKtZ7T6cQweAVo9oIhbZGKFlCKrLAPAKv1hBAIYWCe\np84Ge3RUvB80U7PshUE9vm7LKoXZYbciX3PNBKxqhX1oDEM4jDCKA3G0ZnUC0MwDNSKmZ/cFBDVd\nBd+5VqV2HWAjl6g4in1TawylZJpAoWCtY+7xRaMZGHBHikEc4hFB1VpRzbJkmlScHZAdCYNDxDK4\ngO/JGaVrjPeczf15FpHj9zNGu1W6PpqfFVNWzDEp+mvHr2iEX49fj1+PX49fj1+PX49fj/+K4xft\nTFWrolPpjj1nIZbCFhckRmJCCZEAtVFTZss68giuPTJ8xkqpqwptRaCLwvXQxPsosYMU3ZFYXUqD\nVDAa045JAn0k402lNHUvYQdCq5jcHUapd5CsdCdOftCFe4yImNCjN+aja5VzxHlRzEIAjGHsuq8B\nCLWwLAtSNmqFvHfQaqNmQzYjNVZyLAe0U+RRSXuvzp49TiXVO3VxYCZKU8dGyo09wsYYHV84a2BQ\ny3Dp4nVL1d/NaNcupht/+axteWwlPb3TzEAhkcpPrKt2AxorMRlMTVSjurFdHzAZSxiG3gmDJWWG\ntoedrpjaCFNQ8J9vhC4W36RyGj5wnr7l44e/4XQ68UU+62e3K6M/U7Y7EdX93G+6w49V43VGf1ba\nfqzk+yN/bRzOGCM0VlrN2O5aCUHdPK0WzcVyDteF4vZeuV3fuL7fub19x/J85vmDfvb09MQ4PEHz\nGBk5nz7g5E6+93s4R3CF2ha2aJifvjmiM2N5p3HB+jODr5T8gvRrPDg1QBiJTLZb87suDOdY142U\nNsSoGLXZLqTuSerGawt7M5p1BSDZITRSzSCe4jLNdbdTNdRm8dVyGU6Yr7RGYxhUX7Rldd844b1b\n/Jdl4XSauVwuzPOJGCO3Wzw+27aFwQXNmNvWQ9RvThfm4ZkoieD0a35tIGm14tLA3S206oh5z1FL\nHQzaiCWT9/iXnpXYxHC73XCDI6WN2/uVrX/mh0BaO1qhlC7g7p3gokDO2srh9Nt3/Ltof//nUsoR\ngHqaRp6fTkzeMdiZsi3YHpuR0srLyyvBe7759iP329tBjq8ls20Lhp00b9ldFDUnctqwdqaJRaw5\ngIclZxBhGCaszT+Ly9k79KVELI3lXg/hfs4zf/N0JsXM7fUL3/7md0znPdqnsCwbrD3aqqH5nEDa\nNmqtTNOktPtqEWPZGRc53fHZYsczgw/aRezXuCwry9uN19cv/PTllZ+WO/duBshLwuDw43y4mg+W\ncW2kmDU/b7GsVwXXApjJ4YeJ0TtSzUSptD6uM6PGD53HifPpwjSMjL276q1TYbPRkY/3A6dLH/MN\nAWPccZ1z7mBPtHPhxGlXapp+5g71fsKJAk0Hr//+QPAUFa4v8c79fu3ojT0cW8fFwzCopqtygFfX\nuHDvuiPn9OvutHljDNY7xjBoIL10svwOWLXqOmxSdRTXGi3tlPONklXzl9KGoWB6R8+aM26wjEPC\nB8EGj+WxluZkjudjl43Qf5Paf38v49Ghgu5Arb1rtiM42qPz/PP79fF82WZoVdjWijSFmvreXSxx\no9XMHLyiOL7qngc/4ozFG69rOzxG3B1b0hr92gJf5Xk+nu1d6N/XYCPIjlj/K8cvy5ky+hweRF9E\nBYyU3mqvPV0dyhaptZNkTdcQ9USVWisuPYKOv264aRDnIzOpYhVvDrQsSKGPBCsBh+kLeDVqMp5C\nwAQDtWBLdyZ1AR4UDaI05dB4VDXGqiuvCc545XygLUbvDMPg9EYVdwi+jal4iQzSsNVBgS+3TgFO\nsFR9KFPZkFQPh4UR/Z1bq2QfGcdwjB1KWZGt0mShSaC0ijRz5IoZYwijxRhLSgUTIyX2WX7TYEzn\nDdMU9BT1B+HHlx/J60ptUCQT7HpYmZW9AqsUBgyzG5C6k9x1Rj/5mRoqOS68v+nPcnmeKEZYcsU6\nRUVMXWR9mic+fPjE09MHvnn+ljEM1F4U3aeZtwbUijUV1wTTH6pYVYPWtoI9e8Q5YudMLSYxTo5x\nnIgpk1I89B02GLZbIuasDtEWj1DayzTiWuE1r2zrne/Xd3LnWjUiec44e0KwnIPgq+E99jZ56eew\nZeL6jg0OvzvabGBLGUzAuTPWZVLW8co4OkqLSFYNSkx3Yg+ClSaEYcJNEysLJLjuwuZawXpya8Sm\n8R/e7C94SHHDFFH3jOVwOp7DzDyeGLCYpkTs0PlrU3fn3dZFx0zI4ZALwfP09JHL5QPreuf77797\npBQIWGmcplm1L7UyBv1a3gZaaXivYxLvH2PzUiolVcQY/Dgw2u0QBC9uIRfNHUupseWkY4DO2Uq1\nIM5ig2Vb76xrPMwQzvccyeXacQPjQy9JAqnUkn/GZ4JHMXWIi0WYhr2YPjGFgck7LA1xgdw3YMvS\ng8nPEzknxmHGTrow3q+vDPhjQQlO3cygmI6WkzLwnFronX9kl6UUD32oQY0TeuJ0NFRTZktRC+C6\n9D935eWzYZw+YJ1jy4mp3/thHsjLxhorqTUdQ/XPhjCSS9L3trVY21Mo9hiefa0ZJ7BnWlqRXtiX\nbeWH77/n+9dX7gWc9Tz3iKYgldI2solkVn2fswvidUS1xI0iiTm0g8YvVgvv/fumwiEIt80xeF3U\nT5MK+/e0iVprJ97PuBAYw8A47dofj+3F1H69d4q9c4ZgBqzVhdta29VVYJ0hBIM3nnEcdWS0Z6vW\nSmmVdb3w/j5zXzfWTnivNTNNGgQsYnHYQyi/ppV11fNhnY6Uh32DNU9anPQ1v5YHogN0/VKWWMOK\nQ2rD7qPcLZNqYksLMVr9vJ9E7+bDtKG6ogf6wjJ0p3wG6hEOvZ+n1tchYwThoTN0zhxFqyYwGNxX\n2j7NdNSILOs0O28/b01URwYqPXhk0npA13Sx9DSA/fupbMAYOa6ByQ9nfK2af5m75CXG/o6yRh2w\nQc0DTThQI6UlTPkvD/J+2WKqNkJwR/J0SyiMMQSWFGlwOKGi9SoSlUKr6rDZXaJp2zsqmdL2yrK/\nALvV0Tin9mYRctfUOAlQKtsSqS2TrTvy2TCOeXScJge+UsVinS58pmykdetskYw0T95hkFiasWpj\nxSA24P3uInFHOvzoB5xE4s68koaTjLOO0Bp2eHBhyrWQt8TaWs/OM+RdT1Q2xCq3ZNlWtviIOCi5\nUduKmEzMC7mg1tX+cnQ2YM2AdYLNAjZg/ENPhTX9pWF4en4+wJUlNlJauKeFmK54Uw6rfrPa0as5\nI25lCA/4aK4VI4qOaGS8wNALnyaerTWImVGEYXRMvSg+Pz9xuUzaTbLKDbHsMQaemhvkgveGLcdD\nnP10nrBmIlZHipUP5xOh6jUsspJrwXjBuBlXH/uvlCODGMSqyD7n7YCy0jLWCpfLBfNuuS+vvHZQ\noDJJDLPPXU8jmJYPzVjKA60KtekCleI7behdFPONaguomOBx9oladibWDRNWbPgApeKaIfYuUolV\nCyo3MA0TDcd51sX9/rby5fbO1opCUZvg90XKGVIqx2bD+4FxVGfOeXrmKZxI65WWC8MwPsJsW+H2\nfu2LwIAxMHQH7Ol04ePzJ9JW+OG771nuV85P2vHYY2mmaSLthZPdGWtqvy61YozFWn+EN9faGEdP\nk0DMqgv5sCNRcLzdbxiTIFZaadTaepCy7jzdEBjqwLZtxGU7zCDD4LmlGzklbPA9zPjnu+XacY4i\njx1pzrsAVrrOynKZ9J6ahhlr1biSS0KC+SqzU7hcnhFprOvKpw8fj537Vd7UfVY5oqD2RcAa8M5i\nWiWIA4Ta9oUvUBGkVWJaySWyLzw5bZznE9/87je8vLxCTfRNPbTKcnsj2JkwOv3d8x6VpTEkg/EE\n66hNKPt5yQWTzCHeNtbiwkTtRTgWCAPFeBVgewO9gMMINRg2scRtZXQDv//md3qfnmbu641cNn2f\nGi2EALwPtJ0DmBKlJlp/LwTxtBrZ4nJAVnftlxXHGLRIcc4dIdKgncdhGBhGLRxO88jYc1edc6qx\nKQXrBLEWtzv2jOC76UDXF3mI741l6O5Vg8MZdzwzpWRMSTRfaeczY/DkvGcBNkIYmecTIXjdiHd3\nzaVORxB3KYoV2bsv+z0Zq5ohhN40kH2yAN74jmWohOAPTWTJrnubjwAAIABJREFUDc2N1ylFKeUI\n8RVXML5iXKA5MD4cRYoxYLMjxv7+Su0AodK1wkZ5LPoz2L28EEQcuVSqoKDUI+C9qhavmzystRi/\n6wWj5oQKOOfxfviKkSh6T9V6uJX3UG3nzKO72LMzd15UzonaCg0tCnPOyG7mkX6+TH/yO4R3/wUf\n//wvH7/smC8XqjHY3roM0jlPUjS8tjXq7lltutPyJuniWesBC3TWkEuhVr1opclRNWvQp4ItXVCi\nuRyq/ApWc+9oBmssrrvr/GiZ54FxsDSrlNy9nW2aFkyNpp21CqkXaKVZMPr9axfp2V7cGD/qCLIK\nrRmshIN9sq4rNhZOVJwtlHLn1BPgM5ZbLlpsGqO0637zG2t7dZ8BvWHzLq6rhtrUodjQkUktlez2\nnYYgQVu1aqUdsX2EUruYFCOcTmf+7vf/muennk9nAuvyxp8+/4XPL4V4f+/uRbQtbCzSBko0bOWx\nOBnjOI1aEK33Gy0v2N61Wt5Xijc6/sxFd2J9tyij6XA8HXFupXHrDJP3t5Xr+0aNgmvQilD2US0w\nTgEnQ8/KqkerP0mlyqrXHT1P+w48nALDYCnNkKWx5hsxabv9vkVyVvfbPDqcOT8+uy4M/oadLcF5\nSi59R9bv4TKQtoI0YZg91T7go857pGXtpKUzImdOO6YjfdbRrm9452gEQtHCR2yhlYqRqoJY4w9+\nUZCBgpBuV1JtIP4Q6BZxeKO0YG8GDfSsO9Qvs5QFSiYYTzNWkQPA/f1KzYXL8wftmqTIh+dvABXv\nxrjy448vvL+/M06BaehohKZsHu2OqtNtZzcFP+IHR40VFzxDp+mD3jumBzinFrHBc+6FRiuVTKNZ\nQ633fq89Okm5FCRl0qrGlByTQljp7uB1VYdtU6PJPiLbX6J2NwuI0Gu7x3NndHc8DANTJ4RLg2W5\nc41Xtat7/9jcYZjngZg34rJwXxdOvQjzYYRWKNtGw2CtP0ZL+sKPOOdotRDCQN53296BsbRadTxi\n81GEYSHmTCmNjx8/8uOPPxyygafzzDCMlLLRNos/nWm70ysp9NU6R8qZmDKtBwTXPg41Rkjbqgu7\nNUjfLIoxVLFIqRgi1EiLvYBpBj/MXGY109S0EYIW2iEEnNHcQT8on+x01q7lNJ6wdqAm2O5Ld1q2\n43cUEWKOmrO4c7/QLMdgnf58Ikht5H4RczcwlBypVljXSkHfJzsdfnADWHVw7eNfYz3QjvGuFtR7\nh1Jhk9M0YszPBd8pxZ6N2Ri8Y3T2uEdLbtSvYKq0RvvPxs37z2Sto/TncP9d91Hk457dCwqL9bYH\nEIej+6P3TSVg8f7EMGRqS1r8AmHoI+3e3fHWPiQzpmFCw9O5fCJY/+jQOucOMxfSqN1EYoz65Uqu\n2KCftW6i2FI8/pu9+NzXC+8V5tuaQMuKQ+rvDOv6dbXuZy68/tD8LA2g9XO/f+39XOkm0h9FmBij\n2aBfnc/90LEt/8Xjly2maqWUiu2VuHeWMlqlBzdLHRrbuluyDbMdSAKRQipyUHtT10iJOEox6LPW\nW/0pY4IGJ5ciGMxhcSytMQSn4YlGGMTS34tadAWjW8NuE85rfwhromahZUMzBXE8bvJa9AVahdoc\nUgytIxVK1ta4D4ZaNiJQ+w5MTCDlRraV3CLIeuxcp3HAOw2lzFkUxLnTuo3R2b9pNJPIObKte6qj\noVYl5TYaTZoWrx1OmVFgo3O6w3Zejl2YGwzFFGoTfvubv+Xvf/8PfPr4u34thG29YezAsiwsb1fa\nzn0qhpIMgxNaEWKzhF68nU4zZ3/CiWHwgbxZ3rqN/Z4yJWoDaDAw5MeDWspGq3fuyyuDPRMzvNy0\nG/Tjlxc+f/7MLBv2dMLYh6ZmWRacCwznAWOE+/rG+fyhf82EGF2Qa4692NLTNp+e9YXQLLE27pvn\nvvWHWBzbemO7faG0yDhY5lkXhTVdWW7vBOswdlCoH6fHbipYSmtIbRQB5x2p6xiW7TNj+JZWPTkN\nDP7EPOrXHceRt8WypRfwIzRHzb3QLA3vhXEKqrswA/dy7/fihmAUBpkrplmkL4xPIfAUzpQE26qM\nsyPfBcOWEifrcNazrZGljyW8WD5+/IT3jnW54ex47EBba3z+8Tve3t5UOzJMB07jPE7kHEllo9WN\n4KZHuGzzCJ4QdntyxfU2ivde0Qldj0GTQ+IwhqCjXCukUthKJa48nu998V8WrLXUUg6e0ppiH7t2\nmUEzB7fOWksTg/0qhWCPaBqH/WUuHRExHMVyrZn1/sZ6+4IxcHn6cPz5Ye4ut00LnJQSedh1GYog\nGQYttlKrhwuyorb6nOODZN7HQK01gh+ouTGNlqENpD2eSCxSMl9e3/n222/57e9+z8uLcp1iMkxz\nwHkhTDOny5NqF9AUhNKgbJnbFom1PQKwbdegFE2nUMBwO0jmONtjZhYqG7aU7iSFNTdoA/Ok73yz\nmoO4nylM4xkfHCFoMfXpk6IRpvlEcAM1Rd5fvpBjOhY5MZD+P/be5dW2bd/v+vzaq/c+xpxzrb3P\nPufe642KGAvGEFDBqggqlrQgWFUs+g+YlCwmWrFkVQgoaBDEFBQlBSuiMYQIkYikoFHuNfecs/de\na805xui9PS38WmtjzPO6VxAOyu6bzZxrzjnG6M/Wfu37+z6qcNTM9Xrti9ShvioIRd0JykA/Bn8t\nUUqaEUT7Zaelu+LauJXztrCdnxXV6nPqUjaKN3PiHqHPoC2oZV1n+2+PB7Efe5m8O11QWOun5U+u\nx7TPaa1iGrMgsiFM5VkIgZjTRNeMEY3yOY7pWK9WHWHuT82FImqfg5GHQnOdrTuqhbYhY4EtRvlT\nziJW593R5MlVqK1gxOIkUE2enE8fHDTpqsOO2HWlek6F0g6sMxxDjddfNwxnnXMTYXo0qwYziyEt\nykah2SaS1dqD/VB/XUoJZ8N0qx/nVOOjdFqX0Pd17Ez/7FYzIqrklIcKaiyMft322y2miqG5Ruo3\nXXABRyNnNbcX4wnubmOACI5urJUctyGfLQZjA9JU8k1Lk//gQ6/QUcLe4hZyGzwlh3OBYD3GqDeO\nn54xRROmi6I+tVZsGUTLSo4CRSj5oEqaq7OGIdUEh6f5QrIXXEfQUoks6wom0KqlJEOzQzbfaDVz\nKwf2FJBaoChqcTNgvKUJHEfG2Do5PM6oDHazDTGO6jzGjFiQhuD7jV2pFMQKeUTGtIypmVpFSfmu\nKGkUECl43/DLmQ8ff8Tv/uQf4avuPmuIpPUDb5edn798w/fff8/evX/WZkkpYaxjMdpGHe3RdTnr\nwBETpjZqESTfe9pRKuUqmJpxEhE/Bs3GLR5c3z7RquPL9cbPP/8hAD+7/B+8xk8UB2Zf9QGxg6OU\nuV7faDbgV0gtY6+daOqF18srofviIIW1+2Ety8LmT3j/xCVelbeXhpeOmgquYaWkrGhIf8CNM5S6\nc91/hl9+hBOnuY6TFBvIFlppOBwmVeXHAXF/5bpf2U7PWGOouc0iZV1ecKby6dLIx46TDTt4f1yw\nRpELa04EH8gTCSvkeFGis4C12zSvWz0IjoZwpiDG41dFA6Q5rK14J5RWOGrm6Ukjej48f6TW3In/\nyjO6dVSj1cjb2xe811VqCOpcDHBePZ8+3ailqJy+tYnyYHQQ89apeW29rzKN6Ysfo9C9WKa3j98a\nqzRyS5zWRduWuZGy3m/xyORaOI4Da33Puxv2D7WjTg6a68fcW8froq36ZjCm9Qyv0c7RtlopOsGt\nyzIH3JYjjLHiYcLU6ySUI9FEi/WwGbW0QFtLtyPRbEBwpHaXYaeUCM7jvOF6u9EaLC9jXxadaKSC\naSxhZUBorTVO6zOJgyMffP3hG87P2qa/XF8RG3j68CNePnxElmdGjlyOcJTKLUVYXvCtId2N3onF\n9mvmzYMXmBnmlE86FraIqUXtCvrkvi7PHItwdETDCND5ZMH0/XeWp9OZU1hYx7VAcFR1crMGu/qZ\nW6jIkzrXfziftJgaNg3z/rkXHQMpinGfrTO933di7UaTORP3K6UkUmmsa2Dr44JUwWZ7t98Ry6kb\nTL68vLCu28x2XXwgu144WMfwWhrS/Jzv9/ewJhAxNGnzfJphJ5DzvJdqGYhOmnOTcpJkmn2CLghq\nj8VqXdhwR3wEZx1GbI8ZUgTr8bxhVdik7Ki+OKkFKUqzEY0t0HgZ6O7lWgwlKkpY6K+T0sUwQqu9\nCAp3U8xRLIpoFNvYh4EQlSK9lXkvlgcyZoyO9+bhd+P6NFP1OJsZ3V91PffKvZqf/bAYrLXSOmr1\nGMEkcudf/brtj7VGEJFFRP66iPwtEfnbIvLv9J9/JSL/jYj8ryLyX4vIh4fX/AUR+bsi8r+IyL/4\nx33GD9sP2w/bD9sP2w/bD9sP2/9Xtz8WmWqtHSLyz7XWrqLLl/9ORP4r4F8F/lpr7d8TkX8b+AvA\nnxeRPwP8a8A/Dvwp4K+JyD/WHqUG473zjviNDjCRbCUTSKVgnGArbL3ST6UokmHOeK/8mZGV13qq\nmFiDsYaAf1DJGWzweNGVQaXHPQBiLX5YyJtMLbWHPN7VCWpRUPTze59XqtBSpR4Fi6VIo3U7frEV\nxOBEaKlRc2ZPitrsxxV3XVnD2gNRheBG+6iR9je8bapSEU8rXZVmE+ILYRWOo1Kym2ZxxldEKpIH\naucwvq96ykHMlWTUbl+RiDrhytqVkaYaRArW72MNyFI9tjhWH3j5+gNfff2BF6/IVC2RW7uwuBNr\n2HjaTly/qDVCSY1ltUhDIWYnlH5OpWWsdxy1UIs6b791Vdp1LxSx+NBIojlxoa+IlzVy3F754r7l\n++sb1/3Gl4taI1zT94QnRyuJi9wILWCm9YMjY4kxISaRpfBp/5m+52mjlMZlv9BqxHrD6pWHZK4G\n+2IJRmjBczktfD4Gt+tCMBW3WMK6sjaoI4YkaTSNBihfMeaEs402uQBeOXlFo4VKhtizrVL1XK5v\n3FLgm68/aA5YtyMoVPx25sn+Dpe376BVTv0ejtem90qGHAst10kKHQZ01+sNrGM5BZCR27fignIN\njQ1YOWEYq+qV1aEX0MBPvv4Rpx5Ye7tduLx+YfEBFwKX13sIcsoHp/NHrIDzlvP5PHkQKVdyVv6R\nd9tU7kEPHx38hZw6SjzWeU1NE5uaKFZR5ArANTfb3N43jDsw3rGtffWaHCZ3495UZysEeguwMhFe\n7z3bpsT9sC5g7DTrfLSicPbexnDOsHhPTgOZu6+KaYb9euA6umpsJ3QLaplhKjmNWKfCup2VM+Q9\ni/PknnXZeo+plKRk6z1juwrSrUJtfp6PWusM5G6l4laNX8oxEWvl67M+v88fPmCsZ3t+IZw2JITJ\nlzOmcloCxnr22o2Q+33oTgvOhx67YWjGdwPhkRqh4eGmGciVWu4WF7WbC+eSEOGdUeSwBvDe9xBi\n4e1NW9VHUqSv9K+PBqri9Bo9PelzO9CKcT29V46RIjtxOoA/tseGSead36RUCWNcf49HdKLN6zvu\n10c0ZOzbsizs+z6Pb7Rox32TUprPds6150IetNbevedsU3ek5BFNG60xNQk23fyyKDoKvL2pk/lo\nDb/jFEHncvqp8LuLLrq4ov9XS51oWKuVFONUO4pIJ3gDnSCv3CJVxw/e36Ph7a+KaRmGniIC3SwZ\ntOWodh+iyG5J83XDlFavtVoejWfUiBqPUhutFYxhcpON1egskTrfw7jHc3A/X7/YcnwUovyq7U/U\n5mutXfu3S39NA/4V4J/tP//LaALgnwf+ZeA/aa1l4H8Xkb8L/DPAX//F941Hxgehdg+IGhvNdRVN\nbTjuB5ObtvOkGZoRrC24kSdVZcLi1jrthw5VR88ocgxyYp5S2lYSqVYl6TXwCNXeB39iIV4SX+LB\n5YjUXW9UbyzeelzV7431s61YckE8tJagGWIp7A+eGlJlEldt8Jw6ScsUJUgfqRCr8PTsqEN5VRpV\ndpaT9nuPNw+d9yShYqXgO5lT+/KdS1Yie8kItqs1isKv/YaMuWBFFXaNiifhehzDkRu2NX5n/cBX\nTx84LSt+EG2N5/X6iev1igDPp43v/LhXEiKOmhvJFzCWMO4yCyZ4rDeUGNk/X3g13ZEaQcoC2WGS\nU9j5qtf0GhLeXxF3oZnMLb6y37R4S8cbbgFnAjVnUhWWwX3xK8baHj6dqHIPXk23G0Y8Ke/s+YLZ\nYbE9J08SV3uhpUiWSi4J12HpZfFIObDW0KxDcsStfcIMJ1bxtJaIuVBtI3PQSr/G4hnNuUylFGag\n63Ez3G6VT59+jmkf+b3f/Th91PCWnEDchg9P1BSZ6cm5kKrBiyVVYa9Rk+iBkipOTpyXDWc3zmFh\n6ZP76lYEh18stRqcrCxOJ+kFRzAWqY4lBKwUvvvuu76fXzhtC9saeP1y4dOXz9iudPz6m284nz9w\n+XLB2T4J9MJ9z0U9kswCYnF2mVycKY0uGirtREMeQIuXVHpkiRHlf4xUhFbn+GCM4bQ9sccvU0Fm\nRdMDrBhNP3hwl9ZiSjCuTTL5eupFSlhYfcA7R4yR275j7OCbqPq1pqTBskmDb/U4MrfbFYf6/9Ra\nefmqqxmBeH3Fdx7J5XKb/CvvFm77wbKtqtYUVQHrcUFF1LG7VI50Q65dBSkaJWKtR3rO2BjwK5VE\nQVJi9QvGeq49r/Trl284nZ5w20Yzorysfjs5Z0glU3IkRfWVMnkkA2ScBbsuNOewnXBsJqnmSjEG\nmlEKxBG59jHzSCpHRwwp5e6lNIqphWVZZvG/x30WDelTnuTf1hqn00qY+alKXlcyeG/N9GI5LAvn\nYfmOFknXHnk1fcRqmwHYsXN5Lpe3WXSNQmbbxrinUWRjYk0pkdPg0Wixs64rl8ul73+dnz0KrVG4\n3Ysi5r/H3wz+jxacbhZhj8XIKFygzkLNdT860BaZAcSIKgutmwuUEEJPHBBqLb/EOXI+THK9aW3a\nm+Ta1GrlgaD9aBsyWpHFFnIud1uBWhCUy6x0xjr/dpzj4zhwPYVgerqNgqt/30qZQIBz0hdd3R2+\nljkWWCMg3Xm+RGgN6a1h9RgbHlmDxH5v0I24rGGN8M4Whd+8/YmKKVGpwt8E/lHgP2it/Q0R+Z3W\n2h/1E/L3ReQn/c9/H/jvH17+B/1nv7TtWVhqnSGLOR9gPIZGjhFnN4wMqT6oMRjQKkUSfiQIG7Wi\nL62idDOZij0xDUQQ2yvzWueqwBiHMRXVfSlqlfqqPl0T8TVzuxx8uh3cUqbHF5GcYVsNxlmOfMwB\nEqB50Wyqpr36lCut76fanBT1xjkKLgdaTzR14giLw1vHcdvJ9SA8jWoaSq1YA9u5Yiik7rPUskHa\nRnOCYLBuUXQMMLmiialFyew1YXFTRUW9e4OkXdPFu+s+wcOyrDy9fMXLy+9wWl7w/XWJyCXvfPv6\nR+TyxrpZnp914Pry9qoDFIKTil3CjMypFZxxNGMo7LS1sXzUCcyeBVMWJBsMuootdgQPL6TsuO4J\nsYnb9TP5UD5ZKReoEes8NigikNBzEySwLCctzm3TkNIerJxixNjAUTN7LeRbYhEltTs8bq/q6eIa\nlxIpnUu3rE5T7iRTrRoWjmxJlfUGSiqsi6XUQjDPlO5P0qqlGgutr9px+D5pLovBsXPYQr4aWoSt\ne1BJzkiDaBtLeyLFQzl7wCpnKgdBNDrhyMcULlif4HTwsi0EtxGswXXUZpVFiaVd/k5tuDEpVhV1\nnLaNVguvr6/kvsr0fkEafPnyhe8/f2JZPM/PWoQ+PT1x7Fqw+6AE/DRCp3Pmdhw4A+d1wy+Bde3I\na4yAkHNi33eW5W7A513AGDUN9cGSS5mmtK1WgjWsi1cuUbBsYeFm75Pm0RVygwg/B/yRNdgsvnMj\nHvmlxhhsX3gs4R5aW2rDNos4q55OrXS7Evj+82eomR//zu8TY8Lae0TNJEibxu3ymVoKpxc9b41C\nzo7gPH4VKHW+rpXco5kqsig5PHe7hWg13qTWjHUO33kgoIvJIBYj6oW0nhdMR8FzD48tNWOWFSl1\nkrNr1agRSsUZaM0gPej2iDduF1VcruvSEYVCGUaRBS2isEr0r/fi9Xq7chypq6x0MpvX2DuWJaB+\nd0qyHhmKpag5rE66kLPj1lG7sA4y+VCN2cmnoqnyVf2bBGjz81I//kFg1sJIn+9t29j3W9+P0hGo\nu+myNcyiR4umY95Pt9tlFjnDi0p3RdHN4zjmRD0QUhGdJ0z3N9JjGYhWfjCLVXuAGetkHpWE9+9H\nUTS8ruAOKExOYL+faw/sHvYLev1VJf9I7p4F+ixCLNJM7y7cxR61Vpy3pJyhPhxjtxVoosVLK/c4\nl8dYl1FsDvxnIIfWWl0sPJy3UcgNZWXLZZLM0+wq1VmsDUVmelANpsQ8nnFexmustVThXZH5/woB\nvampxj8pIi/Afy4i/wS/XKj9cYXbL21ZErkW7CSFFqw3bGHjNUdKuuGWAb07jrgTS+0roap5e2ip\n0IrKn2OuWCPvZJbeW0qz3dSuELtcNwTNO4oxYrAcOVGOfpGjkG+Vdhhc8bhs9Y5GvW+yVHJHpYoA\ng9TeDCVnjNFg04qZhNlWlJRXRWWikUgZQhhXuR6HKsEqcKirOYBbLd5sOFNwIeFK45pHrpfhtnss\nN9aznqsxaPrlmZCEPd5AIkJ993AE50EqpXYVTxVqH1RiLbx8CPzow4/56vQR1/1IAC7pxqe37/l8\n/SmlvWLsfWDMOVNz5bQ+k5MhicBAikygSVdo+RPVZnAjQ1EQAm1v1Hjgg1C8FlrFBK5Ji8MSd/Lx\nRm3DydrQzEpuGVMFqNghfZZErhmwOBG8s8Ru4dCIxFSIqSLN0ZLh2+91AN+vBx+fzjwtG0ihOIPt\ng7SVgJiM803JxibPtmopBWcd1SqySgFjXmgyMqqCkj2tAS+IX2DtC4LU+FgP4i1Si6dcKzmMNqe2\nrb1dMaJt0NpXU4VCc+rHstpnlqX0AFMQL7ysjVaNWh9IRjqK5FDy8pEyR1QkwvR7OKwB6wOpRGo8\nyLXODMXUKiVn4n7DOVhPy4TJr7fE5bKzLSt+XTCtqnAEuO4XPn/+zDdff8QF/47cmXPm6emZGLX1\n8uHD8yQux5jmwFhSw4ildVc/0ymuwRqKc8R04J3h1H22Yi76fypd4XPMe7iWhBhDKa6PCXEaKbZu\n1JwaxJIVhXx0gZZCLYkcd07bwm0sbFrjT/3+7yNN2xPn5yfeXrXFn1JisQ4jjevlM85ZpAtFWimc\nt5OuzFdLqXV6jPnicE4n6FwLGwGZJGvRCUdgscIwrNRfiobeLrrSDovnw9c/BtSsdE+RU/DQDGLt\n9PPDFIxpSAGJBdsMYxW5rkF9hHJSMdiyUKiUkYlWHcRCSaqUwwi172suKjiht6d8uxufDv8knUx7\nbt5Q5fX7RL+2LiboraLr5Z1KbxCZAa7XM8ex93xIzXgdE+NxHJSatENglp4BO8QAdhYiren9su9D\nIcksQmLPU3xEscZ+Pj8/v/O1stbOYuMXic2jSzFaeI8FgypFfS9Y5N3rZsfFqenyvaU4UK3HQut9\nwTWfp37fj+Jy/L0xljqUbb1YgV5M0UXPUmn1jmipyElIOVJtUyPeXnvoMati3tCo4t6hQeahA8VD\nW9EYtWBoTZ++3Cqeh45TH3eoCpiMfck566KrX5MhlOhvSkr5nYv7OC+jXfqIuuVyt6l4FJT8qu3/\nkZqvtfZFRP5b4F8C/migUyLyu8BP+5/9AfAPPrzsT/Wf/dL29/63L3h7w9nAT35y5sc/flG2vxh1\nrE1J22VAoxLrwfW6I2Lw9u770DpcZ1Ezz5weL4hQi4WSQDI5p1ETUUvGOj3pzlia5IkyWXFYr4VN\nLoZU7yHAbhGsVDRwWVfv4kYFqxYMe8wgasnQ8rgZoeD7xdJ/770oEsmIWG4kLJYtWC69JfX8shEW\nDbA1YjDewll35o2D6/GZZfmazSha5npEdqkV7yq3WyRn5ZO1Vuc5FRGMVdff2gzSLHv3TPKm4f3G\n2W8E1Mph7/347z9/x8+//47Xy8+BK4vbJjfEO6PRCbcbzir3ZPgCueBxS4Bge+yCnQXx5YgUEcJq\naVEf0tFaadZiQ1UZcUxqViij0Kq4RZHLfY+kI5K5P+DP1XByL9RceshmRx6plHTQoseZBePcLJad\ndZS6Iu2JbfE0b5HeWlhCN2XkwAHV3gcC41VOa03QAjoJuXCPLwIN87UbdvG0JpPf9MaFlh1PT6va\nIxSLxLvs2gSLLdL9pFaOOopeaHikCVIMmzVINyBc11V5SKIryZzznNxqzaQckVapR6OVhvVufp4a\nrypcH8JCGbzGI1NTopRIWCw5V9y0VFC+yLIs5KLGgG4EHe83Ko2wnuZK830sS54TSo6J0FuONReV\nhKeDnCrLcn5Q1TSkVYw0uscspjswA5xOJ3JtfP7ydo8FGdfYOejuyyPwdUwa+74T6zE/xVqrXAuY\ni69aIh+eN0Rkcp++/vprYsxcXt84nU4cxz4HYOsE4xxWHYexxs54l9vtwsv2AVMER0BcnQHYgk4I\n5/MT19tNw9Mnv6Wp94+IhsY3P+NGamnEmrFFcGK4vF358E33mfrxj4iXG86talJYG6Wv+G7HznWP\nlJihNUW3+qzou3WF1EKLGXleYXG6OEBpGpJumOPgcr1wS8dsLZbeUqvdWFWNHO/GrBMxbFWv66Bi\n9AlRkQstaGZnAdiPY/KBtM3Vffuuaiy77zuuexLVdp9sR4GT0gHN3ZWlMIsMbfkd8z7VYOGgc8qc\niAcHKM1C6+3tbVok6PN05zuN5+OROzS4fKPYmovdsM5//yLyNF5je1vqnccTTE6YFjJ35/df/Dpa\njCXe227Ra1sydB7bY8E0vMZyzpRfaPHVWtVfygjOpFkUKieuu9AbwTqDbfbda49+HWu688IeC09j\nDLXdEa13/Cs68jeCnB/QLtO9o8xDwZRS7J/X1Zv9deNSupM0AAAgAElEQVT8P6KGf+Nv/W3+5v/0\nP0/E6jdtf2wxJSLfAKm19llENuBfAP4S8FeBfwP4d4F/Hfgv+kv+KvAfi8i/j7b3/jTwP/6q9/4z\n//SGaxur7ULAaojpoDnBdX7OeACabYSlcblWbreCd8wUcNOdaUuplBpJMXPro5GTTJSMlUbpvCnb\nIfRa9MG1rqknj7MzD81UwTWF/o0UxNRZ4bqgE6e1loZaDbiHAa6JxQWNMqG0aUWQj4qxKzYoh6cZ\nSx7FYm2oDWihoG3A0I/BNDAnqxwTq41nw4jFyBrZshRs8GzrB7zRiaiVg90VSqoctxvOahHXOqdK\nCX8WazOmOVqp2N4e9cZivOGoO5/3LxRx86a7fP7Cz//op5rJZi4cTt3VQWW3OTdKjZhm2PfGpRs3\nHuWEL7q6DnYl48lr5xXIhVvaSa2AgWr9tJvwTrMMpWX19ZI286LUuTircWVVJ+Ij9qiGXMBXbQvX\nRhMhGCXhelFfKfEBb5+wbpkD6slrW8yjsT/GekwnAjsgpoo1DaFQs3JeoPfqayMYzfcSZzWbbQxm\nTQjitFXWV1Lp6IOjN7QU1NelCTQ7wE6s9Xin7W9pBWctbelkS9s6sdviaDjjCOEeX2Stme1wK0Lq\nXKujKXrWinIGH8mkyu1TjteyetKxT3+YlCItJ6wY4lFwxk6bhtEWiPvB+Xxm2xyfv6hQIMXC0/kj\n1geNfJI6+R3bthHTTowJZ4Tb7TbNVa2z5NtOjDthcdOpe2w6kVhsUrNf54Xy2iNcLhesWLwzpLj3\n9ns/xlL1WW+F1konjXekO2ux2fpEJyJT9yy14KwQwpltWblcPxO60W+pB69fvuO0LZiejXY+9WiQ\nfUeqITjbxzQ/C/t93zmHJ6z3lJzxIUxivBjI8SCmpITrZli78Wgsw/CQ6V219LifpydF546aycYh\nzfKzP9L17jet4cOZLFbFGjnRervq2K/EXdvKTgy5XGfagBgDFJxrQKTUhPhn6NxVE4R6qxzplc+v\nX/j8+oUvx6Xvq1rhiAipFx6Pk9YoRkoppJLfIVNNIOY0i4Vx3wz/J7zHGkNwfvIlC4W3N83BGwXJ\no92G82a25Go55nvekae9F3LaagQ4Di3UR1EFzGPY9+tsm41W5SgQB8Fen580USVg/v342eNkPvhD\n+nNm/Mnj6+iojsaj3DNi9Xgr+378EnF6oDI55+nJV8fXCiZFjLPEHAl+ef+6VkjxnleZhsEojT0e\nnQ6g1iBLb60PcYExSjUYxSVoiz/eNDYnpcRlv83rNLhdy7JwWlactXfjzFK1GLeGErXVOxff7d6S\nnEVtXxAMH7vjOLjd3rhcLrM4H9fqnlTi+HN/9k/z5/7sn9Z9sob/8D/6z/h1258Emfo94C933pQB\n/tPW2n8pIv8D8FdE5N8E/h6q4KO19ndE5K8AfwdIwL/1q5R8P2w/bD9sP2w/bD9sP2w/bP9/2P4k\n1gh/G/infsXPvwP++V/zmr8I/MU/9tO3jCmZkdZom2epFrGeYix1qRNqd0Uw3SX8ct2JR5oZVUtf\nOEpttK5E6YBPZ1YJtSUNMTaGmIeNwQiotOQciUV6ZABa5daKsZXlZGlumaQw06tdzW1T2es0wswN\nvzjcoqBISZVbHnyTAqWqoZ0zVHMXZdWiprTSlAeSmmNcHtkTAmzZ03zmaDcGDh4WbcnktGuOmlkw\nfaUYTGb1gZYLxxERDNW3SYjXaJpKkYg3HtsMpZf+BoGS+fL2iZ9+/imXeJeH3y7f8+n7b0mpYH3h\ntr8hQ3loiqozTTefM40vV+WNuFdd5Z/tijWNWAUXRt7hzr4flFS7S7VmyYG2Di0LjYqxCWrFzfyn\ngHdnza5iJ0lhWbrFgTGc3AcW+4JYi3Gm86o0Ssch0AJGFl0BBV3Nr8szwRpal3CX0qbMN+WCNQFT\nBetdt7borcPeSjquifOyaKtYZLrjL84RjFdpeRCsq7gOefgcOIympDuv0Pz4zOM4aLWBt5ptWGUa\nepZWkWKRqpxD4/y8T2NKmKOSjQF5vzpvrSk5qGm8knNlqusmN6MZSsvk2uZ7Ouew/kRJmdV5nk7n\njvDCERO1Fp6fXzidTrxdvuXb79VctVaPcYvaODRFUfxQzxnLp8/fUQsEb5BWppO3MQZnqiJZuWBX\nXaGPfUml0vK9JWAMd6Pfkogp4oxakOz7fieSl3sQK4yWQEcElg3rhBIPnB0WCR2x9WpxYIzly5cv\nQGPt3LbXz28dkYCnpxPBCdc3RcnKcUXcWXMDRRAs16u21JUeXXrbQTidVnIPZvXBswvcYuJ0Ommb\nticD+LBqi7K1HtRgebt2VBbNAnxyT7hlVT5OHxTLfiX4EyyLqiYFfBdmvJyfcLYQLzeQHm3STWC3\nsGE2ozJJkzFt73KfHv9jHGZpFH9h55U9Nz59UrXul/1KagbTzU7DumDlHvkVrCO32sfSNF3s6ZL/\n2EOnLXeujG3aMpLumr65cA9xr4XSFEkd20Bt1nXFiMNIwIihtGPaSwwKxrquWKuhzkM9OOwQrNU4\nGO+XiVAp7ylyHEnbwDW/I0tP24dO9h77cr8P78/7uC9TyRMlgc4FeuAF1Vrx9t5OfPzbR5VrzmVy\nj/Rng8/WEOnWBIODWSLHkXElTJ7Q43HkVslN+bzOGyTd+VSqfL2ihs/LHV10potBbthl7QHdQz15\n4cuXL7y+vnIcB9djn+KLdV1x3vLMs9J6zF3MNMYQU8zM2nND6DU4Ys4SrJvvN893N8WN+VCz2C3M\nY9A27kAI7wiiuAeO1q/ZfqsO6N4bSr0hXQ3jbSD4MzUEbiUpF6S7jotTEtvH5ogx8/lniXj0NoG1\nvZrKLD5g8WTbodnYOMqOa0Jpov3+3pMKogWEF8OyrCy5InXwAzyxgF8cZ2cJJ0fqsHyuPYqgFmIr\nYBup3Il/ToTQDNZr62cSQyVpGKk0JGtu1Nb5TdXk/oAoYbCWRuoqMLFV3axTw53o7aNxXlQ1Y1tG\nJNHqQe7Qa26ZKo1UC/FWYGlIFFofxMSqT09wFkrBSuFDV2adzxtP/oV43Pj8+Q+o5cpx0/f99O0n\njrRjxLNfjVoH9DiCZVHn59s19oiMSusMkLfPwiZavCxZg1fzcMnNllA3ai6s4YT4laX76ZzWlZNf\nEFPIacVbO9t8YtSbJcVKPquHk5HRci3qaWQ2KAZLY1wK0wItN81Qcw7rlqn42rYN6/1U2hRTpmv+\neBittWxhQ6yZ6iI5GjVWYj7IeyF4j+/EWugtgbW3dJOmqMvSB0rA9daHtZaS8+To2a5Erbmqt7Dc\n7S1K1hbmkPhWI7Q0WnLp7lVjLf5hsC21Kk/GtDl5zHaAiGY+FhCEZfE4q0VvS5oRt/jCtjhKg9gn\nLCuGH/3oR7y8vPDtt9/yB3/4f/WUeHAOnDHQHFUqMWeeO2cmxqgkbsmclheccxyHHoOSgTW5oBqL\nwVN7S8oaIdjAcdw0HqhzJPyqrYntfOLys08qye6/u8dx9GfVWGwvNMeg+/z8ASuFsnpaFsS0LmRA\n8/oE4r5TSsKHyrH3+KL9Skk3vvrw+7Tq+ft//6fY3lI/rVrwX683lkU5hsNOZV1OSq6OuxKXaySV\nNPfz5D3J3gtMaaEf34Klt+cfWkeghXXMic160u0LYd3wfZERtjNmuKW7AM1QF41ZoibODoI/UepO\nrae7Kmw76bk1UD3gVqRY2uDMNQd2wZ2/Ytl24qc3otH7Jued/aqWAdu2aXyIuxOib/HoBYfD+YB1\n73k+q9GCY/UrnuHdBWdrSWTCov5ctTyIQYKfCrr5/KGFj31YXFjrZ1t1EOFFhG27P2egOXKDQzR4\nV1N12RqtrfhFrQ+kMX83PufucVbJs61Wpi3IaE2NQsPEqKrAdUEzJ/N7/lIuJKs+TN5rturjMT49\nPXefuQvLsjy0CNWmRHm72u4bRPpR7B3HjZztO9WlnsOADzpv5L7PADEd/f+kamJjp6VGTJmYCyKR\n1hWA4/NSSuzHjdoKYvilBY6zHmvUn035ZfTnoi8Mpb1TTurx6bVRHvT9vfQ6lWlD8fz8gVrz5FMp\n1aH/Xc0KWMzw5PCuKPtV22+1mCoNpLl7MeVWmiyAxbtGLIHhmeRNxa9uEu1arHz51Ffuu0FYcZ1S\n5JwhT9uEDLng/EKOCYtBwj1fi9ooR8GtltN6vlfvFTbx1GKIeEoqmK50MwlKK2TpUutSCEt/wHvW\noBiPMUr3HTfA6cnTmiOlRLxlJNVpWGp9oFbNG6zd4yKNvKjW1JRMhHarnL4KMwE+0/CLDgC1KC9n\nrtyb5av1zD/0zT/A8fQ1W/BzdTE260cKupoQPj1rAfPV18+cn1aeTgtrM+xf3rjd9EZ7+5LwsiHl\nTLxeySVjOzdk8Se254+kpVKzkl+3ZSAQns2sBPFsZsPZu0LQhoWP/htsExYbcH7h1H1iNHPOK/dH\nKjne1T7B9RXQaQxowoj3KC1TKuQkNCfQCovrafQmKGeop4eLWFW8Aa1AKn1FVislpcmpsFajCNZ1\nZfHunTR7qJBELMctsl8PwkP8xRhUH8mk07jSKRU/p0R5kCnrZ9qpqhmr2+lTUyut1imNH7J3YHra\nNHQiyQ8eLvT9KDmT03sOi4bqqrlrzhkxFt8J4blaUt5pxpCTombnHrfx8eMHrBj+4A//T7799o+o\ntXJav9bPk8j5fCYshtstYcyZpl4hHEckl0gjcj0caw2zsK1V+TOtK6Vqa++KhsIdURhqqhl5YnW8\nOG6q+Hok6M7wWO/wS+gRFyMP0LKGhZwsySXikTAy0FyLwdJaBCqfP31HKz0k+Ljw8eWJEAKfP6t1\nx+n01E+3yr69tWzbxrYG9l2RKWPUuiEeV0pWnssgko9r/ehTVEY4bFdmPm0n3BI49jsK0zop3S6b\nWsa0xrp23yXxNBtoa6C5EyZUatRCrR6W0hzZV/xyZlsE0zrH1BjwGwSHGAEbaGbDDPc0qYhTxNYG\nz7IFtqd+HduTrvj7NXLOz8WSFiZVVWniwMj9GrrBIaoY71icvweSS7eKqFX95KydalXbCqSsxrut\n4R9sE6zcUaG7dP7ORRoLi4F2zsVQLwDWcOcRjWd5f/jdtqzvivNR6A57BFUH3nlMOdd3RdIjtwvA\nHfdC59GmoLWGl26UykJb/cyJfP7wxHp6oqbC+XzWOWcQrVvD2LsJ5mNA9CDKH8eh6LH3c6wZ12Fd\nTnjvOk8r9tdFUjoejGiZ42mOicvrF6JX3mdrd0X9OF6Nnwo8fXDvil+Nfrmbjo5jGOOVLizzRNjG\n7wZJvqJflzA8xzSWSrlUgojyG8f5brVbGsWm/MqZQ2NUjfobtt9qMXXcDJLrJG8HZ9T8oSayFY6Y\n2ZYBFVZoGR8W/FdPtFhJUY0bX7/P5Fh4ebK4pXsn9dbhujpOy0osGWe1rWJ7UKhQaTWR9oPVnwnB\nU3rxZm3BW09OQk0NSFOO34BUIWVVEVAK0lfgi7OsIiwYnHGKaowHlUIrnViIJd4q8Rg3VQKjRVTJ\n6tcxcvKqCKl0MmyDY0+0oU4IHiOOsAU2t+HcwtrbVacl8BQc//CPf0LD4tTV791kBN1bxCg8Otzh\nt9OCc7CdHG4RjtToNS/mq2fO4cTn7QNvLz9BTJ0k3M07vF3xxtOqwYq7Zx9VlZn7YDltT3gfGC2y\n0pr66ZSKpU2IF3SAMs5iTaBm9dUpcwWqULUxUPOAsjuC2DKxqf1BKzoxDzK2M64TRjW3sMH0jEn5\ngg8Byij2Cravvq0Tts0jDmI8OEoid5HEUfMseMzitS1l/Tul0KOjsRJb78WAGgtefwllGMRcPV6F\n3odktzUN8XxEqx4hfgyINTq5truf0GjZllqnKqfdP3BO3sbrKnSguWLBB229HceFioGunrvdbnz+\n/Jnvvv8pPsDT+WWGfCNaEByHIhBL2Ni7SuTbb7/liFfOT4Hj2JHaWHsREnPFdtWUiLoyT/Jua5R6\nF1NoSOtdYTVWrNf9oDUtDue5cRbrHaftidPpidPzE1t4bAc0jDiE0q/Xw1DZCa6X6ys5HRju511X\nuzppfnh5mi2E2+Wik0NwnE9nhLsaqWQt8rbTM7fLldYeJuJguplpDxW2gu/HcHSkp6asbvPh7io/\njSXjzrYFqtzVSN56bcFvARs+KAF/+BPVAKykeCAlYk2mDOqDXzVoWyyILtwMgrTBzo+6OE1aAHvr\n+Pii4qJzCFzXCymW2UZ+lNwrGtuwQd557Oj768I7x0jKkbWrTrFO29SosrvWignjuXFYMbSmxYA3\nD0W2G4ugei9KHlCHlHLfR0Ot90n6dDq/82MC5uRujBb6tRS8d+9I6sOQNOfc2+2GbesioVYneVyk\ncb3ukxCdyq7Fzuc8C7txfYcq0NmOrgWPsXaifcYY6EXTclpZ6no3rM0J6x0x7lOFN4jdiw94q6HD\nMUZt5T0UKdbauYBUpLWbLsed2+3C7XZDxHZl3P2ZiUnTRmrNc2x5vPatDX8njxtghxhcsAQ3fArv\nwgTd39rBFc3RHb9LvQXaWiN4z6lbBo3zEoLDOUOMXSXZW8qtVGJfzOq1srSOEEfyNBL+ddtvuZgS\nWhFa1hWa5Y3gn2nFUCSSjldin+D8VydMszggeEv95pnrPpCpN+Lt4HpbaK0Pomu/IFsjS+JULMZv\nilyM9kkzfZWpaEJponwAILdG6YnTrQ/UtsNB6UjkPXM7khrsGTMnJ2mqNHO24aQHUPbVkhFHTI0W\n1RvGrvc+b0lVi4JcoQo1xSlpXTftXxcpOEdfaeqlO28fsSbwFL7m5ekD59MHzosq1k7rE8GY/hna\nunHOzb6ztjnUvyPl3gd3wyVXB37jFLVqRu62Arlyu554e/nYlSj3Fb8xrkf0WL0ha5vGlNYKjYT1\nlqfTC9b42a4cPkbeWmyrVLmjZ4vzGG+VJ9Tee5+op0hUs0EbpsQX1H/IN8GROGqi9SRwgFojrQnG\n2TkQDx6aFUctmXjsE/Ew/q6wgd5COyLX25XLrm0+mrZoWyssTm0gXA/VHK81xnDEOANCBxenPEDm\n+3FMmS50pMhowv31ep0KGj2nalTpu3fM+CzQ4kic2hAYYyfXY/yuVjB98Mw5a3gpQC++jPHKE6iN\nPOw9qIr4pcgRrwRniJ0T+Pr6hdvlqsjLpsHDtzc1Qj2ddQILfuV8eqZR+Pylu6ofh8rARVjC1v2f\nxmCrE4VzaOuxtfvipBscKq+tzFXu8EpTw03H0+nE6+VC5d5CaK0hxhDWhbCe1JOpbyWpKWqtlVS0\n2A4jWFxgv92my7VzgdyD2s+njwR/4vp2YdtWSsvsezckrpWXpxPBaSHz+vl1XqvtdAa7UEuiYTTE\ntpcUviMa3gVKzdQHdMJ1PkhKB5cLnK3BcS8KFhMo1tK8Z8HQugN4fTojwaC+HYlW7FTkISt4jw+O\nVs+oW/1Annjw21J1aEP9hgDq9Uq+Hexvl3lOLEN1GrAnw+53hut4ntQI5d84p4X7HQ3QMeo4DlKJ\nFBpi4HiICpMqxD3inGV5OnHu0TJWLJsPpKaO8uN+eLz+Q31nrJ0LiiGxVxm/0cn1YSHT+iQ9OiT7\ngxJM1ZZgl4BbF9blrmYbrXZjLZzPs7Ch20zPSBtj8V39fLlocZKz2vB4DzJNrB0hCM06Tie1QLF+\nmXzY4b+lfl8NqrxbZGnYs46bqSY6o4QsjWZgezlxkvM7NPddrE2rVO6tS2PMRPRa1s+dz6HNLE75\njNo5kF8o0O6oeK5p8lrXdUNMRUwHOIwocsnoQhQNN0ftVMaYccR7fM/Rr+2y3F3l1c4k3T3C6h2V\nG8icvl6RLeg8UvOby6XfajG1X8Bi2W0/WeWNLRgahUoitrcJB0qDn3z1IyWGAdvq+Z3f0z6/aYaf\n/+wCJVNQorHtrr02VOVtGMFZg28W20+6a4JxQqqN6+0gt45IADZYci5qoJcaNWZaJ9uRGyYVQoHS\npMspxwM+YMbcjeqYsmprPOviOMTQ5CAflcLwFACHIk+pFlIt+G2M4InlpA7fpSW2beXrj2rA97x+\nzcv2FefTR87njdNymsiUd7194YzG3wSHd4HQCwIdvKR77FRc98UCenJ5xThLSoqGjNy+TGRZTpzN\nPUdqbGKVa1RqUnJ0u1tYLMsCVgu2xY1V9EDfTIfjhVryO7i7iq5ShhxXZbD9tK2WGIWc1L6CZqad\nxuQq2Kommc3PIm34O4k1iGhPnnI3rotx72RzHeQXP+wPHCWr0jZnzXfjkU/VeRRLWLR19ysQpgGr\n+4dCqzYleedS2Pe+Im33OIrS6nQOdsHf+RhW45Vyq+pQL+95HtOfxxqcXx6MZ+8RFMNj6VFWPdoc\nJTdKzZM7YKt6S6W8U1oGG9h7iyinhA8W7y373rPQ+tzr3ErwK+u6cuw7Io08FkrecT6fEVNme29w\npgYiuK4rufv/PCIaozp+9IEZv4+3nZwL1vZ7p91Xy9Y5jA80UQQixjQLxsaBcaGvwFufBPp7C/1c\nKZfk2F9Ze7vqw9OZ69sV0Gt7xAs51rn/3g4n7Yz3y2w3OafGjJfbFe8dlbtBoEV5WnqMRtGV4Tje\nn4cQVi0MSmPpLVe9ByriF0ozBB/ufmfO4peF1gz72yuu3rk2LD2L0DuaDQie8YyO1vD4fpLE+9cc\nE99/9x2vr6/EuBNz4tINL8seJxqrGXqPk7Qex+m0MUwj79w2gxi1isnHoR5Gdrici9ovfPmCRXi5\nvWBqR7PXwFHrLP6UMK7PzG3vBV2/DwZ5epzTRyJ3a3djzuM4Orl8JHbc3bGbEbZt4+PHj6ynjbAu\nuD6XhBCgqeFo7RYkY19ccBMZ27aN0+k0OZgDwdu27V0BMt5zXVfc4lg29W5bwzKv43Ec7NdDeWQy\n/JMG0TpTm45BhdbHrIHm6r0sIvrMPeQBOuegVHI3Er3WRpocrQ1rPeuaiLd9IvD6XveCZHh+Lf3c\nlHqPkiqlkPp9C3T/OMvRcw7tQyE/rk2tlVQLLbUpPhiLUWstwXsdW+tdtDKuaUqJFO/u7/dCr00U\nUAaJXgzvMdNf3n4zbvXD9sP2w/bD9sP2w/bD9sP2w/Ybt98qMrXYjcWGmTV1PSJt/TnOAqbhNoPU\nTlK8eS4mEr6yZKks68KPvUK6rlmMNL68HljbCKH1oKhuuNYMUdSY8uQcW1/peSvgLLFqhbvf4oQ7\nvQtQCg7ItpJqxg5oNmYWEYJXRR7+TnqGxpEKqfeGnTFz9Wy7kZ+GhTpWH6byLsZIPNSh2TpDMJZo\ndEXknEOCwSzC03rm6/OP+Lh9A8BX24/5+vQN5w8LwZ9wdps9ZpFGc627fuqKpGShDWmxNYhVXpOv\n2pZsA5lqjRKhpYzpVgR19sgcfnGc1kZJx4RXQdsZmIp3FuiGc31Fsa3a9lLuC6i52x0mbq1OREo5\nQH1faNBMX+ncIXZQZcq2bNQgxOOmLeBfcNb23lOLEj1HD7zaSusoTqVh5W6uWvNjcKiujsYR5pRm\nS8B00vJpuHzfrto6CqErLt070uggUT7mSo1trDwHevX29sbraMt0yW4IQbkSYXlHbp0KQDRnUcxQ\nelpsG1lgSuIfK+536NMDCqjPzH2fpXOdBskYW/R+rAFnBUtjj2M/d6wYbrdIrb0F2bkhz88faK1x\nxJsKQeydF7QGDQ9WCwpNnx+tntJyN6NccN6Qkoaz6ucNaffdTfqx1amE1V25Pba7iw9j1tNJeVnG\n8na50No9o2tZNoyD23Flv95wLnBKXbhgZSJK1+sbITRCj0R6ffvM8/mM94FPn77ntl/4+qMGHS/e\nQq28XS6s68rT6Uzu6FOOiRQPSs44Zzht6+g4q6Hndp5S8+M4VDwBGO+orbF2YYH1gXPnh2gURmJx\nnjVsyLLgzjpeyvYMdsXYk2af7m2qy8yaFJESRaVqUcXruGfu97FotA+FHjpKyXC93Pj06ROX65Xc\n7sRmSuF6vXK5fiHn2JEVJQX7bvUQY5z5aI/I0Gj/LeupS/X78dOIS4VnR0mJxT/hzDCsXakt6Xns\nXKbywCcDHgjMD27aDxyqgTI/kr4HMXvfd0XY+li6barsHfEwj7ygL1++qEv9ETny3Q4C6IFIdy7l\nIGKPvzmfz+9EK4/PvfLS9DVNoKY8zXVzVFfxQeJu7a7KG6RtFyytFEyD0OdE4/z9nDRtwQZ/b7vG\nqgHKtVQsMtEii/IXF2dZnp8n8v14DfV899Zgu6NVyu3TNmeVO7J8u+yTIzrGq0fbhHmPCHju59s7\np4KEPr5pp6R3JDqyuB8aFZTyXcw0OGFiDNZ1e4RfsJr4TdtvtZhyWLxZWLZ+s0ZLyzuGRvBOg2TN\n4NtYcoy8vl15fjmz4iZszlcg8hV+ufDleiO1OPvkRkRtBUomSaYag1k6h6U7rIYq2H4iB7GXmvFi\nsAtYW0nxHjexCoBQS8U4Q0b9hwCOYqBUTqtVfo+46crr/dIlwcNh1dN6EbannRgzaY8cqWCcENtw\nxwbrhXUNvGwvfDj9hI8nLaZetg+c1zPndcN1WW+13Va/CqYZpELsiqMQKq572OSstv4xJ1r3RXF2\nPHA6OZdYEPNeQbWETSFYg3ojPUDftmUl5JSuYsHM1ppot7UnkRtKqZMD4J0mnqsnS+iD5oMnkihZ\nXAe3x7RybeUZeR/uqceXJ5wrzrKudhKpldQbuR2JeOykdMzWihJe76TPR6h7DGyh85+cGAYVx1s3\nSc+mQcmZ275PVeIYAB9J6I++T4OTMQaN89ojVYSpIFzXlRDuMt1JSB8xEw8tQOusCgDCijUa5v2L\ncu3BF5znGS2gBidBJdl1wt3j3hA81ErKx2yD5PiGt0FbWHYM/qM9uuBc6KHQlRA2Tl2xlnpW2mOR\nGYZlxAgeT6m3ZO9QfykFmvpDaYFXp5WKfraHmyHGA8SpU3pXcwZ/IrgF7wJHVldnYwbJfoG88/b6\nyuvrKyJ2XsOPL094q5O3Zspl3i5aTFqEl5czueEmux0AACAASURBVBw0Cmvwc2HjjI5f+/Wm41a7\nu/gjGreDZHJqJC/YB8WYkvaXOTGM+3TdFnWI76rQYeUBXeKfG64JwS0qiNh6cPZy1pRgo61XbCX1\nVm1JFSHSCIitNNvgXXvFIDLphfobM1qxJ87nZ77//EkVUbXM80YrfPnyhU+fvyOlyLoGTqfRWhsT\n/mg5uXd8wXVdMU15rLVWWlczOud4OW1s20aOkfN2mnSrGHfoNiLGGBUNPTiSj2c7pTQdyMczMFpc\nri+GxrM/LB2Galf5TL0d6R3n7cS2bcqLg9muu3x5nfFmo9ifhU2RWbw8tjbHfo5F3SjuxjO691al\nAdpYDLU2I1Vut9t8z+M42LbzO9WxZnW4d/s0vk9Jn8VxfI+eWIvzlFY59p3bvs9UEAHCoC2I/YUF\n2eP9Uwn+Tg/JpWDGwhXN2R37eeTM5XLVwjUrd22ct+fn5+msvqwr1jJVnr5b0oyC7tGpfRwjPVrN\n+Lt6sFFUmNKLaO89mx9Cgfaurfurtt+uz5R1BHNX3zQbSDXhLWwhUPyJddNBpUmmFkulckTp3Crd\nVh/46muP8U/U737O2/XLzNIKzmhm1y0Sjxs3c2U9K0F7W0XNGauFKqRqkZuS4TmS5rVVgZYJS5v8\nF4OlVKPhvM2Si1Cl+6lgCX5jWRrBOoL3rJ3celo1nyiElRBWGpbaOt+kRUqFGFWplmOaWWmtJSKa\no3YOZ756+j3OJ+WLLWvABiiosWe1Mlc7YsA1NS1tUhEsMR/YThgue1a/rJhopmG9xfWeuSoH1UYh\nWDcfbOgPe83kHHHB08S8k3l75zDNqadWazOfLXXlUx0kRWOwY9XXcidIKyL1OHCIjBWMUdNHykQn\n7g9qwblF/UdGAHbpKEovfkfsC0AukRiFJkIqkcsl8vamypRBXH5+fsa6O89lfPXea9FdNPrn6IN7\n7v4tqeh5nYq5B7L8Iwn00URzFqPurgQaJOSZGRU8a1jm4Dve8zjUW6zWysb2bhW7LNs0KRTR4haU\nq1BrpY3/HlSQzvUA3WaAos9nuw9GOWdKztRUVPwR9/5c3CeqMTGez3o/bdsJaxoNQwF8+L/Ze5Mm\nSZIkO/OTVVVtcY8lM6uyqwCiIQIRaP7/j5nDYIYGDXTXmhHh7mami2xzYBFR9egu4IBD4pBKFBVZ\n4W6mmyzMj997bLvAYkkJrS1KJ0L1G3o31kpFQ9JugCjPNbOGgDa7aWfpVyIkXQnQED8tTE8WjLH4\nqrT0o60k18a/EqTmdrvVRrC7OMBpwzg4nJGWLW9vfyFWXufpwxMxRubHTYxCvedcAxiLYskbzlnu\n9xsfPzxjh+Y7JPL2+/IQC4st8KhB/+j8bvRoDX70xIc877e3N67XKxp5X8btZohKKayToH5ylnwa\nSZMEksp41nlFeY3zTzCNNBoS8U3aNm0PirbYYaK0djIIoKCo/9GaI9fnprTldL7y+acfOT8/SZBf\n58bb1y8Mw8A4jpSSmeeZZWmy+tTRV9nE3ivInBvE1DOJz1N7pkopzDBirEMbxby9wHbg0OWdGH0c\nU/M89/HS+IK7Kk/+/eXlpdsCHBV84zBwOZ+rCmwPXnPO+EmCvpQSa9i6KWuYF8K2oeqcH0rBHoQs\nR1TsGLy16xHNZOrIq4xfI30rt+0dApQPjY4lQBIRVBtj8nvSl3S+N2fr/V02H62Gwn3PiV20xnjX\nOZbt2UzTJGtWShR0XT/Ku++UOSxjtHOTEa9Ea7zwQvWOEDeLhnVdWUPlStZ7bWOlc8eUbl62lWen\n3yF65cAzbM8xpdQNPtvz00q4qy14bUGmJD67SOXfO37VYMpbj3WKUntMZZ3RxaKVk4zpPDHUm/FG\nZKlzfEBWbBlxNEfKLaMBfQ04/ZFvX20fyDprSIktWjSemGCpdgTyQjQmgzWFZ69YcvVUqYZlSklA\nNo2WVBcVazwaC8VW8zOLYag/m+q/VcjW7i653o3d+8Za/46AXXQmtwmTkCCuLlK3+Su39UYpidFM\nnIaRYWheHE0Cb8hZ5J36kAk0qN1aKzLyknhUA0JnbCfxoRUuj0xe3oVTkk2PJxm0R1g1xkjYMtZI\nt3OjgepFE6NMjkK9D3QPlmOI5Lw3hB5Hj67k7Ryltx4ItHycqNDg90QIQmTVZi/loAxKWZnERy+W\nUtiqv4pSivXgAtw2XusdYzqJKqTs5QY9WvzlgrdOyLPNOd0JAThnMUMVafEukig5sS1rJwcru2dF\ncV16EOWcw+yvSWTvVpBaZQ2F3Bc/lcuOIpVMLooQ9qa8IkdWYizHCWeqAMGdmIYT3nls9WjaS6AZ\nlARVFGkE2pKFGCMpRHGkr8qrJv9PMaFzYUuBkDcyGluzN0UUl2IrAd/z9Ymn86c6vhPrsomjdr3u\nhhKeTidySrU5eFXv1EB0NCPKGEIKZCoCU9/T6CeUicwhsqUs6lCTGMfmVu+Yw8QjiK/NZXScanKG\n1dwDEB6gMlrZXj6SEFkxDBO3x0wu9JJzylLmnUbHts5sc2CspUNbRCUkQoGM9Y6hrlHzPFcrEMXL\nyzfWbcNdpAT4qO/PlExYX7lOP3ZPm7AGxnHk8bjx8eNnzMkxl33gpCIBHkZQUt0Q2xhxzpJMYdGK\nafyMuf4sPzJXXFrIIYPZUEbT0KcsMDY6BLJaQM0o/1yfy0BGvPwUqXY9OBiFTmdGP/Iff/wdmkxc\n7/ztX2qP++3OvFk2f8Yunvsvb7y8idLzsd6IMTNOZz4OT8S4vTenzCKO8d4z+qmLRzCQb99E+GEt\n+hDcNKuBy+WJTx9/Yhgntlwd4FOQ0r4xlCzPvd2Ht46SAzEsFfHdS4DOOfT5zDC0DhgKDiKREiJJ\nKfI9ipgh7Gh21tJDUinFlhN5ffTn1hDKFmi0YErUv/S+eUBfS52TZDO0vfOgBpbf24nu1ioRGtVK\nRy6527A8Hg9SKhjdkjm5t1T2EllbT8/n806xKAFnd8J766N3TByP3l2qNmTG1XdDS5aECuJGR+wo\novxscL6fuyXXPampyFFDF9s9y3eKkXTOuYuDmidbS2BVVakeVdP6sP41ROv4s+8Dy++PXzWYai+q\n8XSs06R6I1p5vD1RkylKEidqVSzLI5LjhhYKgKBLpYjUG1EKtEn1eMikKHUQ6qLQoSIlj8QGnNwo\njZONZqo+JSVrKCLZlc3boVzN7JSgWZ3xrwyqRq1Gu+4sbtRB7otI5m01j5NAbg+0mr1/SolUJaUx\ntEll4GaZ1zvO+V4OgZbNlF4iO6Id35u/pZwpOUoDYCCqsP++luCte0LpjHF+V9EpvTeZpE0C+W95\nDo1XIG0VlDJY6+t17ot/g8itleDvuAA0NVwLIhr6JIP7/UBvpoamKhLb52Xz3z+3bRvzPPd2Cjsv\nZqjZqpTlTqdTXwi01vjJokpVhJxPpIPDbmtiuuYonLe8qwAVen/eVYF3hLkb9NwclP+9pqYggulc\ns/r2zEopspOV95sGCCJ0Op3EKHFqzvGChDpv0TXQPC4IrXzZxmiH19eVeZ4PXjx7K5IYVkoSW4mc\nahmvLlROeU7jGaUEPRr9QGzlI70bEyilWOYVd97dmr99+0ZJmWE4Q7HdiTiScbWsG9LGNJ37uCil\nGvvlRNTV86fE3RPMGIbRcYoTRoWKjAiqEUrhvqzc55uMmZTR1WTwcr0yTRPPzx9IKXF/zB0NW9cV\nZwdCgHW+yQZfg7BSCikIkjFMkoCsa5PAK87nM4/Ho9oZhHfJgtaW8XRiWx7cbjc+f/gMSPlvCyvG\nKLYwdz5OGzMNcVFKUQzooarEjChUR60xNYnqPbbURnFntJOgOueFWuHEhExZIstyF1+u4BnO9XkO\nZ7QZhZpwCOiO64xcmlAcrB/44Y9yra/zK+dtZimRtIjJbGuiG3Jg8prhdMZpgx2mPr6XZYEUpNvE\ntjH6oSugS5Sm2FtYejmvPdNWes5JM/gzKReWVcpuj/XRuXnOOXSh27cwFkJQpHSrFIHU3/00nToS\nfCz3QUv26CpP5/Y2L4N3+PJ+q92W9/O3tSU78oJyNv2eGq+rqa23LdV1JHT05vjZo5N4KRZjDjyt\nisoopTqa1O2CKgVFV0pAK3fCHjAdEbRmhOq970n7WvlIR+5qC4TaenMMioTiUMQW53Ddo9/VzsZX\nLlfl5za6wzHI6eu3Ub1c2RC0mgvJNVbrHvm8I9b9Qjvh95bDet4PY//3Dqbm+SHu57m2hyjycK1y\n5M1hgkG7mhHnTAqZtML6yCzL1jfdMTYioSIXi3UTp6lC6PGNsD3QJeCcx6GZjGSEozmh8YzDR5x2\neDw71A8Ks3ed1gZldmJg86YoqpYeOtdIIMZd8r5vYK3tg7WmS2H74He282ZyKoRtY60lwMGfOPlE\nThpn5JzHMk/J4j9ylLa3v4/1+FwRiGY+Cnst2FqLydCWfq8VOWoC4rOTU/iudYKc33fX6B0pynmq\nQc0+kUAG+zzPfSGz9kiI1u8mksDrDe5WFGoAqZR4v+SD5Nypd0TFhhS1Sd34Seu69sWrc5u0RtoP\nqN6DK+eIQQlvvxo9liYPN+IpJqawVX5+KKt1iLrk7rdy5Fs1vlR7L8f32NCsUgpb2IjV+bgFPSJf\nLoRtl3K3RdEYt4+fcggKvZf+jUHKkqh98W+/067/2Mm9FOmhFmPk8VhYqjlfihsGSXyGYaDEgK7B\nxGUaGP3YN5nH44Fq5oS6kFLGaLqXWRszy7ISQsQ7hzGOXOjtmaD24IsrIaydYC3XuWJ9IceAJRGJ\nqJK72W0Lqr1zqGLeGSnGbWNdZ97e3moJQvG4y2Z7vT34p3/6Pd5ZTqcz9/uDe+VFTYPlTiTMmXHU\nOKexNQExSrFsYjrq7YBRikbV0ErerdWG8+lEIfGoAgOtpZw+TWcu48T6WPu1eG9Ztk3+Xh49UAS4\n3W5cLheen58rulR6Wdp4j7OWwY04O5A0mLZjpoViR0EHUsbkQKxI/vKysbw9iGlFm4y7WUKlPgzX\nJ9zlGdxEUbanSLtdAj1vyqqg0NizoFp/+D/+E8uy8Hq/oeKMcwPXa3XrfrqgkfFkK6E71rrjyU0s\ny+Ndqa2X1kK1PiiCrGllRRRUrymEwFw9wYyxHe1UMVNCFHTXyfqQdAvCHj0oaJzLGH0db4FlmfvP\nWjDSzrejGMKxa/eilAhc5nnuVYmGpvRzVN5SKzMClc+VK190TzrbmGlryDzP79Y64F3Q3da6noDW\npM25nWB/XKOQp9lJ40cj2LZ+TdP0b0Q0Da1r3//v7UepWr90KwqlMNYSTX4X7AHM91vff0NYOzcS\nBK1LCqgiIGUM+sCXbOdvyFPvHVvEjFcbI8PBWmwFSfY7Kf1/1T7K6RYh/+D4zRrht+O347fjt+O3\n47fjt+O343/h+FWRqS3cKI/aFR7hHAz6CWMHcjJsj4hp5aOixTgzZZw23JeNL/ENgMsJpknqt1Y7\nMIcOz2MhLYmwwcmduUwXni7C45hOF8wwcvYnTmbCmOFQymr29g2dcqhaBthLWqVChDtpbi/VpJod\n7fBjKoJ6hJArOXbeS1q15BZTJIfSIWMASun1Y60kU+mkuZxJlTz8fVnviHSEEEBJnG1aiVDtjS2d\nNhBT55Qm5whKoZOhNOJ0hXS11lBlwHIdCud2xUeKRQiT5b36wRgDSmDUpphosuqWZbXsRUwbD7Vs\nZ7BVYaKsE3EAdJ5Lc6+NcXsn/2+onHMOP7jeY02Um4Ewz6xroPWpkvNJmU1RSOtKOWRueYM1xcqV\nEnj8+wysoWRH1V47jnC3SPd34uuRFBviRjqQW0UWnwl5o+TDmKrZaEqBonblK+yO6wrdjRWPGegx\ns2ylx/azowDgmC1LiyBFKVmQw5S5VpK5dprH8pDnmFuz2NogORWs1kynEUXk/rjtSFjcaO77ogbS\nhFriXFPAWQ05kVJgW9du2KqUIseIpoAxeAsxZEJzTG7u/aXgBovz/mCuXXq5NsaMQvd38be//Y3L\n5cTgHaXsiKq8DEvYCk+XAa3fQ/9NcTROo7iFK9NLwFvMxKCZ143T+SKtiGoJcJomyIacFM9PTzi1\ntI9h/cCoDVLlbmT6yimpztopJVE/K1G8Aaic+Xi+Ys8fCG7Cns+kRnWIkOdvaO8pKEqkN7J+LC/8\nyy//ihs0l2HgKQ+EWRByq+84N6CMIF0y8w+HSPuoVyoQej3n+cMPfP7pn3j55Qt5isx265Yp1mli\nyFgUxYrr+5G/EqZTX8PmbVfQKa1QRTFNZ0zl5PSSf3bc72/kJAh1DoGpIjNWUxGniFGKcCBLN67r\n3mdzL6mXsvVyWoyhkul3DiZIn8mcM6+vr40rTQirND+PsZPw25FCruR74cFaq7phrVIb6zbXdbHN\n0339EgRed5Pf45xt5rat6nA6nd5xi0a3876OqJr8joa6NvX/TyOZp3fr1JGntK5rVz8f14y2Dx2V\n0ce1UhmDq5SHQurO6SlV652s5TqK7qKsdfUMbuznedfdoSmua+Uh5QiuWlIYxxIWdKo0lG2DsN9D\nrp/VWu+S1Ta8/3cu8zUb/VDLTlY77CCLkMIQQ6Z16ljWhUxdULdICqG6DYsfxYcPH6SRqjthyTsP\ny4qiyZmR6+WZHz/8yHlqSriJYiyTnxiVrxNSzmeN6g6/Qhr36GpxoHTZy0rFvVMNSG2aWk4pmLKr\nAHOJqKJriav5X1Tfo630QEIGhRZHb+B0dgyDJ5Uo1vl184HdW6fVh4913u/5MSFGaXfQVGLHcuG6\nUXLuNfAYE2rQmOoQbbXtKKcQq61YO5TSgxYQO4acq1eUuI90+DSXUi0Q6oAtWtp1sE/+puAopfRF\nx3uPqr/TBnqvpR8m0roKFNweQZtozWn8GNhoo4hRsa1BFrt1fReEtutc1kUC1np/awx9M9NFel/l\n1DbMqszJBV1LHlrREwJ5QLpfR0pp9z8p6d17jDGSWhdswCpbg6yA0fZdANe4V9ZqhmHiNEkpbBxP\nnfTaF50kzy0UcSjXWveO8u+cxRFOUs7lnYKOksghiFKTyGnwvSXQPM+kLVTOhRIyby3VXp6vOFOI\nYRUPopgxl91LatsWnJ8Y64Y4h7aBAzHgrSVly7asvbQyDq7yBcW8PhuNMRmVWqBd0FqhVMRWYm0P\n3rWrwZAi5YJG/KXafXz9+nWfD0p19VUqGX94f+409EU3LAHbmomHzHS6cHt7q+9JfKtSicQYSDkQ\n6qZhtBJCcUrMy8o4jUIOR2IxP0pJRWlLLnrfWKvyads2/Dgx+WHnjRRNKgl/PqOvH2G6oKriWCVD\nvv/C+vKCn55Q1pMaqcQp1rDx8vZAPT9jfMJXCkPeAnleMT73DhPvD1m3MqWtTnSlH4bPv/sn3v7y\nF7xW3JY9KIrbBlbjrcUOYnHRv/FY/vJOpAGm9hH0Q01e9+SpHfMKxq4YKxtwVntTbLQWdatRoGHQ\nWlqJQZ8PbY5u267KA9XXGSk9RbzfbRNyzry9ve1y/soXnNdHD2r8NHKZxneUiWk6Vw6nYRh87833\n8vqVeZ6Z5ztNldj4kLsrunm3Fh6tT1rgpzWs6564Ozf0JEICDtVL4sYYYqZbtDRFIMj62/atbdve\ncdTami6WNk2lWsvs1bKniwkOpUN0DeiK7Jvi+9fEVVbI8cb0ptjtUNV+4aiQfs/d0++CxFj32VKW\nfj9Zyz0UdUh2K4ii2IM0QDry5P9xme/XDaaSRZF79qKTIRfpC5ZNgZypHouELbFud0KcyUWRM1WF\nAfO8ktJXYoBPH0+M44ka96DMSi4DxjiezqIuej59BMB6Mc303mOy+CGZ9ly1xmhTESTkaao2cKgD\nU8jVxrz3CxJEwtQNbO+V1Uh6R6LxfmhpX1MJy6Xsg2SaBlTlXKBLzZoaOpZZlqX7jhwDqjaoujIm\nRmlncOg31NsPpMQWQp/I+VzJkIPvg7/1EXSDB+1RKIxpipt6jhxBFZSWIDJnvWevx8ArZWLZmOuC\n07Krx+NRe7V5eeaAtor82H2ghFcngdaRJyAZ6h7YNXK+UiJOELLjHjAopXDe4jfXSYf7e5LgKJRE\nTomtKmpCCGhncbr2azSO2EwNq4qTXERdpU3luOyBj1xr9Xiyeza1NqJkDY5bQN3eozIGVwx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5UYci/zOK/Q1vB4fOVxf+U8DqiW1aZqYZALykgJTzc+JDufwhtLiglViohaQDgoa9jR03XpfQTn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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2992,14 +224,16 @@ } ], "source": [ - "plt.imshow(transformer.deprocess('data', net.blobs['data'].data[0]))" + "image = caffe.io.load_image(caffe_root + 'examples/images/cat.jpg')\n", + "transformed_image = transformer.preprocess('data', image)\n", + "plt.imshow(image)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Adorable, but was our classification correct?" + "* Adorable! Let's classify it!" ] }, { @@ -3013,31 +247,27 @@ "name": "stdout", "output_type": "stream", "text": [ - "['n02123045 tabby, tabby cat' 'n02123159 tiger cat'\n", - " 'n02124075 Egyptian cat' 'n02119022 red fox, Vulpes vulpes'\n", - " 'n02127052 lynx, catamount']\n" + "predicted class is: 281\n" ] } ], "source": [ - "# load labels\n", - "imagenet_labels_filename = caffe_root + 'data/ilsvrc12/synset_words.txt'\n", - "try:\n", - " labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n", - "except:\n", - " !../data/ilsvrc12/get_ilsvrc_aux.sh\n", - " labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n", + "# copy the image data into the memory allocated for the net\n", + "net.blobs['data'].data[...] = transformed_image\n", + "\n", + "### perform classification\n", + "output = net.forward()\n", "\n", - "# sort top k predictions from softmax output\n", - "top_k = net.blobs['prob'].data[0].flatten().argsort()[-1:-6:-1]\n", - "print labels[top_k]" + "output_prob = output['prob'][0] # the output probability vector for the first image in the batch\n", + "\n", + "print 'predicted class is:', output_prob.argmax()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Indeed! But how long did it take?" + "* The net gives us a vector of probabilities; the most probable class was the 281st one. But is that correct? Let's check the ImageNet labels..." ] }, { @@ -3051,21 +281,79 @@ "name": "stdout", "output_type": "stream", "text": [ - "1 loops, best of 3: 7.14 s per loop\n" + "output label: n02123045 tabby, tabby cat\n" ] } ], "source": [ - "# CPU mode\n", - "net.forward() # call once for allocation\n", - "%timeit net.forward()" + "# load ImageNet labels\n", + "labels_file = caffe_root + 'data/ilsvrc12/synset_words.txt'\n", + "if not os.path.exists(labels_file):\n", + " !../data/ilsvrc12/get_ilsvrc_aux.sh\n", + " \n", + "labels = np.loadtxt(labels_file, str, delimiter='\\t')\n", + "\n", + "print 'output label:', labels[output_prob.argmax()]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* \"Tabby cat\" is correct! But let's also look at other top (but less confident predictions)." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "probabilities and labels:\n" + ] + }, + { + "data": { + "text/plain": [ + "[(0.31243607, 'n02123045 tabby, tabby cat'),\n", + " (0.2379719, 'n02123159 tiger cat'),\n", + " (0.1238725, 'n02124075 Egyptian cat'),\n", + " (0.1007572, 'n02119022 red fox, Vulpes vulpes'),\n", + " (0.070957154, 'n02127052 lynx, catamount')]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# sort top five predictions from softmax output\n", + "top_inds = output_prob.argsort()[::-1][:5] # reverse sort and take five largest items\n", + "\n", + "print 'probabilities and labels:'\n", + "zip(output_prob[top_inds], labels[top_inds])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* We see that less confident predictions are sensible." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "That's a while, even for a batch size of 50 images. Let's switch to GPU mode." + "### 4. Switching to GPU mode\n", + "\n", + "* Let's see how long classification took, and compare it to GPU mode." ] }, { @@ -3079,15 +367,40 @@ "name": "stdout", "output_type": "stream", "text": [ - "10 loops, best of 3: 90.9 ms per loop\n" + "1 loops, best of 3: 5.19 s per loop\n" ] } ], "source": [ - "# GPU mode\n", - "caffe.set_device(0)\n", + "%timeit net.forward()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* That's a while, even for a batch of 50 images. Let's switch to GPU mode." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10 loops, best of 3: 121 ms per loop\n" + ] + } + ], + "source": [ + "caffe.set_device(0) # if we have multiple GPUs, pick the first one\n", "caffe.set_mode_gpu()\n", - "net.forward() # call once for allocation\n", + "net.forward() # run once before timing to set up memory\n", "%timeit net.forward()" ] }, @@ -3095,982 +408,150 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Much better. Now let's look at the net in more detail.\n", + "* That should be much faster!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 5. Examining intermediate output\n", + "\n", + "* A net is not just a black box; let's take a look at some of the parameters and intermediate activations.\n", + "\n", + "First we'll see how to read out the structure of the net in terms of activation and parameter shapes.\n", "\n", - "First, the layer features and their shapes (1 is the batch size, corresponding to the single input image in this example)." + "* For each layer, let's look at the activation shapes, which typically have the form `(batch_size, channel_dim, height, width)`.\n", + "\n", + " The activations are exposed as an `OrderedDict`, `net.blobs`." ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { - "data": { - "text/plain": [ - "[('data', (50, 3, 227, 227)),\n", - " ('conv1', (50, 96, 55, 55)),\n", - " ('pool1', (50, 96, 27, 27)),\n", - " ('norm1', (50, 96, 27, 27)),\n", - " ('conv2', (50, 256, 27, 27)),\n", - " ('pool2', (50, 256, 13, 13)),\n", - " ('norm2', (50, 256, 13, 13)),\n", - " ('conv3', (50, 384, 13, 13)),\n", - " ('conv4', (50, 384, 13, 13)),\n", - " ('conv5', (50, 256, 13, 13)),\n", - " ('pool5', (50, 256, 6, 6)),\n", - " ('fc6', (50, 4096)),\n", - " ('fc7', (50, 4096)),\n", - " ('fc8', (50, 1000)),\n", - " ('prob', (50, 1000))]" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "data\t(50, 3, 227, 227)\n", + "conv1\t(50, 96, 55, 55)\n", + "pool1\t(50, 96, 27, 27)\n", + "norm1\t(50, 96, 27, 27)\n", + "conv2\t(50, 256, 27, 27)\n", + "pool2\t(50, 256, 13, 13)\n", + "norm2\t(50, 256, 13, 13)\n", + "conv3\t(50, 384, 13, 13)\n", + "conv4\t(50, 384, 13, 13)\n", + "conv5\t(50, 256, 13, 13)\n", + "pool5\t(50, 256, 6, 6)\n", + "fc6\t(50, 4096)\n", + "fc7\t(50, 4096)\n", + "fc8\t(50, 1000)\n", + "prob\t(50, 1000)\n" + ] } ], "source": [ - "[(k, v.data.shape) for k, v in net.blobs.items()]" + "# for each layer, show the output shape\n", + "for layer_name, blob in net.blobs.iteritems():\n", + " print layer_name + '\\t' + str(blob.data.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The parameters and their shapes. The parameters are `net.params['name'][0]` while biases are `net.params['name'][1]`." + "* Now look at the parameter shapes. The parameters are exposed as another `OrderedDict`, `net.params`. We need to index the resulting values with either `[0]` for weights or `[1]` for biases.\n", + "\n", + " The param shapes typically have the form `(output_channels, input_channels, filter_height, filter_width)` (for the weights) and the 1-dimensional shape `(output_channels,)` (for the biases)." ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { - "data": { - "text/plain": [ - "[('conv1', (96, 3, 11, 11)),\n", - " ('conv2', (256, 48, 5, 5)),\n", - " ('conv3', (384, 256, 3, 3)),\n", - " ('conv4', (384, 192, 3, 3)),\n", - " ('conv5', (256, 192, 3, 3)),\n", - " ('fc6', (4096, 9216)),\n", - " ('fc7', (4096, 4096)),\n", - " ('fc8', (1000, 4096))]" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "conv1\t(96, 3, 11, 11) (96,)\n", + "conv2\t(256, 48, 5, 5) (256,)\n", + "conv3\t(384, 256, 3, 3) (384,)\n", + "conv4\t(384, 192, 3, 3) (384,)\n", + "conv5\t(256, 192, 3, 3) (256,)\n", + "fc6\t(4096, 9216) (4096,)\n", + "fc7\t(4096, 4096) (4096,)\n", + "fc8\t(1000, 4096) (1000,)\n" + ] } ], "source": [ - "[(k, v[0].data.shape) for k, v in net.params.items()]" + "for layer_name, param in net.params.iteritems():\n", + " print layer_name + '\\t' + str(param[0].data.shape), str(param[1].data.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Helper functions for visualization" + "* Since we're dealing with four-dimensional data here, we'll define a helper function for visualizing sets of rectangular heatmaps." ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "# take an array of shape (n, height, width) or (n, height, width, channels)\n", - "# and visualize each (height, width) thing in a grid of size approx. sqrt(n) by sqrt(n)\n", - "def vis_square(data, padsize=1, padval=0):\n", - " data -= data.min()\n", - " data /= data.max()\n", + "def vis_square(data):\n", + " \"\"\"Take an array of shape (n, height, width) or (n, height, width, 3)\n", + " and visualize each (height, width) thing in a grid of size approx. sqrt(n) by sqrt(n)\"\"\"\n", + " \n", + " # normalize data for display\n", + " data = (data - data.min()) / (data.max() - data.min())\n", " \n", " # force the number of filters to be square\n", " n = int(np.ceil(np.sqrt(data.shape[0])))\n", - " padding = ((0, n ** 2 - data.shape[0]), (0, padsize), (0, padsize)) + ((0, 0),) * (data.ndim - 3)\n", - " data = np.pad(data, padding, mode='constant', constant_values=(padval, padval))\n", + " padding = (((0, n ** 2 - data.shape[0]),\n", + " (0, 1), (0, 1)) # add some space between filters\n", + " + ((0, 0),) * (data.ndim - 3)) # don't pad the last dimension (if there is one)\n", + " data = np.pad(data, padding, mode='constant', constant_values=1) # pad with ones (white)\n", " \n", " # tile the filters into an image\n", " data = data.reshape((n, n) + data.shape[1:]).transpose((0, 2, 1, 3) + tuple(range(4, data.ndim + 1)))\n", " data = data.reshape((n * data.shape[1], n * data.shape[3]) + data.shape[4:])\n", " \n", - " plt.imshow(data)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The input image" + " plt.imshow(data); plt.axis('off')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The first layer filters, `conv1`" + "* First we'll look at the first layer filters, `conv1`" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlEAAAJNCAYAAAARaCA+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvXm0Ldld3/er6Qz33PneN8/9ul/PaqEJi5aEwBIoBBOS\n", - "GDteduKV2Am2sY0hSN0tqVFLtFoSYBniZHklXthh4diEtczCEASWkDViqSWhFlLP4+s3D/fd8dwz\n", - "1amq/NGNrf37ft+6h1LjK8z380+/vXufOnWqdu1T99Rnf3dUVZUJIYQQQog/HvFu74AQQgghxJ9G\n", - 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TQgghhBAN0MuUEEIIIUQDDs+ZooGcfkl69vvzwe9/1GhinpOvYm1o2OeBuxD6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\nIYQQDTg0AT0mrufTn7XBk1c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OQ+JcBO96hRDCPlFC1k8dMeWcfC4nv/unHRsyNyUrr7NA\nV+9aJMlsfx8lznmLmYcT8Ptqd09SLYb5c+46l6S/sM95xWaWRd13NjCE0Ye3hhDCeDhyTbC/sqDE\nyDk9nbk5aJOkJLDWneO0jY7PLLGkJbtHmcriHJs4wmtMNDXcBeI5xSQANHJuDnOf6hmcqSjB0Ed2\n/bx7tL+H42J3rgt1J5zrNL+IHu7e1ibUTXZt3dWzuE+La+jYIiQ8mXhU/lSVU/y+3Hl/zL1i/doH\nQZdTHG/GxJnKaCSvZX6BOVP2mna9qxv4s2Dkwm+LnIQ17+K+17k9LxF59mXk/vPPp78M+s+UEEII\nIUQD9DIlhBBCCNEAvUwJIYQQQjRAL1NCCCGEEA2IZhEC/zNxaF8shBBCCPFtQGeJ6D9TQgghhBAN\n0MuUEEIIIUQD9DIlhBBCCNEAvUwJIYQQQjTg0BLQ//7P/RTUpVnblBdX1qDN4uoK1M0vLNsKEsu8\nt70DdROXrrpzA1Nvx65NCJji+6u//mvQ5md/+qehbvXYUVNeWFqGNtMhJrxefOklu5/b22TbJ0x5\njqxevriGddvXr5ryePsGtPnlj/1DqHv4XQ+bMktzTslq3i2X9J22MaE4yTB5O8T2nJckYr5kK9nn\ntl0+GkOb97/3Eah7+GFbl5GEcGYhRq42niWyO4RQ0yhqS0VWBKhcX6zIyvKPf/AjUPdTf+cn7OdI\ncvKIJCD7o1lcWYI2S2t4j/YXF0w5Jdd4SlL7C7eKe55jm0ff825TfviR90KblKwQH7u0+KyL+xRF\n5Pq5rufTpEPgKwL4S1PmE9x0if3ggx94vyn/8sd+GdoMNnF827hw2ZRjN76GEMLaqVO4n5E9V60+\nrsowGWxBXShsfyEh6aGu8Vx9wPXP97zrIWgTpbixzKX4j8d4Pqekv7TcKhO9PibYlxMcJ/a27DnO\nupji3e7gOX7/o4+Z8iOPPAxtWj2Wxm37Y5vsZ8ftQ5TgODUa47EUE3utCnKeKrJ6g++zH3j0CWjz\n0CPvg7rajdfsvzhxhLV+HwqyT1Ny3Yf79rnNJtq1O3jOez17zn/lH/8jsqcc/WdKCCGEEKIBepkS\nQgghhGiAXqaEEEIIIRpwaM5UluJvy/0F61+sHj2CbeZwhe/KeRWb1zagzebVq1C3fd22G+/jquN+\nhfgQQugvLUCdZzJC12oytb9dp22yOjpxgfxvwtMh/gbebtnfehPi+BBdIUzGdj/zMXoyjHJi96kq\ncOXuKfFGRs5ByTrEmWrheWm1nWvVQr+lleHn6sxev7SarctP3G/z7Dd370eFgH+dUOeG5NWm7nox\nR6SuDnZzCnLOGYNd63+MhvvQJid+QrdnV4RPiIvUnUe3o931n8Prlxd4zzD36CDG+3tYyRy7ytYl\nxPGLyHWvS++p4bZr4q4l0D/xerLz6SnJOcm66H/4bpbneD2Z+OddshDw+3LiFNWF3X6bOGhFdbAb\nGJFbtN3G58VwYMfrnQH24cU19FLX1u1zhflm1y9ex/3K7L4vrOFzICfen2dInjNXXjkHdTtX7fNp\ncAM9temuvWfaxItbOoIOY2/ZPkdb8+jFtRfx+LIO8Vl9mwSvceH7UI3jG3MPfb/OiJPW7uEzxH8u\nn+LzKZC+OJnh+r0a+s+UEEIIIUQD9DIlhBBCCNEAvUwJIYQQQjRAL1NCCCGEEA04NAF9jshtiy5o\ncmEZQybzCQpiW9ds0OTVVy5AmyvnzkPdcLBryi0iOS6SAEIWVOiZTlD29L4bCyAdpyjPDvdsHQsg\njVMrt7aIlNcmwXBeUvUy/6sxcUFwLDBzQoRQL64STzcURGb3amKLCLdMfO72rfh8sP76n/bBHg+T\nzZmwHPvQPCL4Mim9dnuWEBkTth1CqHJ7AqMZj3B/sOPKeK26pL905zuu3Ic2bTapwAUQxgnea0mG\nfSjObV8oy4NDUEn2Xxjs4H012LX3f0mCS33o6///DaaUZXhdfKBkCCF05+y5aveJOJuRe9R/OzkF\nLRKam7jJM2MS3lgRMb/nQjo7c3hf7W9eg7q69PcMXuN6hhBbH+wbQgjDfZwYs7trr2l3Gcfl03fe\nBnXjTbutC998CdoUFY5BJ+8+Y8odMsaO93Fs9tx+z91Qt3AEA6oXVq0kHpPxZjCwAvrWFZx8tbeB\nQczjfdcXWGAmCQkOxSwTQnAM8pMaWEYxTnwgE3rY5B0yLiapvdfyfDYBfTggk1dmRP+ZEkIIIYRo\ngF6mhBBCCCEaoJcpIYQQQogG6GVKCCGEEKIBhyegL5GV5eeslF6MUYC77lZCDyGEs998zpQvvYRC\n4c4WinldJ1r2FlCmnVtFqZHVeWqSUuyFZSZ2FmQF7PG+lYNHe5igm7p05bSFsmLawsvtU2dLIqQy\n+gt23ydkv6uSyIouUTpnUiyR9ydDK42OnTwcQgjDHZQ/O05KT1OSOk8o3SrqbEVzJpKXkT1mKkcy\n0VsHogYAACAASURBVDKx20qJbJpkpM4lpxdMGiV44b3bR1l4mUyQWD2ybsr9+Xlow85xHNv9zInY\nTWVvl/rOhXDLLfei4JtPsH/61Q1Y8n5KVkBgCeSejJ0D1138yvYhhJDnB1+/isza6DAB3Y8B+/i5\n8RDF7u6CHYezDm67Jucld/dtq4/jaTTD3+8FmcyyubUJdZ05O37feh9e9zTGfv3MZz9jypfOYvr4\nPW++D+pO3HLSlPd3cBwuSyI6O174yrNYGT8HVVHH9qHlm45Dm2O33mTKK7ffBG1WbzsFdcNtO37u\nklVDhiQZfjI4eIUMlv7vKdnKAhXe27l7hsTEXGf3qA9YjzO2ogTuV0TG5lnRf6aEEEIIIRqglykh\nhBBCiAboZUoIIYQQogGH5kxlKf6WXbgVm7euXII2L379m1B34QX7e/P2DQwpy9r4u+r8kvU91k+f\ngDZHTuPv1AuLi1DnmZJVqnPnI8Uk7I+Fko3c6ujjEf5uHbnfkpnP4x2REEKog3dSZnNullzIHFst\nvZii+zR1jtSEHMuYBEiOXOhiQULY2G/1iXOW2Hlh+BDSpMRrNa3w+IrIfq5DAiyjhKyO7kItWx10\nbtokVNY7b5MC3SDG2vFjptxtY1BiZw59qK6ri8kq9cMxnpdkavvnlLQZE+/Ou4cT4j55MrJPnR76\niT13/7PQV+/4hRDC0N2PU+IdTSfYPycj2/dZEOUs3dOPIyGEwKI+vbPIAjrZWOLdJxZOGaf4d/jI\nHV+XfF+S4hjk2SIhk3GGJ8Y7UisrGHz5md/9JNR99T8+acq3fQcGe97/PW/AHXO7cO45dHMHxKOC\nzRAv5wZxgS+/ZIOmr5/DMOq9nS1T9g5lCCEsrOF5OXbbaVNeO30S2iyuoRvc7qIH5/HPlBBCKJ0P\nVbF+TpM8bcOK3I8Vca1q77iSfpcSD5a5xrOi/0wJIYQQQjRAL1NCCCGEEA3Qy5QQQgghRAP0MiWE\nEEII0YBDE9BZYtZge9uUr5y/CG2uXsCAteG+Wz18DgXU1WMo4d12712mfPJ2FBF7SyibF0QuB2o0\n7Pwq7kzUq8hK1nVp61iAZObEw5qIekym9QGS7PsZHVhZHo8lJcK0Dzwc7qNsnrPgUi/9ksDD8RDr\n4PtZkCjD9c+iQGGanaso8teYhH3GJEDObapNghL7XazzAnq7QpGcccudd5pyl4ileYGTCiYuNDOK\ncAhhwZqDkb1+dYHnbkrlctuuItfBc+7ZF6EuJiNdq2v7pw+rDCGEit2jbnJCTsaDYsImZOSuDR5v\n7JM9CTXpdymZzOK3FZEg2Jgcn5/c0en2oA2r88dXk3st7c4Qmksk6jO33Q5168dsGOWzn/sGtPn8\nH30K6paP2TH9+370B6HNLa+5A+o+94d/ZsoXXkAhfH39KNR57njj/VD31h95J9StnbQTono9vP/3\nXYjm7qVr0Gb7ynWou3HNSv77ZByeTHByQjnD84EFDnv88yoEDLUOIcDAyJ5rMRljqxmCdVMyEYBN\ntpgV/WdKCCGEEKIBepkSQgghhGiAXqaEEEIIIRqglykhhBBCiAYcmoA+JsLb7g2b5rp1HWW6fIKS\ncW/eyrMrR1ehzc13o1x+5k4rNXYWUDafjFAS3d7YhjoPE0nTzAp2VYHiaklSg7OWS/Em4pwXq5lo\nzdRWn0hMvHlKlFqRtEVk87kVPJ99J/kmGQqpJRGffXqzT4UPIYTxAPvGcM9OTpjsYb9jVE5Az0ma\nO3Mco7j0FdDGS/8hhNDuWHG8LEmCfYLnKg52JzKyOjpj+YgVZROyIsHYpdWHEELpUrtZkvlwZxfq\ntjet8Ool7hACnyDhRNWMiNaePbICQpHjfeyvKRO02b2WtOy18n06hBD6fRT6Oy13/cixTCd4zj1M\nro2ZXJ4cfK4ics79BBCfpB4Cn1ziBxg/2SQEPunGM7+4DHVz81h34ZmXTfkz/+8fQZskwTH2rf/j\nf2fKD3zfm6HNc1/ClTY+94d/bsqtFIXw5eNHoM7z5B98AuqmRPb26d/zK9jPOks2pby/gCn+/TZZ\nhcFd95KtPkBWmQjlwQI6e4ZUfmUP0u9Y+r9f1YKtcgHbDiHUblyMyDjMvjAmY+ys6D9TQgghhBAN\n0MuUEEIIIUQD9DIlhBBCCNGAQ3OmfEBnCCFsbWyYcj7F35G9HxVCCAur9nfjE2dOQZtjN2NdZ96u\nGj8YoE+z4zyuEELYvL4JdZ6sjeGJWWbrxmTVeOagdJx/0Safg5+gWfgnC5l0QaIJSzckbFy2PluS\nobOxt4fuzOL6uikvu3IIIfTm8Xd/75t13bULIYQJCfLs7tltlaODnZQQQshS+3dGOcXf6pnf5l2E\naY7XMyFeU+EcIubFMA+uCnYf0hk8mRBCaLVd6GKE16/dxv2cuvOwt7UDbTY3MCRwd9veMzHxHFLi\nz/V6dj+z3sGhpBUJDS2nWLd3w+77aLAHbYZ76OZ5D65Hgv66c8SZWrB9tr+4BG1mWbWeOUyszvuI\nswSChhBCVdhtMT+RbSpxTlhJnBu2n55OF+//3evowb3w5a/b7ytwXHzTO78b6h78we8x5W0ynn/8\n3/w+1F07f9WUv/uvvR3aJL2DnZvb7rkT6kbE5dy6bL9v95UNaLPx7HlTZo5fRsI++8uuLy5jX2z3\nMJg1jb+9/gltKjJ2lrhtv62afC6OidPnnN6KuF55gduaIevzVdF/poQQQgghGqCXKSGEEEKIBuhl\nSgghhBCiAXqZEkIIIYRowKEJ6BMqAltJjAWQsUDOhWUb6DZHZLqIBKwNhzaobGcTZdrt6yigj4no\n7GEybeRCwvZ3UXidjA4OJe2TMEUfUlaTUMSCyNCwj0RgZFy7fMWU8wmGvpUklNSv+s1E3cU1vMbz\nizYAtEPkSBaGWbrva6WzhbL1u7a/FCXKrUWBtmLhAkfZKudpjrdd4WTInMi7ExKs533QOJlNMi5y\nt59hNsHeBzqOh9hfx6QPF7ntsy0fYBl44KgPM223D75+bSKEzy3ihIXF5RVTZsJ0TkI0y6k9dxNy\nDnLS92PXF6opuWeqgwXfiOQmslDZxPUFNkkkbWFf9J8rC7LtmIjO7pr64NsQZvvrvSJi8I0NHIcL\nt193veEeaPPAWx+EutxNovjkb/8xtHnuKQztfP1b3mjKR285Dm02Nq5CnSeex2fRMbKtO77vO025\n08Gg1LZ7zrD7eLiNzxk/iWoyQgF+SsabfILXxkMnOlS2rqaTIQ4O7Y0Dm9jFQqztPVqyyVfkPorT\nGVOrCfrPlBBCCCFEA/QyJYQQQgjRAL1MCSGEEEI0QC9TQgghhBANODQBvSZRo+2uFUc7MUrGGRFQ\nW044jTOU1PIpCqEDlzq7eeUatGFyaUwkP9gnkoAeXJrrYBOlSpbi3ZmzIv58gXJ55YRXllqcdlB8\nhLRaIpYyErfivf/+EEKYjnA/x26/dq5iWvaF51+EupYTLftLOMlgfgVXlu878bg3hyIyI3XiYyvF\nW4UnUTtZl0iOrO97IXxMJmjEAeXI1MmXLCGYsbfj0+nxutdk5/ddqv1kTFa7J2Zn16UwMwGd3TMd\n97kkPVjQXlhZgbpuD+XdnpvU0F9YgDYZEbT9SgI5SVwf7+P9l0/tNfX3QgghjPYOntwSyCXOJ2Ry\niZvw0mrhOUhIonXk+hnbp/EQ5eTUbT9JyLbrg/vndIR9ygvFIYQwt2zHxdN3nIY2CZlw8sU//bwp\nf+0vvgxt7n7gXqi7/fWvMeW9Aa7wwJ4XnhuXUVK/ePZlqBuN7ZhaVWzcdxNJSNK3l9RDCKHVt8/W\nDnk2pOReS+ODVyBgY1DuJ7OQiRZpQtLN/bgb4Rg4Jasb+P5C5gGFiEjwFRHVZ0X/mRJCCCGEaIBe\npoQQQgghGqCXKSGEEEKIBhyaMxVn+NXeo4jYb+4keC7r2uDHOMLfiIcD/C1758ama0M8I/K62Zoh\nODBrYXBgFOy+F2P8DTwfofvgf9n1q8GHgKGPaQt/D04iErSXWc/Bew+vRn/R+iXRPAas+jDVEEII\nLsiPhX0OiTc2cR5FSYL99raJg+a2Pxqh28VoOe+u2yGhlsx9ckGe5Cd+Ghbn3aNJC90E73GFEEJd\n22sas40TfCCfDxsNIYRA+gsEhxIZodtH1zGKbL9qk+PLyPH5AMCKBInCZ8i2hzke396GcyQ30N+r\niacWJfaY2y30TRIycKSJOz7miBGHCb4/wjbFlPg07tqkbeZ/Ee/PeSNE1QlZhte43bZjXlngvV0R\n9wn2KWAb8igIR44fM+VOH8egF59B//IlV3fy9Cloc8/rXwt1O7v2+bC1sQFt+t2Dnw3dLp67uTns\nQ1HtQlfJdfckEV7jkoxBdW3HwZzcxxXpG94XZGQkPNl/qmL+J3G0IvfJomTjN36fv0dSEmbMxuYZ\nM6sp+s+UEEIIIUQD9DIlhBBCCNEAvUwJIYQQQjRAL1NCCCGEEA2I2Kr2/4U4tC8WQgghhPg2IOq6\n/jMlhBBCCNEIvUwJIYQQQjRAL1NCCCGEEA3Qy5QQQgghRAMOLQH9ve95D9T5tOMQMIF1sL0HdcXE\npiKvnDgJbTpuhfgQQtjf3THlyRBXAW+xVerdbn7wg49Dk8ceex/U1S7RdmcHvy8iCdar6+um3Oli\nSvmNK3Yl8v19XHm9N78AdX618NEYP/eRJz4MdT//iz9nyiydu5ORlOvYvr9HMXufJ+m4sd1+QlLu\noxqvVeI+1+1hMv1P/Ozfgbp3vetdpry/R9LxyTGfOHPGlHvz89Bmd2sb6iZ7ti/s3sB05XyC16Yz\nZ/t1ew6/7/HHPwh1f/d/+XFTHu3vQ5v9XeyfPrE+JtcvJQn9HXfe2Xlp90iqtvtc2sa+//iH7P33\nyPvweCMylqQu7rhiKfB0tXn7uZI0iknicpG7fSARzAk5nx9yY8lj73s/bpvse+LGU2bNliTRunar\nFLBzF6e4tUlu+8b2Ho7VoxGubvCbv/GvTPmRhx6CNhFJtQ9uFYSEHGHcwvO5uWFXvjh1x+3Q5tqL\nF3Bbmd1+dxWfKRU55g9++JdN+T2PvAva1CTd3KeEs+vnU9LrCFcIiFNy/dxt1O7hWJZ18ZyX7vse\n/kl8zj30fny2l26lhqiF564m43fknkedAs9vIMdcuST4ijxXoxo/51cEeOIjv4Lf9yroP1NCCCGE\nEA3Qy5QQQgghRAP0MiWEEEII0YBDc6YKsiJ1yy0NnqToXqQtrBtuW59ll6z+3iYr2bf71hca7hOX\nZYKrVLfY7/eOssTj27phHa3+Eq5yfvT4caiLcrsPz375G9Bm4FyEO153L7Tp9vpQt3nlmimzVeQZ\nfkV6lsBaVPibdO5WjWcrobPVvIvI7hdRUkJNvi9U9tyx1coZrbbtZ7ubU2xErnGS2r9P0jb2FebT\n+PNXVujAsBXb213rFHXnsE9RqKvmm9Dl5t0+kf5SY13lrnue430VF1iXVm1XPrh/Vmw75FiK0vaX\nuiTeEXEmK3cdKnq8xEVy5Zj0/VlClFmLKCb76a8VO74EPxcntu/XEXFuSB9OnIMSZ8TDqTtQB9sm\nLiJzu+LI9uG8xPt/uYee6MWtl+w+EQc1yfD+qKZ2DIiJG5iT/fRE5H8YNfO9XBXv+u77yC3LPha5\nvsHGxYJ8cDzFe8tDhkXwoWJyDmLi/cVj+8xMIvRG6wT7S+3uBzbqM9+zir79/y/pP1NCCCGEEA3Q\ny5QQQgghRAP0MiWEEEII0QC9TAkhhBBCNODQBHSw60IAq9gH/YUQIKgthBB2Siuc72/tQJvFIxgW\nN3d0zZTzMcqK+9sopc/yCjoYYMjj3OqSKZ86dQzabF28BnXPfeUZU65aeNne+I7vMeV2F4X7F770\nDNTl47EpL66vQhuKExgzIrIGIvNVTqwua5QOveAbQghpbK3GDjkHTP300vZ4OiGtyOecBV8QYbpK\n8RtbTgjvzaH0PyBhmN4fnozG0GY6xrpVJ8q3ewcLviFg8GSUkE5NBE1/XqjATMRjer/7fWIzD9xV\n9YGSjJqE8dGhzn0d/35S5wIAY9LxmDDtG0ZEQE/oPlgqMtGCycmwKbJtes94p5nexwdL9+0Wit0Z\nkbZxn8jBlLgPmTufWxMMnj29egvU7V2/YcppF++ZiEx0mrjPrfVuhTZDIvkjRKZn/QxmLJBNub7A\n5i/EgUzyceV8jOc8J89aJpd76hjvtSi25zhLyDkf3YC6uLDP0YjdbKSf+XGKjQjsOvjP/WXQf6aE\nEEIIIRqglykhhBBCiAboZUoIIYQQogF6mRJCCCGEaMChCeh1haKXl9sqIsXOry9DXevCZVO+fu4q\ntJlbxFXq51bttnqLS9BmsIdS4yyOoU9XDyGE9TX7fee/8RK0ufjyK1C3dGrdlO980+uhTeyEvue/\n+DVoU+yiFL9yzEr45UwCJabVZySBmcl8UW27XEFk4aIksrcTLbMEBdGYdOfIic8VEd4ZdW6/L5+g\nuM5untj1WV8OIYSYCLZlbtOVB2TiAxPQvZBN5W+CT/Zuk3T8mgiaUeKThfEat0jqe+aE3qyD90dC\n5OTUpRt7cZ7BpOqSCNM+4Z3Ju0xH9asbMGeV7WbhBzjS9+Pk4ATtqsYvZFJ64neCJT6Tg/aTRBIi\nMDNJ3Ke3ZySZmn2fJyaScV6QyR4dO8lmcA0n78yvLkLdZMuOgzW5Vt0lnIx0+UtPm/JdS/hMuUJS\nvAGaso3HVwY/dmEbv4JEHLHzS/pL6bZNZPMwJRMdZhC0y4jc/05Aj8kEjWp/Czc2duNgD1d4KGm/\ndvtJzXwi5s8wweXV0H+mhBBCCCEaoJcpIYQQQogG6GVKCCGEEKIBh+ZMFcUU6urI7k5O/J2FFfyd\nev30EVO+9CJ6R9dePg91K6dOmnJ3hfhYbQwOzcfoHnnm+hiaeeXlc6a8s4m/ER97zW1Qt37bzaZc\nxuiWXH/eHl89QMenQ1ZHHw6tE5aRMExGAr83Mz8KP+d/co+I/5Ex7we2RZwNFs3m/AQWEjoLZYkH\nk5Hf4f3ReFfo1er8frLQzpL4GFnbXtMkne36tVxQoQ8bDSGENgnN7U6szxaxAELiMHhNJEnxHCQs\nOBQ6DDbxMKcoIaGh3gkjGif1r8ATYy4LCTP1QZ4187jYOfBtiLdSkn2vfOBpSbwq4u/47VOPknhN\nPvQUnK1vbQzrYDv4uZw4YVlm+34+QL+1tYzuU3B9OCchuqu3nIK6Jy/acOg+CUauSZAvwpy3g+8j\nFirrx1jqOTLHrnDOVMXuWfK5GZypOkYfMkutR5XmJJR4gK5zCLZd1F6DFlWCzzV/a0U0yBdhWbuz\nov9MCSGEEEI0QC9TQgghhBAN0MuUEEIIIUQD9DIlhBBCCNGAQxPQY2J71i4krCBBYglZIfrE7XZl\n8Msvomx+4dmzULd9+YopzxEBvd3G7ysrlOc9o509qBuPRqa8dstN0Kaztg51WcsGKiYDFEJ3Xr5k\nyjcuXsBtH8FgxhN33m7Ky+ur0IbhhV4f2PdqdR4W7BeRvlG5MDUWYBcRAT1xomxZzRja6bbPXFom\nWnuJOiYrqDP52q8aP51iH2MCqg/ITGYM7ez1bV9gYZg1EYGn7h5NyD6x0FW/un1Mts2CINk5PggW\nXOgDOkNASTWOUBpn++mvQ1nj8XJP1+8XNmLf52HSOAsg9AK6v4dC4Oc3Tux+5Tm5r8jf4b6vR0ym\nn0HwZbmlJelTmdt+PsRJN4FMqGnPWUF68+xFaHP/6x+AusHe0JTrCY4lrJ95WDBkRK4fzHMgEn4c\nvKSOm6FBqa6KSeps/J7lbowTFPMzL4DvXYE29XAT6lL3TK67GNpZRzie1v6eJFmcNZ1E8e3/f0n/\nmRJCCCGEaIBepoQQQgghGqCXKSGEEEKIBuhlSgghhBCiAYcmoLOo0ZETtOMOimXjEYq5y2s2Ff30\nPbdCm6tnUUq/8opNJF+7CVNv4wzFwGRy8GkbTVCGnD9+zJR7Kyh793ooiWd7Vqb7wm//EbR59ouf\nN+X73/EmaPOmH34H1M0tr5jyVz79GWjDcenKRKqsybu6l3dZyi5d+Nz1l4KlnRNxvfT7NWPCbe2+\nL81wJXSW8Oy/riKp5dMx9o3JxPbriiSuk1BtSKKvZkiYDiGEzIvrRIr36eohhODnhMREnGWrG5S5\nOz4yuSSfYipy5CXYGf78Y32qJGnjXrpNyWSIlJz03MmtcU36QUnuB7cPuIoASVenMJn+4NXuqUxP\nJHEQlqlNf/B+0j4cHTx2snGDed21E+XjEj832B9B3fJpOw5vvUIm65D0/9SJ69M9TFxPErK6gaNm\nq0WQgQkmwVA52k8yYC2YaJ24Nqz/kI0d3M1Cyo5vbCdkFXuYdh63yfHNWwG9SDBdvZiSnXIngk3e\nYSfLj/t/GfSfKSGEEEKIBuhlSgghhBCiAXqZEkIIIYRowKE5U0kLf1sebe+Ycrm1A23mtxehrr9g\nQ8IWTxyBNkduPgZ1W1ft9nc3rkObbBG/ryaOhCft4Wrl8ys2kDMu8PfZjadfhLpn/uxJU7587mVo\n886f+pum/N/89N+GNlcuXYO6P/6n/9aUd0kbxiy/LPvQwBBwsXmiWtEV1L1Lwn4DL5h34H87ZztK\niJwrk7bQmco6+Pt9cC5CTtygyYSEWrrPdfrozqUpCQl1rhPzTRjeh2p30BHpkn2og91PFvZZkYDF\n6cT6UJMh+lFMlqtL65zN4jQwrYOFU/qAPuqbkA4Tu75Xkb5IHULnUbFA12yWkFIapsh21H2sItId\n+VxJwiFhF9j95/1A0iYmXhpsm9Sx/M+8sv2s38dAx50NDIKcO25d1e0XMEByTHyohRNrpjwkbWYJ\nmWV9ilWC60RCJqEvzOi3eUerJg4qdQFnCLWMK7z/q/G2bROjS1rN4TOz7FgfumDPC+KJJnA8s438\nDTI79Z8pIYQQQogm6GVKCCGEEKIBepkSQgghhGiAXqaEEEIIIRpwaAJ6v4fy7rhvRfLBYAhtNi+h\nUNhxQZerR5ehzam774S6yehpUx7ubUObBRLelqVM5LQsO9k8hBD2r9p9376Aq5VvX0EZcuGYFfP+\n2s+9G9o88EPfZ8pPfepJaPN7v/YbUJdMrSz44Nu/F9owQLAlwi0PkPMi+Wzv83419jgiYZGBiI/e\n4aSC5gzfx8JFWeChE6aLKdknIkx6ITTrEOE9w+/LpzYAtN0mUjwha1kBvdMlAjoJkE0y+7mUnINi\niqGdIyf0R0QkLQs8V/nUnvc6OliOnpYot2bMYHZCb56TsNGCBEi6TlWSYNaIaPCt1A63nYQFwR48\ntkTkXkuZ+OyE/qLGc1cSo5fJyJ6K7AOGpbKkzYPv95KEfWYkVHY8sn2/754fIYSwv7kHddmSHU/j\nFk66GV65AXXzx23A8f5oAG2SGQR7FtBZknPlLymdmDOD8A7BtyGAuM4mMLB+FpKDJ4CkNd5HwdVV\nGZ6nqIcTCMrIjmcsCDZmEzLcc4WFvrLzMusEJYb+MyWEEEII0QC9TAkhhBBCNEAvU0IIIYQQDdDL\nlBBCCCFEAw5NQK8DSpvdOSvBjscosg23d6Fu+6qVBbv/X3tvFnNNct/nVVUv57zLt8zK4XAkiqRN\nS6JkOYHtJEqCwLlIHCBwLhQgCJKLwAmiwIiiUJLFZYYckuJw08LYlrfkJhBgJPBNAF0YSZAgC4Jo\nSSAFimJRC5fhcBvO9n3fu51zuqsqF6Ob+v+fT297GtZLAb/nrgvVfaq7q+v0+56nfnXiJdzTRx/z\nZU+YFamz/7xp51Nu+60XHS33X/ZS44PX2nZuj/3lf89f/LOu7On3fk+zffTE467OL//iLzXbv/bf\n/c+uzm1o9w//yL/ZbNfN9QLsH9ZstpavK2/2A5+RJHErEHLCNIjdRui1K7E/DCs60mrwNpU9hBAu\nzloptYBwe4D07zy159P1IKCPvr9kk6a+i37SBlFMGnfO/nomkKGt6EwCeibv2NxTmzD/5udRSnm0\nBf7ghquDv77TAnE9Q1r9SG0q5l6Bp3s8+P6yMcL5mHydVK8fkkkWLpBabud2RHrYAHuJ6Zmp8HnW\nj+7hmSGR3H++Pz8S8+14vTnx124+9+N3NJL45tSLzxff9hOdbpvVMA4H/x1GqeHu8+H8aMKCvV14\nZBuAfu2n/+GxzMEL3WOythecXwogoJtJDXHjv4vm5L+3q0mGJwkfc/3tKgUFri/th/H0y9B/poQQ\nQgghVqCXKSGEEEKIFehlSgghhBBiBTfmTNHK5xvjhByf+t9VL8+8E/LglTZs8/iWX3369NSHEj7y\n1Nub7f2D+67OPO1dWVkQlDbPfr8nnnmy2d5AIOgM3sbLX2+DPF//v3/L1Xn9pW822z/4z3r36l1/\n9vtd2bk5v29+8SuuDmED3TAUDQI5nQ8FdXKBEETTXTrYr4CH43rZMm3EZZBSqOVm68vGsQ26JNcq\nw+/yNjuxN6GaIYTQQ9DdwThTXfTXjshT/iO3Q+DwTad2FBpCKADQrFKPDgP1l7asgFtimQ9+jJhB\n5MrmJs+TDw0dkj+/jfF+TkbvegyD74sb48FtNxCKuiC0k1w2Cs21jxo9M6SIVBPuSfeK3UPj00F/\n7RcEHmdyH3sYJ4xnGAbvGZaDP1Y1PuQAYZ/nb/jvgiPjnNIzE0mgs58P4bQ0TpQF/o4LAKWkZPi+\nAkPKl8ChyK2ydOHKleXYnnOhvkjXoNiwZv951CLfZWFMojbAsZai/0wJIYQQQqxAL1NCCCGEECvQ\ny5QQQgghxAr0MiWEEEIIsYK4NMTwnwI39sFCCCGEEG8BnBmg/0wJIYQQQqxAL1NCCCGEECvQy5QQ\nQgghxAr0MiWEEEIIsYIbS0D/0Ic/4spyaRNQu+jTZDfFpzKn1JZREvahUsJse/q1eK9sCD5R+qS0\nCa8f+tzPuTof/vhPuzIbKdvB6uGYYGvSjTuIga1mvworxCdIwp3Nat40LeCTH/u8K3vuw882OSUe\nPgAAIABJREFU2zH7HXMP52faTtcgz/4ex6G9f/PBpwiX2d+rO4/cbbYf3Pfp2J/77Kdd2Y/81D9s\ntuvWf967xi+4sj81/E6z/WR5zdV5Y/82V/YH8/e17aw+Hftu51OZN2XXbN+Ld12dz7/wrCv72Ifa\nskP0Q0GB1OmS23sTK6Q5Q9+zq7jTX3G2D4cQQjRrwkNocfjEJz/TbL/wVz/rK0E/s89IR49j8m0q\nZnixSeohhJDgYNWlt/tj07V77m+1Y+Wzz/uxJRZ/YTpTFiffpgT7RZNA3oFvW+24EULIY9v2Gb5d\n8uCv1Qsf+9lm+2Mffc7VGWCiVDKrRQyQjk9p43YcLHAfCtyH3LUn5I8cwgxj88/8zOea7Z/64Cdc\nnZh822mlBEtvV4aAZ4i+w2zZJvn72Ve/37a2z/9f+9zfdnU+9vP/oSuL9isZPi91sHpDass66HcV\nQvXtZahQqcDrTzE7fuKv/QN/8Ieg/0wJIYQQQqxAL1NCCCGEECvQy5QQQgghxApuzJkK8Jt0b1bc\n7sGP2kS/IvXYtd7IBG5QCEeu5LKcNts5+lXHKzgFffLtcvvBb/zR/J5OjgjGgRlRZAJHozOr1NuV\n30MIYQYHrbpVx+HzF1DBFeg6cLTm9gMyeQ7gqSRz/AFXWYeV5Y3LVWBFeiKb/nnUedfq7f2Lruzd\n/Zea7c3emxXfnN7ryl6av6fZLlaGCCE8U77myh7tWyfrKvrrQiTjknQb3/cL/a2VjHtQ4HrCs+3/\nbiOvCnZ7C/0xQj+IJFbYj+roXMjRyGYb/BpwO+ylo4cdxwRXCe4LjFN2COhnuAZXvr8Mph50xVAS\n+C25vVl1A9cO/B33+cXXiRk6gnGmZnq2YRwudqyC/lrpO8R00Ah9GIZB//ng01Hfn03/oPGtmDoj\n3JehwPeF+S4Y4Puih76fFoR8H/KpK4vmnnbgTM0F/DYzzlfwqirc92ouaKUv1uJff+ArcjH6z5QQ\nQgghxAr0MiWEEEIIsQK9TAkhhBBCrEAvU0IIIYQQK7gxAR1FvdwKaEP0Qto27l3ZcThvtiF7M/TV\n72etv3OQOLNLGwthXiD5kkfaG5GcgtpsuGEI3qGkoEvrJhYQCiPYdclKlQsEyhBCiJ2VI6ESFBYj\nLA+Dv74VxPXNUTuB4PzcB1hWEvNNG/q0TNC+k87a7fCyq/NYfN2VJdNlv7V7l6vzW5d/3pfNf6HZ\nfsf2JVfnaPy/fJlpZwJplEjm76gK/byMXkrPZsgoBwgJBIG4tyY5fJ6bDPFmQ/+JSTQAUACimegQ\nQYrNoz+XYgJcsQ7ch2jOOWXfpn6+/gGMJAHD+aW5vXhp7695f7l1ZeOlCU+GdtYeJPETG+gK4bsL\nDN+UQTKeQfY2UnGiRFcMa7VyMk14gefBjmf0PbOgw84gt0eQ4A9m0kSBSRR23O9B4qYxPZnvhw30\n15EmAiwxtA8wxtpzBpE84rWbTB0Y4+F7tCwQ0CsETdNEjqXoP1NCCCGEECvQy5QQQgghxAr0MiWE\nEEIIsYKbC+2E38CtU3AI/rdXKtuY37eH6H+r30b/G+3eLKjbdf63113w3siuXO/doNdkQubo51la\nxNiW0ILF2ZwfrPUc5gyhaHYh2YXOVDHeBu02g/sQjA8VB3A9wFewzsT9b3tf6faTj7qyYdPeq3J5\nfeBqCCGc9m8024+mV12dEQIrXzk83Wz/v/u/6Or8xu6HXdnL8Z3N9runL7o6xxAcaq9eXngDk/Eh\nIvhmtYMQ2769N2RoxekCPq89PuotEEroFvCGz/MHIqcQghmNt1EgZDKf+pDg/bEJCd6C4wNBntGs\nkNwffD8nr8kf3F8n0Ebc4sfd7Met/tKXdQ/aRbbjAcINRz+WDLV1VzOMp6G/3umjv/CdrxRCiKYT\nFXBgbFDym9h64HZSSKg5Fjk+CzItMba0C/6+Z+tMQb/uzHNLn0+O3WjKRnCRaOFo67wSdSJnqu1D\n8+yvXUffT4N5/iGAtIBju2gYpBBUaNdS9J8pIYQQQogV6GVKCCGEEGIFepkSQgghhFiBXqaEEEII\nIVZwYwJ6hfe4bMTui3DX1XnQP+LKbtWt2T53dcbgxePeBpcFH+w5F5ChadV2A/pv0UrbJDB6WbDr\n2tsEeYchFCsiUuDa9auVL1n1PAQfeEaZiAXEzu22vccZJPU+efH58n57T68uvIz9nu/6AVeWD+19\nP98tE9A3XSseHyffN/LsH5835lZA/8rhPa7OWbzlyp7qvt5svyf8vqvzWHrDlZ2ZG5ajv3ZEt2vP\nL8FQkDYnrmw2UnqGENQC/doK0hS+R8+Dq7fk2aOV5elZM8J5Odq5OhMI6NPttuzqCD5vBIF5aq/x\n9tw/yGPY+P0WQN5zMnKynQQQQggpw1eAEc7jBH0K7kM0z1qa4dku1z9/1M6MZndb1sHEHNzLFS4d\n9BbsRgOhocCOFIU5m2crg4TfuTBcf5weAjntd1+E7wv6LgowUcWRYUwwh4+d73c108Qjc08h5DlA\n2K4Nza30xUYhqBBQuxT9Z0oIIYQQYgV6mRJCCCGEWIFepoQQQgghVqCXKSGEEEKIFdyYgJ5Aubuq\nrbj2WnjM1Xlt9mUbkwz9TP2Kq/NM+ror2xrh/KR62ZQMxowGuIFSvK93BUMkOdHYe+DNhRIWJOH2\nkGRsKy4RDINvO3mXw+hl2mgk0f05TAw49cLrg9da+foOpJ2//XuecWX/z//yK+3ng8S5BApzpwkS\nr+Snmu3zdOrqPLl90ZV9f//bzfYP9L/h6vTDA1d2nt7Rbs9eGidGIwfnyff9eoCybXv8CpJ6hozn\nYvqH7dMhgEwb/PNAkyjc59PjSavdD23fK1vfF6etl9J3J23Z7tQnN8+972fJJJ4nM3EmBJ7UYKEx\nAgX7ZLch5X4ked4kw+NSDf78rAaM8veS4QVuMeeYm0kwMOZmSDJPJjG7Uqo3Nd70PU47v75/4uQr\nqGcXCalwbDeBCOokOBn7/RuhDj5qS2Yowcm4ySV2QAghVJh8UaKR2Sd/8C7RShumD8PYgittQLuW\nov9MCSGEEEKsQC9TQgghhBAr0MuUEEIIIcQKbsyZGqMPXZzSUbO9r96d+Vp9hysrJgyv7/1vqI9U\nH3h4VFtnaqzemZjhd9V98K6DbxQV2d/c/e+/CXysanyPMvv93LGi/w0cV9y2v5UvdKbsa3iElbvJ\nOzjs22tu/YWH7Wfb+c73/WlX5+yV+67s1a+0rtw7v/e9/uBAZy9n9I/KZfbhmw/y7Wb7KJ25Ou/c\n+EDOP9//H22d5L2qb3feF3y5PNlsXxXfJiIZr6m/8kG3/eAdhm5o+3639c5UCRTk2fbrCs5Nydf7\nbEtWgy8ks5BHldp6s73pIYQMTtE0tGXT6PebwJnqY9vX5x18Xnf98weGCHoxpWsv1jzAsSGotOS2\nnWnjnTBy0MqRcdBgHM7p+nucKFyYvJ9k3SfwYiir0fQP6nbkHvl+Bd7PAiWTnLcYKXDUhjwv2I8a\nAEOsVckKXihftISYaUxvH0BSGCsEZM/FBMiCkDVDaGc0fc9uh+CDPUMIIS7onw9D/5kSQgghhFiB\nXqaEEEIIIVaglykhhBBCiBXoZUoIIYQQYgU3JqA/vrnnyk6mVko/gxCvb9YnXNmD3Iq5FDIXQeyO\nJtXOSrJvlvljTQsk2AjHshIlhbBRpmQKtp0UbmgEX/h8cgyjORaJl4iRRGmvTKu/G/NxGLysnA9e\neD05bUXnDYjPL/5/Xuwe+vb4w6nvU8QmtGJuArHzLHjZ+yIeN9uPbPzEh3cPv+PKnhla4bzCRICX\no+/7r5e3tQXzsvtnZdY0exG5Ayl9HNvzo+cjQjikT3X1+yV6Zsx1sFIuQffKSsdUZkMuH1poUkHB\nfw3gE7v9KiTdzksMZniQKcg3W8sXun4JEJprRPwOxGAaqIqR7uctPP8g5ltoYg792V9M37B95c1C\nvKnNVg+TYApM4LHHwkk3Sx4/Oja0vbeBtXCoZIRsEvVn2HPq2nt6gGtuPz+EEOqSwGoKvjRlNftx\nf977iV3lYDotdPQMExZS1/brfrN3dbrRT4LrB/88LEX/mRJCCCGEWIFepoQQQgghVqCXKSGEEEKI\nFehlSgghhBBiBTeYgH7hyk77NsG6gPxJq6q/GtsU6Efja67OAJGre3OsCjL0HpKvC6SiuzoUZGwE\nRhLCaQFzW5HE1WDSjisIotkuQ/6QNiwhGukvZ8hlBvnTCecg3NJK75vjVjg/PPD95/6rr7uyu08+\n3n7cwoTbzqTjzsWn8T+oj7iyy3TabJ8k3xe76CXH+7FNTn81+GN/tb7Hlb06tZMvTuk+AGXTiuR1\n9tJ/RzH+kxHze39dAgm9LlEe5Fbos9H2jyUR6Ph80gPZ1usyJExP/vnv9+05594/tGWCBHQj3XY7\nsqrhetoqIBl3JKCbvm5XUgghhNqDcLs1zzaMGxH+DrcrPIBjHAJcK0daJnYX01/QGafuYiceQN/A\nIPG+vcgZrgFNdLCMlOINY3qsdlIRjN/mWDRfgiaJzHN77AleBTJcl35Jgj1I4jbdvGbosPCsWQE9\nH45cnbnCa0xnVniYvWy+haT2mH29peg/U0IIIYQQK9DLlBBCCCHECvQyJYQQQgixghtzpq467wZs\nU+tjPDF/2+/Y+/e/x+c2GBGD/ap3SXZD640c4If5fe+T7go5SwZUV4wLQCuFR5CYZhNiuSSANMFv\n2xVcpGJ+c0+JRAdP8RKMq5PgXKLxHMhkIUEimWt1+eCBrwOuzsmjbbBmKcucos56DXDLp+Kvlb3q\nY/CfN8M1ftmEb75U3+nqfH36bn+s3Lpkt/PXfUOBg+n75ciH2tFK8tbNicXvF8EztEGaFLBIgbEY\njHgNqCuSPGOemXoAP2rnn/+NdbKy981I20rGE+l2/vPifsHzhwGWUM3UKx24QfA4lMGERdLBQQq1\n426l57+73pmijyNTxz7vNO6jm7egjg21DcH3KwpdXvDVEHroodTLrQOGqqy5yTUvDO20viA8jxjE\nvCA0N1BotnXJKKSUnD6z2wyeU539u0Tt2merRPDUEgTWpmXfD4T+MyWEEEIIsQK9TAkhhBBCrEAv\nU0IIIYQQK9DLlBBCCCHECm5MQL8fTlxZNMbd2PmV7Df5zJXdNrL1HLyQNkHZwRh9BZLvKq5EvsAy\nhOCyrtqgS5DwQLB3IZ2QTtcZMdAKvyFwaJ89Vrfg1N78gOtXNCdBM88mTA1CH2cQeu11Oex9nc2x\nP9Zw1ArE55fn0FLPaMzcDsT1W9FL8NbPvF3v+SoQWPegPtps78Kpq3M0e4ny0flbzfbT4Ru+TcC0\naVdoL+HYVyJZ33RP8sMrBQCWVvak7D8S3qN9ZhYYvhH6uRNgQwjRhFGOIKAnyPBLc3vS/Ugr2UPD\nzJiQQKbtoQ2Wkuj84APNdag0bi0YSyjB0k54+cOKphJ8HI1Btg6EdvYdtNO2C+qQLw2ONrSBxHU7\nicIfqGBas2H252dDgkMIodRstn0/s+O8nagTQniIFW8nC/gaNCFkQSYpC+hmVgHdKpwNEdsyO2Eq\nhBAqXDt7+K7ApK0JJhD1b/2VSP+ZEkIIIYRYgV6mhBBCCCFWoJcpIYQQQogV6GVKCCGEEGIFcckq\n1/+UuLEPFkIIIYR4C+AsGP1nSgghhBBiBXqZEkIIIYRYgV6mhBBCCCFWcGOhnR/62R/zhYc2dDFB\ngF288kFb/dVRs92dH/k6F37197A3n0d5a4NfWbqO+2b7g//tT7g6z370A3CwlgghbH3nz7kWE94G\nYX8HGy5Iy9b3EL6XTOAZXITPvPApV/aJ93+kbSO4dz28q/c21G72Pz/3kHhoA/My/R0AFp6tBXly\n4QN/7+Ou7EPPf7Q9TqRAVwhYNeF0BerQsUJq+3WBwMxcfThdCm14aQx+v89+8pOu7AMf/1CzbQNl\n3zy2L5tdKCEEbbqSEKIppTDcDkIliw0XhJDJT3/8M832xz7/77o6KfuQ4GDGjXCA4NL91hXF3D6j\nGOzb+ftQxzaEOI5+bEm9Dyp+7tm/32w//6GfdnU20aeLDuGq2T6qV75O9eG39i7Uzo+d+wrBrCYY\neY709eLv8V9/4W832x/8jD8/zBu1nw/3ocC45IZG6Ptd8W2fH7Tj/nF/27dp75/35z/3fLP9Ux/y\nz6MNkA4hhBzaMeEy++++Q2nLaoBgT1cSQjLj/gDj/kBBoiY8+b/85I+7Ov/1j/rvdheiGf3zUeDZ\ntl8FM6QEHyBse9+31+Wq99duhnDYQ2zrffqFT7g6D0P/mRJCCCGEWIFepoQQQgghVqCXKSGEEEKI\nFehlSgghhBBiBTcmoOPK50MrpVWQ8uLsRbKya+uR2B0mL5ImI6DSyuuxeCG0oqlud/RtcFJx8cJd\nhVXHrTCZgr8GedfKpdvbINxFL7z2Q3vOhWRaoHbmWoH8PYP8mY1AOHT+8/IMfcMKzCQ+e1/SrXKe\nOW/NkYz0H0H+DiB7dmbVdrqadqX3N+u1+6UO7jGI+W6R+Lzs/jnXk/oiXKrOSJtWuH+z7Pp2ktwO\nXd/tGOP15xcrTDaZQSQ/tGXl0gvo9QrKcnt8OzkihBDi6GXvLplzhj9ls50QAhySl+mr6wghRFOW\niz92nGlSgzkfuMf0wBfT2+3kgaXYCTchsIBux5cZxq4e5GQn2Gc4l8mXDan9vuiLf0Z3V/77wjIm\nL1/TzJjJfI8NwV8XK5zP8Owl2+9CCNHc0wrHDtAXuwW3FC6du3/gmuP3fTHfFzN0hAkmOuzNhJ4D\nfB+TuH7ASRPL0H+mhBBCCCFWoJcpIYQQQogV6GVKCCGEEGIFepkSQgghhFjBjQnoYaC0UyPFVRD1\nMiT2GnE9giBeQfCrUyupsdvqJcMAaaquTZTYa04ZxUBQlrdHrXD64Jt7V2fet8dKkBQbQNC0IbBW\n9H4Y2ciC4L+GBOeS++vFxw5k72re+4vvBqGHexwPNnl72fkF0y77+SGEEEk8zu1+PUm44Hp2JlE6\nD/B5CSZfuDjnhYK93YvSx+F5SKYT06QN7Pz2YLgbPKO2zy4QYBMkRdc9DHUm3Txe3nFVpvNbrmw2\n4nqCSRRhc9+3wQi9KfkJIaEffZlhF71gn2Hw6mp7/BH6MKXO28kXNA4n2s/I0E5kf/NoULakDq2K\nYGpAonUPY3We2sEjg4C+gWdtNP1zuoAEe5DSLR0MXonEZ5NOn2iQtSsEwD2e4Pzss0bPcYF7XOfr\n718HfdFOOEk0cSVRO834DddgspOhQgiHvr2eu97L5hOsEjJ11z9/D0P/mRJCCCGEWIFepoQQQggh\nVqCXKSGEEEKIFdxcaCd4Bjb0LdIq0vB7c9y0QWl5CwGdR+AnHNqySF5FD+2E32hdHQq/NGXWPwkh\nhH6E39zntl3nrz1wVTZH7W+9HZwK/ppvXqcpwI6wv2WDrhQmSHir27Ysb0kguj7ULu3A/7j0u21M\nWFsE14qwLhfdcQpYdV4chCIOFJQ4tX1xquAPjd6VmW1QIoTTEcW0PcHnUbBeNB2GQjspkNN1NApm\nhOfKORMYIGkOPfnOHycK+21DGPdnp67O/sHjruxwaB3G1Pmgxu0d385uMq5j8e6jC/YFpuTHN/KM\ndqHt7Jvg9+sglDhZHxKGMgzkNA4oOTfL/nr3tQrcdxsgS55oBcd22rfP2ma87Y8NfWg6aweYLvvr\n2Ue6Ny1j9PedvutCsg6xrzOZ+0ChljR6Wa8pUYg2Rg5fD309uiBW8rHgWNnUm8CL24MXd+mcKbif\nENo5K7RTCCGEEOJm0MuUEEIIIcQK9DIlhBBCCLECvUwJIYQQQqzgxgT0CgJ6ja18mcGl7cGGtB5w\nzheuTpwh0M0IfenKy4OVVvgeQGa/pk0hhNAZObiAUNhDaN/5K+3Bdpf+4Hefavfrj/2x570/l2rE\nYxI9iWgFbRDua++PdXXcXrvdo36/sy1cF9OuozMvlt563XcYk+ca+nlhaGeyojUI2iS8GpE8ZQj2\nu/CBjsk8iiP0jRB8qKT1zQ8ooHrsfa+w2nyENtiJFT38PUaiLEQs+hoo4dpjw6EtENqZQRbOU1s2\nH7yAfnV+4suuWnF9s/XXYDjyY1CZTKgljElLnN9DhYExHrkiGwp8BX2xS1d+P9MG+os7B9+GbOTd\nCpMhlgwvGARL/cUciyYnTDDm9X07kWM7Hrs6870zX3bejjnD8aO+mfP1X6kjhLVS0GU0Qb5d9P3a\n5j4nmECUK7TJfN4IXSoF+L4AAdzVoS8/006awDBDiLUVzvcws+oKynZDe62ukq9Te/i8ZV9/iP4z\nJYQQQgixAr1MCSGEEEKsQC9TQgghhBAr0MuUEEIIIcQKbk5AhxWig1lVHRNRwdCMRliu2b8jZhCP\no0197il9GPZLkNptAJculNwe/2jrxccORNLzN4wMCbLi7cda4W4K5/D5kLxtJGq7mvjD6O2xoE21\n85+Xj9pr8Ood3wW/dReShaf2+G8LXkA/uoTV7c1Eh2Fhqq9dfT3CKvKFUsOtyJkgcr36svn8tXY3\nStCHJyJt2mvVwQQGwra8gxXUUQM2gmuERyGBBO/OhmRzsMvtZbAJ7ESErP+aYagzZXmCROSZytrz\nozkqOcM1sGI1yLwJ7oOlJp+Ev4P+Umyac+f7XYLE9VpbeX6EZztD38/mumeYtEHjoq9DCej0PJiD\nUWJ/5/vC2LfPTD6HJPpzf11Kbcfm4ehJ/4FnfuKBZQMPTYHbbsequcJqCma2QAerTuxg3LdJ6bQa\nBz5pFIdvoO92SsN3bYIJPQeTXH4FSeZXox/zbAL6fgABHZe1WDhBCdB/poQQQgghVqCXKSGEEEKI\nFehlSgghhBBiBTfmTBX4bdfmBiYK6ITflmfze28NEIpWIMjTBhd23tVJ4EygKGKB3/h7s7r1ZvR+\n1Nnrvu2X5+3K7nee8O3cnLYX7/I+uDoUPGl+Wy7wuzxhvYYCv5P3UJZN2QP4nfx1CGEbzT2+20M7\nIzhT5vDL/3qwK7bT54HbYcLhpsGHPsbju64smf5S0Mvzbkct7efZoL+HYR8/CugkByWZh5RcFg7t\nNPuBu5YGetZsk653Njh4FlxL8xx3vX9m+tFf8zS1/azbQDBrv3NlfW/TMGkMvD41cIbnOIDTtzPj\nmQ1qDSGEPEPQZWodlG311yDC8xDDgtBONGEN6AvC82D6YoJrMAzep5ketPfmJHp39QqCkcPQhube\nOn3CVTn/1it+P8MIz3al0E5zzhXGReuuRnqugr8Gexu6Sk4TuY8Lbl/uKJC3/bwM/cD6USGEcGnG\nhMuNP5cLcqaMSzqBrBfJEyvLvv8I/WdKCCGEEGIFepkSQgghhFiBXqaEEEIIIVaglykhhBBCiBXc\nmIBOEnftrKQKQjFJcUMrkqXihUnyF2s2UhwIofXgpUYbXEhEiDzsu/bzDjsvCz6459vem1XpTx/1\nbbKBp/sdCOjRi3r10O7H8q6nLBAK5+wF1DS353y089fp7qU/VmdEy+0VtBNCF610uyQ8LgQQbEHe\nLcVfYxuUWCE0sG7vuLLOyLM4+WLwEw+KMeyXCNpv7tjWwwxNCKMsRvqlfr4IuA8VxGPnsi8QtBMG\nAsO9Gtpnrd88cHWOTqAvju29Go/8sTcnfsJL2hgpPXlxvcIkCleHRHIb0BlCyGFj6vjnI/dwH3K7\n3xyvXJ0hg5hvbx85zTQQuzr+mruA5RBCMRNAEgQu1h1c48lOBPDX5XLvy97z3vc12925P5f9Ky+7\nMksPgcM9fl+07azuAvNEAFcHnpmutn3YjiMhQMhsCGFeEOo8g+ydzX4zHGYHwZqXY9sXSTa/gKDi\nSzPZi77be7h2/Yr/L+k/U0IIIYQQK9DLlBBCCCHECvQyJYQQQgixAr1MCSGEEEKs4OYEdJvAGrwo\nF0kWBkG6WHG9hxW/QW6Lm1YETCQ5grjWTQukW5D3Ym3PeXcFIiKkwA6322Md3fbHPuxauXXeebkO\nAtddM3tIJCfmYhPC4drBddpctPWegCTzo6tLVxZzu9+dM3/scU9taK/50oBb61lWvJ/+82xvmWG/\n0m9cWWf6egeTL2ryfcNKuCSSEsnIyLZvPoxqLiAlp9cFacqkkVNwuhPcF6xaH0HwDb2fCJA2RkA/\nPfN1OpDLs5ks0HnJeTj2CejRCOilh5UaIIXdkX3fiNCnqrl2c4AVHjpKzDZlC4X33kyC4YTp688v\ng50cO5jMYs6PFg04nMP9G06b7b2fKxBOH/kuV3b35PFm+8v/+z9ydU5gUoEloWDvG9+ZCRkV/vex\nNd9Pc/WfT4H59mHL8H1cQCRPC/7/MsMYNBnJfw/fM5eD78NnJsH+cvR9eAffmXNnJ+bAOAVjbFi4\nAgih/0wJIYQQQqxAL1NCCCGEECvQy5QQQgghxApuzJkiB6VaxwZ+e6VAN5tlRr8to2nRmd/4wY+A\nBbfDDL8vW8j3yibwMMPPs93o29517W+75DlcXrTBeuQYRPid2oagRlyx3WPz/0qhgE5/DbYXbdmY\n/efd6aENJih1mMHZuIDzs/7FwtBO6/0k8D8KSD6uBbAfuVZ2xftKwbCwGrt9RMg7IlK1zhT4X3Qw\n+9xSHfAaa2eCdSm0E55b62gtyggFeYae7dq3DlPagh8JDlM1fT114F6MEBbZmc/roJ0k/hiG4AMz\nMwTkuluF3giE7ZqvhQ4GwQS+ib01qUDo8oKvnFr8Te7AF5wm46XBeNOlY1c2pJP2OPCsPXL6qCu7\n93u/22yff+vLrs7jP/AOV2aZYYyNFDRrbikFnvZmfBngAZkoENQ1wB+7wJjQw32wHOC759C1+11B\nnSvwGg8mkPMAoaEV3C47LnVwfj2kEo9ypoQQQgghbga9TAkhhBBCrEAvU0IIIYQQK9DLlBBCCCHE\nCm5MQI8goLs3O0gboyA4HxwIAYsgdqa+leDqCPLZBLIwycEGkiizFXNRRIYgz7EV5SrCUFW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NImptzj+dlUZhJnfZGVNvOCfh5CCP3QCtLj1k+YGEYvUc+HdiIHyck0QeOwaxPPL42QHkII084/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\nr7LvQFt4H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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -4087,2348 +568,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The first layer output, `conv1` (rectified responses of the filters above, first 36 only)" + "* The first layer output, `conv1` (rectified responses of the filters above, first 36 only)" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlIAAAJOCAYAAAB8y+mTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvVusXed5HTrmuu/L2jdubpISSVEUTd0S3a0okpKYseoo\n", - "TRs7TWvFaRPXSYAA7UFeCuPkoUBjFMhL0gYI0IeDUyNoXMM5QgPLRhJfEje2oxhSoosp2TIlUVdS\n", - "JCVyk/u+122vdR6Wx7fH/Oe35lp7ywrd4B8vm1xrrjn/+/z/8X3f+JJer4eIiIiIiIiIiIido3C1\n", - "CxARERERERER8X8q4kYqIiIiIiIiImKXiBupiIiIiIiIiIhdIm6kIiIiIiIiIiJ2ibiRioiIiIiI\n", - "iIjYJeJGKiIiIiIiIiJil3hPNlJJkjycJMmpJEleTpLk/34vnhERERERERERcbWR/KB1pJIkKQJ4\n", - 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BDHe94/2ChWSrbuhrrMtra2ux89Zao61sIQyXkEmlUp4wnSTyelDzBQQEBAQE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M7K1IV3Ux/Wfr8vvcu8qU6Bhawq9Q57darFNgvozVapZrVwUoMIH7/RaNToi/P5fGUSMDtPr4L3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FO3q1koQfkNmF4nVuZ5AT5sO/LGJpdr6qxbNL2A1GbPdWInIWC3ktDdlVgNP36elpwxH8+Pg4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\nSiJrdQie0zC4ghlPjP25c+eURcH+fu655/Q6+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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -6437,1895 +591,30 @@ ], "source": [ "feat = net.blobs['conv1'].data[0, :36]\n", - "vis_square(feat, padval=1)" + "vis_square(feat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The second layer filters, `conv2`\n", + "* The second layer filters, `conv2`\n", "\n", - "There are 256 filters, each of which has dimension 5 x 5 x 48. We show only the first 48 filters, with each channel shown separately, so that each filter is a row." + " There are 256 filters, each of which has dimension 5 x 5 x 48. We show only the first 48 filters, with each channel shown separately, so that each filter is a row." ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlIAAAJOCAYAAAB8y+mTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvWmsbldxv1nvOb7zgCc8GwMGMxkIMyKgRCgk/+RDuiMl\n", - "6UQBOg4eZQYj7GADRg42wthGcMEoHkCOlaB0R1GCWpGSNJmDiIAEOYAx4BHPxsb25frOZ+gPl2fv\n", - "9T57132dg92n8+/6fTnnPWe9a9eqVWvtVbVqmCwvL0ehUCgUCoVC4b+OudUmoFAoFAqFQuG/K+og\n", - "VSgUCoVCobBC1EGqUCgUCoVCYYWog1ShUCgUCoXCClEHqUKhUCgUCoUVog5ShUKhUCgUCivE03KQ\n", - "mkwm/2MymXx3MpncOplM3v90PKNQKBQKhUJhtTF5qvNITSaT+Yj4XkT8QkTcFxFfj4jfXl5evuUp\n", - "fVChUCgUCoXCKuPpsEi9NiJuW15evmt5eXl/RPwfEfG/PA3PKRQKhUKhUFhVPB0HqeMj4p7m870/\n", - "+VuhUCgUCoXC/1Q45Gnoc+Zd4WQyqbo0hUKhUCgU/ttgeXl5Mvb3p+MgdV9EnNh8PjEOWKWmcNxx\n", - 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C5h2abDWBNoP5dx4+W4Navno/NF/8LnJUmq1q8BgZdl5C82l5ebmTEdYkn22x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nyFQqFQKBQKy0PV5isUCoVCoVB4srFqPlO/+7u/GxERDzzwwOOE/P/3lHvttVdE9Hee1M+hHhZe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\nddeI6NcctbaohzfNj4XafPCcMUGDM2e//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qFQKKwAq54BHcvML/3SL0VErz2j7QNOmJye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\n9oLN8nuLvlq9IzefcS/9y8oX2WuMLA5XYk57Tq6vrw8Sykw/x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IhvfOMbE23Ah4ZesCWe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\ns2akpp9uOzuh83lnUMzNzQ0yBrEcXH/LcFabvUqu3uxMS2cWRuTVpm1xmi/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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -8341,458 +630,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The second layer output, `conv2` (rectified, only the first 36 of 256 channels)" + "* The second layer output, `conv2` (rectified, only the first 36 of 256 channels)" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlEAAAJNCAYAAAARaCA+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3VuMHdd97/l/SSSbZLN5b7LJ5k0kRTISJdMWJcuyjizL\n", - "ythGjNgxjBMYuSGTGQxwkMyDHWSceZjIQBBMBnCekpMXjwPDmOOZIIkNx4EhObElHkqmJFIiJd7v\n", - "tya7m5fmXbyIrHkQe+lXS13F6rXrtnd/P4Dhf3HXrqpdu3Z1af3X+q8ojmMDAADA+NxX9wEAAAC0\n", - "Ix6iAAAAAvAQBQAAEICHKAAAgAA8RAEAAATgIQoAACBA4Q9RURR9IYqivVEUHYii6H8revsAAABN\n", - "EBVZJyqKovvNbJ+ZPW9mA2b2ppl9PY7jPYXtBAAAoAGKbol6wswOxnF8NI7jW2b2/5rZlwveBwAA\n", - 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vvfVW4mt5ZO0npbL2cdLP8eabb7a8n7yGhoYq2xfys9dvnv57TWD7A+qxa7+h\nu3fvVnZMqq+vz8e20v+9e/cybUOPva4q5+16fdAyBQAAEIGHKQAAgAik+TrQqVOn6j6ExtEmcOec\ne+GFF3ysaarTp08H62l1X63MbZvR16xZM+t+7SS5//Vf/5XtgBvmxRdfDJbfeOONmo7kY1Rebk9N\nSN1knQVg8+bNPrYp+7179/pYyz/YbhY3b97MfZwPs3HjRh/rZ8pb1b0J2mm2AEXLFAAAQAQepgAA\nACKQ5utA09PTLb9H02DaXHzhwoVcx7B48WIfl9nMnZUdUXTs2DEf6wgWHdnnnHNXr1718fDwsI/t\n6Jj+/v5Z92vThkmWL1+euN8iaKXkPLMelJ3Wa9r1gjhaITvrSDJLr1m9JxVxfWSd4Ft/l3akrx5H\nXTOJaJeOdp1Y29LuFO2ElikAAIAIPEwBAABE4GEKAAAgQiP6TA0MDATLms+emZmp+nCcc2GuPK3/\nig6J17y+c86dPHmy+APLwPa/eWDJkiU+tudV+/xoZWlb9Vf7Bmhe3g4b1iq22u/q3XffDdYrum9Q\nEi2F4JxzmzZt8rH2a3ryySeD9Xp6eny8YcMGH589ezZYb+XKlbPuV4dMOxf2z9I+DkWcBy3DoNtO\n2749Lzo7/GuvvZa4r23btvlYP+PExESwnvaX0SHjtl9EnjIHeo2hfiMjIz7Wa3HevPDPzPHjx31s\n+yEpvY9p/6m0PlNPPPGEjw8dOvSQI/4N299Rfzt6n7T9LvV+mqefatHK7Cel90Hnwt9yVfdwexyP\nPfaYj7WPnnPhdXXixInyD8zRMgUAABCFhykAAIAIXXUN6XTO1bZjAACAHLpm+0dapgAAACLwMAUA\nABChttF8OjoDxVq7dq2Pz5075+MizrmOaMta3Vv93d/9XbD8yiuvzBoXbdWqVcHy+Ph41PbSKpZr\n6rzs61wr1+tnPHLkSKb39/b2Bst5RiUVUe06VpXnXL97HZ2ZNjKtU6SNYNORoHpN2Mm+dT0d1Wl/\nU6tXr/axjh67ePFisJ7uS0eWDg4OButt2bLFx/pd2YnhdRJz3a9+186F50LZrjP6Ph2prufBHtPk\n5KSPn332WR//+7//e/Ae/o5WI0t3KFqmAAAAIvAwBQAAEIGHKQAAgAiNqICOYj311FMtv0creKdV\n/c3TT0p997vfDZa/9a1vZXrf4sWLfZxn1njbR0qrNWs/BlvN1/aTSFpP+y4p7XORtr2sbKV57Wdx\n7NixlrdtiAeUAAAgAElEQVRnZx/I02eqrn5SddHq+e+//36NR1K9tBkp9Dq4c+eOj/X35VzYz0er\n2Nuq+Hrv0d/X6OhosJ72L1Lav9O58B6nlbRtf5ik69n+NvRzfPDBB4nb035c2h/LVhXXz6+fMalv\nFpqFlikAAIAIPEwBAABEIM3XgZ5++umW35PUVF62n/zkJ5nW09Tejh07fLxv375gPZ1sOi1lZScq\nfsAOV16/fr2Pz5w5k7i9qampWf89Nq1n2Uljb9++HbU9Oywcn2QnVNbUraaz5jpNW2k6y9I0mJbz\n0EmKnXPuypUrPtaUn00HJrl06VKwrL9fnajbrqcT1Ov9JO3eoOlPey/QY9f7rL3n6r70d67noWjP\nPPNMsGzvp8iOlikAAIAIPEwBAABEIM3XgbS5uJ385V/+pY///u//PnG9PXv2JL6mqT1Nz2RNx9i0\nmaYG8myvCDoqKWuKA8Wxo7vsSM5Op+mtRx5J/v93UmV4O5ovqWL5Y489Fqyno9g0Ld/f3x+sp79L\n3df9+/eD9Xbt2uVjTaPZ+6U93gfsKD09Jj12rbTunHNvvfXWrNuzdL/6mfQcpdHvxn72rHRfdiR3\nkYqekaIIn//8532c5z5LyxQAAEAEHqYAAAAi8DAFAAAQgT5THcjO0l4k7T8ROyzf+sEPfuDj73//\n+8Fr2m/lb/7mbzJtT/s12XIR7733XsvHl6efVN4K6FqtWfP358+fb/kYiqDlKJxz7siRIz5Oq4qt\ndCh5b29v8NqBAwcybUP721RVed3up8y+JE2U9Xeu/XwGBwd9bMsk6G9A+5/ZEgXal0n7SdnyIFod\n/eLFi4nHp1XFd+7c6ePh4eFgPf3t6bHbPlM6+0CePk5p9F5jS3Mk0X5Sy5YtC17Ta1h/r3WVQqiy\nj1TWv1mvv/561H5omQIAAIjAwxQAAEAE0nwdKCkdVUSKpOjUntL0yfe+973E9dauXevjrGmvPGm9\nImRN69lmeU0VpH1GTYUkDekuwjvvvBMsZx16vW7dOh9rFfu0avJpmjCpct5h53PJ0NCQj+2Ew/od\naikTO2OB/nb092ArjOuy3vtWr14drKdpvqwThGuKbc2aNcFrOrxf74sXLlwI1tM0k6Y/7b0haRYF\nTaln9fWvfz1Y1rIJ//Iv/9Ly9rLaunVrsKzfqT0vZVq8eLGPn3rqKR//zu/8TrDe3/7t3xa2T1qm\nAAAAIvAwBQAAEIE0XwfSJmylzet2RExVlbXtSJc8I6PqGtFWBE0baIVnmz7N+hnLTO2pvKmtc+fO\nZVpvxYoVPu7q6vLx5cuXc+23TEmTZONjeq+xFcY11aXf79jYWOI2tMK4vWfoCD69j9mRtJr60bSX\nPT4dVahpw4GBgWA9HWGo97Vr164F6+lrep1bOgo7bxr8gd27dwfLmuoq09GjRyvZz8Nol4I333zT\nx2XeT2iZAgAAiMDDFAAAQAQepgAAACLQZ6oDbd68+aHrFNFH6plnnvFx1kq6c616tFZTdi7M2V+5\nciV6+1XN8l407b/iXNg/xvY5QXvQCvfaN9D+BpIq4dvvXfvbaZVy7XPlnHOnT5/2sfaVSRuKr+VV\n7LVoK7E/oH2knAs/o/bP0orszoX9U/U3ao9P+wrGsn2uYvtgtRv9brTf24kTJ0rbJy1TAAAAEXiY\nAgAAiECarwOlDb8tkqb2dJi/c9knv62Lphd0mHTeFJNNFTwwOTmZa3tZtVNqT2k6Bp1B01Safrb3\nAq3orSk7WyldrxGdENmWMsgzsbBWH9c0YRp7zWopA/3s9vPqBMl637ElbJLuPUn3FiTLMyl9LFqm\nAAAAIvAwBQAAEIE0XwdKmjBTU3FpaThtvr5+/XqmfZad1it6Ql+dgFPTfHnpJNJFqGqUnp28VdMp\npOLQCh0hrOksm3LREVWaBrfdE/Q+pNfl8ePHg/UmJiZaPtbx8fFM6+nv2r5HX9PRY3aUro7g1c+o\n73Eu+T5Emq890DIFAAAQgYcpAACACDxMAQAARKDPVAdKmhk7a7+mrP2kqlRExfYk9+/f97Eddp21\nf5b2wVK2WnPW/h1aoVkrJRfdjymtSjTQCv2Nah+ngYGBxPdolXNbKkArh3d3dyeuVybtZ2p/e1ri\nQft36f3EubDP2MmTJ32sny9tX0V8Xu131Yl9IfX8O1fP3zBapgAAACLwMAUAABCBNF8Hss3H7chW\nNa6q0ncRZRdUnmHbzoVDxjuxWR6dR9N8mj7u6ekJ1tOSAFoOwJYe0Mrhmn6394Yy036aXtTYufCe\nlDZzgn5ePS/2c+iE0HoP1zITeb388ss+fuutt3yc9/7UNLasBmk+AACANsPDFAAAQIT2zwfhE4pO\nVdUhLa2Xp0J7u9HRUE2gE7k6F6ZgAOfCNJ+OHLaj2zRtpSkwnXzYubDCuKajqkx7637tLAeaotTR\nvLay+fDwsI/1XFy6dClYTz+//r6KqID+s5/9LHobWWiq0rnwvmE/b5GyTlZdJlqmAAAAIvAwBQAA\nEIGHKQAAgAj0mULbKaKflA5LLrPsgp0JXpfLrOpeNNsP5Pbt2y1vQz/7/Pnzo7eHZtHSBtrXaGho\nKFhPyxxoCQD7O7T99B6w12LWPqJ9fX0+npqayvQeZUsw6HFcuXIl8X3aj2jdunU+tqUR9Deg5STs\nek2mJV3mGlqmAAAAIvAwBQAAEIE0Xweyk/W2SocuJ03g2+60SX3Hjh0+3rNnT6H7scPC7XKTaXpm\nbGwsenv62UnrdZ579+75WL/fs2fPButpqkvvVTohsHNheQVNH2Wd4cFOfqvpMp2A3KYJdVlT8Xm7\nF2hKccOGDT62JQ+0dIA9F53GllDQtOaZM2eqPpxC0DIFAAAQgYcpAACACKT5OoCtzGubUFvVqak9\npRWGNbWnI36cyzfqJ6sqK7nnSd1qmgV4mKTRqaOjo8GyjnzT69JOJKwVwfOMErPb02VNOSeNGnQu\n/A3krfqvoxy1Und/f3+wnp4/rfKuKcl2puldO3KzXVN7ipYpAACACDxMAQAAROBhCgAAIAJ9pjqA\nDkl2Lr0aL9KV2UfKKruflMrT/4k+U2iFvQ89YMtg6LJWFV+yZEmwnlbM13IIWWcO0D5XdhsaDwwM\nBOsdPXrUx3n7SSXR/mO2ZETS/SDr73D58uU+vnr1ao6jK572U9PPUfZ9VvujXb58udR9PUDLFAAA\nQAQepgAAACKQ5utAWSf+RHG0ib2Jik5XAFae+46m4rKmfmwFdE376eTDtsK4vqYpSbu9ou+fenya\nfsv6m9QyCWmaktpTWnaiyi4UVaX2FC1TAAAAEXiYAgAAiECarwPZiujtSJvknev8iT/nGludWieb\n1ib6I0eOVHZMTWOr8Wu6Zy5PFG2vHZ08WM+LTfXoPUS3YSug672n6JRfnnR7E9N3WdlK552MlikA\nAIAIPEwBAABE4GEKAAAgAn2mOlAn9Kdotz5S7dyvoQ49PT3B8smTJ308NjZW9eE0kh2y3/TfddYh\n/Flp3yW9H9hK6XqetMp22vHMnz/fx1qF3bmwpEITysxoJXiUR/tt5vn7w7cEAAAQgYcpAACACKT5\nOoAd2muHDqMYIyMjPp6cnAxeKzrF8dJLL/n44MGDPi67sq+mTDQVd+3atUL3w2TcD3fp0qW6D6FW\nSakWO/GvVlHXlJgtLaGT3+p1nlaZW8vMJE3kXLZ26vKg59i58Ninp6erPpyW7NmzJ+r9tEwBAABE\n4GEKAAAgAmm+DmCr6p49e7amI+lsel7/5E/+JHjtwoULhe5r586dhW4vK52UdeHChT4uOs0H5GVH\n3+myjsTTtLxzzg0PD/t40aJFPrYjcc+fPz/rfq9fvx4sa9rv/v37Dzvs3DSNmZdOxK5pUv29F8F2\nQ1i7dq2PP/e5z/n45z//eaH7bQJapgAAACLwMAUAABCBhykAAIAI9JnqQLZC8ANNGOab1dKlS4Nl\n218hlg7h1f5AQ0NDwXoXL170sZ6zH/3oR8F6K1euLPT4mqCu6s/63ad974ODg1UcDtqIliixQ/H1\nd67V5FetWhWsp2VPtA+QrUReRF+mWFr+Ia3EQ10zNGj/s6S+aJ2ClikAAIAIPEwBAABEIM3XgXQI\nsFqzZo2PNX3lXPYhsjpBaJnN3EWn9aykSuJ5m6JtRfQsNG1Q9NDq3t7eYPnWrVs+zvq9lf0dxO5X\nr2dUo50m3R0dHQ2W9d6ln8NWVNdSC5o2bGLXiLTUHlqjMz7Y8htZtM8vAwAAoIF4mAIAAIhAmq8D\naXOlOnfuXMvbWrZsWbBcZiXsLVu2+PjYsWOl7acpik7taZXjokfvaIrEuWaMZKprhNJcZtPH7eT0\n6dN1H0Ij6H1CRzU6V98I3ibIk9pTtEwBAABE4GEKAAAgAg9TAAAAEegzVYN588LTrmUJtHq5zV8n\nDc195plnguUih4yX2UfKKrOflC0XMTY25uO6hjzrjOpZSzKk9V0qsw9RE/pIWfSZql4TywOgNfxu\nykHLFAAAQAQepgAAACLUlub78pe/7OMvfOELwWsDAwM+1jTT6tWrg/W6urp8rMPMf/3rXwfr6QS/\nup5NYSXt64MPPgjW06qzixcv9rGdnNdW1n1AJ9m1x7RixQofL1y4cNb3Oxeme+zExi+//HLi+8qi\nw22dCz+HHuvIyEiwnk5GumfPHh8vWrQoWE/LJuzduzfxOPQ70JSErYa8detWH2ua9eTJk4nbLsJX\nv/pVH2ua79SpU8F6+/bt87FWBC863bZt27ZgWUthvPnmm4nve/HFF338xhtvtLxfO6G0XiOatn7/\n/feD9XR4e10V2ucyraSP+n32s5/1sf6Gdu3aVcfhuG984xvB8saNG338D//wD4nv+4M/+AMf699b\nvQ+WTf822b8XWdAyBQAAEIGHKQAAgAhdNiVWodp2DAAAkEPXbP9IyxQAAEAEHqYAAAAi8DAFAAAQ\nobbSCFrWAOXRPnFaksFW0p6YmJj1PVnpkHrnnOvr6/Px+vXrfXzu3LlgPVsS4AFb7kG3r7N723IU\nuqyfQ8tZOOfchQsXZt2vpSUadNt2WL6W39ByD02/zru7uxOX9TPZa0I/v5b2yEtLjOjwe7vfpGtT\n/73p57wp9Dyl/eaT1rPv4byXz55zvadfuXKl6sOZM7L8TaRlCgAAIAIPUwAAABGY6HgO0RSOrTAe\nWyLDvn/lypU+1hROUlrPstXjk6rJ3759O1hesGCBj7XZO28TuE42bSeeVr29vbm2Xzd7/uxyVW7e\nvFnatrWysX5PdgaErJNNJ7GzAGSdUPa3f/u3ffzOO+/4WNPFzuWbGDuNpvrv3LnjY/0N2dfQLLa7\nBupDyxQAAEAEHqYAAAAi1Jbm27Rpk4/Pnj0bvBY7mauOJHMunDD44sWLUdtuZzrxr23Kj6WTBTtX\n3SS0NvWm6Twd9Vc2m5JBc+j9Ra97OxI0Vta0nk4C7pxzr732Wqb3JaX2nn766WD5vffey7S9pPQd\nab32oWlrvQeVmTbH7GiZAgAAiMDDFAAAQITa0nzz5n28ay085pxzY2NjLW9v27ZtPn788ceD1zS1\nN5fTfNr0a9NysWzKZHx83McnT54sdF9qx44dwfLGjRt9rOmOI0eOlHYMaB9aiPTy5cuZ3qOjAZ0L\nU4UnTpxo+RjSRpZq94esv5sq09loFr0WNeVHmq96tEwBAABE4GEKAAAgAg9TAAAAEWrrM6XD9G3l\nYO1vk7Uyt/aJsUOU8/TBamcDAwOz/rue86InxbTfk/bJ0v0WTftIOefcli1bfJx1iLiWztBJdlth\nr+EHtI+Oc+WeCzxcWhX7JDoJuHPJ9yT7XWs/zoMHD2baV57+hVnfY0vG2Mm/0X50dgm9tzzySNhO\nMpf7CleFlikAAIAIPEwBAABEqC3Np82Tdlj99u3bfaxNl6+++mqwXlIzdTunUnp6enxsK8FnrUx8\n6dKlWf+9q6sr/4E9hKZmy97X8PCwj4eGhoLXdLh71nIIRRxr0jZs6YZDhw75uIiq6TrRaezMAZhd\n1tTv+vXrg+UyfwNZbdiwwcc6UbJzzu3atavl7el9G/XT1LLeC+z3pN0QslbqR2tomQIAAIjAwxQA\nAECE2tJ8WqH1/v37wWsrV6708erVq338zDPPBOvpBKG6DTvCS6utN2FUg34m58IK8MuWLfPxzMxM\nsJ6m7y5cuNDyfjUNpE3C9rUiZB2FmZVODvv5z3/ex3YElU0FZ5FnhJeVlArSkYJlILVXDk0l29HA\nSd0ITp06VeoxJbHpxTNnzvhY0++nT5/OtX2tsk1l7WbRa1FHUF+7di1Yz/4tQfFomQIAAIjAwxQA\nAEAEHqYAAAAi1NZn6uzZsz62Q/4PHDjg4yVLlvi4u7s7WM/2tXrgzTffLOIQC6V9lNasWRO8pkNV\nNddt+/JMTk5GHYMOl7VV0rXv0dGjR6P2k0b7rzkX5vnTjIyM+Fir+7799tvBelkrTSexfZy075f2\nT7LXXlK/K1uduohyCCif9l0cHR2N3t5zzz3n471790ZvT2kfKauI/oBaUkHv26if3p/0vmj7xGq/\nt6z3XLSGlikAAIAIPEwBAABEqC3Nl7Watw7pbOfhnZoiKrqZPysdvm8nOrYTY5YlbxOzpjJ0iLct\nwZBUkmHRokXBclL6I+9Ex0nOnz9f6PZQnM985jPB8rlz53yslerz+vM//3MfZ51s/fvf/76Pv/e9\n70UfQ1aaBrKp7q1bt/q4iJQniqOzgGgXAtudoOj7Gj6JlikAAIAIPEwBAABE6Cq6UnXmHXd11bPj\nOUa/3yZMvFo0+5l0tGBd1cE7/Zw3UZ5zbieD1dRvlffFv/iLv/Dxk08+6ePvfve7md6vkxk7l7/S\neavsOeJaL58956tWrfLxxMRE1YczZ5jzPuuFTssUAABABB6mAAAAIvAwBQAAEIE+Ux2uaf13ent7\ng2Udkn358uWWt6eV250LP2NdlX6bds7ngiacc9sH6+bNm7Oup9e8c9nLxDQNfaaqZ8+5Vuq/fv16\n1YczZ9BnCgAAoGQ8TAEAAESorQJ6Efr7+32skwXfu3evjsNBghdffNHHg4ODwWs6HP2VV15pedt8\n12gKm9bTWQV0Ymyb6s6T3gacq7aEB9LRMgUAABCBhykAAIAIbZ3m68Tmca1mfOnSpeC1GzduZNpG\nT09PkYcUTVNxw8PDwWua/ti8ebOPT5w4Eb3fpDQL5pbu7m4f3759O3E9TUEXUU066ZrrxPsW6kGa\nrzlomQIAAIjAwxQAAEAEHqYAAAAiUAG9wdavXx8sa7XvyclJH9vKt/Pnz/exVlduQoVi7RflnHOf\n/vSnZ11v7969wfLJkydLO6Y8tB+Oc+F51r4yTTjnc0FaBfSBgQEf236IyI8K6NWz53zRokU+vnXr\nVtWHM2dQAR0AAKBkPEwBAABEqK00wpo1a3x84cKFug6j0c6cOZPrfXfv3i34SIpz9uzZYPmpp57y\nsU4U29fXF6ynzdlaNb0uaUPs0SxFl8Wg5AaagtIIzUHLFAAAQAQepgAAACLUlubT0U+YOzSV55xz\n8+Z9fAmOj4/72I7ea0JqD+1pZmam0O11empPu2A4RzeMJqO7QXPQMgUAABCBhykAAIAIPEwBAABE\nqK3P1L179+raNWp09erVYPncuXM+npqamjUGYmi/Ep1FwJbf0FkFOsWyZct8fO3atUzvoY8U0Dpa\npgAAACLwMAUAABChtjSfNrdj7rpy5YqPFy5c6GOdrNm5Zld1R/vQsgadmNazsqb22pn+LdHJlj/6\n6KM6DgdzFC1TAAAAEXiYAgAAiFBbmq/KJnatuq3NwDdu3KjsGDA7Te319vb6+PHHHw/WO3XqlI9v\n3bpV/oH9v6ZNsIyHW79+fbCsE4YzMWzn0dTt0qVLfTwXUpxoDlqmAAAAIvAwBQAAEIGHKQAAgAhd\ndfUh6OrqovPCLObNmzdr7FxyX6FNmzYFyytXrvTx7t27faz9xZpC+zgMDQ35WPu5ORdWTp+ZmZn1\n352LHw69bt26YFmP4+jRo5m2ob+pJp7zTsQ5j6PX+c2bNzO9x/7t4LyXz57zRx55JPE1FMec21kv\ndFqmAAAAIvAwBQAAEKG2NN/8+fP9juuqVGtTSVpJd3p6urLjWL16tY+Hh4d93NPTE6x37NgxH4+N\njfnYfodabkCH8ze9Gb6/v9/HAwMDwWvd3d0+1smRtYJ6XpoW1WHWebdPyql6nPPq2fuO/mbnQnX5\nqixYsMDHOmm3c1zrVSHNBwAAUDIepgAAACLUlub74he/6Hd84cKF4DUdTaJVbO/cuROsp+ms5cuX\n+3h0dLS4A21z7ZT+0NGLNvWrx571mtU0bl9fX/CaXjtTU1M+LiJt2E7nvFPoOdeq9c5VWzF/LrG/\nQ5214MSJE1UfzpzACMp6kOYDAAAoGQ9TAAAAEXiYAgAAiDDv4auUQ6tda2kA58K+M++++66Pjxw5\nEqx348aNWWO0p7T8v+astX+crYA+f/58H6dVdaZfXedav359sJy1cv2SJUt8rFX2kY3t+wrMJbRM\nAQAAROBhCgAAIEJtab5Tp075WFN5zjFh41zy5JNP+vjevXs+Hh8fD9bTCT21Yrm+x7mwpAJVmOem\nvCn/dk3t6awJztWXws46QTLQiWiZAgAAiMDDFAAAQITaKqB3dXWRy6tA1mrcOsmzTZ2VadmyZT7W\navdp1q1b5+PLly8HrzUh1UAF9OrN5XOuoxCdqy5dSTXu6nHO60EFdAAAgJLxMAUAABCBhykAAIAI\n9JnqcEl9SbQCvXPO9ff3+1hLCtgSBU3Q09Pj46ZUvl+0aJGPtd8WfRqq0cQ+U/qbevzxx328e/fu\n6G3r9fbhhx9Gby8P+u9Uj3NeD/pMAQAAlIyHKQAAgAi1VUAvoplaJ7W9e/dupvdoCQCtqm0tXbrU\nx7ZUgL5Pt2ebYHWof9bjy6qvr8/Hmk6Y7Tge0AmltfK4c84NDAzM+v6pqalgPU37nTt3zse2REGZ\n9JyXbeHChT62Q9DV4OBgFYeDNqK/iTzlCmwKR3+XVab29P5S5e8caCe0TAEAAETgYQoAACBCbaP5\nnHOM5gMAAO2E0XwAAABF42EKAAAgAg9TAAAAEWorjZCncuvixYuDZa00nYfd3m/91m/5WKtsj46O\nButduHDBx3mGKH/hC18IlrXUwtmzZ328atWqYL29e/f6+KOPPvLxihUrgvVWrlzp46NHj/qYarnV\naGI17k5XxDnXEgD6u469z1h572Pd3d0+XrBggY+np6czvV/f45xzd+7c8fH69et9rGVrnHPuyJEj\ns26PatzVs+d82bJlPr5+/XqmbWjZn6zvsfRa0uuoU9jfQJbfKC1TAAAAEXiYAgAAiFBbmi+Popvb\n7fY0jZbV5s2bfXzixIlM79m1a1fL+3EurPiuab4rV64E6xV9npCfpmacc+727ds1HcncobMDOPfJ\nKv5JdDJi/X3t2bOnmAP7f3l/n1r5X7sk2N+/3oeyzjRx69YtH9vzp7MAzJvXVn8yOp52R8massub\n2lPLly/38cTERPT2miZP9x1apgAAACLwMAUAABCBNttIWVN7eZw+fTrX+7TJPolNP2nT/tjYWMv7\n1HSnc85dvHjRxzdu3PCxpgycy3as7WzTpk3BsqZJ9Pstoukdv2En8dZUyJkzZ3xsR6nt3r3bxzrx\nd9leeOEFHx8/ftzHdlJhTdnpa3a0scqartAJzDV2zrkdO3b4uMpJxvFw9j5ela997Ws+/tGPflTZ\nfvN0q8lDR9hnfk8JxwEAADBn8DAFAAAQgYcpAACACPSZSqDVx20l8vfeey9q2xs2bAiW8/aNapX2\nV7J9Qs6dO9fy9jR/bYdnaz8plbWPlD1Huv0m9i/SocLK9hHTfi9r1qzxsZa9cC4cmq8Vru/fvx91\nnHOB7Qu1bds2H3/nO9/x8U9/+tNgPf1dX7p0qaSj+yTth5T2/Wr165MnT0bvd3h42Mdp/a703sD1\n1yx1fR91lcjQ/pBl9pnKc15pmQIAAIjAwxQAAECEjkzzLVmyJFi+e/euj7NWoE4bKqwTRSYNV3Yu\nTNWoqtJ61tNPP+1jnQC5FToZrFa+LTr1lvccjYyM+FjLM9g0mqbfbIoyC51g1Dnnrl69Out6dr96\n7ehkobbZXKtk6/VLdfuHm5ycDJZ1xoG1a9f6uCkpq9dffz3Tenpf0+st7XNoitOmnPW1t99+28c2\nhWjvf2gOvTdUKS0tXCS9Rp375N/YstjfSha0TAEAAETgYQoAACBCR6b5ZmZmSt2+prSaOLIsiaaz\nNF3nXHjOtPqrnfS0aZNabt++PVg+cODArOvZ5nBNl2kqzla+TUoLa4rOOee6urpmXe/8+fPBslak\n1pGNNk2ox1FXU36VdETbvXv3StuPVjnP05Rv6fdUdtpQR8hm3Zf+5u151dfOnj0beXSog1b3z3ot\n6r1KR4i24tSpU7ne16qnnnoqWH7nnXcq2W+emTlomQIAAIjAwxQAAEAEHqYAAAAidGSfKdvPZ2pq\nKtP7dNi07evSZLb6tpYHUFoqwFYo37p166zvKXoovv1uVqxY4eOsVZ0XL17s46Q+Uq3QPkm2L5SW\nLNBSF1krZNshxFUNKW43ZfaTUmklN5577jkfv/vuuz5O63+i12LZfTXzDAtP6+NY1TBzlEf7PGXt\nR5e3n5Qqs/q4smWOtM9p09AyBQAAEIGHKQAAgAiNTPNp056mo7I2T2rqyLnsab7Y1J5WQ3euuiZJ\nO6w+qRp30uTDzuWviN4q+11k/W5U1tSjpi7tfpLSH3fu3Gn5eNAZNM2cNWVSdmqvDrY8iJ4LLWGB\n+q1evdrHmrZN+hvQ7tL+htWNlikAAIAIPEwBAABEaGSaT5vOtVK3Te8kpdGyjgorWhFpvaTRY2id\njrhjgmA8TNNTI93d3T7OOmF7HmkpzqpGXSIbHR3d9BTs0NCQj8fGxjK9x6b1rl27VugxFYmWKQAA\ngMGOxmUAABkTSURBVAg8TAEAAETgYQoAACBCI/tMKR3uqf2nnCu39ICWV9DZ1ctGP6niVPm9afV8\noAxZ7w3Dw8M+1qHze/bsKfyYUC/9m9j0/my3bt1q+T1N/0yKlikAAIAIPEwBAABEaHyaT1U5MWeV\nKaKqaOpyeno6eE0n+81j6dKlwfL169ejttcUWg16YGDAx+Pj48F6ScOS9T3OZZ8gWVEuozgbNmzw\n8blz54LXmp5S0OPTVJ6dPFur+FMSpLOtWrXKx00v7ZHn+NppYnhapgAAACLwMAUAABChrdJ8iJM1\ndakjgGz6T9MGvb29PrZpwzJp6iwtbTY4OOjjpImNH0ZToza1p86cOTPrv+tky84519PT4+PTp08n\nbk9Te11dXQ87zLZj06Ja3Xv+/Pk+1vPgXHyq/+zZsz7OOplxE+lk8Jb+JvKkldE+fv3rX9d9CKUi\nzQcAADBH8DAFAAAQgYcpAACACB3ZZ2rx4sXBsvZToQ/Bw128eDHTekUMu7ZV7R+wfWP0O836Hebt\nJ6UmJyczrZfUr0n7nzkX9hVKKx+hfYh0pvTYEhZNYcsQ6GwG2meqr68vcb08118T+0lpvzCN0ypG\nHzt2rNRjQnvIej3rDA3nz58v63AKZ/8+2HImTULLFAAAQAQepgAAACI0Ms23Y8cOH+eZnNM2/2ed\nYFGrXWt6oezK6zrMWdM4t2/fLm2fy5YtC5Y1lVQmTV85FzbjairPNu+WmdZYvny5jxcuXBi8NjY2\nlmkbSUOUddvOhRXMtWq8vWZ1vU4sjWDp+dPUhf3t6vXTKdW9v/3tb/tYS2y8/fbbwXp6Xjp9SDyy\nyVqSpqr7+1xGyxQAAEAEHqYAAAAiNDLNlye1l2bBggU+Tkv5aTN6lZMqz8zMVLKfNWvW+PjChQuV\n7NO5MI1pP2ts+s6m5TR1lnU0X5kThNoUnV6LmtbUFLNzYYpXR77duHGj6ENsHE1h6aS9znXGaMYt\nW7YEy4cOHfLxgQMHWt6erRJf5mTYcyHl3E5sd40kVc5QUaR2+r3TMgUAABCBhykAAIAIPEwBAABE\naGSfqay0unRa1e6spRE6XZX9pFTRfcK0r5FWy3aumKrnRUrrC6X9gdJKKOj1a7en65XZ96tKWvLA\n9olrpz4USezvMPb3oTM8OFfuMHhKMjTL6Oho3YeQSu9XeWYf6O3tLfJwSkXLFAAAQAQepgAAACK0\ndZov64S8c42d6LkKOoGvc5+cyDZ2e5s3b/axpndfe+21qP08zMDAgI/TJli2w9MfsE3bOrRcvyf7\nnWn6UpvKBwcHg/U0Bbhv3z4flzk8vmyaSrLXUTt/rgeKTnvbyaCT0nxF/0ZRv6aXqoidWNxOFN9k\ntEwBAABE4GEKAAAgQlun+bJKGlHQqc3edUwAa9NPWVOwOqGxVp2334VW/j59+rSPix5dpBXKnUtP\n7amk9JNN32mFdq0Mv2jRomC9Dz/80Mf6fdp0oqb59LUmpsP0u7aj8pIqw9vzp993p4xezEPP19DQ\nUPCa/j5UXfe3tGsbcR577LG6D6FU4+PjdR9CZrRMAQAAROBhCgAAIAIPUwAAABHmRJ+ppOGZRfch\nsMNU27VasPYl6+7uDl5L6r+Tt0yF9pNKc/78+Vzbb5VWJS+CreCt/fe030tapW+9fu01q6/p9ppY\n9V9/H/Y3qX280vo1tmsFdC11UcRn0Ot0amoqentloo9UeVasWFH3IZTq8OHDdR9CZrRMAQAAROBh\nCgAAIEJbp/l0aHnRVYXzaNe0nqWppLQyC3mG39tqzUkpCjuBcV3pHR12rp935cqVwXpJ52J4eDhY\n1omONU2q/+5ceF40FWpLBWhKrOnVkJPKPTiXXBn++vXrwXpaIqOdFF2qQq+/pk92i/K0U+kAZUvQ\nJHWvaHoKW9EyBQAAEIGHKQAAgAhtneZrQmqvCWzqzKaMmiRrs22Vab2enh4f2zTS2NjYrO+ZnJwM\nlu1ovAeWLVuWuJ6mhW0669SpUz6enp72sU687FyYErNN501mU5I6ai9pxoJ2pt/1iy++GLym39ur\nr76aaXs648ChQ4fiDq7NdOrMFXns2rWr7kPIpcrvTGedsPfZItEyBQAAEIGHKQAAgAg8TAEAAERo\n6z5TeWhfjbpKGWhJB+ec27Rpk49Xr17tY3t8v/rVr3ysuV/bj8Yud4Iyy2AUkb9Pqjh+5cqVxPW0\nf5bN5Wu/N+1To+UU7Paa3ocwrayB9o2qqtp9Xd54441gedGiRS1vo4klIrR/oB6fLXMSWxHd3j+v\nXbsWtb12duDAgboPIZcq+0zp74s+UwAAAA3FwxQAAECErrpSXV1dXZl2nJbe0UketdlwLjf7Wvr9\nNr1Cdh62JEETJvjVc/7d7343eE1LHrz55ps+ts3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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -8801,1354 +653,28 @@ ], "source": [ "feat = net.blobs['conv2'].data[0, :36]\n", - "vis_square(feat, padval=1)" + "vis_square(feat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The third layer output, `conv3` (rectified, all 384 channels)" + "* The third layer output, `conv3` (rectified, all 384 channels)" ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlIAAAJOCAYAAAB8y+mTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnWuwZVV1tt+tCGLQGENEuTaXbqDtbrq5NgEEFFGQaKRi\n", - "vlgVKxgvMWpiiKl8ookcYzTBsqiUGiSJxKh8CSZGUVNFQBAQL9BCS9PQdNMgGlBjLhoTNcZL9veD\n", - "fs46+z1n9Jxr7bXPPg3j+bPP3mfvdZlzzLnWeNcYYw6Gw6GSJEmSJEmS9jxq2geQJEmSJEmyq5I3\n", - "UkmSJEmSJB3JG6kkSZIkSZKO5I1UkiRJkiRJR/JGKkmSJEmSpCN5I5UkSZIkSdKRidxIDQaD5wwG\n", - 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VTf2YmVO8yKXKjvbkNVKssLbCfFbnnoNiiZNUpJbu+7mVvTEvFBz7VmaF8Dnm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\nrb51rUw1TdM0TdPs4B2rTB3rnCWrZ74ZV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1NN0zRN0zQ7OJkylfdvrWatjp0Zlq2v0f7t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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -10157,1174 +683,28 @@ ], "source": [ "feat = net.blobs['conv3'].data[0]\n", - "vis_square(feat, padval=0.5)" + "vis_square(feat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The fourth layer output, `conv4` (rectified, all 384 channels)" + "* The fourth layer output, `conv4` (rectified, all 384 channels)" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlIAAAJOCAYAAAB8y+mTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvXvQZVV19vtsTbxHEy+A3OluupsGBJHCexEqVuqzEv0S\n", - "K/V9aGlSGsuYxBK1SOSYiK8GRVNENIZEy8o5ieU5+BkrWqlUWQaUEFEJcpVuaGiguSNijOaeiNnn\n", - "D/j16v287+x5WWvtvd/u8ftnd+9377XmmnPMudd41hhjTqbTqYIgCIIgCIJ6HrPoBgRBEARBEKxX\n", - "4kYqCIIgCIKgkbiRCoIgCIIgaCRupIIgCIIgCBqJG6kgCIIgCIJG4kYqCIIgCIKgkVFupCaTyf+Y\n", - 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4C+ZVumsf1UfCVu8nY30yrkItGteXdYmSjAGD+A9KhONlJfP0XpZeH6/SdeT3\ns/8pPr6nfbxf8StzyVi3VJRSIeGVjexCf0zVjllrB1PHXarwUjt4+cY5z8Ob+9znPnfD41BTqDOO\nmyqL41NvqAlZtwqjHQuyDpz5+GZleKoGXTKa8+aCPjB2qQ5aS9Jzdw0qSGsPNdZ581rSwx6pkSP0\npTWJepf1heYqeEvZukchtXMUj5m1+O69996qOowf1XTu+Gc8XypL1vrRXnjWEmvkuSo4I+z6wU78\nluS8mFIYT8XS/hbDh732FmxlqmmapmmaZgM3rTKViOVwFzuK5Zl6vp4xSZnJMvc4S6GAjZ7HO592\n8Cqmsu3y+Lw9XtaosvhcMiMKvPbR9aSyyHsU66M9a/c05G2OYnVSEaH8jPYOvGrIHMuMo6VQXagn\nFNTEeOlndprzxPwS9zKKa8KNlD5tovA458iDzTaYC9aMPEeqmFMxMuaAa/Mqk1K7qKwZj7d27qXy\nxHazovq5QU23dlmT9KPxFDeq//1df43iE7OCdu5V5zjsQvYgZFXKInT8kX2N5sS5oL+tseamtf/c\n7WXrU5+MG12rLLYy1TRN0zRNs4FbRplaerfJi3PX7vk/hYW35P+eN0+x9O6XVyOOwPuMkeEt87oo\nNnP3i+KN8ca95h5pSxntBTjlzadawDuiVMzd32pExnPkeKSSRqmaqpM1YmvNH2Qs0drsQHbhda0y\nRU3J4yapKmhvtpuaNKVI4UbXbY54XbunG89cfJ62m/sQW5VqNxunAlI4ss+0j01P1f2ZYvT9rMe0\nF0tj1KbI7EFriJgvc5Oyl6gj5Dipzmc72WwqmV7ZEeWGXYghmqopt3ZuXRbWvvxNYy+jPfRuNsy/\nqf1rR7Qy1TRN0zRNs4FbRpnirWWV2szyy9iOuTtN5+coVe76KUdiQXirUx44r8b3ZY7w9OF6sNYb\n542oq+S61h5vrxouvMtUhtZW2+VN6t/MmNp7z8r0aucqhkle/9r+ZU9r2wHZe2LZKGdJKlJ7cSOF\nM3dDWEp+z3vnymsYxcRk3SFKivo2oJSI49OX1oilWXHWAmpoqqyUm4zNWsteihRGyoA1KJXBZGmc\n55QS8bWvfa2qDmviZbGXwjoFe7YWes/u16rfV421ihRamWqapmmaptnAyZWprRH0c0nPmNfmvBQj\ne5z5+8h742WKg8i7Wt5E7mdESXG3n1l0lIfsD94tr1PGEtJ7zf2U0qug0KVnL+5D7ZHcK+9UpHKU\nSpz+mhuEjPQgAAAgAElEQVSfoLaPfs/j7Y3z7KUIbUU/pTK31PsUy+Z7ox0FtsaNjGLObnTczMba\nSio7OdfnVig316wpqaqKzcrq/0vj9Hx+pMxRSdW7GsUenRv6farulvGg3o9qlmEqRo3yZteIy4qB\nyrU+M2D3UgQpoM6n//SzmEBPB46lkF11WplqmqZpmqbZwMmVqayEvBejyt+8m4zt8Hd35XO9DzFG\nqfB4bs9jz+f3mSXnfDzw9KJ4/LyD7C8xQBnfMWIUa5TxJhSVrM1ybFJ5M565d19WfJ9rR1nvaEpZ\n3ArFj5d3avJ6t8ZDsL+R92+8sl+nVAFZrPotleIbZZKN6kbtHQeHtXuxZXvsO7mXSjra3cFaNBV7\ndK5MKXWURDY29fkpu7D25JpxbObuqrAVc5cSxU6ydpx+aGXqxrQy1TRN0zRNs4GTK1PHuuvO2hi8\n01Re/J0XN7XHXqL9GbPk76lMpXeIqbt9MUFibTJOgzc+N4NF+9Jrl4XIqxNLdtmkt8hL4rVTJLx3\n3XPtiR04biqZozpWPre09orz7LUP1FbW1ssaQUFynVQWUIJdfyqxI/unUI7ay17tx1Z1/dzYqkiJ\no8yM371x/K1ZRcjr1ldipFQQP3dSRWdL1sRRf+3123Kr1FmiVMpaZOdixUbxkM3/4zxW9qZpmqZp\nmivKyZWpy4KikFlMPGNKxdwsq8zOytiazD7iPWWGydx4C1l1FJlsp79TBni5qbzl8bTb5zM2SqzL\nXt7yXKb2IMRIWZoilZSs2+X/vFv9Yod6/f9mReSteP/7319Vh37PCvaXDftNO6JEmg/sZlTrSD+p\nf6afZAghs0p5veZBzktM1eW6URbw2tpjibESp8j29jp+ou9cM2VpVLtrilEFdNl8V4XMzmQLx84A\nv9WwBprL1uCrGlt32bQy1TRN0zRNs4FbRpkSA5P7NK3NnKHUiDsY7SzPyxxV2p4LJYOXmjEm9vui\nIDifz4/aB9lmziOuwv5Tl139Nr0h16divOvknaayNEXW1slK9E888URVHeyDVyzuRP/NVaaoAY5D\n9TgVKvenMpnKlL9T/n7yk59U1fUxbI6TtXBgnHLfs8zqg/NRRu01mdwo7mdprEzWdTJnR+rosbIC\nqdkZR/a+971v1/OcizqKX//1X1/0+blrkVp5Yuj0p/5dijmjgvzLL79cVQfF76orZSrzU6bESlkL\npup13Sz4LVGHbe64tjLVNE3TNE2zgZMrU+rHTO28vRReBFKRAm9l773n0uvjzW7NoKEMJI6b1ZpH\nXoT2uQvXvr28Vd7+2krfqZx9//vfr6px7ZWt7U61geKUWWmuZ2l17c9+9rNVdf34nIpXX321qq6P\nhZrbPnZP0ZvaY5LymYwypXjDo++9FUuVo63V6PeqY6Ud1Dqq31LVNaHE5B5sCTWQ+orcky7j4UbV\n6RNrQtYWzKcDdpUwB++7776qOmSTpdKU5N6EroeamjbH1nxeBinb0y8f/OAHL1yHtdj3T6VMaY/x\npSzB9Rh318NuvXf9fiutufqboul8xvtUGd/Hwhq4dK1uZappmqZpmmYDJ1OmPHf2XDIVEt5F7qnH\nu+DFyQpy1+zvx6o0faOKy1XX7xz/nve8p6qqnnnmmao6KES8JF6A2Cvv3fW7btfl+nlj6a1O3UXr\nT/2tvZklKEZqa+VvXo/j8mK0e6pmSXr5o5iZY/HSSy/d8O9z92FLzkWRwmXHwPFeM+sP+sc8YT+p\nGmWVZsfZQ1E1R5aq1B/60Ieq6qBipgJEsdDW0T6SMiNzDZyKs7QGOn7u75mKUfaVvrQWZEzRlKKV\ntmRtsQZTgrJfR/uf5j6k1NMpRQr+P9pXNa8vM0nz+Pr/u9/9blUd+ldNwsvet1T/Gu+s3Zb2ot+y\n1pvfIn9nFxRBcaU5/o6fc/ZWp5WppmmapmmaDdx2rMyUGZzsxE3TNE3TNCu4YaG5Vqaapmmapmk2\ncLKYqccee6yqrn8OK1bC81hZXWJ9PJ/2HD5jqTxn9xz485///IXjjvD/fP68lNzzb4T2jiqaT+H4\n4g7UCBHLJf7B/0d7DrrejNMQ26QfjIO4kPzesXD8uecTm7N2H6m54zdCHILxnKocv/V8S7kq5xNz\nyJ5lH4J9WifePG/tpZdZW2xbDEnWuHr00Ucv/F/8IGRFqYL/7W9/u6oOc8+Yi8kxx7MGV9qEa/E9\nfeb9u971rgvnO9XYac8o5msu5qjjiJGyll/29f3Fv/gXq+oQI2TtuHbtWlUdstpknPs7O5NJ7Xve\n6y+fE8N12dcnFu+OO+6oqkN2Jnv91re+VVXXxwGza1mL2v3QQw9V1SH+UU3Af/pP/2lVHeZHZkJn\nTKI5+8gjj1TV4TdqlNnvN107cn/ZYzP129PKVNM0TdM0zQZOpky5C5VB4C51VKvD3TAvzl0+z5S3\nQ+mZm82XNWJ4W/fff/+F47mLV08nvcus7cELcH3pJTuu76UypdaK72cWWVYIl+2WXvDUXXv2t8yM\nzNDI8192rN3c8+2VpSbblDeVlc4zO08WJq/MuLEXdqsS+t47sK/NRBtB2WQHl539Jwt2lMmW2ahv\nrlY+yvycqmj+3HPPXXifmAOZJcYWRsfP+krWKmuUbDU2oa+9X7uXHjU/q/2vZa+sta22TyFcm1mb\nUJLUz7IWG5esUTi3P/1GbK1jthX9nftjuq7RjgFZ09C8eOGFF6rqYA+5g8Bo/oyyOSlRU1mB5541\n2MpU0zRN0zTNBk6mTKm6mnvJjXjxxRer6qDIpDKUNS9GVVl5h5QhigHliLdDWfI53mjWd/JcPCt2\n845Hd9O8lZHXwlsYeV/pTeQecjz3pfuUjUhvw/G31qPam1E9p4yxmYK36rqnvCLj+LWvfe0t/8/e\np2KppuCdG28qRMb5rIXKsnYvyUR7zTNxG9SAkfKVfzd/M0ZwiZ27pjz2XPUz1dzR96wd5iaVmC2K\nZcm5lDEjS+eY846UKap3xrRcFYyfPQvFkq2FcpM2tFb5ojgat9xl4LIZ7amXTzfmov/95mUF+6V7\nH47ieRPzJ5WwueytaCatTDVN0zRN02zgZMqUWCFeHe9pSgFIj97dNSXKc1mxFEnGgORdO2/iG9/4\nRlUd7rJ56tqb2Yf5PJh36O9LY4ym9jpLsurxyNOXRfnggw9W1UFxE6MyItt/borUFEsrkG9VjkaM\n9qJbCi+aMrWXIpXwAkd7W87FPMiq3EtjscwrXuaPf/zjC8d9KzIrbW0cWCoYmWmsLWKdco3was2z\nhlmLkqVrh/aJbUmuqiIF8YgPP/xwVR3iG19//fWqWr42jZSRtWvcXvvMenrDnqi5lLS556GUsQu/\nXblrx1woqsYhFa691Oxk7h6QI6wdrUw1TdM0TdOcISdTpniFubee569zMyCylou71tHdsbtor+5W\nR16qu2Ht1D539c7HiwClzHnS+9G+D3/4wxfeU4pkUszdiXxurQ0KG4XkWArMVSPH71zRzr0UrinM\nq61eYdrZKPNtiqxFdCNvcxQTlbXklqIP0laodxSDrKNjDvPoqfKUKGNJ/XN8xzmWJ72UzHw+NZQZ\n/aU22dNPP32yNu1JzvGstTYX/ZO/XWvngd+0rO0IdbnmMtrvNtmaqezpBCXZGrRXXHErU03TNE3T\nNBs4mTLleSvvInc+n6tMudv0ynvK593uxtO79Jrn59W6a836S5mxkFl+Pvezn/3shu12fJ+76667\nqupw18+bzVofI+Y+3xcvQSm7KsrUVq94StG5LKVnK6N2ZjbnXurBsVSRtXEV5jkVxzx8c125qVio\ntef2vfTozSFrhbkrJkobrUEUKnNdtlfGbWJtNtidd95ZVYeYInW0lsZj4lwUKWu08XA9+n3vmmtX\nHXNGf6QdL1WdxWeK4cqajkuVnsuqYccu/BZot3uQrfXYWplqmqZpmqbZwMmUKfAm9qq07G57tP+V\nLCDxCu5WefzqC809j7tc3iYob1MxT88//3xVHSpsU7J4C0vrI83lqihS2OoVG5+rokAtJbNY18Yk\nHQv9rzaNmELK19JYLOqN44yyd9+MuZi7A8y1Ld9LZco1GINUx61prt3nKSpqbbHNUQ25pVAQtGPv\nqvsJpc2aaE3f2xYdn0KVtdvWxgKdG1v3GYWnPOxK/xmv3E9UDKDfsNFvhd+krb/ZGX98LLTXPFOr\nTj+3MtU0TdM0TXNCTqZMjXYi34q73Lxb9pyYF+ouOJ8nz4XXxQvKbLq5xxtVi+WN8r72VqagGrL+\n4c2e+z5ISxnt13azsbdXPrVn5lx4uzJpqDRrswR5y6P5/lZsjaVJTz3fj3YLcK1s0TWba+YgxcCc\nz90VlqIW17HRD8b67rvvrqpDrNZesMWs+Qf9d9VV6KWVxEeMaryBcplPiabqUOWuDms5tiIFa5m1\ngn3MzYSfPP4uR2mapmmaprlFOZkyxatwVyiGaWtsjLvw9BbdjWZ9K3fhYpNGNS9GHrTP5XNtx5/K\nsnN3LzNC7IfvH0tRcT4V0Z1HnaubjZs1s4f3mF7luUE9MH/Y91oVwfWaP5fl3VZdvzfYVHZgZua6\nZopT1srLMTzW3m57qY6JmBwq5N57osnk1E/Gw2/HzRIztVesmd+0nCNZkd/5UvUdwW62rq3Gz2+f\n4+3925fzytqxV/zwzWF1TdM0TdM0J+JkypS7xHxuuZdXkcfJyuiZyaMq8dxqrMj6Upj7HHa0s/ix\n9jcCr4OiNreeVXNeUAGm6kutjQvYS7Wg7GY8Ru7zNRfKqrii1157bfZ31XSTQTuFrB+v6YlPxWvl\n5/WFsRIfKV4xx/BY8ZJ7K1KwprvuvSpMJ/qFouHpxtwahZfF2j3wRv02qvA/In9LMnM+fyv1o79P\nKU97qcLWqMvKNN/bLluZapqmaZqm2cDJlCneWO79la9zvTKKkuNm3ScevDgFtTV8zw7vox3V8+77\nHe94R1VVXbt2raoOWXF5vqVxAtrj++ID9kYcA+9kbVXkZh9SEc35Qa1INSFjpdgxb5hKQI05FanA\nqu2y1qulCN8obsMebeayz5izDz30UFUdPG+fS4/fmFiLxJSk0rB0jhtjCoA1bqQqirG6KhgL13Ws\neDa2/a53vauqDuN5rBiztczdnSIZ2cPSuk75+am6VVPxi9am3Fd3LeaD+bZXdt1l08pU0zRN0zTN\nBk6mTPHueIM8zblZcAnFyV1zxjLdf//9VXXwiNPb85x9VNvD8dxFu9u3Q3bezS/NTnI8d+XiJ/ZG\nf9uXiKJx7tluatbob+Oh34zrHXfcUVUHr84O8saVfVEZ9HdmaF02YoBkU1ItjItx0t5RrJF9ppKl\nMUl7Q/k0z7Zm0jz77LNVdWPllo2nqk2B4pmzEbaUc9ZcnxtbNSIzga1tGbPBM2fLbPS9733vqvNa\nEx3XfpxLY27mYm7ZE/DYWXV5fHPlXPYQ3AuKqt9MlbrnKn5UaWuDtSUrx7PHrHfGTiiA73znOy98\nL5Wkubt2+J412/tjK4uZNagfranZz3NpZappmqZpmmYDJ1OmeIfuCsUdzM0gSHhx7oZfffXVC//n\nCbs75724u3YXmrUoMq4BvEvHTS9vbqaMu2B3+453LO/K3bfrviqxUhQp5HjwunM88jXRzxn3InOL\nne6d+UF9AHvhnfEKeVG8Rd+jLL7wwgtVdRjHjLlzXLFUI1KtYPejulVi7vSTPSUpRZQ2TFUJX4r5\nfqNxff3119/yu8Y0VUlzY6TuIWOm0qNNVT331jMmFCufz/g41zZSxoyxtdLntYMyZa44n3hRYzal\nUDmeulEZ4+X6qf9sUz9TlSkOlAu2NaVEGJ+si2XOe03OdZ/KpaStZ602c3f0m5l7Fvq8tcI45veN\nM/vV7xRcr1M7AiTsll3lXplrK9dbs3J3Be2xxo/sgaJqbXNPMDduuZWppmmapmmaDdx2wufLN9eD\n7aZpmqZpbnZumG7YylTTNE3TNM0GThYz5Xmm5+1iOsQrLI2klxEg1sRzUllxl1W7gtL34IMPVlXV\nD3/4wwvt2YvMeszrE7cg3kAmk+/9pb/0l6rqEK/w4osvVtX11XLzObPrE3fhebJ2+Lt4BePqObjn\n447juLkvGfvQvssev/e///1VdRi37Bf9qX9lzIgzEI8iLsB1eh4v7kGs02VfnziIzAjSDjFPPpcV\nxtVyYh8Z1+M4GQt2bH7xi1/8/z53rd7nPoYQi5IqffZR/t97NjC3Jh5bcvy5MSK5nylyrmuvvc1c\nnznJBjMGSfv9XQboZdumWJ65a6YsMzE/c387nO+RRx658HfXL9bL7hBe/Wbde++9F9opVs9cMM7W\nQN+/7P6cOl/GV7qe/G32W5qxVWLgxKs6HntzvK2V/NmFmKil/Wm+rc1cn3qK18pU0zRN0zTNBk4W\nM3XbbbddOPHWncVzv6v0NufevfLu1u7v5Hzu5o9VwTzPl9fnOngbmcEg82GUyUFh4uVmbZ65/cmb\n8MpbodyMssWw9Hxbcb5f+7Vfq6pDphDvyv8zC1J/Z90uXlRmeFEjRsrisThVf17m+a7KtfH8564R\nt8LYneJ8dq9INV124uc+97mqOjxlmIIyoz4UKFfn2p9ZH8pTHmvYVOb3ZY1fPsW67P6sjplqmqZp\nmqbZn5PFTCU8e3f1FAF3nVMKmrvqtcoW1Jp47rnnLvz99ttvr6r5dZkue+dy/eeu/dFHH73Qji99\n6UsXPj9ShPSjqssUrazzxOuiMCWUL3WReH1i27x33GPtLL8W9Zum9rHCaLzZM2Xr2ErlVSerhd/M\nHMsW7BdKWTFHKSPUUDY5pQ7PZTR22pG1/86F0drm6cZcRQpic/xmnXtFdk8hfuM3fqOqDrFernvp\nuB27vtfaCuliC/2WW7PFUo725Z1LK1NN0zRN0zQbOBtl6sc//nFVjTNmphAbtHaHbvzoRz+68N5d\n7NKd2/fe92oKXgCvKL3PuVCSKCq8k9zbbTQuuQeejAvYe+7YTFXwnmKrt+76eX2Xdd2Xzajq99bj\n7TWfb0XYngzTD3zgA1VV9cwzz1RV1Re/+MWq2k+RMtfEgHmaIBvu3FTnKSh5axWljKtc+ttx2Vjr\nKVMf+tCHqqrqySefrKqqv/23//ai4x1bVV67Jvht+tjHPlZV1/9GtTLVNE3TNE1zQk6uTPFieDdL\nlRR3m+6uPQeduzdeks9j7T3mLjafr58K1w3ej9gp75d6V5Qpr7Lw0rtSwybhlcxV5rYqSCM8t+fF\nLFUK7UOW+5dR/qa8bfbn857XO87aWidq6ohte+mll1Ydx16Qo33NpjDf2AlleSuUqaXrgP64lbFG\nGVPKAluW/bR3zbuHH364qg5KGNv3utbWT81aRc1v2tSeeeeC37TPf/7zVXVYi/2WZo29Kc71el2P\nTGrx0WvvFZJWppqmaZqmaTZwMmWKF8Vzz52k52YCUELUwsDWrD7t0D5Kx964btcx93lzPjfWPv2g\n3ZSlueTO7u7el1avnZt9ubcihYzxGjGK+dGPWZFdXIgYqCkvX7898MADVbVd4eQt33fffVV18AKX\nPu8f1WahoPHiHJ8yqZ/8XT9vrc+GzH6cGx+x1Hu+mWCT5hwbYaNL1culMT6UMGsFNZ+NUca+/e1v\nV9V+SsDcTO+1LK1sD79d1uS5Fe5PzSc/+ckLr5dFVuI/Fsblq1/9alUdKrr7LdrajlammqZpmqZp\nNnAyd85du1ee5VJlCu7+eSsZU7QUXolsNu/3hnLk+HPrWOXdc8Yq8U6Xxke4W+eNuWvfW5kTs6N/\nT1VXaKR8ZGyT2C79oRaN/hp5xzJF7OO1NbZH3Sv9tjYDZVTjiKI72rMv/66f9orDoXRZD+YqU3Pr\ngZ0DW/cIS1Jdpaam6kshEuc2yjBd2i5rllp2Dz30UFUdlCoZrd5vjTu1tptLx6rXxeZzv9cpcteI\nW425Ck9WivdU5Ni1+NTN8uqpwVb7bGWqaZqmaZpmAydTplLxGGVOuHulPPESvLr759Fu3R+I1+P7\ne2UpjZBhY2/CtfBKvW59/kz54GXsXdGdN7t3ZtFeaFcqVPqB9zkVr+HzxnlrVWDn21oTZdTvI4Xw\nsmoFmX/HyvI8JXsrUuDRT2WsUvu0Y8TatYOts/HcO22vuW7t37rGT0EhueyagVedubuR+E33G+u3\n/rIxvkvji5NWppqmaZqmaTZwMmXKXSgvI2OeMnvIXaPn/ekp86i3erKOc9l7qGXW2NIYIp68u2ze\nKiVj6XN/XqzjUai2Ir7jsvcuXAr70n/GRyyZcZqqAK7fKKdd0futYfd72ds5caz6O3PXCorT0r3m\n5uIpgzXaGFqL1u6pBnPNWjb3eJQSc3euAqJf7YKRu2OM8FslM/bYWWrHwnUsrR1onOZiXlz22ug3\njj397u/+7qbj3XwrVtM0TdM0zSVyMmXK3StFyl2vu3ieP4Ugd6LO57FXPbZia/t5Txlzol6S/v7a\n1772lsdRs+aJJ56oqv1isHBVlBnXm16/9vNm9PfouvQ/b1gF83OtEoxf+qVfqqpxvS725HMq4q9V\nVpEZac1+qOZ/LKzl1O9UNuaq4uYM5SB/Exx3tAtDknMzFa2My/V0RDtk4srMnVoL1YCToX3uc30E\nRW9pVuLauNCptXRv2BE7a2WqaZqmaZrmhJxMmaJEeQ6dMUMyTnxODNOxqt2OmIqJORfcZaeioj/n\nxqDoX69L6/0sxTirRcMe7rnnnqOcby68y9dee62qDkrf3XffXVUHu+DNjLxu3q1xMQ6qRJ8KCmTG\nBlLO1FxRPTs/Z7ySveqFnft8a67HWu2pQe4iMJesHE7poCBlvO2U4jWViWqtyTpH1kDX5byjiujW\nYBXh1TG6KvF/1nq/Gfp16Zxeq8RddmY3+6HAbc22vRqj3DRN0zRNc6acTJni8SejPeouW5HCuXrI\nuReh59oUE96T9s/NfHEc1YzFD2QGEIWGF/n8889X1fXjpH5WxsbB5/N59anGG7zTjMvgtfBSp+IJ\nxKmkN3vZNVWygv8oW1XNl6n6auxqbtzKsbnM/pStdrOytko/hef++++vqkPF9TfeeGPRcUa2t1dW\nYPLiiy9W1fVrvTXrySefnHUcCthl1WQbMVV/a/S0xdpsdwrvl2Ze51xkT5SvVH60x9/99t91110X\nvm8tZVdroSC+5z3vqarDfBb/SVlcSitTTdM0TdM0GziZMmU/HrEbd9xxR1Vdr6y4S1RN13NVNTzs\nA+V4Ym5S2bh27VpVHTxy33ceCkPuxUZZEUPiuLwtf5fpgVFMiueyju/82V6fo/z43Kjy9mifrbU8\n9dRTF86X8BKmvLCpKrij42/dv2srI296bkbU1P5UuZM8b9BzfHbD3tmBWCVxDbw99mSe8CYpfryu\nte01D8wz3hwveG6/PProo1VV9e53v7uqDtdJ+WTX5qF5QFlzXv1lXlxmlepUIx9++OGqOrRVdX/q\nsbFStV4MkL5zzT5nrL3PsdMXrl1fplrKFkbqurGkAGzN2M05oz1bq/Ufm1M9fWDD5p657NUakUqJ\n/xs38ZfsKeMxKTnWAmvMKOvO3Js7p6w9oCSxU/ZtfrDnzKL0W2GtYY+USva8VYX2m/XMM89cOI/j\nr6WVqaZpmqZpmg3cdsLYlNMGxTRN0zRN0yzjhkFprUw1TdM0TdNs4GQxU2t3/F4K5U1cg3iGURaW\n58tZyVksl+ervj/KOsy4hmPhfJfdn1flfMbTeOVegxkncqrrYy8q2YsTED+jndovdkq8h8+LV8i9\nLSH+4rKvT3uyYrrrEQeCjNfQD+ah4+YOCb/3e783vLapqu6yfKbiAF2Lz4kZEc8lNsSYiQWxFvi+\nmCpxcT7nGo2x2l/f+MY3quryx8517Z1FB3ORrYo3XVp5eymnmuti1aYyYbNGoPdeRxm5Yo6Ml+87\nf+5VmGifOZjzxVw1TsZNzNGx+tM8U7fM9Tz++ONVdVgDxKKZV9/97ner6tAPv/Zrv1ZVh+t/+eWX\nq+ow7zIm7fXXX6+qQ8b6iFammqZpmqZpNnAyZQoZ0b8Wd8NeU3HgRU55O1nvyF2qu3Re51RVWEqD\n9rh793d3zWu9vcygaG4Mbz+VjnPbyV1GFjWCfYzqfMmKS29qZBd7VSZfC2+al5vjwcuViaT2T3qb\n5mdmD755HumLVJOtNSNlakqRyj3bQGnSx47j82qyWXsoEq5Z9pRryF0fTl3rbq7tZHbiXHIuntpW\njw2bZgfshzLKTvWL8aes6p+RMpWYO+zMXoPWGE9rrJXWEO3SDvOKUun/l5WtOaqkb838wAc+UFWH\nDP+8pzC/clcK/WNNpezp77mV2VuZapqmaZqm2cDJlamtihRyT7lk7U7W6UFn/ZvRPj5ZO8ar58pr\n6+KM9qNyt32suIarhlgpXlyO01RdpcuGfYB9UC+SUVXmBx54oKoO9skeqDRLed/73nehPeareIO5\n9aWmYgdTuRXXwc6N05x9s7Q151iqe3PhoWpD2sxULTXXoPaXa3jhhRdu+Pmc42v3dvvgBz944Tj6\nlLLw6U9/uqqmlaS0zWOjv9eu2Xuj/8WuGe+pcR+RazfFxXnUQLSGZQ3DqacrOdd9nuLEDihglDLt\nePbZZ6vqeqVRTUX2QyU+9Ti5Lu01z6xV+o/aLUYq60pR3ih3+mfuXn2tTDVN0zRN02zg5MrUZbF2\nJ+jEc+2pndDX7u8zxej57dL9k25WjA9FhSKiojs7ODdlShyPbD6KVMYnTD2/p8a4rq07sWc2LC+W\nqjJXmZrC9dvBgLKW+3pNzbtjIDZFmygH4MGKtci5zwOeUjIyJmbr2FGrxZA8+OCDVVX19NNPV9X8\n2Ka5arfjsV0KScahTvGDH/xg1ueycrtx2lspcT1i39ig7MqlZAycfqOkmPPWgsxEXlqpWwxfxvTl\nXofm9ihmzZqZr8feFzMz65Nc6/QjO/B/4zZaQ7JCvNe5GfmtTDVN0zRN02zgZMoUj9Nz6JdeemnT\n8TH+4coAACAASURBVKZqY+wVm3XqHcFHnIvCcmqoBrxwyslrr7124X1maZ6a3EvPK++Plzq1ZyHl\njZfOXrOO01wchxJF7TjW3on2d6MGUIPM51PMP8qBscg4NtlA+piNTcV5iQ+TjUQhEPtBKVhro9/6\n1req6uDZf/Ob36yqg/p3LPQDpW6pMjUXmZ9+S9QT2luZogSJJdpa/2rKhsX4+Fxmf2ZMWSot+d6c\nZb8ZU0jRMddGKrjzsnd2e6zfHu3I2nmplGY9N/ZunObau36mtMmwnjv/WplqmqZpmqbZwMmUKRH4\nc5/Hu6uW4ZCxGlM7Sp+6VktzOVABxK2oDJ7ealbeXpqxxDvjzVFU1sK7SoUqK7ZTKyitGffi+2LH\n1maE+f79999fVQfvUE2aY8XoZT9s2ck9s5HE8CxdC6w5PHxjAMczZiNPnbLgONZACkRWkDYGa+M9\nqXlslOeu/ccaQ/1w7HpROUf2iosdsVdF9iklh5KSigolk0LkelOJSuUrxztfMybIPEn78yqmy+co\ndqBIsjefX9p/7NYabR7mOGdcacbDzrVza5v56frnZkK3MtU0TdM0TbOBkylTcz1Od6PuNt31gkLF\nO+ystlsb9vDVr361qg5eW3pr+Rx8qVpBGUrFZ6oS/whefO5rRVmam9nF/mVwUT+Wxgxqj1e1WUa1\nkfYi+28LqdqtVacpIKNYF+rnSInJPdmooNTTjCnK7K6tZLvuu+++qjrYxl4xVI5HUdBfaxXBKcS4\naP/W7MfLYm4MDkWJqm5to5yMsszS7rM+mrmVWXJTFdXNfaq83+JsR+5d6XNLlSn2MpV1SkHKPR59\nb2lMl36giLHnKVqZapqmaZqm2cDZ15lyd5t351nrpbm5Wbrvl+ff7IQ3RUVIlu4nxhsTxzDa0Xwu\nPp/xOLzHtV43L3ZpBXTe83PPPVdV12fH8j4dX39vRT9kHIj2b+2PLViDXn311Qt/n4oNyro+4jpn\n7/m1sgI69KnM6WvXrlXVIfZkL2VKxiklwPUeqzbY2grkp2ZubJdsRdeZe0DOxdrke7lWzYW9Pv/8\n81V1GO9UbH3O+dY+LdJPuWdgjjt70w7np1BRlubOt1xrWplqmqZpmqa5BM5emRrVDLkqz8fPnXOr\ntzRCO+d6ZakMyfhIZYrXP9f7AG+ItyRTa23le8obpUu7lipc4HXyZtfGIKUixVuj9M2tDrwVXuY5\nZuXOjQmiqlMfR5+nXBm7rVlqxkwFb+/3ismCjFZz7RTV6o+JfjM3j3195r6YIGvNUqXSmmLNch15\nvLmxRb5nTfYe2S9LlSn2Q4HSPvcC+dtv/mVWp/kj7nru3pw+L2synxaMaGWqaZqmaZpmA2evTOHR\nRx+tqkMMx6l3qr5ZOHdFCqmseJ9eyYhUUHg7vr9WuZGJtdXLz3bwEtfGOcgc41WlwrQUXqiqwLy+\nud7ezQSFB2k7I6Uq696MbC73JdyaoZzqpqyq733ve5uOO8JcpIAcu/7TZWEOGBfZhEsRZzhVY5Gi\nRPUWE8QetMP4+k2kZMEakFmjvk8JnasyP/HEE1V1UG5yL8Vco5b+xvi++WI+6IesBGC+ZU09CpNa\neXPXKv1ize06U03TNE3TNJfAlVGmKFJrcbe5V4yHu+WR1yWmJKv0Lj1O8//gFeon3thUdWvjnt5M\n1l5ZW615r4yi97///VVV9fjjj1fVwfvM7DV7WI7sJeux8c7W7s2Hkf3Ojd9YGpdxzmQ9nrwmykCu\nNaMYlfTkKUd7Vdw29uYKmz3WmsNW1sb7nSvWGFls1OilT0nMyZEyZc+7u+66q6oOvyXG7Utf+lJV\njX/L0p60lxLpOihk2jP3t9HnUhHbi1xrnMdanrUmM740s/CWxpjpZ1muc58GtDLVNE3TNE2zgSuj\nTIF35y40I/cpDOkVjbzFtUx5dXOzulqRmscoJmkqg4qXcayss7n1r8Q/qPGT+1nxUl9//fWqOnh7\nvDDepPiHkd1QOz772c9W1UGVEG8A82WqLpYYKTVvvFJneJHax/vNDBgZOtptPEdKVfbrkjpjS2uS\nLSXVSH3pmkaerDHQPsfJz++tVrMB9bGOvebcrJnW1hBZmWvjJKf28RSL9c1vfrOqqu65556qOtjJ\nVOxPzqlXXnmlqg614Mxdv4lz98fFpz71qbf8/9YM8XxKYD7o/zyutdTf3SN4KqQ/58adegpmfOcq\nxK1MNU3TNE3TbOBkypQIe16au0p3tTzz3COMx+s9L4s35K48vdK9a6o0l8tStYHXRTWgqHh+ntV0\nU0l5z3veU1UHZUbcgaw43p3n6mKceHkyvh555JEL35dll/CuUrGC61fR3XG0YxTzZV5l5pF4iVSu\n9FdmxlCeeNVeHeeOO+640M70jmUiaafjZfwGJc559TdvMsfvRrGQYk6MrXPoO56m/1MNXbu+Enth\n7JC2wnPO2l5s1RhMqdX60Jhox9qYFGPh+1PqrL7NbDB9rB8y9ssa7PipBvucfpMF5rj6C+bO97//\n/Ru2M8/vOkexaNRrn5O9thbjknvBzcVco3Ah98qztmytUJ9ZfFmhfi6uVztHCo8YLHZnPpp3o8xi\ndm++Giff18+pTH3jG9+oqsN1OY73axWypdmurUw1TdM0TdNs4LYTZlzcXKkeTdM0TdPc7NywQFwr\nU03TNE3TNBs4WcyU59fHzrzJbKClLK2Pk3WP3vve91bV4Tmx58BiXRw3Y1Y8T/e9rHZ75513VlXV\n008/XVWHGDRxBuJAxImIY/A82d/FNYjn8Fzac/uMoXH+hx9+uKoONVDuu+++qjo8L//MZz5TVYfM\niN/5nd+pqqr3ve99VVX1z/7ZP6uqQ/yB5+Ku0/n+0T/6R1VV9eCDD1bVodru6Hm9mJu59Z/0k/Ey\nLlv3xpuL42vHKK5Fe8St/OQnP9l0vpwPU8c3Pv7/2muvVdUhFjEzeNiHHebXzr+l/OIXv7guZiMz\ngMW3LR1bsT7GiA1e5rVVHeLLxM3J7jJnjJExyZgb2WFTMVlb184RuaZa+6x1uaeaGC5rYs5ttiku\nUmyOWC5rgvP5v+t3fGuz2C5r4toadI4rXvBY/Tli7toiBspvwtr9RZ0vM3dd/96cqj9HtDLVNE3T\nNE2zgZPXmZq62+O1ZNXhy2JtxWZ3+7LCZAbwonhZ/s4b403KtHB3z7twXF4yKEO803e9611VdVCw\ncv8klbZ5aV//+ter6vpaOQ899FBVVb344osXvk/J0S5eHW85d/BWgVzNkyeffPLC97TTdWXFcnYy\nVSNkaUVyKkVWCL/sWMKpTCt2uFaRmmLq+Lz40X5kmTHzwgsv7Ni6ZRi7zPqiurLZka2M6uRkJvGp\n0O6sjg/1hLLyM9XX3+dmCZqjo4xo2XcUDXPUGiRL0f9zLcq9z1wXZcf/R3PfWpHZe8bfcUZ1lfSf\n1637WOJYisxSptYW9rxWkUqs+Vdl39e9aGWqaZqmaZpmAydXpqbYS5HibfJatioP4hIoO+k1ea8G\nBiXK83tenr9P1RLJmit5169y9o9//OMLry+//HJVXe+NPfPMM1V1eN488qIoSenFuu5UdniRqfR8\n+tOfrqqDKkDh4LWq1eO60pvS3/4/qkGzlqu+Z9zNsvfdxz72sao67D8GyqtYrbeCLVMaKCtsfcpT\nH3nU5+ZxT61hbMEcM2en+pCigyllitpOUbLWeKrg/ajyd9ZBcn5rpfP7nLUl61RlbJW1SCyV7+2l\nwGCqf241zkWRu2xamWqapmmaptnA2StTe7G3N+nueyqGh+KSd+tLq+ZmHEcqP1mVGaO4kLn7Zzlu\nHkf7KVZZ7ZlXKduPN5j9wKvTHudJJWxqP6qtWaEZt3HV0P5zUaaW7tQOdiCGTtyNOKA5pBIlSykr\nfI/iv0bk/oh7sXYvvqnYHkpRViifIte0keKif0fxhp4qLBm7qkMMlPGSvZhxlLlGGBd/d/2u2/u1\nawQlTH/KWqPO740Mbe0+ZRxiM00rU03TNE3TNBu4ZZSpvZmbNcaro8h4XaqEpLKWytIoC2trbNjI\n+839kzJrT/umlDsKl/PoH956tmOudz1iFN9w6gytrZxb+9UyWosMMfEzYvzmQIkSO5PZXNRS8Xtz\n4rCqDja+d12bpYrUXKwZFJ5RluIUI2XK2iI+cxQTtRQZwVl7jy2M1pRUqqxR1qJU0JaSa48YrmOp\nwa+++upRjjuCEmaeiEs9lvJmfB577LGqOvTjkrl+TrQy1TRN0zRNs4FWpo7MyAukkKy968/jZjzB\nXoy8wFTGxEfI3KEkTWVjioUSF5C1cKbaAV7OlNdN8brqmTeuI+NE1qoc+k/WJC98ad0u43bXXXet\naocYqWvXrlXVQalkR0899dTkMcwF2WtsVYyLWmZsbkrxACUis93Woj2Usr1jYihHe2evJfrxiSee\nqKpDv1sDKHlzbUm/qIDOxmU8T40TKB3mOsVy6fi5PlmB7Mec+eY3v7noeOdK7n5xLEUKxse46FcZ\n6HPH+VxoZappmqZpmmYDrUxtZKq+j+f98Dyat8VrWprdl8rNZWdxUUC8jrL6pmqw8D5URVZxPfuD\nEjOKDZobB6K9uefgVYOCQ9UQ3zC3Qrpx8ZpxKWvru7FL3vxSsuaQuKclx0uP1hjztHNvvaXxZms9\n5ne/+91Vddiv09iZM7ILj6UyHwuxZzIwrQVUxaUxWpkpbe5PVWy3toqNMt5sSAzWUswNcYCul+In\n2zBr+W2FzZujex8/sRvHZWGtMd7Gy/W2MtU0TdM0TXML0crURqay5TwPBgWJF7pUkcLWzJStUCBc\nP++eF8rLmBubpB94I/k9sVQj73Ru3Ivj7hX3MuLYVZH1sz0TlypJ+lN8irpgqSgurWac478UmTxU\nBnYhu28OqWJ5L8ZlaRzYXuS+msaAcpYq9mWhX9auRdRQY29tW1trLPcenNs+n9OPuQZRdpbOSXPB\n8cX0UKb835pCCdsKJc3cdP1bM5rPBeNkvPXnsZ4W+C0+lvLbylTTNE3TNM0GWpmaYCq2ZkqZ4vmL\nkeKtbX0enHWYRmzds21UnZk3xnukYHjvuud6AeJHeGOpHkx5k0vraR1rfzXjvLW+1xRTFeGn4GUb\nL3ZunI3DZcfvGHe1hsSjLIlrSkXEd9fWh9JX9ribit0ZISbFcTKW69gxMSPWKlJQ4VwsEdtZqzBo\nj+/rf8cf2aRxz7ltLaIEyjacS16f71vzrF3say9lylzMpxv2Yd06bqdGP/qNobh56mJt2quG3rHX\nslammqZpmqZpNtDK1ACeMe9grZfFW+L5e+9ue+lxl+7BllWPlypUU1mKXnkVYl1435SGqX3QHnnk\nkao6VOGVnQbHHWUI6ZepzBreI+85s8e2sla1WMvaeBfKKO+QnRhPXvxa1sbLgD1RFZZ4+zxdr1RC\nbVq6F56+1ddbK6CzOTbs/VWPhWEzVGt1ptaq8PqdQvH2t7+9qq5XGMQqZRYf2LT/rx2/V155paqu\nzwpkR3tnw5mb1jJr37EVqb0Vobnny31az21XhylamWqapmmaptlAK1MDeFNrK0qLneGtZf2lpXvz\ngVdiP6wptu77NYotEifg+niDvAre1JQiBV6JuAQKU57P58QxGKesTTOClzrac3AtqVocKyYL+iO9\n7rnxFBQ0/UD50f9bM2q2VoVmP65zSZwLNdW16CNxd2uvbWucGuwFaO6sremFtXvujaAqL0W/W3Pm\nqpOZfZlPAyhCowxR45yKGCh+ssW2qsc5XnPX4rXoh8uqJXjZipA5bpxkKF81WplqmqZpmqbZwJVR\npnhf7s4pPcfKmtqaWcP7sZP63krIqRG/YA82sS25k7z4AkpJZumpoWLfq1G9KF5nKm0UQN/Tz6Ms\nRl7e3nZz2Zk1ud+a6tNz25H9yxvdy063ZqtSGudWdH8zxp6tsR1xd2xypKT4XtoqJWlrjTLnoySZ\nA0vXnKn9KDPO0Hlcx0hRSQUula/MLqNkWQMyJgxUW6oztdFaAuPi85SgUUYvmx2pl8bb8dZW5x9x\nbBX6siuTXzZi4I69F+CxaWWqaZqmaZpmA2erTPH+xDvwnHmZvBcKEG+Dd7k1G2krFBPeY+5YTiGZ\nUgJ8/957773w9/QOL5tvfetbVXXwbnlnlBFehr+PvEGfF+sjdsd7pFrge7mvE+9zpDzNVaSy4rr2\nL41Bow7oh73iEbKaNu8+q1FjbnXtqf4bQZWgDrD/EdrjPCMlS2wcNUN/+r7xf3N7U82y76O5JEaD\nmpdZdeYoGxDL4dq0YS3WKLaU+yPOjemaUiHvu+++qjrsCWhsxTHOjfX5yEc+UlWHvmZzrkM79I/+\nsweh/mKzlJZRfS3HzwzozG6D34JUoY2vuZEZx8h9LtmafqKIOb41ynFU588ae5TAZ599tt6Kt73t\nbVW1PLOYmq9/2P1esVVbK+OP0F6KYdabMg6pvu+N67v99turanvsWytTTdM0TdM0G7jt2JWa34KT\nnbhpmqZpmmYFNyxU1spU0zRN0zTNBk4WM5V7b8kY8bz529/+dlUd4gceeOCBqjrEVoiD8L177rnn\nwvE8f/Z8/vHHH6+qw/NaMUfiANR+8Rz14YcfrqrDc33/9/18rq8d6uvMrbI7yl6bC2XR+bRLBoz2\niZtwPWJRMo7E/x3Xc38xMGqAeM6cWXbeZ8aQ/hHHYFxfffXVqjrEJnmOLs7hhRdeqKrr9yLUb2KQ\nvDqP9i+NUfK9J5544sL1aJcd49W+0c6/+lf/alUd4jm++MUvVtXBvsRliH370Y9+VFVVTz/99IXr\nec973lNV11frdlxxBMY1Y7KQdum8/+Sf/JOqqvrzf/7PX7gO/WT+sHfvH3rooQvnkYGjPeJRZHZ5\nzw7Zl+/pZ+1z/eyNPZnHPp+xUskvfvGLzRXK55Jz72Y9nzFls7AmmCtsg01lZXJZgo5rrVcnSuZz\nXl/Gri3F8dmU47Ohtf05FeNmLRYX67r9Fvm+NVdmtDXGb5d+zFg7a0NmqzqvtWXq+pzX3HvmmWfe\n8vNJ1hocnW8Uj2ltcD3WFNeZsVu5Blz2fBjRylTTNE3TNM0GThYzddttt93wxFkbZS68HN4RL8b1\nuXtfetyl5+eJ3+zeqswVXkMqa0szk2CcXI9x5F3y0pw/dxr3f8rbFLmXn+ujhPLa8OSTT1bVcjv6\nxCc+UVWHfuF9ej3W+OmnRx99tKoOiu/HP/7xqjoof7w+ii11gV3/1m/9VlUdsjgpipQ5mU857vrT\nvJ6yh1F9sLksUaa2Zg3dKsoUGxrVUzI3M7OS7Rjzqcrjp7q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Qa0Q5g35mN2Ks5iqLOT4Z\nw5R2YB+u5Kc//ekN/67/tA8ZizUiM5dGUO6efvrpqro+nkW2n/7XnjnZnifc7WFXxLWxcbY6ysab\nS44tqIpr4w+nWKvwYGvM01K1GebsuSgjyHG09nhKQtnUb2L3rDWj7EFz3fez3titTitTTdM0TdM0\nG7hplalkrle69C57FAuSysIIXoQMH563749qvKQXJlZqrrdEeUI+n9dfvMb8/Fx4z9o12kn9WKyt\nkJ5K39psRv2aO8Sncur4+tv4+vuUKpAxWHnde2Vj6hcV9ecqluJxpmKn2P2o9pBYRPadsX23AllZ\nfK/sqtHYHLuidV7PUrbWOZobz7cX1lJz1lzdqvx5qpFxjNbyjP+c+5tIRdfP2u/vU2ustYcqvzQb\nNHe9WKskHptWppqmaZqmaTZwyyhTl12llbfjbtrzZll47ubF1Ki0zUubuttPryK9jimmMkUy+3Br\n/2UV3XOHMiKGh6K21CvyeVlo7GIUe+TzFCpe5lQ131H9KmyNS0nE59x5551VNa6Vg73ildit882N\n2Ton1A/yytamModHrFVW2ASbGSkGc5Wj3Ktt7lp0VWrY7UUqfXvZMHU2jzeKpZtSNO2/yU7svuE8\nGd87wv+3KoDWwr2fbizJCH4rWplqmqZpmqbZwJVx67bePW71jKc870QsScZO8Qbc3cue4sXx0nIv\nP9/nJaT3wdvZK7NCuylTa6s0b820OTXsRv+u9aLZ78jLz2w345wKVVZiR9YZOzbGM5XXYytTue/b\nKAPtHLGvoSr9xna0t96IUT2opaSKOYqzFOsyhTFeGvuzNq5xL0b7qx4L/WTO59yeWitHv4UUmxzX\npTFvFKlf/dVfrapDHSvKFCheU+2dUs2nOHbW4F4xWK1MNU3TNE3TbODKKFOnjuDf66444xIyi0ts\nDC8x6xL53LH7I5WStc/1r6oi5Xp5dd6vVViMG2UqsyMzUyXHORWqjBtgLyPveq3XPVIWtUcs3JQi\nljFbeymWo6y/c4TKa0xPleE6YjTH5yoKV3WuX3ZGqDXdea0p+i9jnGT9WZOtSfm0QCZ4ri12V8j6\nUbmmqV9GObUno/b4PDU4231szr1OXCtTTdM0TdM0G7gyytSpyIyXuYwyF/Lumrf6rne968L/Vaul\nOGQ2V3r6ez9P5g1RUtT3uVXg/bn+zLZbSsZDZByDuBGv+X/vxcv4XNrTKD5ibQ0bGWdZCydr2Uzt\ne5eqx17erNjEqWzHc+DnP/95VR0UBh7+3D3YcCwlIGuVYWkc3lQMEtuxRmYNtstma52rKVLlV5Hc\nGm5OseW0h9z/ddSvfkPyt0rGeCpT/k7J8mqtt9ZonzmcGbzPPPPMDdtzq9HKVNM0TdM0zQZamRrg\nObPn0Eszbubu10SZsvfb3OfC6X1or1gUz9O1IxWGkZLFW+IF8Uqvgue/J7x/XmBWDV6aXUqVQO70\nnsqR8xg/XiLvkTfve7xM3uLUPm3G2XWM1A52ksoSe7P3ou+//PLLVXW9kql9ufffVD9O7al57nEU\nN4LqvJa94iUpMmxspNDoY2uLsTcmabv5/2xvrl3HVoamUPvvRz/60VGOP8q8ZQe5N17atLk19Zsy\n2i0jVWRY28XjWlvMdfGQ3//+9y983tq1dtzWPu05d1qZapqmaZqm2UArUwPcPaeCkKhcnp9bete9\nNZOE1zCKv5hbJ0q7L6te0akQh0DxGdXuOVY8QCo0I6VQXInXkeL0yiuvLDr/vffeW1UHVYH9pldM\njeC1io2iXPKq7dWHVF9++MMf3rAdUyrLSJHC0n2+rgJskWKQc/rxxx+vqkOfysLyPWqfvvF3YyVL\nKytbqy+UqHRNGcm95WRUUq+tZeaY9z7Phrx/8MEHh31xGSx96rCUjG999tlnF31/6+4Ro+vzm5C/\nDZlZnHN365xbq0hR2E6d2T+ilammaZqmaZoNnEyZEvPB8+XJ5v5OPFN3szJFKCf+zvvyd8/B8ZGP\nfKSqDnfZqhHnLvW8KMdxfl7W+973vqo6ePBiRp577rkL57vsmiuXVSNlCs/bR1Vv/d848nKNu+uY\nuh724fhZqRyptPD2M1Znba0fdsHeeKEyZ0YK36njRF599dVZn0sFDUv7yzhTL1w/VSX3c2MnYvxS\noRLLSDU5Zb0pio5r0XY2/OKLL1bVWGXzeXFl165dq6rD2piqn7g06FPHEa9mbTInqJuUrvTwP/OZ\nz9ywfeI5c/cF8Wz+nuouJStriqVSIybnVKQqnDFEmUE7FY9IcfN543AqRpnB1uDMPH/qqafe8nj6\nxfgu3feT/eQaPJWRnr/150YrU03TNE3TNBu47YTZMFcvDadpmqZpmluZGxbza2WqaZqmaZpmAyeL\nmVq6k/Vasi7QKJNAVt7DDz9cVVVf+MIXNp1PTJjMh4ztEdcwikkRi5OxIJ43i9N4/vnnq+ry+/Oy\nz+f5/tJK3p6vi9eYygRxPvEgxi2f54vZWRtrldWFHY+disHyXlyMOIy0D8cRr5F10ozXt7/97Qvv\n9yIroOfegpdpL5dtm3/tr/21qjrEmpijxlg8qNgZ2WtiVWR3sTUxRtYIMSpf/epXq+rQl/ZQE3O0\nNctJHKnYrp/97GdVdVhr/J1Nir1ikyNcj8rf6jllXOlobcndCKYyPEfkLgJi2qZ+G9Toswbk9Zpz\njpfjkHM9syCzYrzfjoy3zP1CxQuqYZfXM9pNIfH50b6fc9nrt2FqNwWxhexTu/WbTGVxzJkNKSbO\n51977bWqOtiXtVfsovnrt3ZEK1NN0zRN0zQbuGXqTE3VtlBn5+67777h/3mB7mKnmNpvy910Zn5g\n5GXyjtSGmQvvI/d5yvaM9hRMLruK7SOPPFJVB2+C98TL5VXwgmVQ6S9et+vMPfeyTtio2rDvP/ro\no1V1UIxUH6YIOf6o2nXug5bjnxXntdP1jLId9Ut6l8dWa9KLPGV149GcOhaf+9znqmp67hjTuXN3\nqlK6rDI2v1aZyszJPA5lLOtHzVWJKVAjRSrJyuxsa+n+o2kHjpPtdn2j8Zuq0TdlZzk3cjeBnMuu\nc8qeco1au/+m8ba3X64dlBr9cOw6T1Nx3Nk+yp6nCX7rck9E+O3L30D9KRP7nnvuqar5NRdbmWqa\npmmaptnA2ShT6XlvZa0n7jks78vz8qW1NEbwgu6///6qOsS0eH5O+ZryMrKOlrtyx/N9x+VNjOob\njZSY0d5ol608UPq0P70L18lLB3sSV+J5uX7SL7mj+gj9AUomRcrxv/nNb77lcbKdU/Aa2Q870f6p\nPfbS23Octd7ssTDPsqo3lWaO3aXnf2zuvPPOqhrvjXYs9qr+znYpLGkTFDWv1Fm2PlV3yfGn1HqM\n1qKpfRypz1RsanPuYpBroLkhFif30dxK/na4vtHaOndc964tSOGhulOAcq++KcQfuw6/xexq628H\ne4L+zL0it9byM25za0a2MtU0TdM0TbOBs1Gm9q53tdTzR8ZE7V1Z2V0zBYwXxAuYe9eed8vuyqe8\nqtH1iC9I73Ft5szeqFzPO+J1ZLwCLygzdLynVOn/0XP1EfpH3It28GJ4TY4/YqldUUp5feYLu5mK\nr0lklp26+nRivLK68hJvdu4+lKOM2aVQicXzscmRwrKUpTaK3/7t366qqu985ztVdahknqSt5vmo\ntsaArc29vq0K2pRiJNvwr//1v15VVV/+8perav6+mnN3XVhLKn2peHj6kXableOnoBSuzcZjH86r\n3Rm/OYV5kIrkXvu95r1C/nay35zXmbVo7R4pbubF7DjiWZ9qmqZpmqZpbsjZKFOeH7sbXqpU5d58\nvM5zRWbL2gyJtd6e/tXfDz30UFUd7u7nxjVcNryIKRVBjRHeX2b17RWTN+qnubFXc5XTtGvxKbzI\ntd4ee9NP+ncv73EruWfmMXDNo9iVuRiLqdihtYzWhsx6S/7G3/gbVVX1sY99rKqqPvzhD1fV9Xv9\nITOMkaqg9sxVptZmf7FN7RopU5QTSoI5P+Ky901N0qZHSurSdq79TaDYmPuZ/bgUSo/f4My03poN\nOLVG+Y3LfnVe35+KqxYrJn5zilammqZpmqZpNnAyZYrXwSv0vJcX4vm1u/MpLyifg8pWOld4A2uz\nDrdmRPDC9esp6wLNgXcwFdcgtkpM0N41Udit4+fO68aVSpFqB/ucq5ymt0hZ26ogaa9xPxdFaoSs\nyT1jvPZSYUexSMdmak38u3/371bVQS2diiVjq6nejqrbj5Apm/WrUmkxd0ZqMdv83ve+95bno4T8\nw3/4Dy98b8QJ96M9S6yRe6nAWa+MYrZXDOEoW3eumq0dU+3x/7nZwa1MNU3TNE3TbOBkyhRFKp+j\nZs2IuTEuU3WUzo2l17c34iIoekszNi6buQreZcTaVB28agoVu6WcUXp4ybybjB+Yi+OOvKmMrZpi\nbobKuZD7xi3NXrwV+fSnP33hdYpRXKGnBtaI3D0gY3WyPpFstdxHcm+FyPGdN/e8ay4HCmQ+/diL\nKaVo6Vo4whpDaZ2ilammaZqmaZoNnEyZ4p1kpe61sTuprPCmzpWtStDW6xNTpt+P7elTcMRtLM1U\nyRizrV5tVtqeGz/DPmUWeZ/eWFYm5yV5zYypqcwsXnZm3VF4KTd2Sk9GVZjPHdeV178H4rDY/rnU\nVDs33vnOd1bVYc1iO1PZkKl0pbps7d9rd4nReU8NZe5WQb8fa3eFqXGl+m9Vpvw2zv2taWWqaZqm\naZpmA2dTZ2rvbLK99q06V7ZmK/IuKTKeQ6s2bF+rvdha2yUrYm/N0nOddgZ//fXXF31fxgpvm3Ki\nXeyZt57eTVadFrs2UoyMj33gbr/99qo62AGV4JVXXrnhcc49WzOR7Ug5ZD971gh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pR/p0awtoKa+MADD0TEFBlasepdBKWKpF4alKhsLeb/+DMuFX3JnNW5m82HuSytSPGs5Vnden1t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\nc17/r8/Qaq2pFOVWBc3KlDHGGGPMABtTpnqtuEyJg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T1imUuh2RMv77xBejp+AzKmURmQIAAIjAxRQAAEAEOqAjmoVEfVrC0o+50hKHDh0K2za+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\nmzfxuOyGyBQAAECEznRAH1W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Xr1+X1L/mmBXw+XYOoxqtAtB+vujbovB+QkdVbR98QfbE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\nT0uqrlh1P//yL/+S5XmLWETO3+FawXOXpeoCv5d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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -11787,333 +743,28 @@ ], "source": [ "feat = net.blobs['conv5'].data[0]\n", - "vis_square(feat, padval=0.5)" + "vis_square(feat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The fifth layer after pooling, `pool5`" + "* The fifth layer after pooling, `pool5`" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlEAAAJMCAYAAADaNPObAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XmMXfd14PlzWPvG2lhciquojSIVWZsj27GgcqA4GseQ\n", - "nX9sB4ghpNMBgo67Y4+nZSuDNKQ/0tM20OMMMsgf44kNJZioo0k7XgYtWEuz5FYUWZJlmSEliqTF\n", - "EllkVZFVxdr3qt/8wZJC1u+U9OPv3nfvfa++H8CweHiXU/fe997hrXPPU+ecAAAA4NpsyjsBAACA\n", - "ckQRBQAAEIEiCgAAIAJFFAAAQASKKAAAgAgUUQAAABFSL6JU9QFVPa6qJ1X1a2lvHwAAoAg0zTlR\n", - "qlolIm+JyP0ick5EXhGR33HOvZnaTgAAAAqgOuXt/aqInHLO9YmIqOp/EZHPiMh7RZSqMt0TAACU\n", - 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -12122,415 +773,30 @@ ], "source": [ "feat = net.blobs['pool5'].data[0]\n", - "vis_square(feat, padval=1)" + "vis_square(feat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The first fully connected layer, `fc6` (rectified)\n", + "* The first fully connected layer, `fc6` (rectified)\n", "\n", - "We show the output values and the histogram of the positive values" + " We show the output values and the histogram of the positive values" ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlgAAAJPCAYAAACgtar/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xv8LEdd5//3OzdCEpIQAyeBBBKQICCQgITI9RAIBJQQ\n", - "RIEoGFkWXUVAVCTghYOiXBQVxXVXIRhZhPUHSww3ySHyVXA1LEsCIVwi/kBByQkriCDLLpjaP6Yn\n", - "ZzKne6YvVd3V3a/n43EeZ74zPVXV1bfPVFVXO4QgAAAAxHPQ0AUAAACYGgIsAACAyAiwAAAAIiPA\n", - 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ex5LHFVeEmfn7/POLdcFVIaVzOaVYgFFoyUqAWfUXjTLP85rkx+qkLJUPno1qvKoUObdC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\nAAAAIiDJAgAAiIAkCwAAIAKSLAAAgAhIsgAAACI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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -12549,350 +815,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The second fully connected layer, `fc7` (rectified)" + "* The second fully connected layer, `fc7` (rectified)" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlcAAAJPCAYAAABRvvFyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xv0LGdd5/vPJ3dygRADOzGJJsgdkWRxNyAb5BJw5OaI\n", - "okBE5CAiIJ6jgs6Y7XgDR5DjcMRZQ4KRYXB00JyIoyYoP424JKIJCTcjZ5JlgskOs4gKXkGe80dX\n", - "79TuXdVdl29VPdX9fq211+5fd9VT37p/+3mefsopJQEAACDGUVMHAAAAsE1IrgAAAAKRXAEAAAQi\n", - "uQIAAAhEcgUAABCI5AoAACDQ2uTK9jm2P2D7Y7Y/avs1xfun2b7a9k22r7J96jjhAgAA5M3rxrmy\n", - "fYakM1JK19s+WdKfSXqupJdK+t8ppZ+x/UOS7p1Sev0oEQMAAGRsbc1VSumOlNL1xevPS/qEpLMk\n", - "PVvS5cVkl2uRcAEAAOy8xn2ubJ8r6QJJH5K0L6V0sPjooKR94ZEBAADMUKPkqmgSfK+k16aUPlf+\n", - 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qjWPu89RbdpXa7pDz+bRuXeeBkrbx9bBTmTG/qsQQooz+8+3OO2c+Ee8LSdZs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\nA5Wa2bbdb7wys+0kvUnSSnXW8eDuZB+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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -12911,12 +848,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The final probability output, `prob`" + "* The final probability output, `prob`" ] }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 26, "metadata": { "collapsed": false }, @@ -12924,191 +861,18 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 38, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAmEAAAJPCAYAAAA0UwMNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X2Q7md93/fPV0fGMuLZphYWcnBAtoEB29iVabCdg00Y\n", - "hXEsppkxCD+kDkNoU9m0zXQI6YyR23/atJ0kDgmRXcVJXGJNkgKRW4jASc+YOg4gm4BjJCoFa6oH\n", - "TDDgBzyxfRR9+8d9L9xa7e6955zdvX6r6/WaObN7P+7vnN+59/fe6/rd11Z3BwCAk3XZ6A0AAJiR\n", - "CAMAGECEAQAMIMIAAAYQYQAAA4gwAIABtkZYVV1fVXdX1T1V9eY9br+hqj5aVR+pql+pqu/euO2+\n", - 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -13117,6 +881,7 @@ ], "source": [ "feat = net.blobs['prob'].data[0]\n", + "plt.figure(figsize=(15, 3))\n", "plt.plot(feat.flat)" ] }, @@ -13124,12 +889,23 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Let's see the top 5 predicted labels." + "Note the cluster of strong predictions; the labels are sorted semantically. The top peaks correspond to the top predicted labels, as shown above." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 6. Try your own image\n", + "\n", + "Now we'll grab an image from the web and classify it using the steps above.\n", + "\n", + "* Try setting `my_image_url` to any JPEG image URL." ] }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 29, "metadata": { "collapsed": false }, @@ -13138,24 +914,70 @@ "name": "stdout", "output_type": "stream", "text": [ - "['n02123045 tabby, tabby cat' 'n02123159 tiger cat'\n", - " 'n02124075 Egyptian cat' 'n02119022 red fox, Vulpes vulpes'\n", - " 'n02127052 lynx, catamount']\n" + "wget: /home/jonlong/anaconda/lib/libcrypto.so.1.0.0: no version information available (required by wget)\n", + "wget: /home/jonlong/anaconda/lib/libssl.so.1.0.0: no version information available (required by wget)\n", + "--2016-02-04 19:15:25-- https://upload.wikimedia.org/wikipedia/commons/b/be/Orang_Utan%2C_Semenggok_Forest_Reserve%2C_Sarawak%2C_Borneo%2C_Malaysia.JPG\n", + "Resolving upload.wikimedia.org (upload.wikimedia.org)... 198.35.26.112, 2620:0:863:ed1a::2:b\n", + "Connecting to upload.wikimedia.org (upload.wikimedia.org)|198.35.26.112|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 1443340 (1.4M) [image/jpeg]\n", + "Saving to: ‘image.jpg’\n", + "\n", + "100%[======================================>] 1,443,340 --.-K/s in 0.03s \n", + "\n", + "2016-02-04 19:15:25 (43.9 MB/s) - ‘image.jpg’ saved [1443340/1443340]\n", + "\n", + "probabilities and labels:\n" ] + }, + { + "data": { + "text/plain": [ + "[(0.96841908, 'n02480495 orangutan, orang, orangutang, Pongo pygmaeus'),\n", + " (0.030275092, 'n02492660 howler monkey, howler'),\n", + " (0.00084050646, 'n02493509 titi, titi monkey'),\n", + " (0.00014605338, 'n02493793 spider monkey, Ateles geoffroyi'),\n", + " (7.3865915e-05, 'n02488291 langur')]" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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b2uuGaCJVSthScevvqJuaskmMcyLKkrJ/4GhLLmLB6yBpVxpjApXOsASs0QTfURUK3ULh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3O96WiYMSlAbaaCFug/8oJHUpdLJgxcgqB/yLp6snxvBMo3s8ErEX7HaC6yxxneFuv2PON7Qb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EUm88h4m5GpxLJDCIeXW4T0NP2BYRq5PXUUKjF6OO4/IVx9k7vhBVVmyYKkUAohls8Wf1fY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\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Lye8xKjGMgfX1lteHifeahkWcyWVL7QQiPKCU4JX6MVt1jR4tapZs2xIdHB6HCBKVHSl7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\nqmV16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xBOw1lgiiDxznI/snvqmdDomDBOsymNv93YTRPzfMV1hlsqXFPPgCDYhWVpiCRR\nWrAVwRorySn21hDsjtBeaUfFv8XA0fb4JXB8+UQ6zyQV6axD5kr2BTftuVwXTuOOnAJ5m0E1RBoQ\nMpJjZe8UISveWsUKkF1PpyTzHZrcgYnsOqg50jzsMNyVp4aCcwOxNt67hraCg8qYHEglc2uWndrx\nevH0Twd6lcg20es7S6/pZMMoTfMF2w+kZebQD/RbYnUGjEYqkMvCGhqx3tk8iBoQ+45yDuw+bRRT\nsbVQt8h+nPDLDTc+0/SIqp7nI9xaBeFQBnZ2zx5P0QGjNd4naIbSVYS09CmCuRKVRXUDLxUoK0XA\nInpiV2CGU7/HNoMaO97W5dFUXRqiU+hY2HUGnxJaR6wwvDdJjR2ahMweJyeMqtxzJYeI4EFcWHLC\nykLTllmAND2leEQYeVYSJRPFNP5w6hi6ShaZl58PNC1ZVoHUge2WGOQj4Px3f/x7/Hzl14/t8f26\nPetWiKmxxhtdHR8LdSOYNs00af789BP/9Uvle/qFt6vl198963JFmsonGvVp4uOyoYZMpwqTckzH\nPcNU+Pnzj/zhs+br82fEApbK5W2lXSurvHFfCmvU5PQYKaa8x3VQUmFZV4y33K5v/Pz3X8kf75xv\ndy4i8p+PO9bLzHYQ1Ji5vgcG6/gkR95iZnWCBU8olmNX+OPnT3wLH9znV6roME8DoijG88hhXxmG\nge2acLVQ9zt+PwdMb1FlZCkLYp8o5cwqQSZFTyQ1hXYjSzyj+p5OgboGOm0RNIYfT2zbBb3rUWtl\nXy3fl0BvemTryddALBkpJWtrjKpha0M1Qy2CpDNNgEZTs0V2jdAWWtYM/Y41ZnJNKCHwW0XZSqcc\n1QlKrBhhaVJhO0veKkIXPsKF568dxzrSfGLpGpqNndP8nuBFWtqUGNLA9fZGcz2iaS5hhc7gExSr\nyK3xKRvky5HaErNdORkNraDHAU/FDjtY7yireVsySgvUIBjskbyu9NZQ4kgWFSHuf1Uf/maF6xbu\nPI0WRSCWGUtHLopaJciHexClkK1Cyw/QZH3M2ouQFAk5F7QqKCURQpNRhK1iqkWFwHM/0dx/5MCa\npzMPTE7cGjJbpOiJq4aaWH1Bn2dM23GbX0Hd2aVHJUFFIIVj446QmfWW2JmOxd64L4qTaFyW7zwL\nwy0Xhu4FYRp6a0hdHmFiPO9zY8kJFTzSFxaRyEE+XhBio2H47Ap6tMwhMo0O0zSdU5SwYnaaH6Ll\nl3NEHR1bVAwiMZ/P9E0SENRk0LoRiLTccHZiE4Kp76iyPIozw0algOo450ZXFJ1ViJpQOSCFQrsC\nBbSoxFzphok6Pxp8n7RAdgOb94Q6sNMCLVbC4imdYDEOVyy35Z0fnnrqdqbXFm8FPilESOz2msv6\nxnF8wgqLNB1bVxmk5eA1OcM4NWLX2PyFl2FHCpWkKpPVhJ1iTjdOhwO/vt8RUeJqZCd2hPsrw/Ez\nH5eAbIVqMt5vHLqJkCLRRozpuFwCUnaMeqL4TG6VTvc4GejqgBg67m8f6CpwgyV2nqPeUaYjbfsV\n0VXetzfEXqPkhEmNtWZarbxYydYiE4oaC7uWiUoQa8aNPSk0Pmqk1cJeGkTOD6OLTVgnSDKxbo2b\nj/w4WrRTHLqNf79s/PzlD/zr/c7/8fKZoBzadfgQCULzeTfQS8/dCyIL83tmfJqY3yPvb5G+nznp\nkbQ27v5C/3REUrG947ytmCWxGIVMmf80/JF/HCUfUyKGO6dp4O1+ZxMB3fW87A2744AXmufDgS+D\nJLbCQCF+nwlVov2duL7jU8NvhXlT/OX6HcmMMYaD6ogYPuobnTtQxsxJHsi3G7TAqCW30PjXb7/S\n9ZaPf/snPp8MdpCE3FhFRxKW9b7hBsswVY79wG/bjZgh6kfp7CQOqHin3z9zwSG3xtN+R8gbNM3k\neuJWSCUiW2J2ghgVrlQu1ytikXS9Yl2viPBwMXZm5KNkwmL5OhyIW2IcNfO6IokEmckt06zktgUU\nDaTlmj3j2LGuHtt3xC3Ta4dWhaVJhJCMnSOEM0IUGj1x8zghGJymqMcOdy2azTTYPKoaspDoLPm4\nXpgmRyfAqYoIGtlBq5VQJR+r4O2fzzz9l6+8XldOsuP+sfBsd5xjoMo3BmXYZoNThfHUg1Y0v+Kb\nQKrC8DJCLlyvG3bfM2bBPQVEN1BrYrSGbW0IpwlB0GHRoqPXA9LceN/CX9WHv1nhqqpRSmEVK72e\nqAhEKVBBykQpEiEl2VRabQhWctUoUYgBtragZKJvEtU0SRpsMgzSsnFhkoZcDa0VhFWEIKFEjIBY\nEpSC3AL2e6WTE35e6GphXiW9USiRSd5iMojceP9YEIdnZIOnpw5TFXVLKNtQsTDqgagSo+xoolHb\nRmuWmGaMeeK39294banagZF0RnD/uCH1nlXN3OJGt43sC6zxTg4N6zTVTdxvZ172A8vHBbN3jM4x\n14RPHqMkZ1Go9pm83bj7glT58Uesklu6c1KKJShCiOijfuwWfaXDcm8NZxTXUhA1MWBQTSJLRbRK\n8YFOHQjbRsNRamFXI1GA1ZaxbEg5EeeBoV9QWrF5g+omaI2WCx0SqXvykrE60I+GuEVcd2BbFb5V\nhqkxNklNir41vGykTdCq47BXXJY7f//yhUghZ/1oElAjWmj+bI7cbCOkmWHoHzb7ClNnOMvMel34\nOo4PIkEVtLJyK57PX/e8vWk+zje6QePEAqZDR0krAn++choHhLK0EhF95Xa7cugz4nSgy5UUIsJa\naknsdc+tNnTXkeKCEoL9IIlS0WbF02HPX24zoSgcG1aMuE+SeF3o5Q5pIcdGXAvBgtEa21t+XTRf\nZaDbCf7w/IzVK4eXHt0VRu3QRXI47AnO0rbMbughSyQ7Liys1zPdruOrklhWZM4MzmLtkdoWdp1l\nDmcOu4l4LQwO5OnIEhOrLpjDni90TN3G108/cY43/vzlSIgb8WCYQ+PnwzOpbgS/UPPI5bZybheW\nzZBK5rfzjCDztq5ovUcWz15IXF1wZeTLuOPb+cbTNHEPnhw3lC4EETg8KcRtxyXd+Do5tuoYVaMb\nKuf7jXntCbogTcYUx7quXGvhunqObKTjnlIKJo8YYfncDdhWKKnS90/M4ZFzC9mTgdUpNJoULcU3\n9rtHljH4BqHH9aBo3LLHToqnVnm2C4KBXDWWwnldiEWiREO3jUQlCKjFsBuObOuZoevQytKMoIZM\n8Q075kdv1TIjVEVbR6iZrnU08Wirbp3D0WFtodQZKRQOA8ayhgtSCmSCIitL2mF1Yt4yO9cTooZW\neXqZGIrgXiLX1YCWIHvWUtiLgvIGudP8thbKfcWKR5HlNO75foYfVcdbPtOrHm0tQmTKcWLxAoWn\nW0f0qbLEihQGLw2dakSfGM32OB84/y/14W9WuJa1YrsLX6eOVDdEDVgzQN5YlUII9TBupIrSDdUq\nuXX4IBE10lipopKFRdJhqqYhHvuwNqFNYfFXhlFTlkeA068eKc0D6ZQ2br98INVCWQZiWklNIGqk\n9xG/U5zThSAKyAE3DXhbcUnSxYBUldIPyHlhOA7YRRBkT18lZTdTnKa9VugE7/eZUB2yCZZrodsl\n4usFuTtwz5lvbzOjht4UXktmtz7ck4cs+RALu2HHkj3NJu6l4buO4h1f94qUV+rdMhG5S8NuqCSh\nCatHWsVeW+ZY6C00s0OEgjGazJWWPKNrSL3H+RVpKiEmbqtjr470qvGaYQOMEGQRScVw7xshFZ5b\nQwhBbIlqDNcVPrkDfVeZZEN3DiGuOJmJstFNmm31LPQIW6hxISlF3zJr24heI43BPxXUq6IrCukm\nLu+Z3sDbbWbQJ4Sz6MMVU0EET9prupbYTz3SOn6YHLIs3LcjqhXu9cIeixsr5dr4/HJgToLiCz8f\nPXPXsesdTTbq1oh2pIhMLwVqyMQoaTkxZM1x6ok+EoUkl56vB0+WmqwyxQcOO8u2FlS3p1M7tvI7\n+ydLbgZhAi99penGpB16LijTcMMBNk0umdjAuEbXPFUbdNTYXc+13vlBTHw5dMyiset37PWEcwNp\nlSxXxdPJUI4D91vkh68wX6D0Ay1BbyslvnOPA9YWrC982R3wsuDvK8enL6TZY4+StG50VTGYghwN\nS8jEqphzYmqBoxuYq0e6ieobnQj8/v7vWCsJIfN93jhHRRSK2uB29yTds/gzxiiWckEJzeg0vRqR\nyvHr5czeWW6XQKsVpSG1PbmsjHKiyZVpGPn328JLJ7itG1nu0S0h9hGr4LPS+LAhOkm7bZysxYqR\n43FgbZL+OLGUAF6htaOWFSMb42iIyze6riMXSXt/RdaNTxZ+yQFZBNv2gPf62jDB4avAGsPBLZx6\njdWGSY6sMqFloj8cKLc79Z4RKbIfB5bN0zuHiJkmAikL/BqQyj12965SYqBKRREGEQ1JSIS2LCkj\nU6FpQVOZpjJE/wDwtkYgoEpmJzRFQ7UVp04sc8XnRm0dXQ64APLHT9xCIN8M97ny9z98JafGcrsz\n3yVxroixYupC13foneL9m+Wrbnw5jQxNUUrP1+7E9+WDk6681gtlDo8pkzIsasN0BzoymcRnmSjZ\nYMSdadrz+/l/0xdXV2507SfqfKcJAd0za3qnxQEjDNoqSqv0usOnhLOQWyHXQhPy0dWFQEoDVMiN\nnAU5SISo1Jg4mp7qPb1TlJQQaSPlBb1Irv8+M5nCmiSqJrSCkjWiFN5TIv/6yuD2+EtFHhPPh4Hz\nh2AwghoWiox0+4EsFev5jq8VZxXbBOWm2bJmEpFLfhCco5e0cKeIQqtH1PhEKZl99ohxIi+GftKU\nYUGFkdFf+dcWGbNhBjYp6fuBGgTRbyzFcH6t7LSibxDvCSM3nDtwbRudyTg9UqzAbZk638m241Yn\nrE2YQWCyoSwLbyogpAShuWbN0Ro+1gu6swwdLE2Qs0SnijGBozMsRXKTDdMqTwhym2mu8T5/p3Un\numIQW+Dw9Ew2GzVIapAcy8gqKtdtoteP5mmnA60ErKzkODNuIx4YRKDWgpsUMklSa5jWKL5SvWcv\nDb8LyXWO/Od9Rw2KkhPHnea6CVorHE2F3QGdKyLD4Ri5xJ6vrjK7jaUWMolVS3r9Qq4btToadyqC\ncm9IvWMWiaHb6IJBmCNuOrDObzTfcIc9lohtmeiOBP+OsjDHmamT3H7x/PCjIQroi2ZQAx/3jWFw\nVBX4/GnC3zS5CH6Jd1r0PJkTWwWJ56suWGN4ftmzF5VntaeNPVEb1pz5qI3d8Aw+E1nZpQM5CfJB\novxMukb8XnLPmc51eBnpd4Zb8aAc1Xa0TdAFTZArWE3xjTg1UpBc3gJfDnvE8JWQA+ePd3anIzms\nfIREU5kXrfGhIsREoCByoQlByCtbDCQtKaVQg6JTFT0MpC6w3B9O27xYZF2Zphfq2wfadXzUypfd\nkctbYImBNCg+lx21rujDQHiHoCdq8I9sm3E4ZR+5tsOJeZ5ZPCwfHuMcs/VM7oTSA9Llh8FKJlSW\nKColX0hF09mOGBu/vv4Lu9MXbtc7o5Fk06FyoqaE6TSyZk67AbezIOB0ELxeL5jiWOaVkiVC9CgU\n621DdlDLmcU/JkRDg94otthwnX44DDO0nOlLRe86QmrkULFC0BSUAjUYttQYh45lWxHicQZmAVVU\nrLToUAjtQckReWS9w/Mni2gzl3sglR1xXhmUYL717NSP/PFPleG5cPv2O3flaUEg4y904cRP0w4T\nK/OvhambeJcBpyp/2lmu88y49iRRKJ8c7283UB613FjDQNdrrqk8Rp2nkde3D4w98Nek629WuEpb\nWMqvVGGxpiLVQCcnlJCUeEfojioFrUAnYQ0NoSRKPIJ7WEsTipIbWmpqMyQklfyojpaCUgI0T0mV\nnAJlmdF+JX/cOClJkgb/2zupBYo5sN423s8L46QRPLGEQjGWVh/uo+wgV8GySI6HA+l2pjVLs3tc\nWFB4hH/cgNL5zvKsmHwlzw76gLQTy3xmZKUBKszspx0yC5ZYqdnzoiurkAz9kU1rlusZXTO6GFKM\n6KnQ6RG3FCIRLR0qNRaxYccDy9pxqY0XURAtsVwbrmVEN5JDYmgXuubQuudeJFsT9JMlp4qvmSeV\nOQyZ3hx4WzI3c2WvegSSLBqmN/iW2JuepQUCitvi2e81vahoo8khoEQkDgOvfqPoTEWxlzuM3jB1\nZXfoaJvHlQcJvxMHtrZQ7I57u9KlI7nrMHvNb7cZ0TQmBXRV6NaopnKrN17GT6zC8uv5g89PT7zY\nSGiaRT3atIUC0Tb8oTGZQv0dalu4DYrLZmjBIsl43SAvpBhQXeHUG9J74S4dw0lgbiDdRBMGnytC\nrmj7sJ6v25Vuf2R2jV2cMc3TeejMQHOO/Zee9/fANBr2+x11VTwNAjNCMAdUFMTmMU7wuZMc3BG5\npAfNI4LSBt1bsg9kJ+l1xDrDYX9gqYUnq8gp8ssW0MaRygXVIjoJnjsDB8G8LJzGL6jwTk2VlPfc\nL984ffqMIhLE79yVYOgF4WNhGH9iWRaK8EwDrO1GKxBCZNx95fV+oVmLqh5bNcIqluSJlzv95ChW\nsJ2vXMI71/hwiK5RoTT8cV9ppVC0Zjcd+Pi4whi4rA6zvnEa4W2+EZj47XV+dPXZynWe6UJD7h2x\nFoqRnPaJkj3vVfN6W0hZonLlOEqWkmEnmMPC59OeTgx0RhJqpKyNbBrT0ZKWgsr6sbeKcA2RkAvD\n4RPLfSGE8KCNaI3MhdYNUBJ9Z5ncgBoz2feQFT90P/Lfv7/zumRidNw2T0/ESEUsEKNmGgSpKJRr\nrEsktQ4RBbVmZJmoMuCsZg4eYSWiNAqS2jSyFSxQayZuAj1ISk7Y1iFaQfKAk+coHmfDDmLx7E+Z\nf7lW/vj5B/bGMw0D35eVWhv37XGefor/wKcfPqN+/BN/+fUbHybx+usd9d6wGrZxJBRPajdexgPf\nw41VCI76gBkTb68rd33G9geUrKSb4mWU3FpHygPdGLmeM1+OJ/7y+r+pOWONGaEerLyD7tF+ofZH\nss9YmUhbRVvI5k5ugJgoSUOOKFEoVQGS6gShFqiJUjQCjV8TSkRqq+ToUSTieqWVQFkCCsP9nNl+\nlxi5pxJZbvDx+o0vz463t5nY7ylmj6yBkhPbLeCzxJbE8Dwwf//G4eSISZAJ7F3lrdzp+YRf7uw/\n98giaDv5uDGVjXSTTOOOtCT+9GT4vX/Be0nNC3ZUVO0Qckcqno/iWe6ZJzdhtplxt8MsjZAbRUSW\nunEyPaloosuYradmy7Ku7F8UwxLxWVAFaOf4CCuT6XDZ42vGbo3WK9zRMZWIt5q9Ulxq5pP9THAb\nf9i/8No30n1A5kzXFX7fIlOs2LHyZfxPxNs732Wm1sKaBbIZdgPcUmNfCqkIgrRkNCE1Qm9YZng5\n3HFCkZMkGEUzBh06Sl0oW2MRK6Ue2a6esTMcbI+/CO5ofp7umGqoxaHLxifVcMORoY6UVLkvjSg3\nZFNMssNnwXn2BO+QOYKQnN8TIcJpP+K2yNsqWAxYmxHnGyGfmMOKGST+tw+SCnT1gIjwvDN89wFT\nJ6wG1Rr+uvJ87ClRMYqEFIKuZoIR1HvheXpiudxwU6MY2NuBahb+dfP8+fDEtN9xfbtQF4GOV356\n+Qfe/A2rPMe95enLiT87w5XGx8fK8LzDl8AWI/v+mew3siiA5jKvbHpmyjAnyaQKrt+x3AVfp44s\nG/N7wmhH2hZUX4glPSj/t4VOjaRYyX2PlY3O+QcDMtwourD5C26S/HZZyaKQlKX5RCc9TBNFBFqB\nVQR6eyTFM6lMrL3jJKGGihSBLhzAwHR0pHUjlxVMYxWBYRxQdcNaqLfIvTtxMkfm8oZaBLllXoae\nvmSqPnIPZ6aDI6+S23rH1MCLqzx//oHf5lc+OcmzSVAXgh5xZs9WK/lypl1uyC8HznMgvEecgagF\nb/czn9qeWwioKhhrIYpGsY2j3LOTFSNH8HAyiu/+ymUx3EumeUXOBTv0zDEhc8UJTTI9oaz0XcXH\nSJOarlmID/CzkJEsAncfQXWPaqcciVrSW0ddM6U1hm6EtuFFAm3QoZJFpJOSVBNZdHSjId4ibVf4\nuGuYFB+X33GqQ9zfGOWJsgrWXeX9deMiv/HUKvEwkCzs7MjP/9f/w3b+N75/u/NxCZzkyPOXkewL\nJz3iY0KmwpwM425PvCmEiuhoaUMlV7CxkDpB9RFpB67nO4MyrH9FH/5mhUt4D9Uw9JaWMq3MRPFO\naT3khhnqw1FYDbFWpPggVUOshlw3NIHejpA1MQtyUcToUTkjSmANd6CiW2LNAZszyira2BHvv9GS\nJ4ZGIlBRhJYQUrNcNOOTIftXUhno7AGSwJTEQYxIuVG2G+7pwFz2XGOiqUdxpdYjc97YHXdc7omw\nREYlUP8fdW+yK1typel91tvuvDnnnnujYQSZTCqpHhAEQRM9gUYaaKp3Yc70GnogQUKBlchSqSrJ\nIG/c5nTuvntrNTgcViaggSCWjffMHftfy9Ze34dAnTy9OXN7XalNJGaDWAMxFooBPWdS3/ASVpZi\n2Ao0XUJGiT1arvvKoU88E+l8g1KGEGHZVhLQOc11mfFnRZ1W9saTjaTfAjlXtDGInGmGE5/XZ+5d\nhwmVEhZMO7DerpwHzY+nd4xpxJCp6oXf1AeymSk+k4riOyMJh5Z2jmzzhWE4o8PMVBf2Yii1vg2L\nU0A3DlcNzivSVNnKDEvgu1Zy2jvmUnFeca8qMbfMduUhCKTQPFqJMImj3PjWnxB7oG0N65RozAOd\nnogJnBb8eLR83SVbuRIxmFQpTUvOK1IpvjkIjkvLhYDrJM/rzHnoeN0FNIVrroh9RwrHlAy2/Z7r\ndeGbb77neo3sFVgyRgSeYiJ+DThzYq0bu4q8OznMmrher2h3IGRF4wprEWw/b3w7NMQayE6gdKVh\nR7mWfPD8V4NgyZUTBfcgeN97fDvg+sBdHLhsiYde4OWO8w291Ch3YgwVkuB49y1buBHsRl0FexAc\nz55fdj3Tn1/p3x9wceYoIqHuPN02XNux1AvtUNFb5CBBb5mDtuxSUlKDHxSxRPaQmOtOSDC+ywkA\nACAASURBVJIexSQiGwH9GlFOc1kKOj7yumoIJ0zzxF5XtPCYVLlk6PU9X1Ph1K98fk60q+D4rmLC\nxGl/G96fzi2fvl7ZKcyLwbsNswTE4UhymnlbieXGnVW0raOlIjWsu2TW8J3zPIjEqCLfvxtoTwdk\nXlF55G//5kdiUGi1Ig8HXoNmmq9o7bmFTPeN5/8aH+lpqH7lZqHEkca23KqhcQfSHkA7fN25psRN\nbYT+QL5eOZ0sSnlUqvycJuag2GoiW4W9TKiDR7jKeFsp9RkvLduqaIWjFZVNLawqUt1b4SYEOO/J\nORBDJUqJx5DThPQgY8eUM7IWhKooDTMRjWOvkVwFVWXgicYKRB6gM6yrZO8Ctziy6m/Q24ZtWkL1\nXNKf+flPG98Jw/7lCx+M4ZIN9tzxy1/9huGc6F4W6nLlS3jBW8eQB1gvCKMQYYcqad454qRQeULv\nkFNgi6DbFq8DhRuTuFFPLXz95/Phrza4igtAJMZK1RtBTRAr3p2psTIuhqEdEHkm1YqpHbFoct3I\naUcoQS6GUDIpr6RSKCmR4kqtEmUkSlZMUaSykmSiFZavf/gzYincHh9RLrJHzXQbaYIhZtiMIzzd\ncP2JSECagtwqQnTcDZ7blMicuQTJodOoUmj8TlM9H/dE17Vs485gGkS/E/OG0/d0QjC4zG4Dwg38\n4aVQxIpRPXLbcEZgpOB5Lii/4OzGtlfeHQ5v991OEpKg2QUkSdgibSwcRGRXLW3nCI2nbi/cCc3r\nemPLnnWSuAGMLHTJEdeJX5meNQsa6fm2MVSbON8P3FnPc83cDwEzHfgzgc9x5D//oNlvAd08QB1p\npGSSKwdtyc3GEHo2Mu7OkFrJfk2MocWrgvUSEwRPYuLuW4WTB27Lio0tOV7ILmDUQHGBIWaSBDk3\nyKJoSayq5afLxvfHgXem5XG/8XyNtA8NjQ3cUiTulV4KQqosYcYdGuy0UmkZleCuP9MtEQ6FVAK/\nahsuIVFzIO4JYXs+uICsiqx71mklkEjjhjYHsp5pdYNJkkF7yh0s84hZCg9nx/Nyo3En7q0kEWiK\npqkV4+75qp4Z60Z7tvyo35Q2ynls1OgsuWtb6h5ZqyIVhx4Wzt2ZOfwZWxt8KrRdj9NHlqxIDZQx\n0jf3dP2RZXmhPfWsS4MqM3dS8boVogFzd2ItE+t4493pwG164WG447JPnLqG8XHjeK9YY4HU8Ro1\nJy9wg2AMC7OYeU6ZZopk79jixBIt1WiWminryNkeuO4CjGaMGyYWxqBofCWkQlICckFkybbBoEf8\n4USYduZ1I50Uw34gh0BrBeOUefjuTN0Nt31iHBXKGeJ0oT205HnD+Q4TIlnMHM+ed8LRmQ7fLzwo\nhXEWWTIHDujOMqZKP3RUN/DzstEkOJ7u2cQVYwXrGOij4JpmGlGZXzIiC9pTYn++gWsIIaGjQ3iN\nUAlvoa0r3ib69kS3djzLyLzuzNcL0FNTZdOJMC60nce3jrA6Sg0UkbnlzKANIUS0kaS1YpxBpELc\nAkV5ZC5gBSXNGN0QSqWqCSkkSmcSLTIJDqKQtCOnjMIgKuT0xi2cRMQ3ZwYSWmqccHiTuJVKSCMv\nX3qkjMzrMx//5Hn37h2N0Mzmxj99+T0i/kh/+JZv7hqy1/z2/B2vzy98/PmJ1b5xVk2pxE9XlL8h\n7APXYggxo6tCikS5PbE0mhx3Tof33Lb/SEWS8bZRDTTDO+SW2cpGVRKLRgpD1ZnbXhlsQ6mJWndi\niG/0CxGIWcE+odBsu0TJTA6BnDOiZFJKKBvZpidc2NlfV54vM3memZ6eyHklbpVpmQhREV83Wm0Z\nU0C0Z3YyuRTIGuUrL3Xn5c87/qDobKTvBSpueLOzCc04Rrp2oKdlszDvE3d9T4o9VEXeEllv6AJ/\n+vjM3emen6+C+0HjYs+nsnKXJw7HhkBE2DN9V+m1IF0jUUpew0ZRw9tmf5JvS81Jc5sVOY+gC0df\nWEqlSseHYgiNoKgDOY80RpCcR+wL1oBWMG6FTgpk0zHVmVNv8Lvg2W70umF5WVk1PO6FEp95bzR1\n3zgNDbQeTYCTxlbLthukMoRzIB40VUpiGDFUHj58i84bSSoGXchhRgXoho7n21eOuUeZI6iAGBKa\njXl75aTPrHUgBsmcJvohI/zEIo/YRfP+/MC+TahS+WHouMSZL1um9wdKggelWMaMdZFDo7nuUGXm\nndFoaShk1iR5Ka/c+xPhspML5EOhMTtnObPFmdBZRFR86yz/fpwIrePXZ0m6LPx4bLiVyCANndPM\nescmh7aZ++MRkyRzenupHr89cLtB0wpUHGgcJAqrzCQD61WxrTv3/QdqFbz/3rLIDb1sqKbDOk+n\nNGsq6HVEyMLj1yvWHnC+xaqCi5FDFSQFHy8T73zL8xy46x54ev6C+XDm9uWJk7M8PS0sBd6dBl4+\n/4l8emB9HNHvDFm1LDHRmYavtyvv+5ajlFzHT6hqsXcNMUY6r9nnkWoKW+ypy8iSIqJm3tvALp8x\n8YiLPYKZr3GiBLjTDfslEctEKju1JGQOrJeNKrY3/1ZMvJSdvmtR5YZ51xHMBk1hEYJf9I77xuBi\n5aAPaJlohMMpxdBU+kYhimPVkTnB4V6BEzxdP3E4dHwNkZvfGZzm8WaY1oWTLsw6EUaNnATzeME2\nnqgkVEWvPCnvlNrgWs+918zNRgk9793Cq1QsZcNLuKaIcBYZVgqCkt+YglhDnneuRJIRtJG3/77U\nUBeELkihUECKb4b1FFZkleiuZ79e8A8DdYvUHFkiKLmSyxukoYaKVZoLG944nMu4cMX3PfGiMQ9H\n0utXTm2g5EpSClzi8eNHwjJj786MZiXi+NPjv+eoIneHO5RK/PxS+e7hV5jjgfSyctsW/igWsjBc\nxo5eRPblAqGgjCVR6P2JnCMYy/N1xtnwL+bDX21wSSCrjRI3iihoo8hYqAqsIk2JrjmyrCNtp0np\nLbBK1uxlYiuG4+Ap8xVrBuK2U9aKEpoUbzixES+BuhfC5QX5ZUTMksufPpOkpFOedckgGqzcCShi\n1zJNAXIBdg59z/L0lSlLYg/BRPJq6KwjxYXxClYq9n6lOQbml4A9rrg2cWccWjgMgjmOfJqfCcMH\nvk4bx+E9+7Kg8pkkN4Yho3NDpx23sLOtlV4UjJY8vQQaCWVOHLoj21rZrSXnDRMzsiQ6K6gxsWaH\nNCu7egMSa99ggiTWjSkklphRH05UVu6EJqTE7DTHI4iSiJtmSIqcHRnJuie61pMQHHrPXiKL3ihK\nsc8FIWeGd5JBzagoIGakNBzahpIV+5xRXY9sBH3MqEZxEZqWhuBb1BZRLSh5pu3PhJeC0YpLiPxw\neGBOjnXT5LKgpGNZClmvfDucWJdIEpXHrxeOreXsJXPMGCHpXaVxJ+q6ME0L1kkkGzZ2vB88qRYu\nm+Fk3piSwgs+PUpe8gtt29CrA0mAnTNL2SiHlSYWOJ1Y4sz3Dx3PubLHhXPTsc1fuTuecPFGK+44\neYEoDQ+94xoy7fED83rFERDsnJsBkwOiCWjZMeqKTy3PtwvmcOR02zCm4bbvvFwTx05QK6xho1ZN\nWneSs/zp9Zlvv3uPd08IMxPGlcbfUbcXmvc/wr7yMHSMTzNW7HwtCt8ZdIqcmwfW5Znh1JKvC8+3\nDXu4Z447uJbx8oJXPTZtPAqNoOVxXpFG0qZKMZXlOWOVZtlWTkqgvWIOib7xXF4fmdvM5XVDh4R2\nGTte6N5ZXueZpRiu20JfEmve6elpmhN1SFxvC8Mw0LSFJsz0pgHneFoLLlaGxtBLxX/SWe58QwkL\nPxz7NzQXGqkVJRSSKuxZIWIhUjmfHDFmtrDxn33fMwdJPn6glQL5eCW3kQr0a0u6VNYq3mAItASh\nSGLBtAJZMsPQ49oFYztuuwDXYdBobzCtpX69sUrolCZJENniZAAnkRX2sYBIKCXQslJRFFPYssPu\nAdvDtmZEMJgW6ra/QXnxiCUxGME+bsiS8Y1iqgInKquMSClRRtMY+YbMswf2l8DhdGSoiVFesDxw\nfP+Op/CVuo1c94brbUIZzXy58FFk7u/gedx40ZGz7LldMg/vNZfrxLpEvvvmO4ZvHyjjlV8PRx7y\n9/zjv/oHwrjQcyDJR6y0rJsi278ITaN72zlz4l/Mh7/a4MIblEhsdWfQDV5bkpREZfDJc39oqSr8\nxZsEUc6kkphXQWcltu7UNJKlI0dJiBlvNTluqLrAnpDzyPjpkXq9Mb0sOHOi8x3Llvjp0xUoWB8R\nS0WawjgWKAX8TE2CkF6YK2Td8eXxla49I1VhzIlD49mNQqUF+6Xh+KGleb/giuW6K1rdEfIrz0FT\no2QsR6Zb4RfvHc+PBZGh1Yk4C56YGYwjGd7Mp9IyLjcGf8ZqyRwq1lmm8cL9u2/Yv6xsKaAPhrpq\nbKzktiU/X3l3PjDPNxpTKPXKri0nC0OvWDdBzTfcoVJvCspO12Vk7aglcDoo9PXGbg8MGXRZ0ecj\niYyzCp0TrWxZd4FuFTIllq+FPMw0XlL9Hb30lDwSNknb9aSw4ztNmBa2W+Z4aOhdz1oDh87AHLEP\n90xVkh528jyQdKSVih+GHo4Lz2lg2m5U5fh8KYQlcec7MIl1Sdy2FWE0Vhi68tZ1XJYnishMWnGy\nhSwSn9ef+dVwz0lZVFQsBUKeMbrjN+/uSa7ner1iqNw2h7YaIaBEsD7T10KWFSevdMZSkqRjpJc9\nJSaavseLgjEHfAzoqjg1AInXvNKfGuQGRWy0hzuk3rlMifPQc3vayErQtJqSCquYCNaRx0j0DVOV\nTLeV0nS09sgaAn4o/N+3EWkdfci8uz/wx9eF4+FbPn+5Yr1hTZrzu++5vv4Ta9jIQlJeCkscKULQ\nbpHjXfcmWEwZmysjK6d+4LpNXOAvWp4roq741ZJtz4tR1GtLyVeElzxPlXVcqK6i40CsEZc9L2En\n7AdEqNxHwfRlRHf2jYCfC9mcsIxMWpM3T8gjx4PHVEVeJa67I9WJTc287z5wXCM6VX58H/nB9eRw\nxd31TGvEpY3D8Z4djbYCckV2b2LWOO5Mc6WZBX2v+XT5xHE48XByPI+S7x6+5+XjHxEonraJ4N9m\nUmJoydrTFNi2G07dMceJJWbKAtiCd5UlbMjcMs8zy54R9oCpN0xMuFVTxMgoJBHPKReciigkRkKs\nb3gmhYE6E5xDjSu97pmUJLmNXBo8b3umKWeq0SgSRbwVDo1WLFkhkibrihkMxVjyPNOqDaEVedKU\no34rtrcndNuiN7gqgf7yxNEa9pLZiNxCIE8feO8k//D0ESEOiD4ydAesgs+f/8jLtvHrhyPHb+4R\nny58GH7Jh//+PY8ff+J/z79nf41k6ZBifDNSAKm+EUi28B8pHV5uDdlWXHfEde/QYkArT2M7tNSE\nUHDGQzVoJlAtxa8gRi7TSOc1aUxYfWBXCW0GSihUMiUW8m3j+uURFRN7tbSdZltWbnkhB0dnPTFe\nITomtzCHid4IylTIZuf1Kjk4iAEm8cL54LGlch0Dqs2scwRa2kFSmsKL0RziO0QpePPKp/mKVBbp\nLDcpeWdaGrEyT5pVjNiTwYw7nZjQpnKURxYiich2MJTpBElCXWgODWmH3t4hd4kYWvRWUbWi7c6e\nI9IN/OJ7y8vtE+fjkaaCLgkhFCff8LzduB965FjYHxPVCO7PiWmR/PC+5+PjF3Q9oRrJXZtZN01r\nz8zXKx/OD8zzRipvapFiLEtaOGqPLgFv78nrTGMC8+uG6RONvuPp4zO/uD8gt5YlOD4cO6Z9RA+S\nul44mgcuPhPZEJsnB0VuV+6lYn0cUb7h/uB4sB1bcJR1wetIHCxlS/TZMMVE68/M0/JmLG4TQlk0\nLc8vG7ZVpOmGbDLGGK5rIOuCsw5VV7bdorRjVAJfHO2pZ94qMe0cfWEUPesMa9zotcM0itvXL/hB\nkcuKNIoPZqBVgpWEMwVld65Fo3RA1hUVKz8c37EvN6ZpQR08r7cdK8EOlrpHhDTY2jDdrsQ9UIIn\n2YmkNK/zzpodqipK3Pjz9UZ7d0+sI9beEaolrVfsB0tbHe/6d8TtI9eXmSiuhHhBkfBaMYeRcdzo\nPDTc8yXcONbKOXWsoXLoG55vV1TrOQ896ys8P0eqFJzMPTmsLG2h3AQ+zuSmchWvON9x3TNlh05k\nBvsNU/iZVh2wKbLkhXQ0ZO14GVes0ei6o3fYXaLfEs9xoWlg2ha65oHkCqsHXzXCOF6fF371n95z\nLwzvPSwe9mywxVIOmlP/gZAMWWr80AILajcs84R/OLHcHnHvDfEW+aY5oLSk5Bt3KIKW/NBY5ucR\noStzhNtaOb833OJKEp7u8ICqhcMgaJzHzII67qAljfBsaSWWHaEghEA0GttGwpah9NSUOXaOOa70\nqcH4CCWSgiQhsAI6IxBLYcNQiWgsMpY3kkzS5JKwViKUZV8y0guKssQ9/8VvV5FCUlfNsq/QSxqT\n0VHiVWBKlnrQ4I+UfcKXjp8+vbwVOS8r2qq3olh7fE58ai1N/IH16xOoG/Lrdwjpmfav8HliWz/w\nm6yYy84ff/97/vYXf8d/+9v/jsMvfsXv/+2/It0uPP1RMc0V0pUmWZBvxPl/6ajf/e53/5+H0P/b\n8/d///e/+x//57+jWsXgGlp5pHN3GHVApwNKNnjnoFqkUiAVVEPJKyEFvMjUrEixgEzENUCW6BRh\n34jzje35gtcHLnOmVNjDBuuG3kGXG1m8sswJUR/ZSuF06AgvBXIgiMK8WuYsKFLxvm1IQVObSqcT\ncd84dEeO2rLvF076QEGw3RasCKRayFskGg+5EMcX/KkQgmPdV0aTqRu4sGO8Qxwdn28TrRvQ5Q1f\nEzeF44o0lawaMoBskQpSeGVdImssbGUhHDrSbHnNkVnatx0xG1ACdGqZ40Yphc/LK8JlSglsnWXI\nktu8k6MiV4WpGo0lV1ilJtRK7xVRFFopsEUiB0eViUZKDAnlPDkbnLZoVRFaMM8JpSt93yKs5p8+\n/ZEgA4WdSiDPVxQNsVS8cRgSnW0Q/ogOkfuTpDWQiUgq2y2gVOLYKO6Glq7C9+8PtGrj4VSZbxN3\njUbYxJYj2xI4dQ0bO501HJWk71tUsW/yUXtgHhfemQ7RSZpG4LZEdQu9yXhmDm2HNA5UwfaSljdc\nknWGNluMl9haeHANTmb0QaLagvcaoyu96whp4tg1yCBIVRFzxjaFWj1OOSiCvUZQieIVwmQIAeMd\nuVSkKyyiINyJ6SoJGfLRoy2QHNY0DG4gjld+vH9A74axbuxu47bvCO+QKnKbFqYwI7zmy+eN47mh\nqdDrwvfHnusa+Bh2qtes8413B8XleaVxmU5sNIdEtp4/XxZyFSgirdhRWjNeZhrTwL7TtR1xmsgh\nUMSOmCSh3mhsZmUnLQklQIQdKzRP20qsha04LltAm4ioDmhJEZrikc3KffMGef3FqcF3gQfn0Gim\ntRCLo4qOiGOvCrlLGqGpFfIeSCUSZQ8yQimUvdB3jpB3msMDy7rRWE0RAaMUrR8QdiHnwN15YAmB\nnAxaKPZ8o2shC0VlpX9oiUrih4Z10aSUWWth3BPUCvJtHSRXyFXTWYeUAelBlMqeEiollDIoA1JW\nUgJvE1I3SAGxCnIRCBNxbw8hSW8kIQLWaLYY6L0kpISRFmcMe13ZZWVJClKkO3liFVSXEc5yEgYn\nPI/7BbknttuONYpWVGoBrSxJaaTTXPfpDQhxCyjTkNLIYO/4w8c/M4dH1Bb5cBj4N5cvPL6MVKX5\n5uFbvnv4nlN/x4/fv0efPClfCDlDWWkQjHPkd7/73d//hzJC1Povmyb//zhCiPq//m//A+5u4P50\nx7f9LzHiSDU9ut6RREWg8VpR6k4SmVADe5qI68g0jiidiKFS90JG0BbQmybNCUJi+vJCWAoi7Wix\nofDEa+Dy05+hSl6WHacjtWS0NcQRwmXnelRc0sSOpliL3T0x7GiTOPUSXwPx0lEaxR4jKQeavPOa\nJLcIvzx1fLw9czp7fgqRu3LArxszCZUr/eB4mgONSTgse0jkPlGE4igszy+Z1TvalHDtQovj67RQ\nsycqz1ICx7Sw54IaFOtSmaPASw2lsnSO/hJwJ4E2HsjUXWHsyhZbFBHXZ+QiMUlgnUR1CasEIjou\nWbHlG4O3aN6QTlJreqkIa4ImUYPHhELdFvy7liV3tG2ixBnrjjQC1stC7Tq81Aj9Nv8aZMemEiWP\neFuJoXDnW3xrSJdC8c2bmy0vNCfP7fIEXU+5VQ7+zDXsNE5xFoJqFFntVNeSa4dab+zzDEYQa8sc\nX1HWsG4KJ96kj7frCrbFlBmtAzVtbMpA6chJcO4TVWd8srysmRjAtQ2y3zloT17fnHExJlZVEMpz\n1zeIkGmPPV8vL4gqcM4x31Z8qegG9vT2GwjnqGmm4ilWoIRmmSai5O1j5qIY80a2Dl8Md41lqiuL\n8Ty9rqjsEH0hlEqYBO6dp5oBXTzleuX+fMDUneRWbpvi9cvML+8dH79emNONc++YF0ncrpwF/Pjh\nDHanaVr+4XmBdeNgLUYdmDfB0M8MneMSKp8fJ4IUfHx85tQMnNrK5yt0QiNV4stloblruIwBmwO1\nRqZ9Rzctxq4c1YF0SdzySju8dQtbqix7ZKiS2VjufU8WV4wb+HCyvDxXdpc5qciPD3dEAdq26Gpg\nfQIDmoautGjXsltwOvKdOnArG/Z8pJWKg9eMy40gAm6PmFpprQa5kqLAqh6tFkpNvO6Ba5j5eYz8\n2+edLDo+bok8TxhbmAno9oRzgXdScLQDutNMXzXVC8bLwnUuXD7dQC4IC4a3Gf1coFT1Jr5FkMWK\nqYolgjMCQSSUglUWAKM0KSsSlUoGbVAJ9nxFZ42ylT0mjHTUGjHSEBOYoyZtmWMzcNk33neVWCut\ntkwcaHrFd/2Akzc+FXj5wwu72iibwFAJISBljxsarjHgdIZpJ7ierhWY/h7XSp6XGTFXHmzHr3/4\nwOQLX9JC+pL4u9/+Db/59gdmu3D5wzPD6W/oDld++ukPfP70T9TXzO9//wdqrf/BYddf7VXhJhua\negA9sGdL277H2A6DQ+BIVf7FHdkhaiTGGSUKOyuts2zbwjpFRHGUlNA5ohYDqyIvFRdPTNfPvD9o\nXp4zWdzgckNZydPrwrIm+q4ijeX1tjIWQ7ZQS0WlFi12SrI4BAcxoOyMjIm6DczhRueOlGyowjF5\nQd0zTa/ITeKkvmGdRzp1QCuLE5XoLEZn6tLwzVGyxwthrPT+A0/xZ6yxvGwW0WyoNNOaE9O6sYXA\nolviNtGfM8daiKpDaAi3jfOQoTaomFFoXhN8ex64GzLTXogpIlxmCTvWVj74d9Q+04iIbhxjqtQS\nSGtGloKXCV1bTIH7h4an60pZDKLZ2YTh0+3CvdfYzSKdJobAojRhLgSh2NcJ10c67zAYnLSsy4XO\n3rEume5Bo2XL6/XCVjr22mLnV2SFRhdKymQ9oMOV4XDH62LR1jJuN1pvKWnjimRZE+dBU2IAGRk6\nQdd3BFlJtwYZd2DDtAolG+Kc6ZqBqQYa13K5Xd+ubUKhqwllFImCkprLmAhS0TQSoxcG75CXwOHu\nQNGaUCMhLHj5ZheoJrLvK2FXtPbN29a3Cq8bXucVdsnuwKyRxkg2HbnGnVw0Shg6ueP2lao9bdvy\nWkYu2bGtkqwsuQiapmVfA2vIb/McZanjI9nvXEJLYyN7eKGbLK7RPBtojhNftg116knTlWAqL89/\n4rtvOuIq+cNt4rtDS40eMV4JSSCtYF5e2GPPsbd8uk1ELbhrHZ+mSP9wgKwQtrKIwKAi022h+J6P\nH1eC3XgQEiEEGHiaE6fk2PaFTsFlqoTasKdI9ZlzrZhQ8I0nm4QbLFVoGlHphopVkm+P72GJuF4h\n9sqX8RnXOdq4IjrN6/OIrpk+VIJreI0rps3UeWQJmkWsnHpF21rWpAk1I8uOCBkvOkoMRC9xrkes\nV963P5LjRP9B8WWc0GXhKbd4U2mi5lXuJFnI6p5dDnQxsbhEqbDNmTRtaL3QGEOtgsuckX2DTysx\ngzcZLysvUYG2nKVk3hfkSaCiopWGqUZiLmzbhHKWKAS2GCgRUU4ItVBkoTOWGgqbEZSiaJrEtGZ8\nawjllfu2J4eGoCLCZn5pFVevuQlJlzNGjHz3657Xori8KOQM9riwjQo5P9M5w1o1wnRQAgmY80Jz\nA728UlJlVYl/91JpuuHtmX3iHz/+G143w3/xzR1zTbx8/Ee+i3/Lf/3b/4bf/uq3/Pz5ld///g//\nbD781V4V/k//y3+JaRveDx8YDkeMHOhMjxYdSlm09ijpqEislMhakLIQ406tlbgJbG1I4ytuN7i9\nYf06IZDs1yfG6RE3GMgK6wzz6w25zG8vOtHgxYD0hds6s0wjOwKjQWa4ayQ3BJ3Y+Q5NVpJFGF5u\nkrkk7toT0yjZzEYQE8cM3jRkKk0BXwOt0hxtT2Fh3kb6rkFnwaRHviwTpj9CAuLKtCuElmSZWXbJ\n0fZv3cW2UPJGKgOHtsX1jmkqHMT+F3dZA3nFtD1KFuw885uHgcZDCgt7glgNeQx8c/ctThqWErGv\nmpeUmGJiI1Iy1GQgSKICrwqdc1yed6aXG23T8PW5YJsD5IS2AtN27KWyAp3xCN8gG0MrWsZcsaJQ\ndsOULrBnriTWkniMr2ypUoVnjRC3BVkEKWtSvlKsgKgxJVCipJEWpEM7gxU7hyZzuyWEhcenkQZB\nWq9QN6AQhCbGSGM1dZ3JMaOFpu08qUQSC42oRFFY1x2KRhmHUjdsAWt6tjQxuB7BGW0Lt2UjLxsl\nJJYd4pow1dEkQ2BnLZV9XTlqybYHBIJqGn7+ckO2DdW8GQ1ynXheNiJvBVreI09rYsz8RZB6JsoV\nLze2fSMrhxIbrSiErZIpJFlJRVKumYM/U/LKvM+UPVFjgUGy6YXlmum0QWwJUxTxLI/WwwAAIABJ\nREFUtqBjRmqFaQ0FwR5vqGzxSiGy5KXOGG1ptENuheLgLFtyhSAEZUksY4Q4c/aFW/I8z5WmBmpx\nfE47vzkeeQrT2+6WkNxby3KZ2ZUn7BuISqMgigImU/dKVAojAm0v0DXQdh4TIkbN9PLti1nT9eyp\nIEJkLytFJnYJaVoZvOXz85v2p60bqYx0uoMqII1s2bztTtVC3jKuCoTM7PoNjdS2mdvrjmwk1h8R\neeau0/i6Ib0ky51DlRjXUILA9dApQ2HgcQz4AqpKjNJcc2SOK63WjGGGnCiiQRhFIjIgoKzMG2Sp\nqIArG9ZUYrGYKtnGmVwroSqc1dRSaJqeskoaJ7Htm39LxUyiIJSCkvHekfdMiAmnHVkpcoWSFJ11\nsEZESOBatBPYphCF5fFV49s7is8c2jP2/h5pM2UvlFjwaSNvCqM1Kq7ULOlCRBSBiAGRYNrAlA7n\nDfPtQrklNnZqvHJ38Dze/sDz007WoP2BsiX+9f/5f/yzV4V/tR1XKI4zPcq8w9Y7vD2ghEPLAwAV\nRU5ve1RJCkQxpKTQ5vyGDpFQCLBHpNLs+yuWjcfPAV0L2rec70+8/PSJ9WnC7JWlwG2BojOdufA1\nLEg0uhvwReGUYouGp1A4KUOVLZd4JaqVqATNUaNpEGrDRkXMO+fOkFLip9sL7d2ZIjUlVpxTiCRI\neeX9+ciSAkI5ms0zeM9lDmjpwSvsMiMbjVksnBRxXXBHT7hlmqKoytKoBWUc2lRK62h1R60LqAOy\nRm6hMgeFWwK6Gdj3FeMMd2ZDDycmMWLLPc36CH1DFzNT7onLlawKuwNnFU2MtDIhNoX3FiU7An9h\nvs0b3m140WDEhJUtTX+migW/F7IsLGLiw6BQo0B3hqIcabO0YSG7hiju+HSZOXpo+oxJDUu4kXwh\nLYWTldhtYVeSyJtfy3RXOt2zjIG2HJAiIZCcvSeFFdf0XMPKnlZW4Fvr2NcF6TqOspByYN8iQnsG\ne0LuK67xSKnRs6b4BlRmmQJ6unI4HVjmhcOx5XmJDEbjvv3Al8evfO8VGMulFFY9IZMjqsi0bzjd\nUYsiVss0zrjDmaeXC1lWpK5sW6XTR+I24gxEKbgbJDV45ljZyieOwlBdeKMg3CLhoFjjiuDEtu7M\n+UYpAW87wuWFvV/RYqNXJzag145p3JDxQK47IhtyuXEcWpTfYJaclWHKGqwn1YxMC7+6a/jypee2\nj6Sc6d69p4aZl3DhcOoQo+WnVNGqMu6FlwBq2lH1z0TzgVAfGZzn59uIxbKnnSwla9XYHrSq1OIJ\nprB1Eh0DKitizXgfSAqq0+SlYb2sfPPDO8TV493AVCN/fHnCYPAJblVgReJkBnRt+DqOuMGQZOBz\nLDTKUOqGnxpMLjTvgCJQe2BJO8potBSUNaDbludb5Tx4qBtbnGnkiZRHjl1Pu3mut4XDQ8PLkpFl\nJuUzY81YoZDHM3tdcFsmhxtGzGQBYz6QhKGxG/NtpnMeEQulWlYncd6wTwlp32DVWmpEqPS95znz\n1gnWRMkZbSzjsuKFJuVA3N+IMcJZyDukhCwRmxIxGbRUyFKpBnTI6D4Ra6Wj5VYWznumaTfCdIGt\ncu6+AVcxpaMvheIVJ9sTG8HHj5E1JFotGEug0Y6KZiagpCLUBoGgiI05fkLv97QpknUiv4x8rZW1\nZpYEfvuZT/+uEnTHN3enfzEf/mqDy/cH2v4bXHV4fYdhQMgDohqk1ORa0LZASoRY2GKgWEO6XiAE\nbC6EPTDYjvWyMV1v3LmO8/3/Q9177MiyZFmWS7gyI+6XvSDIStZAA9X//xs176xCZEbkI/e6u7mZ\nUuHSA49pBlCTQrTNdWaqW+ScvdeWLDs4rrz92CiHIq4Jvy08joWYFAZYVMVngTOCpjUtw5zjx6ki\nSOZU6PqDbuxY9+9INGlRWKd5SzdK7XiEg0ft0TLRjRLdEhXDOPawbWRVsNJR/EIyjq4edL1hywdW\nnpGmsdwP7Emw3XfOZ0uOgosdOfYH4nRGpMLYIlFX9iPgxhPL94z6pD4yH9Yz18rl6rDC8XQ+cz92\nPg8jKxnElXlbUc8n/J5pakBLj+wVrlW2t8qpWqQ90UrirBtad5jLwLE75k2SZWN4HjE58GzPdFaS\nDoPqHZiFvncUBSpmuuHKb+vCxTmyCrToeZKGaBINTfCB6dJjlCT4RBWZJSf6Yqn6yhwlmgbNkFQl\nicQxw9lETmrgNX7M+qUzyJIpNlAs2CI/PmzCEvxMR4cQmvm+YbTEq4PJat7uOz9de/alIJPBXjV7\nPsB2MGlaGmhHIraB7+8L2g0kE3n8+EHSgh9x5tQMuQnKrcIosJPADT27D1Rh2fyB7CZ+Xt+oKfB1\nHDBGcSpX7jGhu/6D/iKgItjjjZANiMrbkRAiIqXjSJW2FK694HZ7sEmBNo2ThP408eM+cxIC1ERb\nd75+/Yl1Tjh/xgpN3B7UGqhOMtiD9R4Yesd9CVxrIeXCXDX/9DxwdE8oM+NDBASp3KlJk+pGVwTt\niAhZ0EgGPbDPDWIk5gHfrVymM10MZJEpotE7y0aia4rsnlE1UYWhMVOio6wHw6j5crqiTKDank5p\n3FXiHob1L7/y5Vx5uQve44axApM9tRtpsyOy4k8bKX30ltUUiJslpco4GW73yFQqz5PmdT24WJBK\nIY1lew88nQdEljw2jxaaZRdYJLlFqj3Q1hCzoqaNf/3yE78dM+91I0lBjgt66Mg60eqKkhJfCqlz\nbP6BSZr9eCCrYC8J4yw+VLwEqJioyTFykhOtGaBj3x6Y3vH9cdA/TegkSFsGEVDDhJ4FyI6tVgah\nKU1QgwchGJqgdQafD3ozUVolZQErFNWQ853LtWMTB6avBDzMkiAjzgwgCksRNKmQvaXHo5++8dAz\n/9gZ9i1zVplHjaz3B/vDUw84hMdKRUsGuyXUqVL0Ha8lsQVSekNx0OYTnTvhj4Xb+jPp3DHm4W/q\nw9+tcAnzDPpKN/yEURNC9ijZI4pGNUlKniYbsURKbTgz4fcXVK0IFFpqUhRs9w2TFj7ZE1TFbSvo\nqNl/+42wbPjYiMcNoQwBT//5GyJUZAZTIikd1NqTk+JR3/ikOzIS1eLHH/mQlNJx+MJFSMxeeC2C\no0lq0YznnvXo6WLm0+Bo9SCREDXRhEW0ia0eKCrjuSfJSF4Hqt/R1SKvid4pmr6CMAza8MgBZwbG\no3LkiLeFZVMYN6JM5fMfe1T5uGWq3GOERq7wT6cLKc98MpovU89vspB9j42JtCu0v5MxeNmo2tBc\n5vnTiWdp0NVSjKRzlRAU//HbHTleMVdLOwT/qBOjCgT7sUdyTtOpwl4X1FEprkPrAZ/LXytSCudW\nGPonbsuDoz8zh8hPU4esA7tfoLMfzkV9xYWEODse8YEdNEeAOg08QkOYJ9Z149AfIfQnJWAptBpR\nWVE509ixSM4Koj3jgySFSj/1+CypzSPjjfNgEbvheZTstfHr/UbpJlzYmewzWSRefEadDJNx1GTY\n5oK0fMQ0SuCoiT0bSu8QzRH2jU9OUYXGq0avJB0JeZJEY0nHDO2ZVALOZTap2beAtZYcG7VAVgnq\nF/S4/pXon5BFUdvIPQUonr6dCG3E1xs+/Bu9vRDTE/72irmcaGtEWAFyYdJXXuixNO7xTmc1zk60\nIqhRUMtBbh+HgCUXyvZKqR7VCqF7Zl8z/2Abr9GiskVYDY+F0mXW2441J3YB3vaIUIg6YHuwtwN9\nvfDj/c7T0PESF8YiaSpR1J3KQHWapk6US0Htmi9Xy8sa+GR/z0t4QfYgvOPPiyFVR6oJv3vs4FCx\nchkKmIlaE7ostCKZQ2ILic994XWPyNzRdY5HNIgeOjfSiJjhiSPszEdACk936jF7olIIpUdLgd92\nOt0htUdeYAiVz73C2Qv/a2v8ut5wdmBtMNSAzSvT+ff82/z6sS4YNCl6TMvMsdK0wJSes8gkDCln\nSk2op8yxJAbTuH5R7KXR9SM1ZaIWyEuHKeC3ikHjXCX5Sgw7VhgYBMehGfqGolKVYgsruxO4KhjH\nEywbcjpxl41SGrPXDKOkbz1CVEJuuKGipeXYXljNlWzOmPdKz4j6JLj+dCFHgSvw+y8zL8udf/9/\nF0wWVA52GXFJ0JRlnjdEqWiTyEGx3QNeSZQrjG5ie/kz7U+S4j/9TX34uxWusz5h7IVKj1IW1RTU\nD7BuEQIpJTEdiJrINeLDDqGhgkYUwXK78f4y42RHkz3mrHi8tw9HTjqoeSFsG8U0Pp8GljVxUpqw\n7zzeFMgDKSUiOcxQOI5MkZBFQlXP9dqRE/i0cxKWtSTaPvOnAO4keep2Ukg0LzlrxVOnmXJk6np+\n9S9Y7dh3TROe3hm6U+b19YF0ijhLTs8XHu93pq4jbKCnjqGT+C3R54IuK800hkmzrw5zMahSkAt4\ne2dE899+N/LbIvi/5ZlxMryRSDFyck/McyTmykt648vU8/q+MjnNr6LxB+HQVdFy4nfOo6Ug1YA+\nnfl5fePaW6bO4OzBT1yRF8EX2xBx4Pv+wuBGWi24zlCWHtlnlsOT6kcQOeyaJTvM5HjdZs5Th8gC\nK090xuBjZHhS5PWNp+uZY9Yk4EohC0kNHc8yI6om6468vxKQ+GrpjOaRMq102Fa5fhrYjzvCDqz7\nDW/NR7GjUPiSSVrRbCNuBpEnlK88nCDgeSs99vwJEwuxSdJRaHljGEeOJnn34Cjcc2a0EnVIgppY\na8bqlT5bfG9Y7xrnJbXutMtAtJBXKPsFM3kElbwlYkuUJln8x542RI8olXN35cfLO5fLwc9/vnHq\nLcJB9IEoPUUF+u5CzAvLMdP3jql9JcwruzvoxPhRre7AsONGzXIXGJu4vxTkFFlfHcMoMTJw2x+Y\nYUQ2zamDbX7jPJ1oh6Y0Te9XUgV5tfg5s2ySNXwwGP/t1xk9WGqVrA9Nf4b+LNm9o/CKLiNvbxul\nCLZV03pBaZleDijVYwfNaUx86z7z9vJKa42oOsbzmcVWyl4wRbB5ydJpluVXkAdX94XXuWLUB93h\ns7pgosL1gjYExjhwTwe1aBCWPc8c6sIjCZy36Hnj6fnC7XugaYlC8oxC5EqlgJoox0HBo00j1YoV\nCqt7uiyIMUGxfBYb7dKxHY14wPA0IMMTjxfPY90RR6OFB7Ypsu25GM2yZoo4SN2JmiKjs4iY2G47\n5vPv8Y/vGKVppVHrHSU74jZS1EFrZwwSqVa0Uigt6J2iK405JJwTVDWie48+BD7BkBVmsBifGfuO\nkiP1teEnhU4C8fKC+fJM6TSlCnJJmBaYPruPXV/aSEPmc45UqVGH4KRHjlMmlzOfxjOjfeXleOPt\n54JF0qN42/xHl1sO1DTQSw3rhhaVcYQ7HzGDvNz5Lta/qQ9/t8JFcoCiFYmPFaMqWjWUbCQ+ajKM\nVFDA5URoOy1vlLQT15Vj9lwvXzE2U7yjzIn4CIT3O2qbCceKVA2rPX/aDM1XqvxwxCTTEHqkxoLu\nIk9aUM8GXU9Y6dG643XfMM6StKV4ONwXTifJ5+Gd4g2T+0obDlgkMlW+/dSTa6EsHi0mMpLp2rMd\nmiNE8tZheaYs77gByn3nv01Xvkew6o7VnhQjOcAgFF3/E8u2wJFoujDQ0amJ4VIZksKLHb9U/rlN\nrGFBjT3xqLBV9lYoVIT0fP1sIVQuT5bbVvmDLRgXuT59I64/MMpzpAEhMvX+C091wJx2fl9GnJAU\nEdgXeOsEzvYwnBA+EUTgbVk44diSRgvoxgvvYWcaOlSD1KAbDKpGzjqwV0lfFE0+2IuhGsn9lvgq\nHdtYeSwbfzxf+FXDMmdsPfBxZhqvmLTi28ceSbdAVQI1wr3dMRJC2ND2iWYrkxb0RvHuNYaOvO/I\nFDjywXn8TLaJyYxUX4CD3mlEm1ASspkocaV4C8OFpAuj+GC/LRViAackVV/5j9b4JDZCfePBJ4wS\npC3Q75pWAsRXhHeEOWJtR8Ow55k9BU6yp8VKkZlYDuTYeDve6fozr49feRMOOSma79BH4XpeqE2h\n5ZmzUJymzH/mwteTpx4TddkJ5sOOXaXAas37fCOHxvOzJIc7VXWsOdOwFJ2ZfMe5ar7Hja5LnK3m\n3VfImiPt3F4so1JscePf58BUJjpheH8cHFSEEuhjwekeyc7RHIfL7F7y7M7s2TOWHt8qumWGi8VW\nOMeRpDf88xNq/hh3/W7qOKtK+fSJn+dIzpIf80FvT4So2B6FQmLsPdQn/vK483lSGNOh4wldNp6E\noh6C4QJeCG6Lx7jKei+MFwXrjYKllYQ1kjsF9ommoJcL1jlIHVILfGjAh2tZGs+lV9ho+AeVUUnx\nH4enlyPbPXPqC9nujKJxOxK5Qa8N4X6gnKC6Rq0TJQs6q6it0jqLEoY4b0zKkJTDNSgx00YBYePp\nZNjxiNQja6SVgtYalTPFF8xJ4eyIpBLXK6bsnMfELCtxCdh+QOREVYIgDKIEenuGbkA4QwmvDK6n\n6jNRFcqS+TI+k+2KTitcP3MqhqNENF+4mkKWkaJAfP3M5d3w37/+AZUqf/n+jjcP4j7jpKaVyD0e\nfB4H8uY/ntEaKQ6cOeHnvy0Pf7/CZTU2CZSFkj2ddMiaCDRKqcjmyTGz7Qs+vpFjxg2OkCNJ9Ij+\nMxZNlyXz+wvbC/jv/4kTipoSVRTqICnLwdgsIRecG9nDhnbmw/o8RErr+HmNTPpg0oocK+97w4gz\nIT3gpD/yO0QOISjSg5bE8oZVZ4QpPE2OdV3xzaFtpbTAffOck0WqgaQUQR4I98Jads5cOH954r4f\nIBPPrmd53EB2PCtwXHhRhpA15iI5WxhUT6c69rBQhcKoD+GXWqN3z4zGkAmyIVrgtWWGfmR5Xfgy\n9mgyP325YOeZ5AfmEHgWlrP4Bx7hHaUSX55PlFnSh46kVrZNovoPm7BPB3uc8Xrl83iCMBB94M94\ndBmZ8ooLlt52zHvmbCrL9qAME4eoCAWYhdR2ZDJsaWOQCq8Kf0k38r2nognphe5kcGrg0g+IThFz\nwo4dY2vUUsFdaNGT10pvNBft+K1mYkqkBroqDvHgOv6Bef54Q+x4Qm8FhP5gPDbNuUSCMuzN0qdM\nNYJUC6E0jNWkFmhSkZWE4j46mXrDOPSksHLJC/aQ/HHoeZSV1DRCFpaWECLhFKxzoDTB/X0l6Aq9\nxxpBOxpKBQKNVDxHCORs6bvK+DwwdY5jaQxI5GiJGlo0jNKxtwf7e6DtCvu7nlu80wXIQQCFFjVv\nx3em/sLWe2w7yEcmasWhKtUp6hEwF0EUjfs9Yej53BmOJBhPgrlV/mP1/PM3zbZ5LrKBesEZPpxq\nPvBtsPTNImUltp79fedQmr4Kdp84bMZIzyQtHYnfXyVHEbhjYm2vvG0FWTYu2ZFipD8PPGRibpFH\nygxKU/OGT4FOWlrxhL/eWtygiKbhm6BvFacMQ8zEwZLajlARkRVxX+jchN8VdtI8wsxkNPMj02zF\ni9/4pr+wxUiuBVSmqw5kYSRTJZAVsni+mA7lNYuE58vIbQdZJDLeeRKat5qxSn10oyFJopFzpVeW\nrjNIcfCeBEOTnNWZe94ZaqNzH8H4lBNtGvFUpkHhN09Vhk4mWu2oRTACikg9F3IJjP1AzYLkZ4oW\nHEdE0qha0qxjOxLaOKpSHCoiWsDqJ2yJ6P6CspF19vRjxx4NY8vkozCdn0iPg71VhNWMtvB6m5lO\nhiMESjJ09grKo0Xl65cvBCd5+y4oy0IRCZML82MDAzk2ZNH4XRHsg2G8/E15+LsVrkFIRImkMqPl\nmSMfCJloDQSGEh64VmkyYgZL0RWfVkreGGRPDC80f7DOnu3HD8K90nnNvryRykdj58scObln9vmN\nYjrebgE1Knw7sEYhjkbQCaUKjxBZ5QczcU4RlQM6F6KqKH1mcmDCRu4crkYmW2h1wekrYh1prKgh\nE1VDHZlPrqc5CcsLkzS8HJkqPV8uZwwDMWWKCpztQMrxI7V+HihxxMsVDijOc67PZCOwudG1xFwi\nh9b0UdFU5SYDQUtG0aHPB7lvsFeQPU473DkQq+TkYN9+43p6ZvWOkOCQMPvAT59PKG85tko3RtKh\naNWgRaBvltuxoWTC+xvm24mfHwd+V0yDYVh6xidFkYUgK2GtBDQ/0gOlHfdfdn73pSfpTN4U0u1M\n3YUc4S53dJjoa491EW16lL7SCJz6jhYWzr0jqQ8CiXWVud6hnNGmUt2J+1IZSuJcIu7cyKHw2DpM\nVjy2O1s1dDJjomSn0YqnA2oT+CiJRwEXeLcG7zPdeWJVO/vynX58hk3SSsQ0wXguzOudFAfSnukm\nwxYayTVe10LvDrjNGGW520QtT5TZM302eB/QzeLqx2jT5sy8N+xzh3GVoWn2QxJLwUjNdnvl2p9J\n2mJaxHmYdWPPHtkSzv5EEyuUwBfXIZSg7grRCofQ9B2IFLgoxeut8PSTpWuFx9zYjoPTFbL6wC71\nk+DYNm5PHfJF8fN2gJo4GcP37yvSKY7kec0GVQ7+qBXHmIBCuEzscyCFRBUdTRT0IOkkSCzSFM7D\nRMPzngVGSXI/wNHzO+EItieWyNfTlZdtJ+4F/zpTVMXLiJozfcvkNuO6zG+vmW+DZUkPvDz99cPp\nSGumSkF1AVkNnzqHPyJRdmg7skSwTXA6nVD5YA4FVRqbE2yhMIonkB5nDLvfIUdepaeXJ5wdKUXx\nEjLnqfI7acFW9uOV2j8jwjeEXDhNz9zjL/TKMseGtnDuenRyHK1ghEDoA93OvG4H/TASxYZokiwq\nve5IRrDtgk6PSLHQ2kjTgRuFsfV0ubBkRxUF2Y/QDNaOpOmNx7wxXZ6RYUaYxr6+4aYJozNBrsjm\n0OZMFxvP545AJjYJuiCyZzAXluXO58kR1ow2Ddk7prMhl5XrJEjHQdc7qrGoFKiy0sjYsafLmt9/\n+cT9FOh2yRYUS2tsqycckfNJ4WRHTIr74v+mPvzdClepN4IQtGKobceZjC4aKwUYhe7aR3WAyCQK\nx74SHgcuJuL8A50j4b3Qlp11XUnLBy6nVNiS4pftoIadkA15GAmHp5qDFDR9P6HmO1VeOZudWUmC\nnZA4utUjlGIriadposiKtivC9+Rg6YREjR1FBhAdL/vClhrCdlzzgd2g6kqIhV+r56sb2N82rk9n\nhPxwBHk/09zAVQ+ULEiyweOjkiRsC0ffuOqK6wRnI5ApEUziXgVWVk4odtnIRhNW+OR64u3GYxAI\n47Cq8O1cKDXjQ0dVipwbMmZyH5hjxVrJp8FiqaimcC5/5KqWzDBqlq2izJnfvMDywaB7f0RqWOmv\nV+gFRy2oAVwzxHBmTgWtK1qtiE7Qdsvvz4q4NcwlU8QXRDrY88HYGUoGYXraHulHRa8lYrSE44Gf\noVeaoDNJHQhluC0Lk/nMkgqdgjjfGfuK7wRHMNzfKl1vySKzvCeu018D0rVyOhWWPWG6C4d/R6pK\nWCXCwnZAKpIUd1r6FdUmyI3t7Z0me05upG436tJRnwYOXYmpEnPk2X3h7bfvKG3RSlN0Yt4yR9Ns\njwVRLen7QVYNO634vdL8QBoloxGEWvnxW0D1AlsiKQtk38im5/shmcvB9eR4whJuCXs68aieQ81g\nGz5m/CLQRmIqTGdQeyEmx1YiViTGU89+D6TDYsqdT9fKOCrcuvC+C+4hcuk65vhhSnHx46P2fX7h\n2+XK2/uDd8A5Rd4d/t5oTx0XdZAWz5EbMSeOIuiU4akT3NYZNXyiykrqJPvj4NINOGO473fOnWVQ\nIOWJP+8Pfs4eHpEfb//JYQb8HogZxpOFe2ULkmAKump+DpHPly+YuqPWhk+VJSdE33h+M4RuZDs2\nxpNgfCR8iew09Lbwu6p48QIhKy7t1PnMfu4INeKs4LkoVLEoY9hKRgJZJpr7KAAtDGhdeG6Ffz2N\n/KoVv6bM9emZP4qOvXlu32eGKNhb4JY8g22oqInio+H4nYyTiqoDdVQc0fJB8aqEuOO0xocFa6+U\nJNFZcs7gZfgY9QpJlQ6NQxJYQyE3xfncQV5Z5YmRCk7ymD296bmMZ8RJ4ZxDNs8bO89ciI931PjE\nzEqXX7heMspmymPlZE/sNfFYFqo9EYL7K6A3Y5FIfiM0R0kRpES1FdGPPLWviJRJaudLf6Kl78hO\nQ/OInEheMA0Df2ta+HcrXEt4JyhDXyyXTrLX/cNoIUAWQW4CVSLRB8K2kvaZ+fuGzY20vqOD5Le/\n3JH6QLWBzggKP5NKYDCCwQgeZiKlSs6Fi/LcSyNIx1wanb5wboIiJlpbOAvw6aBpyaAhR8keFsah\n8Lm7omXll3vmJL8g1HeEkqyLpFjFj33ny3RlsGd8/oX9qMgmKEKytkx0kqFTPHWf8XFntAYVywcK\nqHhaHRhP/8BtX9FT5v0R+d3XnjF2eH/joXvKXvg6TYTa8KUQ5AeaRZuPl05eR4rMiN9m6rUnLJ4u\nN2oztLoRraa4C7VKtFjpo6NVgXSO23Lj6zQhaOjWEWJkiR+RhMRAzj8IDKzC8Uk/k3bF0FtUq5TY\neAt3husZsQpMKjwZx/wAJz/GBHZQiOYReC7iACOZQ2QaFTmsyC6x1I+ab/loXKeRbdco13G0gt9f\nUc1Ra8/KO0VXXu8wnibey8p5T5xEx8/K4Evhix7oLgc5ecLueBoMazIEPZCiIaeJGN+xJlN0z21b\nkSlzulicsPzpIei7jk4WaIGYbjhtkJNm3w5eY8OKCxfbOPIPLkaDXrjPCdeD7QIChbwKiAkrPkY2\n9f3jlKn6wmNZ6J5PvNw8RQ7kOZCVQihB9h5cJYod140oX8mtUU4DUQXEYZC50A0NaTWlHmgz8OYL\nLU2kEEAdrEvgcrFst/UDQ2Vn5nvjX9LEH0TiL77xIxSq7VF9RswHd3ki3W4o07h8euZHngFHCJmi\nBdJIplHzKiKHVkwHHH4nWMNFJrpJY08VlyWTrfgiKGbneu2RXpCq44+fnzjAG7iOAAAgAElEQVTT\neJUzoz7z5CZe9pmxZeJeyToxCoOSCTZBsYKoBU1/42w2qqpEISCcOBOZrorHbolCUq49x75BkKju\nTJkqIhWuNrO+F4oesLrwEiPJWP6Vnu3xQH3uWSrI6PnSTbwcG9Y8U6JEqUCnQDiDCGDLR3B3FJl/\nPhSfzoIsE+HbBSb4H1sjqUi3FEwWeLUi1YXkd9qpR0Wwk+PzWFAx08zIEW6cyplf5cAu74z1jBA7\n7iyZ31amXlAXj+kHrBEc1WKdQFmFNIK0bTSlyMXhUEgUBonVDj1MFGtpVZAngd4rrVh2WbDTldQa\nfZRcbMXIRG6Jeew4ZVBGM3YD2kpS8Ow5IIcJi0E1WEpFu0SIr3SnxOuRGNaM/OLpW8f+7jn3A0l/\nAAUQFacVUv3/tI/rfX/nqjtE0xg00kikyxgxUkSmhETKhZQ2UtzRxXK1lfn9xvwopGXFXToCoOrB\nvN0QUlMbxKNRSwEnqDLiaiKLzDSMSJ+pVYARFFUpOdJ1AypFmvrI0nwzma8nxVue+NwpZLAceWfo\nL7xumb4ZhNcsPuOr5JNJjK0Rkkc2x6gtOlqs1EyqIqdC3x5MZiTtEqsqa8wkZdHNUMbGm1/JaaeE\nhmmW1y1jMuQjIS+Os+kwSdOaYGkPemsIc6WNgRgOziP0SfGjJT6HK1mBrAnTGVpwTHrDx0IoZ86T\n49l9NLS+1hXTDD9+3OkuF97yRkySikemRq6RVjvuqnAar+hOM9mGTBuiGmyfUWXCz3cUYIefyDkx\nukAnJvbm0UJQwoBuhd/2Fd0rdC95Ow5E7fk0jjybAFXhj4M1W7wVxLAjo+DH4YGRC6BOnrRontzE\nshwUI0jKYnWkk5qY7rzsIMuINYqnoeK7zCMU/B7pzJmkLEUabIUqG9I2XOk47hBl41QK73NCC0Up\nhfPVstx25jlgjGFB0JsbomguzhG9J5lCbIGwW3A9oST2W8C0yF0HHqHyJM6s8QVdErp2/OnlhVIc\nNQsGIXlVnlM7M1VFNg/+OIxsYqDuiSgatluJ0WNrTwsHT8OZY1cfRYzhjhkGlkdEicpvj8D17BAt\n0GmHET03f6PvetQl8foOIRackPij0Eym1o7H2xudscQkKfedkAO6SXrRsNnTqmcRlVQss9dIp5Cr\nxKkOfcrovkdKxXN3wrSN4aK5HY2X/UCN37iaE4sPfLtM9OnEvh4QNfke+GV/R02auFaOzpD2hnGJ\nRIYyktJ3MoJmMl3VJJHIRXJ/LOiLQLJ9RFBSQbqepAPKg8Pyy2Pn80Xztr0zTRNfXMfr5vlZBgY3\nkPdKkplJVR4uUDvJPR/o3KghE6Xh22mkdYF1l7TaCFiq0pykIpFoTpJXy6BBDhduUaHdAYdkLweX\nZ0l1CXf6ho2aT/YgOBBN4dyFX357p44DvTWYKomlsdzvaCNZs0JrjY8BISeqkkAkFUm8R7SwmKQx\nLlFPnr4Z4qtibY3HISEe9BfFFASxVAbr2IvEbRvGjYihY4+Ca1bsdefiLCEdH7t8P3yMS3NATSNC\nRmrTeN9xuUp+3O4o03O8a1QfqVePqQn2kXGUrB6wldg1hl7yrDqOTXD//l/rw9+tcB354LofmD7g\n64wtBlUVokEMQBU4Y2hZgZEcKVOCQPeSUZyJppI3T5ciWzzo/umJNi/c3240rTAVYk0MWhJrpaoO\nIXrGrjBVwVEKpIhphsf7Qj+coTlO8sN2foSI0o19l9QcUbXhgqDlRIodyjWkWnhSJ4S7UlqiCUmk\ncY+K86gYcyCmCRV3zk+G+20GY9ia5bHv/PRVcVs9Zg0EXRnzmSMo3CgRckd2liVLnnKlt4W9HWil\niCkwlwJOchIz4vKJY585O8f4+SvzkdG1spWVX9aN3w/fYIfreKbYE0d88O9vL3wZNYSPk/74dCY8\nNl6OBTVqOhSuO1PIPMszw3bw9cmSraaXBzZFVNMsMWJLY1Ad+ovjdttYiiCzoUZLXzoATpeJH+8Z\nN/6ETD8IvtKkwboTsz8YvCXZwvmi4XCsfkFXUEJybQOb8Lx2O6YIUl7IUeFq5EwlJcm7Uzyyx9iR\n4DwhPPipO/FjDgQS76EQlsrpZPFN0OmBdb+z1gDascWAVA4ZFopQH/mhEfy+8OM20luJ7hoqwykp\nbFB0wE3cMSEzyyuLv0HcSMMJFTK660gCfn2fwZwQtVBsT7aN7T1QaYxV4D4N6DjzT5Pjl/vKg4HP\nrSPGSBMZrQ6WsrFuEiczWYP7pHnlTioDJ9tjSiEJT/aSJXqOCEILpDD8y6ev/Ol95Sw+8XQ+2OeK\nT5ncQ7k7rqfGtgWSgHbqiKGCkry0FZ3hLCJKSkJxEBLd82fMUlhdoh4J7Rz65Pj8VVGPggyKKjPm\nsyPOhS99ZM5nutqItTBZTWTneQz8x1a4bS/kWDDVfbSbq0x+/5hMpCgYlEXLxOkysL4d9LKn3Q++\nfDtTV410HYNcMPJCnhu6L1SxsL8EpotmbhM/nU+IXaCUo1cTNjZuhye5RhaZTmuckmij2P9q0jAX\niY+gDsnzeWL2kavUVH9DXAY+Dyce8xtaDKRckXWm8QOrMo9ywwhN7ywznif3zKdO0Y8938XBZZBs\nsuPl/Tc+V8daG/pscEowt8zeErUYpsHRfGM7JElrpHqQxYIJEw7BjqB77mlbwRjL+TzwFhVfJ80/\n/uOF//E//8zrfEP3V/q+R+aM0hakROhI0iNNV+6l8UlOODEgRcUkRzdsqJLRMaBjwsnGLVZa09S0\noo3g8X7Djpb3Y8VeR1quVK2RTRBKQcaEETAME0Jn7u8B+TThXYL/9V/rw9+tcOkYSA1ypyjMGDmB\nHEmxoo0DqTl2T4owmo+9hXRQI7iust0cdw9rChSxMPhKVyxKjSxtZlUCVRuqNI5QWEhIZegR7GGl\naOjqlfd24/n8ERyVuXEvmXEPyFNPfXjmDpqUH+yw8MCeDLoZtK1c8xN9adzCDtaSmmTLje4smcMb\ng5ow5c7zVOF4IrrGuSp+rZnu6czrfBCk++AphogdC5OzhCI59oDWik/2CacrpVa2cqClwDVNXDRR\nZEZ94kgOSWZomseeEHnl1Cnuu/ygLKwH8tPEz9vO13Kgs0RWi+gDpSqE+8xWeo5aGXRBqMBgLNfT\nCavuXKrE/PQTokVC2pncQF4kNVlE3/FWfqB7g8qas004IKszKjQSGyFFSAIrDHLyFJ85mxOlGHTN\nOKUwfY8KijrDrBKD6yirIkfFS505C4HaDg4jQRt+2z0TjftYsC0ySo2rMInCW0ggem4rbLLx/npn\n7AbO3Yil0FE+TsyTQ3uQsTDXytfBU3Bsc6HrMlJ3DO6Ezx0lNZptnJvieDzQ508EbXn4hloevD7e\nOQ0GrTTzuvFluPKYPc+j4au2aNNAJx5eEr3gpwHau+DH6DjuO4MshBLQWYOtHHPmyI5F7vSdYJEn\nnLScxEJ9L9DBO4lxgnIEjDLQLJvyPFxD1Y64Brpzo4WNXivskelzRbfGLR20wzHvHsaFI/YkGTgE\nXFpB4JD3iuwdM5kueXoTiXZgTR+GiOA3vl6mj5u3HDCPSmsHl2dLUB5tPmgu5x7OxhJLQIUeFsdS\nGkewvN5XtJS0WIjC8xCOznUUF8hBkx+CZkDIyuv3lcNYriHi+o73dUNWQTlWruM3luWdTT9RudKv\nDecagzQEH4mjosYNqQZqi0QlGJ9+R9serHKjt1CF4tVrLkFgHJxFz/t9RQ0n6h6YrpLb8aD/fOK+\nbLguch56Ys3cl8Cv7xEVHMoFLkOHchITAqL7ypfr73F48uPgX9zE9/fI0u4sx4N+/MyP7WA6D1Qf\nGZSkc5Kjs+yroDRPGwOiOkqaIClyjOAMTh9QJQyGLBaQhj9cP3NVE1qN/F///f/B/PI/+e3u2a0j\n9YYW37HmymWGm5D0VfNse5jfSANoKTCjQsQzk7gg1cKWEmYQfBKBkjW5CNxpIN4FaM03nQl7QsgO\n7zZ8XmhWIMWHueNeV+Rj5XfTxL1YkBPwy3+tD//HlOh/82dMz5oCfXqg1UAzH6FjlaGV8P9R9yZb\nkizXleWWVkU7M/Mm4jUAmSRz1VpV//8lOc5VlQSB14WHuzXaSS81cIwxBj/BJnZE771nb7TtsO6z\n/R6XKyUIooMhPvOXv/1vuq5hTUL++g66UHPiL9/e0KbhjGY9oB6FN1XZVEVIsBT2EBHq00VVdeTr\nLqidxtGIOhJy5Q749xvpXKnrQuq+kLJCkth85Ec9o7rCo2w4M2CyZS+aXmZenzTXe2SeHRc5kkMm\nkhF9xK8TbzrTSUnOHlEapINiLX1TGNEhy4Eno86fdIyhNrLY+DgEl6cvvK8Pkv/OWjueLj+yHh5l\nKot/EGXHQsNKWN8XVtP4cr7QRRipBNsjtMXqxuY3SjDIdmI7Mh0PLlry9PLC6XwQlUK3yFf9A3Wp\n+HqQbMO2jiMlumnCPxYu5ye0PdPQLFugczPP5sFvsdGswvjPzpAeM8p7pHDE7kw5dsL2nWBfodf4\n5XdK90LTmnW7kZtmKhBzYRg9WZ04QmKSM2sRdM4QV8mSNP/WL+S8cTTL8tcH49eObCPRdwwh06rB\nKYXVhZILSVWk3tlWSW6WcDT60pMcfESPyBm19wQWYi2ollD9RF8KJWdcf2EvB8P4hmEmxMggHeFo\nn6fBeuK237Cup+aGs4ZcM0csTCeH3TqSgPCSec0H+2CYgyIqQ6sV3Q9svpKKAVk+yfkx828vBaE0\n71tHbAnbDzhtyPvOvSscSySViRqujOrMTmU2mnu40qsJ3E62E8d+Y6k9fS48uZHjKAy6I4ZGLoVb\nSzR/UIxGysbmoWmHNJalXHnRltie+WIsB3eGL5aWK72WLHtlExIhG9EX3Kngy0hnnlD6G4Mw3EKm\n3BL/ue14f+MSDa6HXQ10+c5GR9oVe22k3tGJxIvtsRXGJvAUPnxhRCJzoZ8df7k/qPIrcfe8KEFQ\njZwUW1J86fi0GfeOIHqupTHbjj4EohMo43hUidLgZKLYGSErjyPydRqJtbApWK6Bfuzw18+T3Nv2\nwKnE5fwD//IkebwdiH7i3xnYokMMnqgTdpMoVfi473wcD8YaEFp9msr7jr0EiJHFDxjTMbaA1JV2\nAEimoQcaS640BKpU4knxcjYsS/rsheaKzppOj9hoMU8d34+Drz+/MPz0A9r8SqmNkD7JMrftQTeO\nvGD4S4285gMzZjaXmTfDGjIXI9FmBymQg+XxeDC99ohBsJWG8B53MdwfkbMeyTpw0p+QYacMbnbg\nNbUtGJNRo/lE7tXKDxre/0E+/NMGlw+R8+VzGdhZxSAsxX/2cpS2xFyxYuC439iXRFMd1lv27Yqu\nlr0++P3XO6MccXZgPz54PV0Ix0JtDlciycGoCtkn4hEhVq4l4/qesifEk+HS92xbZaGxXlem88By\neO5oyrXgUocrnt5YxKliRPskV2fByQx8y5kwdrw0RUsr9iicrIFiWB4LH9fI/PRML6BXibgnqgxY\nHUHMCH1gVEUKw+Mm+defB97WDXBcSkP1nxJNHTP3I/Gxb5jxTDk09Si0ztCUp+0aKRxHeTC4E8JL\n5mfJJgOvVnP7ZaE7jei6sAbB5etX3LJRakB2Ha+T41VqSkkIU3liQIwK7UGcJh77g73s9NNI10Zk\ny5xfLhzZY14n1o+I7Xv2sOC0wvWBmBxHiRzNUL2nrZneKXSBdVUo+0KpByuKEBUyHdS8MtkTQnz6\nqjIZUQRN9QxqZxKaSTqSMPAi2HLke4LnbiQ8NtQEt99vtOcL4iioTvFlOHHUD1IeEU3w/vCYIXMc\nhpNu7EoQcyZvO8N0YnKaJgeORyCpilKR2eyI0ihF0rrAk5TcH4I17WTVOA093/wVKyxNWawwCNHY\njkJtmZygjhK5PkilMg1PrCHyw3SG5UYyjrZLFlvptw9EUpw6TZSZ5BUvlw6TCx/LDcYz63WnOymO\nff9Udbzv/HQaEVHwfbUsJvNkHF+SRZ4qH2+ZpBpxDPxyDUg7sXSKWSSWo3AtK6M+IXIgR4UxhjlA\nTQepSHKv8cLy9WzQtVCIdMZxOv0H9+M7e4DTjxolBl7mnnWtdL0F05DtmeMj0Z9eOURiEYltE4ia\nMCkTxcq2d8w0smmfhzA507vMJhshOPYEWmuIDak78pRJylHbxmtr6FKg8+x6I4SMYOCaGu5YEJ3D\noDlWD33GKE2tnmk6822fMbpwUn/fmSVBNActC8a+4+FXtDSEEFBOU68HEoOxipY1e20cx07yAp0U\n00XiH4pRCtI08le/UF3m2y1hOGhl5foQGBHIsRFQlGWh6ztK8+QVrrEgjaNWj1Ca7AXHvlFsjyyJ\nrQVO4hnuO//jPLClxunkmLoRMw1EM3IckdPlhZIliJF++IEQH4xd4i1oftQnyJIdz586TYw7Un2C\nv7+3jXNzrBN0OZCbQ9fEyUmy0eQ1Mfcnat3RRTFOPaKbMHGi1Uw3PqPinTEZunPlFgOnoj5p9EOP\njZXkTv8wH/5pg+tiNaIEjvmCcwJrLbZJUq0IDDqBjo3tITHCknzg47ffkPFGPyRUVvzrv/wH1Bs1\nWUpw+McfOPeFW7zTnSUfoVHXQq2GTlWGoadkia4RHQTvt8p7iuj6qZO+fO358G80NfE0Nlro6E3C\nKY10mlrlJ/R2lKQ6YDqHwNMnTyc0sfVsqdArRU6N8DShT5HOZ75fA+a5IidFDhUle0ptqK5SbeK2\nJIaT5b7PzE0gd4GwiePe8MJwxAPDAwM0L7nYxpjv2Hwm7JkexfrblUGNLFnQlwNxF9T6zPYkiHOg\n9IpX3TGwcrv+F9Y5+q7wdO5ZwzvS9MzjBS8aSXek9xU1nggqE0Vh6i2pCJqonKeZZdlw3Zlvt4Wn\n55+4P77zPFtK3HjuLvxy32iqMcqO9JF5OX9ljYHjODDO4GaDagO/Hb9QSgdCI/ufOLYbwgayNJzN\ngDgZlvCBMpEoGn754Hm+cM+eL33PTs/35RtucrSsqcNEiQpHJmjJsa7ksHJYQbkX+q9PrI/vmG6k\n5MQtJWyTyCawS+I9K5xZOeHo94qdx8+LUx/xsbJbA85z5A5sxVrDb+93pOr5Xja+0nF9KIJKcDzo\nzUzpe6z33CiMpxOuKNzwxNueCcLwYGUYR7osONkI4szZSe7RIM8dW1jIS+bWa7b9zrlzXL9/UlX6\n4cyv31d4fNCaRXWO3geevzhq8SSfUWpEjTMpBk5Dz0pPXBbeaiU6ixk0120nr57WD2whIq0EETjL\nnllbVmM+SRbHd3qxc7aG53H9tJWrV6I8UEhscVy0ZupPtHDH24p6hj+uK3XtCSLg844cGtsi6KYL\nMRdUPajSUaJHq4oPjSI9qgjA0FCcT5mPtWBzwXrP8/lMlB5hBZeWWY+NZjpqTozsSNNzKwdfh6+w\nF4au4y4qY0y8mgXZTYhO8H5/Z3QDUxtQ+4a0iltS1ABf+5HOZLb7gRt7lJG0GtHmzJXMuH1g6sA4\nVkYh+D/qwXuWfLwnUipcS6TuCl0bQYCSlvW24XpJTJm+f2IPd5qAtFWyUkxtQxYJGfR5JFWJKA3V\nJNJVYvHo8xNrTQz9gNxBzyNG9PRDx/n5K5t/YyUgJ0NdCln3hHIgXKTGkRwdR9iRXWNdd/7jp4HV\nH0jbEW3P7hv90HMZJHrIuDCzbIrLfGatmZIco+no2kKvHbda0KFj21fm8Uw5edZ24FMlkpmeZvwa\ncSg+xO0f5sM/bXApRg5jODOSF0t0f8fieIkbNE0Lji2jS+FYCt/fPgi1YaeRH//13/nl12+caBy/\nHBz5gyN9pw2CPz52QjPE+xtyyKSs6PqOGApLLOyxIoeey8uI229MTrDFT4yJPWBWT5RTRWTQg6cT\nXykhUUoGpUA3mmgcJVDXRJaNszbkvFM1n2VC6VmjpguWmjPro/DzRXHdNFkq2pqo9g5N0Pcd9+XT\nO9VJwZE2XGeIufGxJ9bHB13X4azisUBWM33VPMkNZwf+y+/opmi1YOdnNhI2D8h547gXhtNGqk9M\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4cJXRjJihkIXBi0ozAuE9+7pxNM2kBGoCWXdedCMuhZV3+nzhaB2/7YlOGwoWZyInG/G9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\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MASMUTZLEao8bA4UYIEfGYNgvFb0Qz1mIlSYuMEfDmBPkDtsvbLTEB2gpiI3E+xve1IpT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\nZg642QAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "# load labels\n", - "imagenet_labels_filename = caffe_root + 'data/ilsvrc12/synset_words.txt'\n", - "try:\n", - " labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n", - "except:\n", - " !../data/ilsvrc12/get_ilsvrc_aux.sh\n", - " labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n", + "# download an image\n", + "my_image_url = \"...\" # paste your URL here\n", + "my_image_url = \"https://upload.wikimedia.org/wikipedia/commons/b/be/Orang_Utan%2C_Semenggok_Forest_Reserve%2C_Sarawak%2C_Borneo%2C_Malaysia.JPG\"\n", + "!wget -O image.jpg $my_image_url\n", + "\n", + "# transform it and copy it into the net\n", + "image = caffe.io.load_image('image.jpg')\n", + "net.blobs['data'].data[...] = transformer.preprocess('data', image)\n", + "\n", + "# perform classification\n", + "net.forward()\n", + "\n", + "# obtain the output probabilities\n", + "output_prob = net.blobs['prob'].data[0]\n", + "\n", + "# sort top five predictions from softmax output\n", + "top_inds = output_prob.argsort()[::-1][:5]\n", + "\n", + "plt.imshow(image)\n", "\n", - "# sort top k predictions from softmax output\n", - "top_k = net.blobs['prob'].data[0].flatten().argsort()[-1:-6:-1]\n", - "print labels[top_k]" + "print 'probabilities and labels:'\n", + "zip(output_prob[top_inds], labels[top_inds])" ] } ], @@ -13178,7 +1000,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.9" + "version": "2.7.11" }, "priority": 1 }, From b8641e05d8b4b9d6ba9ee03bee2a6f26a17adef1 Mon Sep 17 00:00:00 2001 From: Jonathan L Long Date: Thu, 4 Feb 2016 19:41:55 -0800 Subject: [PATCH 04/28] [data] get_mnist.sh rewrite; prevents prompt in tutorial notebooks --- data/mnist/get_mnist.sh | 23 +++++++---------------- 1 file changed, 7 insertions(+), 16 deletions(-) diff --git a/data/mnist/get_mnist.sh b/data/mnist/get_mnist.sh index 8eb6aeedf9f..6d875219489 100755 --- a/data/mnist/get_mnist.sh +++ b/data/mnist/get_mnist.sh @@ -6,19 +6,10 @@ cd $DIR echo "Downloading..." -wget --no-check-certificate http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz -wget --no-check-certificate http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz -wget --no-check-certificate http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz -wget --no-check-certificate http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz - -echo "Unzipping..." - -gunzip train-images-idx3-ubyte.gz -gunzip train-labels-idx1-ubyte.gz -gunzip t10k-images-idx3-ubyte.gz -gunzip t10k-labels-idx1-ubyte.gz - -# Creation is split out because leveldb sometimes causes segfault -# and needs to be re-created. - -echo "Done." +for fname in train-images-idx3-ubyte train-labels-idx1-ubyte t10k-images-idx3-ubyte t10k-labels-idx1-ubyte +do + if [ ! -e $fname ]; then + wget --no-check-certificate http://yann.lecun.com/exdb/mnist/${fname}.gz + gunzip ${fname}.gz + fi +done From 99b8b312638aff94fab93404a547b92d978b8418 Mon Sep 17 00:00:00 2001 From: Jonathan L Long Date: Thu, 4 Feb 2016 20:01:34 -0800 Subject: [PATCH 05/28] [tutorial] updates to 01-learning-lenet Subheadings and minor edits. --- examples/01-learning-lenet.ipynb | 861 +++--- examples/completed/01-learning-lenet.ipynb | 4459 ++-------------------------- 2 files changed, 633 insertions(+), 4687 deletions(-) diff --git a/examples/01-learning-lenet.ipynb b/examples/01-learning-lenet.ipynb index c57f5e28c3a..f720f8471ca 100644 --- a/examples/01-learning-lenet.ipynb +++ b/examples/01-learning-lenet.ipynb @@ -1,4 +1,458 @@ { + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Solving in Python with LeNet\n", + "\n", + "In this example, we'll explore learning with Caffe in Python, using the fully-exposed `Solver` interface." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1. Setup\n", + "\n", + "* For this notebook, we'll operate out of the Caffe root directly, which should be one level up." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import os\n", + "os.chdir('..')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Set up the Python environment: we'll use the `pylab` import for numpy and plot inline." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from pylab import *\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Import `caffe`, adding it to `sys.path` if needed. Make sure you've built pycaffe." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import sys\n", + "sys.path.insert(0, './python')\n", + "import caffe" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* We'll be using the provided LeNet example data and networks (make sure you've downloaded the data and created the databases, as below)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Download and prepare data\n", + "!data/mnist/get_mnist.sh\n", + "!examples/mnist/create_mnist.sh" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2. Creating the net \n", + "\n", + "We'll need two external files to help out:\n", + "* the net `prototxt`, defining the architecture and pointing to the train/test data\n", + "* the solver `prototxt`, defining the learning parameters\n", + "\n", + "We start by creating the net. We'll write the net in a succinct and natural way as Python code that serializes to Caffe's protobuf model format.\n", + "\n", + "This network expects to read from pregenerated LMDBs, but reading directly from `ndarray`s is also possible using `MemoryDataLayer`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from caffe import layers as L, params as P\n", + "\n", + "def lenet(lmdb, batch_size):\n", + " # our version of LeNet: a series of linear and simple nonlinear transformations\n", + " n = caffe.NetSpec()\n", + " \n", + " n.data, n.label = L.Data(batch_size=batch_size, backend=P.Data.LMDB, source=lmdb,\n", + " transform_param=dict(scale=1./255), ntop=2)\n", + " \n", + " n.conv1 = L.Convolution(n.data, kernel_size=5, num_output=20, weight_filler=dict(type='xavier'))\n", + " n.pool1 = L.Pooling(n.conv1, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", + " n.conv2 = L.Convolution(n.pool1, kernel_size=5, num_output=50, weight_filler=dict(type='xavier'))\n", + " n.pool2 = L.Pooling(n.conv2, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", + " n.ip1 = L.InnerProduct(n.pool2, num_output=500, weight_filler=dict(type='xavier'))\n", + " n.relu1 = L.ReLU(n.ip1, in_place=True)\n", + " n.ip2 = L.InnerProduct(n.relu1, num_output=10, weight_filler=dict(type='xavier'))\n", + " n.loss = L.SoftmaxWithLoss(n.ip2, n.label)\n", + " \n", + " return n.to_proto()\n", + " \n", + "with open('examples/mnist/lenet_auto_train.prototxt', 'w') as f:\n", + " f.write(str(lenet('examples/mnist/mnist_train_lmdb', 64)))\n", + " \n", + "with open('examples/mnist/lenet_auto_test.prototxt', 'w') as f:\n", + " f.write(str(lenet('examples/mnist/mnist_test_lmdb', 100)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The net has been written to disk in a more verbose but human-readable serialization format using Google's protobuf library. You can read, write, and modify this description directly. Let's take a look at the train net." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "!cat examples/mnist/lenet_auto_train.prototxt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let's see the learning parameters, which are also written as a `prototxt` file (already provided on disk). We're using SGD with momentum, weight decay, and a specific learning rate schedule." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "!cat examples/mnist/lenet_auto_solver.prototxt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3. Loading and checking the solver\n", + "\n", + "* Let's pick a device and load the solver. We'll use SGD (with momentum), but other methods (such as Adagrad and Nesterov's accelerated gradient) are also available." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "caffe.set_device(0)\n", + "caffe.set_mode_gpu()\n", + "\n", + "### load the solver and create train and test nets\n", + "solver = caffe.SGDSolver('examples/mnist/lenet_auto_solver.prototxt')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* To get an idea of the architecture of our net, we can check the dimensions of the intermediate features (blobs) and parameters (these will also be useful to refer to when manipulating data later)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [], + "source": [ + "# each output is (batch size, feature dim, spatial dim)\n", + "[(k, v.data.shape) for k, v in solver.net.blobs.items()]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# just print the weight sizes (we'll omit the biases)\n", + "[(k, v[0].data.shape) for k, v in solver.net.params.items()]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Before taking off, let's check that everything is loaded as we expect. We'll run a forward pass on the train and test nets and check that they contain our data." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "solver.net.forward() # train net\n", + "solver.test_nets[0].forward() # test net (there can be more than one)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# we use a little trick to tile the first eight images\n", + "imshow(solver.net.blobs['data'].data[:8, 0].transpose(1, 0, 2).reshape(28, 8*28), cmap='gray'); axis('off')\n", + "print 'train labels:', solver.net.blobs['label'].data[:8]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "imshow(solver.test_nets[0].blobs['data'].data[:8, 0].transpose(1, 0, 2).reshape(28, 8*28), cmap='gray'); axis('off')\n", + "print 'test labels:', solver.test_nets[0].blobs['label'].data[:8]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4. Stepping the solver\n", + "\n", + "Both train and test nets seem to be loading data, and to have correct labels.\n", + "\n", + "* Let's take one step of (minibatch) SGD and see what happens." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "solver.step(1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Do we have gradients propagating through our filters? Let's see the updates to the first layer, shown here as a $4 \\times 5$ grid of $5 \\times 5$ filters." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "imshow(solver.net.params['conv1'][0].diff[:, 0].reshape(4, 5, 5, 5)\n", + " .transpose(0, 2, 1, 3).reshape(4*5, 5*5), cmap='gray'); axis('off')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 5. Writing a custom training loop\n", + "\n", + "Something is happening. Let's run the net for a while, keeping track of a few things as it goes.\n", + "Note that this process will be the same as if training through the `caffe` binary. In particular:\n", + "* logging will continue to happen as normal\n", + "* snapshots will be taken at the interval specified in the solver prototxt (here, every 5000 iterations)\n", + "* testing will happen at the interval specified (here, every 500 iterations)\n", + "\n", + "Since we have control of the loop in Python, we're free to compute additional things as we go, as we show below. We can do many other things as well, for example:\n", + "* write a custom stopping criterion\n", + "* change the solving process by updating the net in the loop" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%%time\n", + "niter = 200\n", + "test_interval = 25\n", + "# losses will also be stored in the log\n", + "train_loss = zeros(niter)\n", + "test_acc = zeros(int(np.ceil(niter / test_interval)))\n", + "output = zeros((niter, 8, 10))\n", + "\n", + "# the main solver loop\n", + "for it in range(niter):\n", + " solver.step(1) # SGD by Caffe\n", + " \n", + " # store the train loss\n", + " train_loss[it] = solver.net.blobs['loss'].data\n", + " \n", + " # store the output on the first test batch\n", + " # (start the forward pass at conv1 to avoid loading new data)\n", + " solver.test_nets[0].forward(start='conv1')\n", + " output[it] = solver.test_nets[0].blobs['ip2'].data[:8]\n", + " \n", + " # run a full test every so often\n", + " # (Caffe can also do this for us and write to a log, but we show here\n", + " # how to do it directly in Python, where more complicated things are easier.)\n", + " if it % test_interval == 0:\n", + " print 'Iteration', it, 'testing...'\n", + " correct = 0\n", + " for test_it in range(100):\n", + " solver.test_nets[0].forward()\n", + " correct += sum(solver.test_nets[0].blobs['ip2'].data.argmax(1)\n", + " == solver.test_nets[0].blobs['label'].data)\n", + " test_acc[it // test_interval] = correct / 1e4" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Let's plot the train loss and test accuracy." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "_, ax1 = subplots()\n", + "ax2 = ax1.twinx()\n", + "ax1.plot(arange(niter), train_loss)\n", + "ax2.plot(test_interval * arange(len(test_acc)), test_acc, 'r')\n", + "ax1.set_xlabel('iteration')\n", + "ax1.set_ylabel('train loss')\n", + "ax2.set_ylabel('test accuracy')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The loss seems to have dropped quickly and coverged (except for stochasticity), while the accuracy rose correspondingly. Hooray!\n", + "\n", + "* Since we saved the results on the first test batch, we can watch how our prediction scores evolved. We'll plot time on the $x$ axis and each possible label on the $y$, with lightness indicating confidence." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [], + "source": [ + "for i in range(8):\n", + " figure(figsize=(2, 2))\n", + " imshow(solver.test_nets[0].blobs['data'].data[i, 0], cmap='gray')\n", + " figure(figsize=(10, 2))\n", + " imshow(output[:50, i].T, interpolation='nearest', cmap='gray')\n", + " xlabel('iteration')\n", + " ylabel('label')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We started with little idea about any of these digits, and ended up with correct classifications for each. If you've been following along, you'll see the last digit is the most difficult, a slanted \"9\" that's (understandably) most confused with \"4\".\n", + "\n", + "* Note that these are the \"raw\" output scores rather than the softmax-computed probability vectors. The latter, shown below, make it easier to see the confidence of our net (but harder to see the scores for less likely digits)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [], + "source": [ + "for i in range(8):\n", + " figure(figsize=(2, 2))\n", + " imshow(solver.test_nets[0].blobs['data'].data[i, 0], cmap='gray')\n", + " figure(figsize=(10, 2))\n", + " imshow(exp(output[:50, i].T) / exp(output[:50, i].T).sum(0), interpolation='nearest', cmap='gray')\n", + " xlabel('iteration')\n", + " ylabel('label')" + ] + } + ], "metadata": { "description": "Define, train, and test the classic LeNet with the Python interface.", "example_name": "Learning LeNet", @@ -18,411 +472,10 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.9" + "version": "2.7.11" }, - "name": "", "priority": 2 }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Python solving with LeNet\n", - "\n", - "In this example, we'll explore learning with Caffe in Python, using the fully-exposed `Solver` interface." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import os\n", - "os.chdir('..')" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import sys\n", - "sys.path.insert(0, './python')\n", - "import caffe\n", - "\n", - "from pylab import *\n", - "%matplotlib inline" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We'll be running the provided LeNet example (make sure you've downloaded the data and created the databases, as below)." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# Download and prepare data\n", - "!data/mnist/get_mnist.sh\n", - "!examples/mnist/create_mnist.sh" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We need two external files to help out:\n", - "* the net prototxt, defining the architecture and pointing to the train/test data\n", - "* the solver prototxt, defining the learning parameters\n", - "\n", - "We start with the net. We'll write the net in a succinct and natural way as Python code that serializes to Caffe's protobuf model format.\n", - "\n", - "This network expects to read from pregenerated LMDBs, but reading directly from `ndarray`s is also possible using `MemoryDataLayer`." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "from caffe import layers as L\n", - "from caffe import params as P\n", - "\n", - "def lenet(lmdb, batch_size):\n", - " # our version of LeNet: a series of linear and simple nonlinear transformations\n", - " n = caffe.NetSpec()\n", - " n.data, n.label = L.Data(batch_size=batch_size, backend=P.Data.LMDB, source=lmdb,\n", - " transform_param=dict(scale=1./255), ntop=2)\n", - " n.conv1 = L.Convolution(n.data, kernel_size=5, num_output=20, weight_filler=dict(type='xavier'))\n", - " n.pool1 = L.Pooling(n.conv1, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", - " n.conv2 = L.Convolution(n.pool1, kernel_size=5, num_output=50, weight_filler=dict(type='xavier'))\n", - " n.pool2 = L.Pooling(n.conv2, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", - " n.ip1 = L.InnerProduct(n.pool2, num_output=500, weight_filler=dict(type='xavier'))\n", - " n.relu1 = L.ReLU(n.ip1, in_place=True)\n", - " n.ip2 = L.InnerProduct(n.relu1, num_output=10, weight_filler=dict(type='xavier'))\n", - " n.loss = L.SoftmaxWithLoss(n.ip2, n.label)\n", - " return n.to_proto()\n", - " \n", - "with open('examples/mnist/lenet_auto_train.prototxt', 'w') as f:\n", - " f.write(str(lenet('examples/mnist/mnist_train_lmdb', 64)))\n", - " \n", - "with open('examples/mnist/lenet_auto_test.prototxt', 'w') as f:\n", - " f.write(str(lenet('examples/mnist/mnist_test_lmdb', 100)))" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The net has been written to disk in more verbose but human-readable serialization format using Google's protobuf library. You can read, write, and modify this description directly. Let's take a look at the train net." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "!cat examples/mnist/lenet_auto_train.prototxt" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now let's see the learning parameters, which are also written as a `prototxt` file. We're using SGD with momentum, weight decay, and a specific learning rate schedule." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "!cat examples/mnist/lenet_auto_solver.prototxt" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's pick a device and load the solver. We'll use SGD (with momentum), but Adagrad and Nesterov's accelerated gradient are also available." - ] - }, - { - "cell_type": "code", - "collapsed": true, - "input": [ - "caffe.set_device(0)\n", - "caffe.set_mode_gpu()\n", - "solver = caffe.SGDSolver('examples/mnist/lenet_auto_solver.prototxt')" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To get an idea of the architecture of our net, we can check the dimensions of the intermediate features (blobs) and parameters (these will also be useful to refer to when manipulating data later)." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# each output is (batch size, feature dim, spatial dim)\n", - "[(k, v.data.shape) for k, v in solver.net.blobs.items()]" - ], - "language": "python", - "metadata": { - "scrolled": false - }, - "outputs": [] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# just print the weight sizes (not biases)\n", - "[(k, v[0].data.shape) for k, v in solver.net.params.items()]" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Before taking off, let's check that everything is loaded as we expect. We'll run a forward pass on the train and test nets and check that they contain our data." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "solver.net.forward() # train net\n", - "solver.test_nets[0].forward() # test net (there can be more than one)" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# we use a little trick to tile the first eight images\n", - "imshow(solver.net.blobs['data'].data[:8, 0].transpose(1, 0, 2).reshape(28, 8*28), cmap='gray')\n", - "print solver.net.blobs['label'].data[:8]" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "imshow(solver.test_nets[0].blobs['data'].data[:8, 0].transpose(1, 0, 2).reshape(28, 8*28), cmap='gray')\n", - "print solver.test_nets[0].blobs['label'].data[:8]" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Both train and test nets seem to be loading data, and to have correct labels.\n", - "\n", - "Let's take one step of (minibatch) SGD and see what happens." - ] - }, - { - "cell_type": "code", - "collapsed": true, - "input": [ - "solver.step(1)" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Do we have gradients propagating through our filters? Let's see the updates to the first layer, shown here as a $4 \\times 5$ grid of $5 \\times 5$ filters." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "imshow(solver.net.params['conv1'][0].diff[:, 0].reshape(4, 5, 5, 5)\n", - " .transpose(0, 2, 1, 3).reshape(4*5, 5*5), cmap='gray')" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Something is happening. Let's run the net for a while, keeping track of a few things as it goes.\n", - "Note that this process will be the same as if training through the `caffe` binary. In particular:\n", - "* logging will continue to happen as normal\n", - "* snapshots will be taken at the interval specified in the solver prototxt (here, every 5000 iterations)\n", - "* testing will happen at the interval specified (here, every 500 iterations)\n", - "\n", - "Since we have control of the loop in Python, we're free to compute additional things as we go, as we show below. We can do many other things as well, for example:\n", - "* write a custom stopping criterion\n", - "* change the solving process by updating the net in the loop" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%%time\n", - "niter = 200\n", - "test_interval = 25\n", - "# losses will also be stored in the log\n", - "train_loss = zeros(niter)\n", - "test_acc = zeros(int(np.ceil(niter / test_interval)))\n", - "output = zeros((niter, 8, 10))\n", - "\n", - "# the main solver loop\n", - "for it in range(niter):\n", - " solver.step(1) # SGD by Caffe\n", - " \n", - " # store the train loss\n", - " train_loss[it] = solver.net.blobs['loss'].data\n", - " \n", - " # store the output on the first test batch\n", - " # (start the forward pass at conv1 to avoid loading new data)\n", - " solver.test_nets[0].forward(start='conv1')\n", - " output[it] = solver.test_nets[0].blobs['ip2'].data[:8]\n", - " \n", - " # run a full test every so often\n", - " # (Caffe can also do this for us and write to a log, but we show here\n", - " # how to do it directly in Python, where more complicated things are easier.)\n", - " if it % test_interval == 0:\n", - " print 'Iteration', it, 'testing...'\n", - " correct = 0\n", - " for test_it in range(100):\n", - " solver.test_nets[0].forward()\n", - " correct += sum(solver.test_nets[0].blobs['ip2'].data.argmax(1)\n", - " == solver.test_nets[0].blobs['label'].data)\n", - " test_acc[it // test_interval] = correct / 1e4" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's plot the train loss and test accuracy." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "_, ax1 = subplots()\n", - "ax2 = ax1.twinx()\n", - "ax1.plot(arange(niter), train_loss)\n", - "ax2.plot(test_interval * arange(len(test_acc)), test_acc, 'r')\n", - "ax1.set_xlabel('iteration')\n", - "ax1.set_ylabel('train loss')\n", - "ax2.set_ylabel('test accuracy')" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The loss seems to have dropped quickly and coverged (except for stochasticity), while the accuracy rose correspondingly. Hooray!\n", - "\n", - "Since we saved the results on the first test batch, we can watch how our prediction scores evolved. We'll plot time on the $x$ axis and each possible label on the $y$, with lightness indicating confidence." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "for i in range(8):\n", - " figure(figsize=(2, 2))\n", - " imshow(solver.test_nets[0].blobs['data'].data[i, 0], cmap='gray')\n", - " figure(figsize=(10, 2))\n", - " imshow(output[:50, i].T, interpolation='nearest', cmap='gray')\n", - " xlabel('iteration')\n", - " ylabel('label')" - ], - "language": "python", - "metadata": { - "scrolled": false - }, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We started with little idea about any of these digits, and ended up with correct classifications for each. If you've been following along, you'll see the last digit is the most difficult, a slanted \"9\" that's (understandably) most confused with \"4\".\n", - "\n", - "Note that these are the \"raw\" output scores rather than the softmax-computed probability vectors. The latter, shown below, make it easier to see the confidence of our net (but harder to see the scores for less likely digits)." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "for i in range(8):\n", - " figure(figsize=(2, 2))\n", - " imshow(solver.test_nets[0].blobs['data'].data[i, 0], cmap='gray')\n", - " figure(figsize=(10, 2))\n", - " imshow(exp(output[:50, i].T) / exp(output[:50, i].T).sum(0), interpolation='nearest', cmap='gray')\n", - " xlabel('iteration')\n", - " ylabel('label')" - ], - "language": "python", - "metadata": { - "scrolled": false - }, - "outputs": [] - } - ], - "metadata": {} - } - ] + "nbformat": 4, + "nbformat_minor": 0 } diff --git a/examples/completed/01-learning-lenet.ipynb b/examples/completed/01-learning-lenet.ipynb index 3562c7adaf2..eceb38d49f5 100644 --- a/examples/completed/01-learning-lenet.ipynb +++ b/examples/completed/01-learning-lenet.ipynb @@ -4,12 +4,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Python solving with LeNet\n", + "# Solving in Python with LeNet\n", "\n", "In this example, we'll explore learning with Caffe in Python, using the fully-exposed `Solver` interface." ] }, { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1. Setup\n", + "\n", + "* For this notebook, we'll operate out of the Caffe root directly, which should be one level up." + ] + }, + { "cell_type": "code", "execution_count": 1, "metadata": { @@ -22,17 +31,20 @@ ] }, { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Set up the Python environment: we'll use the `pylab` import for numpy and plot inline." + ] + }, + { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "import sys\n", - "sys.path.insert(0, './python')\n", - "import caffe\n", - "\n", "from pylab import *\n", "%matplotlib inline" ] @@ -41,12 +53,32 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We'll be running the provided LeNet example (make sure you've downloaded the data and created the databases, as below)." + "* Import `caffe`, adding it to `sys.path` if needed. Make sure you've built pycaffe." ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import sys\n", + "sys.path.insert(0, './python')\n", + "import caffe" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* We'll be using the provided LeNet example data and networks (make sure you've downloaded the data and created the databases, as below)." + ] + }, + { + "cell_type": "code", + "execution_count": 13, "metadata": { "collapsed": false }, @@ -56,52 +88,6 @@ "output_type": "stream", "text": [ "Downloading...\n", - "--2015-06-30 14:41:56-- http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz\n", - "Resolving yann.lecun.com... 128.122.47.89\n", - "Connecting to yann.lecun.com|128.122.47.89|:80... connected.\n", - "HTTP request sent, awaiting response... 200 OK\n", - "Length: 9912422 (9.5M) [application/x-gzip]\n", - "Saving to: 'train-images-idx3-ubyte.gz'\n", - "\n", - "train-images-idx3-u 100%[=====================>] 9.45M 146KB/s in 57s \n", - "\n", - "2015-06-30 14:42:53 (171 KB/s) - 'train-images-idx3-ubyte.gz' saved [9912422/9912422]\n", - "\n", - "--2015-06-30 14:42:53-- http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz\n", - "Resolving yann.lecun.com... 128.122.47.89\n", - "Connecting to yann.lecun.com|128.122.47.89|:80... connected.\n", - "HTTP request sent, awaiting response... 200 OK\n", - "Length: 28881 (28K) [application/x-gzip]\n", - "Saving to: 'train-labels-idx1-ubyte.gz'\n", - "\n", - "train-labels-idx1-u 100%[=====================>] 28.20K 107KB/s in 0.3s \n", - "\n", - "2015-06-30 14:42:53 (107 KB/s) - 'train-labels-idx1-ubyte.gz' saved [28881/28881]\n", - "\n", - "--2015-06-30 14:42:53-- http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz\n", - "Resolving yann.lecun.com... 128.122.47.89\n", - "Connecting to yann.lecun.com|128.122.47.89|:80... connected.\n", - "HTTP request sent, awaiting response... 200 OK\n", - "Length: 1648877 (1.6M) [application/x-gzip]\n", - "Saving to: 't10k-images-idx3-ubyte.gz'\n", - "\n", - "t10k-images-idx3-ub 100%[=====================>] 1.57M 205KB/s in 8.2s \n", - "\n", - "2015-06-30 14:43:02 (197 KB/s) - 't10k-images-idx3-ubyte.gz' saved [1648877/1648877]\n", - "\n", - "--2015-06-30 14:43:02-- http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz\n", - "Resolving yann.lecun.com... 128.122.47.89\n", - "Connecting to yann.lecun.com|128.122.47.89|:80... connected.\n", - "HTTP request sent, awaiting response... 200 OK\n", - "Length: 4542 (4.4K) [application/x-gzip]\n", - "Saving to: 't10k-labels-idx1-ubyte.gz'\n", - "\n", - "t10k-labels-idx1-ub 100%[=====================>] 4.44K 26.9KB/s in 0.2s \n", - "\n", - "2015-06-30 14:43:02 (26.9 KB/s) - 't10k-labels-idx1-ubyte.gz' saved [4542/4542]\n", - "\n", - "Unzipping...\n", - "Done.\n", "Creating lmdb...\n", "Done.\n" ] @@ -117,39 +103,43 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We need two external files to help out:\n", - "* the net prototxt, defining the architecture and pointing to the train/test data\n", - "* the solver prototxt, defining the learning parameters\n", + "### 2. Creating the net \n", "\n", - "We start with the net. We'll write the net in a succinct and natural way as Python code that serializes to Caffe's protobuf model format.\n", + "We'll need two external files to help out:\n", + "* the net `prototxt`, defining the architecture and pointing to the train/test data\n", + "* the solver `prototxt`, defining the learning parameters\n", + "\n", + "We start by creating the net. We'll write the net in a succinct and natural way as Python code that serializes to Caffe's protobuf model format.\n", "\n", "This network expects to read from pregenerated LMDBs, but reading directly from `ndarray`s is also possible using `MemoryDataLayer`." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "from caffe import layers as L\n", - "from caffe import params as P\n", + "from caffe import layers as L, params as P\n", "\n", "def lenet(lmdb, batch_size):\n", " # our version of LeNet: a series of linear and simple nonlinear transformations\n", " n = caffe.NetSpec()\n", + " \n", " n.data, n.label = L.Data(batch_size=batch_size, backend=P.Data.LMDB, source=lmdb,\n", " transform_param=dict(scale=1./255), ntop=2)\n", + " \n", " n.conv1 = L.Convolution(n.data, kernel_size=5, num_output=20, weight_filler=dict(type='xavier'))\n", " n.pool1 = L.Pooling(n.conv1, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", " n.conv2 = L.Convolution(n.pool1, kernel_size=5, num_output=50, weight_filler=dict(type='xavier'))\n", " n.pool2 = L.Pooling(n.conv2, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", - " n.ip1 = L.InnerProduct(n.pool2, num_output=500, weight_filler=dict(type='xavier'))\n", + " n.ip1 = L.InnerProduct(n.pool2, num_output=500, weight_filler=dict(type='xavier'))\n", " n.relu1 = L.ReLU(n.ip1, in_place=True)\n", - " n.ip2 = L.InnerProduct(n.relu1, num_output=10, weight_filler=dict(type='xavier'))\n", - " n.loss = L.SoftmaxWithLoss(n.ip2, n.label)\n", + " n.ip2 = L.InnerProduct(n.relu1, num_output=10, weight_filler=dict(type='xavier'))\n", + " n.loss = L.SoftmaxWithLoss(n.ip2, n.label)\n", + " \n", " return n.to_proto()\n", " \n", "with open('examples/mnist/lenet_auto_train.prototxt', 'w') as f:\n", @@ -163,12 +153,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The net has been written to disk in more verbose but human-readable serialization format using Google's protobuf library. You can read, write, and modify this description directly. Let's take a look at the train net." + "The net has been written to disk in a more verbose but human-readable serialization format using Google's protobuf library. You can read, write, and modify this description directly. Let's take a look at the train net." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 16, "metadata": { "collapsed": false }, @@ -287,12 +277,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now let's see the learning parameters, which are also written as a `prototxt` file. We're using SGD with momentum, weight decay, and a specific learning rate schedule." + "Now let's see the learning parameters, which are also written as a `prototxt` file (already provided on disk). We're using SGD with momentum, weight decay, and a specific learning rate schedule." ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 17, "metadata": { "collapsed": false }, @@ -336,12 +326,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Let's pick a device and load the solver. We'll use SGD (with momentum), but Adagrad and Nesterov's accelerated gradient are also available." + "### 3. Loading and checking the solver\n", + "\n", + "* Let's pick a device and load the solver. We'll use SGD (with momentum), but other methods (such as Adagrad and Nesterov's accelerated gradient) are also available." ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 18, "metadata": { "collapsed": true }, @@ -349,6 +341,8 @@ "source": [ "caffe.set_device(0)\n", "caffe.set_mode_gpu()\n", + "\n", + "### load the solver and create train and test nets\n", "solver = caffe.SGDSolver('examples/mnist/lenet_auto_solver.prototxt')" ] }, @@ -356,12 +350,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "To get an idea of the architecture of our net, we can check the dimensions of the intermediate features (blobs) and parameters (these will also be useful to refer to when manipulating data later)." + "* To get an idea of the architecture of our net, we can check the dimensions of the intermediate features (blobs) and parameters (these will also be useful to refer to when manipulating data later)." ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 19, "metadata": { "collapsed": false, "scrolled": false @@ -381,7 +375,7 @@ " ('loss', ())]" ] }, - "execution_count": 8, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -393,7 +387,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 20, "metadata": { "collapsed": false }, @@ -407,13 +401,13 @@ " ('ip2', (10, 500))]" ] }, - "execution_count": 9, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# just print the weight sizes (not biases)\n", + "# just print the weight sizes (we'll omit the biases)\n", "[(k, v[0].data.shape) for k, v in solver.net.params.items()]" ] }, @@ -421,12 +415,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Before taking off, let's check that everything is loaded as we expect. We'll run a forward pass on the train and test nets and check that they contain our data." + "* Before taking off, let's check that everything is loaded as we expect. We'll run a forward pass on the train and test nets and check that they contain our data." ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 21, "metadata": { "collapsed": false }, @@ -434,10 +428,10 @@ { "data": { "text/plain": [ - "{'loss': array(2.301163673400879, dtype=float32)}" + "{'loss': array(2.419628381729126, dtype=float32)}" ] }, - "execution_count": 10, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -449,7 +443,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 24, "metadata": { "collapsed": false }, @@ -458,216 +452,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "[ 5. 0. 4. 1. 9. 2. 1. 3.]\n" + "train labels: [ 5. 0. 4. 1. 9. 2. 1. 3.]\n" ] }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAWwAAABKCAYAAACfHW4mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJztvXlQW1me5/s5EhJaECAJhEBgdrMbDNjgtNNOp7d02pk1\n", - 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -676,13 +468,13 @@ ], "source": [ "# we use a little trick to tile the first eight images\n", - "imshow(solver.net.blobs['data'].data[:8, 0].transpose(1, 0, 2).reshape(28, 8*28), cmap='gray')\n", - "print solver.net.blobs['label'].data[:8]" + "imshow(solver.net.blobs['data'].data[:8, 0].transpose(1, 0, 2).reshape(28, 8*28), cmap='gray'); axis('off')\n", + "print 'train labels:', solver.net.blobs['label'].data[:8]" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 26, "metadata": { "collapsed": false }, @@ -691,204 +483,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "[ 7. 2. 1. 0. 4. 1. 4. 9.]\n" + "test labels: [ 7. 2. 1. 0. 4. 1. 4. 9.]\n" ] }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAWwAAABKCAYAAACfHW4mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJztnWlwXNd153+3V3RjaaDR2Bs7sRMgQIKgKAokuIgUpcg2\n", - 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -896,22 +498,24 @@ } ], "source": [ - "imshow(solver.test_nets[0].blobs['data'].data[:8, 0].transpose(1, 0, 2).reshape(28, 8*28), cmap='gray')\n", - "print solver.test_nets[0].blobs['label'].data[:8]" + "imshow(solver.test_nets[0].blobs['data'].data[:8, 0].transpose(1, 0, 2).reshape(28, 8*28), cmap='gray'); axis('off')\n", + "print 'test labels:', solver.test_nets[0].blobs['label'].data[:8]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ + "### 4. Stepping the solver\n", + "\n", "Both train and test nets seem to be loading data, and to have correct labels.\n", "\n", - "Let's take one step of (minibatch) SGD and see what happens." + "* Let's take one step of (minibatch) SGD and see what happens." ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 27, "metadata": { "collapsed": true }, @@ -929,7 +533,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 28, "metadata": { "collapsed": false }, @@ -937,448 +541,18 @@ { "data": { "text/plain": [ - "" + "(-0.5, 24.5, 19.5, -0.5)" ] }, - "execution_count": 14, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAATQAAAD7CAYAAADkSGhKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJztvV+obt113jfWOfvYcmSLEtvfJ/FZqnSR4siWsS8sG9Ii\n", - "XZSgEEiam8QCU18kJZg2LaUXcS6cpO1Fm4KMIYFQ6j84dew0UOy6hqRxikuNLxwLkkpuJepgCUup\n", - 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ffbkjOT7lsLidsf1UGziQJztDuRvYULiQVfgduKlOvON1lKJUxFDrtKRjdoao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\ngS2J6ii1ni4KBhPDwPtNZAc+1YmORmvu+gpqqC8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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1387,13 +561,15 @@ ], "source": [ "imshow(solver.net.params['conv1'][0].diff[:, 0].reshape(4, 5, 5, 5)\n", - " .transpose(0, 2, 1, 3).reshape(4*5, 5*5), cmap='gray')" + " .transpose(0, 2, 1, 3).reshape(4*5, 5*5), cmap='gray'); axis('off')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ + "### 5. Writing a custom training loop\n", + "\n", "Something is happening. Let's run the net for a while, keeping track of a few things as it goes.\n", "Note that this process will be the same as if training through the `caffe` binary. In particular:\n", "* logging will continue to happen as normal\n", @@ -1407,7 +583,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 29, "metadata": { "collapsed": false }, @@ -1424,8 +600,8 @@ "Iteration 125 testing...\n", "Iteration 150 testing...\n", "Iteration 175 testing...\n", - "CPU times: user 12.3 s, sys: 3.96 s, total: 16.2 s\n", - "Wall time: 15.7 s\n" + "CPU times: user 2min 56s, sys: 45.3 s, total: 3min 42s\n", + "Wall time: 3min 39s\n" ] } ], @@ -1467,12 +643,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Let's plot the train loss and test accuracy." + "* Let's plot the train loss and test accuracy." ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 30, "metadata": { "collapsed": false }, @@ -1480,340 +656,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 16, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": [ - 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uBu6IunEUMfpkkmWFP62EakYxGjbMBr7u3Ztke8dxHCdMeez5fOAuVX0GqPm0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\nCQyHDpkNXbpUnN4kk2fUr19lMerTx+7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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1836,12 +690,12 @@ "source": [ "The loss seems to have dropped quickly and coverged (except for stochasticity), while the accuracy rose correspondingly. Hooray!\n", "\n", - "Since we saved the results on the first test batch, we can watch how our prediction scores evolved. We'll plot time on the $x$ axis and each possible label on the $y$, with lightness indicating confidence." + "* Since we saved the results on the first test batch, we can watch how our prediction scores evolved. We'll plot time on the $x$ axis and each possible label on the $y$, with lightness indicating confidence." ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 31, "metadata": { "collapsed": false, "scrolled": false @@ -1849,109 +703,9 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAI0AAACPCAYAAADHlliuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAFZtJREFUeJztnVtsY8d5x//f4Z2H94skaiXvemUbsAsD9otbwA2ahyCw\n", - "USBpXxoYKFD0EvShN7QPddyHJo9pgAZF+1CgiB30hqRFCxfpQ1vbRQukD724sGOnaydZY8XVihJF\n", - "iXfykDwipw/kNzuHklbiRRRJzQ8Y8OgsdXYk/vXNN9988w0JIaDRjIJx1R3QLB5aNJqR0aLRjIwW\n", - "jWZktGg0I6NFoxmZsUVDRC8R0cdE9CMienWandLMNzROnIaIXAB+AOAzAHYB/A+AV4QQH023e5p5\n", - "ZFxL8wKAu0KIbSGEDeDbAD4/vW5p5hn3mN93A8CO8vUDAD+uvoGIdKh5wRFC0Gn3x7U0WhDXmHFF\n", - "swtgU/l6E31ro7kGjCuadwE8SUS3iMgL4AsAvjO9bmnmmbF8GiHEMRH9OoB/AeAC8LqeOV0fxppy\n", - "X+jB2hFeeKbtCGuuMVo0mpHRotGMjBaNZmS0aDQjo0WjGRktGs3IaNFoRkaLRjMyWjSakdGi0YzM\n", - 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -3544,12 +878,12 @@ "source": [ "We started with little idea about any of these digits, and ended up with correct classifications for each. If you've been following along, you'll see the last digit is the most difficult, a slanted \"9\" that's (understandably) most confused with \"4\".\n", "\n", - "Note that these are the \"raw\" output scores rather than the softmax-computed probability vectors. The latter, shown below, make it easier to see the confidence of our net (but harder to see the scores for less likely digits)." + "* Note that these are the \"raw\" output scores rather than the softmax-computed probability vectors. The latter, shown below, make it easier to see the confidence of our net (but harder to see the scores for less likely digits)." ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 32, "metadata": { "collapsed": false, "scrolled": false @@ -3557,109 +891,9 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAI0AAACPCAYAAADHlliuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAFZtJREFUeJztnVtsY8d5x//f4Z2H94skaiXvemUbsAsD9otbwA2ahyCw\n", - "USBpXxoYKFD0EvShN7QPddyHJo9pgAZF+1CgiB30hqRFCxfpQ1vbRQukD724sGOnaydZY8XVihJF\n", - "iXfykDwipw/kNzuHklbiRRRJzQ8Y8OgsdXYk/vXNN9988w0JIaDRjIJx1R3QLB5aNJqR0aLRjIwW\n", - "jWZktGg0I6NFoxmZsUVDRC8R0cdE9CMienWandLMNzROnIaIXAB+AOAzAHYB/A+AV4QQH023e5p5\n", - "ZFxL8wKAu0KIbSGEDeDbAD4/vW5p5hn3mN93A8CO8vUDAD+uvoGIdKh5wRFC0Gn3x7U0WhDXmHFF\n", - "swtgU/l6E31ro7kGjCuadwE8SUS3iMgL4AsAvjO9bmnmmbF8GiHEMRH9OoB/AeAC8LqeOV0fxppy\n", - "X+jB2hFeeKbtCGuuMVo0mpHRotGMjBaNZmS0aDQjo0WjGRktGs3IaNFoRkaLRjMyWjSakdGi0YzM\n", - 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -5187,7 +1080,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.9" + "version": "2.7.11" }, "priority": 2 }, From 415e37b38bc965a197e74bca3754f5da1732bb5a Mon Sep 17 00:00:00 2001 From: Evan Shelhamer Date: Fri, 5 Feb 2016 01:00:37 -0800 Subject: [PATCH 06/28] add simple intro for notebook sanity check --- examples/0-caffe-intro.ipynb | 113 +++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 113 insertions(+) create mode 100644 examples/0-caffe-intro.ipynb diff --git a/examples/0-caffe-intro.ipynb b/examples/0-caffe-intro.ipynb new file mode 100644 index 00000000000..c6be2644f67 --- /dev/null +++ b/examples/0-caffe-intro.ipynb @@ -0,0 +1,113 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# First Sip of Caffe\n", + "\n", + "This is a quick check to make sure we can brew." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "Before we begin, let's verify [WebSockets](http://en.wikipedia.org/wiki/WebSocket) are working on your system. To do this, execute the cell block below by giving it focus (clicking on it with your mouse), and hitting Ctrl-Enter, or pressing the play button in the toolbar above. If all goes well, you should see some output returned below the grey cell. If not, please consult the [Self-paced Lab Troubleshooting FAQ](https://developer.nvidia.com/self-paced-labs-faq#Troubleshooting) to debug the issue. *This section courtesy the NVIDIA Caffe introduction.*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "print \"The answer should be three: \" + str(1+2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's execute the cell below to display information about the GPUs running on the server." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "!nvidia-smi" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's load a Caffe network and check that it runs." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# make sure that caffe is in our import path\n", + "import sys\n", + "sys.path.insert(0, '../python')\n", + "\n", + "# load caffe and switch to the GPU\n", + "import caffe\n", + "caffe.set_mode_gpu()\n", + "caffe.set_device(0)\n", + "\n", + "# load and run the net\n", + "net = caffe.Net('mnist/lenet.prototxt', caffe.TEST)\n", + "out = net.forward()\n", + "\n", + "print 'done!'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Happy brewing!" + ] + } + ], + "metadata": { + "description": "Use the pre-trained ImageNet model to classify images with the Python interface.", + "example_name": "ImageNet classification", + "include_in_docs": true, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.10" + }, + "priority": 1 + }, + "nbformat": 4, + "nbformat_minor": 0 +} From 223a1980cc88c842aef0ed2583b31ee453032cf2 Mon Sep 17 00:00:00 2001 From: Jeff Donahue Date: Fri, 5 Feb 2016 11:12:32 -0800 Subject: [PATCH 07/28] Comment out downloading MNIST data --- examples/01-learning-lenet.ipynb | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/examples/01-learning-lenet.ipynb b/examples/01-learning-lenet.ipynb index f720f8471ca..17a200f7e18 100644 --- a/examples/01-learning-lenet.ipynb +++ b/examples/01-learning-lenet.ipynb @@ -84,8 +84,9 @@ }, "outputs": [], "source": [ - "# Download and prepare data\n", - "!data/mnist/get_mnist.sh\n", + "# Uncomment to download data\n", + "# !data/mnist/get_mnist.sh\n", + "# Prepare data\n", "!examples/mnist/create_mnist.sh" ] }, From 38239d6f5807384922608f088b2eeb1c6f141851 Mon Sep 17 00:00:00 2001 From: Jeff Donahue Date: Sun, 14 Feb 2016 17:01:39 -0800 Subject: [PATCH 08/28] update finetuning notebook format (to v4) --- examples/03-fine-tuning.ipynb | 406 +++++++++++++++++++++--------------------- 1 file changed, 203 insertions(+), 203 deletions(-) diff --git a/examples/03-fine-tuning.ipynb b/examples/03-fine-tuning.ipynb index b3bb27b23a2..3c543c50010 100644 --- a/examples/03-fine-tuning.ipynb +++ b/examples/03-fine-tuning.ipynb @@ -1,4 +1,204 @@ { + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Fine-tuning a Pretrained Network for Style Recognition\n", + "\n", + "In this example, we'll explore a common approach that is particularly useful in real-world applications: take a pre-trained Caffe network and fine-tune the parameters on your custom data.\n", + "\n", + "The upside of such approach is that, since pre-trained networks are learned on a large set of images, the intermediate layers capture the \"semantics\" of the general visual appearance. Think of it as a very powerful feature that you can treat as a black box. On top of that, only a few layers will be needed to obtain a very good performance of the data." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, we will need to prepare the data. This involves the following parts:\n", + "(1) Get the ImageNet ilsvrc pretrained model with the provided shell scripts.\n", + "(2) Download a subset of the overall Flickr style dataset for this demo.\n", + "(3) Compile the downloaded Flickr dataset into a database that Caffe can then consume." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import os\n", + "os.chdir('..')\n", + "import sys\n", + "sys.path.insert(0, './python')\n", + "\n", + "import caffe\n", + "import numpy as np\n", + "from pylab import *\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# This downloads the ilsvrc auxiliary data (mean file, etc),\n", + "# and a subset of 2000 images for the style recognition task.\n", + "!data/ilsvrc12/get_ilsvrc_aux.sh\n", + "!scripts/download_model_binary.py models/bvlc_reference_caffenet\n", + "!python examples/finetune_flickr_style/assemble_data.py \\\n", + " --workers=-1 --images=2000 --seed=1701 --label=5" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's show what is the difference between the fine-tuning network and the original caffe model." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "!diff models/bvlc_reference_caffenet/train_val.prototxt models/finetune_flickr_style/train_val.prototxt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For your record, if you want to train the network in pure C++ tools, here is the command:\n", + "\n", + "\n", + "build/tools/caffe train \\\n", + " -solver models/finetune_flickr_style/solver.prototxt \\\n", + " -weights models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel \\\n", + " -gpu 0\n", + "\n", + "\n", + "However, we will train using Python in this example." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "niter = 200\n", + "# losses will also be stored in the log\n", + "train_loss = np.zeros(niter)\n", + "scratch_train_loss = np.zeros(niter)\n", + "\n", + "caffe.set_device(0)\n", + "caffe.set_mode_gpu()\n", + "# We create a solver that fine-tunes from a previously trained network.\n", + "solver = caffe.SGDSolver('models/finetune_flickr_style/solver.prototxt')\n", + "solver.net.copy_from('models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel')\n", + "# For reference, we also create a solver that does no finetuning.\n", + "scratch_solver = caffe.SGDSolver('models/finetune_flickr_style/solver.prototxt')\n", + "\n", + "# We run the solver for niter times, and record the training loss.\n", + "for it in range(niter):\n", + " solver.step(1) # SGD by Caffe\n", + " scratch_solver.step(1)\n", + " # store the train loss\n", + " train_loss[it] = solver.net.blobs['loss'].data\n", + " scratch_train_loss[it] = scratch_solver.net.blobs['loss'].data\n", + " if it % 10 == 0:\n", + " print 'iter %d, finetune_loss=%f, scratch_loss=%f' % (it, train_loss[it], scratch_train_loss[it])\n", + "print 'done'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's look at the training loss produced by the two training procedures respectively." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [], + "source": [ + "plot(np.vstack([train_loss, scratch_train_loss]).T)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice how the fine-tuning procedure produces a more smooth loss function change, and ends up at a better loss. A closer look at small values, clipping to avoid showing too large loss during training:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "plot(np.vstack([train_loss, scratch_train_loss]).clip(0, 4).T)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's take a look at the testing accuracy after running 200 iterations. Note that we are running a classification task of 5 classes, thus a chance accuracy is 20%. As we will reasonably expect, the finetuning result will be much better than the one from training from scratch. Let's see." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "test_iters = 10\n", + "accuracy = 0\n", + "scratch_accuracy = 0\n", + "for it in arange(test_iters):\n", + " solver.test_nets[0].forward()\n", + " accuracy += solver.test_nets[0].blobs['accuracy'].data\n", + " scratch_solver.test_nets[0].forward()\n", + " scratch_accuracy += scratch_solver.test_nets[0].blobs['accuracy'].data\n", + "accuracy /= test_iters\n", + "scratch_accuracy /= test_iters\n", + "print 'Accuracy for fine-tuning:', accuracy\n", + "print 'Accuracy for training from scratch:', scratch_accuracy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Huzzah! So we did finetuning and it is awesome. Let's take a look at what kind of results we are able to get with a longer, more complete run of the style recognition dataset. Note: the below URL might be occassionally down because it is run on a research machine.\n", + "\n", + "http://demo.vislab.berkeleyvision.org/" + ] + } + ], "metadata": { "description": "Fine-tune the ImageNet-trained CaffeNet on new data.", "example_name": "Fine-tuning for Style Recognition", @@ -18,210 +218,10 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.9" + "version": "2.7.10" }, - "name": "", "priority": 4 }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Fine-tuning a Pretrained Network for Style Recognition\n", - "\n", - "In this example, we'll explore a common approach that is particularly useful in real-world applications: take a pre-trained Caffe network and fine-tune the parameters on your custom data.\n", - "\n", - "The upside of such approach is that, since pre-trained networks are learned on a large set of images, the intermediate layers capture the \"semantics\" of the general visual appearance. Think of it as a very powerful feature that you can treat as a black box. On top of that, only a few layers will be needed to obtain a very good performance of the data." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "First, we will need to prepare the data. This involves the following parts:\n", - "(1) Get the ImageNet ilsvrc pretrained model with the provided shell scripts.\n", - "(2) Download a subset of the overall Flickr style dataset for this demo.\n", - "(3) Compile the downloaded Flickr dataset into a database that Caffe can then consume." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import os\n", - "os.chdir('..')\n", - "import sys\n", - "sys.path.insert(0, './python')\n", - "\n", - "import caffe\n", - "import numpy as np\n", - "from pylab import *\n", - "%matplotlib inline" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# This downloads the ilsvrc auxiliary data (mean file, etc),\n", - "# and a subset of 2000 images for the style recognition task.\n", - "!data/ilsvrc12/get_ilsvrc_aux.sh\n", - "!scripts/download_model_binary.py models/bvlc_reference_caffenet\n", - "!python examples/finetune_flickr_style/assemble_data.py \\\n", - " --workers=-1 --images=2000 --seed=1701 --label=5" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's show what is the difference between the fine-tuning network and the original caffe model." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "!diff models/bvlc_reference_caffenet/train_val.prototxt models/finetune_flickr_style/train_val.prototxt" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For your record, if you want to train the network in pure C++ tools, here is the command:\n", - "\n", - "\n", - "build/tools/caffe train \\\n", - " -solver models/finetune_flickr_style/solver.prototxt \\\n", - " -weights models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel \\\n", - " -gpu 0\n", - "\n", - "\n", - "However, we will train using Python in this example." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "niter = 200\n", - "# losses will also be stored in the log\n", - "train_loss = np.zeros(niter)\n", - "scratch_train_loss = np.zeros(niter)\n", - "\n", - "caffe.set_device(0)\n", - "caffe.set_mode_gpu()\n", - "# We create a solver that fine-tunes from a previously trained network.\n", - "solver = caffe.SGDSolver('models/finetune_flickr_style/solver.prototxt')\n", - "solver.net.copy_from('models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel')\n", - "# For reference, we also create a solver that does no finetuning.\n", - "scratch_solver = caffe.SGDSolver('models/finetune_flickr_style/solver.prototxt')\n", - "\n", - "# We run the solver for niter times, and record the training loss.\n", - "for it in range(niter):\n", - " solver.step(1) # SGD by Caffe\n", - " scratch_solver.step(1)\n", - " # store the train loss\n", - " train_loss[it] = solver.net.blobs['loss'].data\n", - " scratch_train_loss[it] = scratch_solver.net.blobs['loss'].data\n", - " if it % 10 == 0:\n", - " print 'iter %d, finetune_loss=%f, scratch_loss=%f' % (it, train_loss[it], scratch_train_loss[it])\n", - "print 'done'" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's look at the training loss produced by the two training procedures respectively." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "plot(np.vstack([train_loss, scratch_train_loss]).T)" - ], - "language": "python", - "metadata": { - "scrolled": false - }, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Notice how the fine-tuning procedure produces a more smooth loss function change, and ends up at a better loss. A closer look at small values, clipping to avoid showing too large loss during training:" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "plot(np.vstack([train_loss, scratch_train_loss]).clip(0, 4).T)" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's take a look at the testing accuracy after running 200 iterations. Note that we are running a classification task of 5 classes, thus a chance accuracy is 20%. As we will reasonably expect, the finetuning result will be much better than the one from training from scratch. Let's see." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "test_iters = 10\n", - "accuracy = 0\n", - "scratch_accuracy = 0\n", - "for it in arange(test_iters):\n", - " solver.test_nets[0].forward()\n", - " accuracy += solver.test_nets[0].blobs['accuracy'].data\n", - " scratch_solver.test_nets[0].forward()\n", - " scratch_accuracy += scratch_solver.test_nets[0].blobs['accuracy'].data\n", - "accuracy /= test_iters\n", - "scratch_accuracy /= test_iters\n", - "print 'Accuracy for fine-tuning:', accuracy\n", - "print 'Accuracy for training from scratch:', scratch_accuracy" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Huzzah! So we did finetuning and it is awesome. Let's take a look at what kind of results we are able to get with a longer, more complete run of the style recognition dataset. Note: the below URL might be occassionally down because it is run on a research machine.\n", - "\n", - "http://demo.vislab.berkeleyvision.org/" - ] - } - ], - "metadata": {} - } - ] + "nbformat": 4, + "nbformat_minor": 0 } From f3d3a7b955dfba8e027e326d128ff8754d9e2f92 Mon Sep 17 00:00:00 2001 From: Jeff Donahue Date: Sun, 14 Feb 2016 18:18:28 -0800 Subject: [PATCH 09/28] improve finetuning notebook: -make nets using net spec -solvers created inline as well -two-stage finetuning (first fc8 only, then end-to-end) -show a couple sample results --- examples/03-fine-tuning.ipynb | 798 +++++++++++++++++++++++++++++++++++++++--- 1 file changed, 745 insertions(+), 53 deletions(-) diff --git a/examples/03-fine-tuning.ipynb b/examples/03-fine-tuning.ipynb index 3c543c50010..c209fab67bc 100644 --- a/examples/03-fine-tuning.ipynb +++ b/examples/03-fine-tuning.ipynb @@ -8,7 +8,7 @@ "\n", "In this example, we'll explore a common approach that is particularly useful in real-world applications: take a pre-trained Caffe network and fine-tune the parameters on your custom data.\n", "\n", - "The upside of such approach is that, since pre-trained networks are learned on a large set of images, the intermediate layers capture the \"semantics\" of the general visual appearance. Think of it as a very powerful feature that you can treat as a black box. On top of that, only a few layers will be needed to obtain a very good performance of the data." + "The advantage of this approach is that, since pre-trained networks are learned on a large set of images, the intermediate layers capture the \"semantics\" of the general visual appearance. Think of it as a very powerful generic visual feature that you can treat as a black box. On top of that, only a relatively small amount of data is needed for good performance on the target task." ] }, { @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "collapsed": false }, @@ -33,20 +33,63 @@ "os.chdir('..')\n", "import sys\n", "sys.path.insert(0, './python')\n", + "import tempfile\n", "\n", "import caffe\n", + "caffe.set_mode_gpu()\n", + "caffe.set_device(0)\n", "import numpy as np\n", "from pylab import *\n", - "%matplotlib inline" + "%matplotlib inline\n", + "\n", + "# Helper function for deprocessing preprocessed images, e.g., for display.\n", + "def deprocess_net_image(image):\n", + " image = image.copy() # don't modify destructively\n", + " image = image[::-1] # BGR -> RGB\n", + " image = image.transpose(1, 2, 0) # CHW -> HWC\n", + " image += [123, 117, 104] # (approximately) undo mean subtraction\n", + "\n", + " # clamp values in [0, 255]\n", + " image[image < 0], image[image > 255] = 0, 255\n", + "\n", + " # round and cast from float32 to uint8\n", + " image = np.round(image)\n", + " image = np.require(image, dtype=np.uint8)\n", + "\n", + " return image" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading...\n", + "--2016-02-15 03:53:47-- http://dl.caffe.berkeleyvision.org/caffe_ilsvrc12.tar.gz\n", + "Resolving dl.caffe.berkeleyvision.org (dl.caffe.berkeleyvision.org)... 169.229.222.251\n", + "Connecting to dl.caffe.berkeleyvision.org (dl.caffe.berkeleyvision.org)|169.229.222.251|:80... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 17858008 (17M) [application/octet-stream]\n", + "Saving to: ‘caffe_ilsvrc12.tar.gz’\n", + "\n", + "100%[======================================>] 17,858,008 111MB/s in 0.2s \n", + "\n", + "2016-02-15 03:53:48 (111 MB/s) - ‘caffe_ilsvrc12.tar.gz’ saved [17858008/17858008]\n", + "\n", + "Unzipping...\n", + "Done.\n", + "Model already exists.\n", + "Downloading 2000 images with 11 workers...\n", + "Writing train/val for 2000 successfully downloaded images.\n" + ] + } + ], "source": [ "# This downloads the ilsvrc auxiliary data (mean file, etc),\n", "# and a subset of 2000 images for the style recognition task.\n", @@ -57,28 +100,360 @@ ] }, { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Define `weights`, the path to the weights we just downloaded,\n", + "# and make sure it exists.\n", + "weights = 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'\n", + "assert os.path.exists(weights)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll start by defining `caffenet`, a function which initializes the *CaffeNet* architecture (a minor variant on *AlexNet*), taking arguments specifying the data and number of output classes." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [], + "source": [ + "from caffe import layers as L\n", + "from caffe import params as P\n", + "\n", + "weight_param = dict(lr_mult=1, decay_mult=1)\n", + "bias_param = dict(lr_mult=2, decay_mult=0)\n", + "learned_param = [weight_param, bias_param]\n", + "\n", + "frozen_param = [dict(lr_mult=0)] * 2\n", + "\n", + "def conv_relu(bottom, ks, nout, stride=1, pad=0, group=1,\n", + " param=learned_param,\n", + " weight_filler=dict(type='gaussian', std=0.01),\n", + " bias_filler=dict(type='constant', value=0.1)):\n", + " conv = L.Convolution(bottom, kernel_size=ks, stride=stride,\n", + " num_output=nout, pad=pad, group=group,\n", + " param=param, weight_filler=weight_filler,\n", + " bias_filler=bias_filler)\n", + " return conv, L.ReLU(conv, in_place=True)\n", + "\n", + "def fc_relu(bottom, nout, param=learned_param,\n", + " weight_filler=dict(type='gaussian', std=0.005),\n", + " bias_filler=dict(type='constant', value=0.1)):\n", + " fc = L.InnerProduct(bottom, num_output=nout, param=param,\n", + " weight_filler=weight_filler,\n", + " bias_filler=bias_filler)\n", + " return fc, L.ReLU(fc, in_place=True)\n", + "\n", + "def max_pool(bottom, ks, stride=1):\n", + " return L.Pooling(bottom, pool=P.Pooling.MAX, kernel_size=ks, stride=stride)\n", + "\n", + "def caffenet(data, label=None, train=True, num_classes=1000,\n", + " classifier_name='fc8', learn_all=False):\n", + " \"\"\"Returns a NetSpec specifying CaffeNet, following the original proto text\n", + " specification (./models/bvlc_reference_caffenet/train_val.prototxt).\"\"\"\n", + " n = caffe.NetSpec()\n", + " n.data = data\n", + " param = learned_param if learn_all else frozen_param\n", + " n.conv1, n.relu1 = conv_relu(n.data, 11, 96, stride=4, param=param)\n", + " n.pool1 = max_pool(n.relu1, 3, stride=2)\n", + " n.norm1 = L.LRN(n.pool1, local_size=5, alpha=1e-4, beta=0.75)\n", + " n.conv2, n.relu2 = conv_relu(n.norm1, 5, 256, pad=2, group=2, param=param)\n", + " n.pool2 = max_pool(n.relu2, 3, stride=2)\n", + " n.norm2 = L.LRN(n.pool2, local_size=5, alpha=1e-4, beta=0.75)\n", + " n.conv3, n.relu3 = conv_relu(n.norm2, 3, 384, pad=1, param=param)\n", + " n.conv4, n.relu4 = conv_relu(n.relu3, 3, 384, pad=1, group=2, param=param)\n", + " n.conv5, n.relu5 = conv_relu(n.relu4, 3, 256, pad=1, group=2, param=param)\n", + " n.pool5 = max_pool(n.relu5, 3, stride=2)\n", + " n.fc6, n.relu6 = fc_relu(n.pool5, 4096, param=param)\n", + " n.drop6 = L.Dropout(n.relu6, in_place=True)\n", + " n.fc7, n.relu7 = fc_relu(n.drop6, 4096, param=param)\n", + " n.drop7 = L.Dropout(n.relu7, in_place=True)\n", + " # always learn fc8 (param=learned_param)\n", + " fc8 = L.InnerProduct(n.drop7, num_output=num_classes, param=learned_param)\n", + " # give fc8 the name specified by argument `classifier_name`\n", + " n.__setattr__(classifier_name, fc8)\n", + " if not train:\n", + " n.probs = L.Softmax(fc8)\n", + " if label is not None:\n", + " n.label = label\n", + " n.loss = L.SoftmaxWithLoss(fc8, n.label)\n", + " n.acc = L.Accuracy(fc8, n.label)\n", + " # write the net to a temporary file and return its filename\n", + " with tempfile.NamedTemporaryFile(delete=False) as f:\n", + " f.write(str(n.to_proto()))\n", + " return f.name" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, we'll define our \"solver\" which trains the network by specifying the locations of the train and test nets we defined above, as well as setting values for various parameters used for learning, display, and \"snapshotting\"." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from caffe.proto import caffe_pb2\n", + "\n", + "def solver(train_net_path, test_net_path=None, base_lr=0.001):\n", + " s = caffe_pb2.SolverParameter()\n", + "\n", + " # Specify locations of the train and (maybe) test networks.\n", + " s.train_net = train_net_path\n", + " if test_net_path is not None:\n", + " s.test_net.append(test_net_path)\n", + " s.test_interval = 1000 # Test after every 1000 training iterations.\n", + " s.test_iter.append(100) # Test on 100 batches each time we test.\n", + "\n", + " s.max_iter = 100000 # # of times to update the net (training iterations)\n", + " \n", + " # Solve using the stochastic gradient descent (SGD) algorithm.\n", + " s.solver_type = caffe_pb2.SolverParameter.SGD\n", + "\n", + " # Set the initial learning rate for SGD.\n", + " s.base_lr = base_lr\n", + "\n", + " # Set `lr_policy` to define how the learning rate changes during training.\n", + " # Here, we 'step' the learning rate by multiplying it by a factor `gamma`\n", + " # every `stepsize` iterations.\n", + " s.lr_policy = 'step'\n", + " s.gamma = 0.1\n", + " s.stepsize = 20000\n", + "\n", + " # Set other SGD hyperparameters. Setting a non-zero `momentum` takes a\n", + " # weighted average of the current gradient and previous gradients to make\n", + " # learning more stable. L2 weight decay regularizes learning, to help prevent\n", + " # the model from overfitting.\n", + " s.momentum = 0.9\n", + " s.weight_decay = 5e-4\n", + "\n", + " # Display the current training loss and accuracy every 1000 iterations.\n", + " s.display = 1000\n", + "\n", + " # Snapshots are files used to store networks we've trained. Here, we'll\n", + " # snapshot every 10K iterations -- ten times during training.\n", + " s.snapshot = 10000\n", + " s.snapshot_prefix = 'models/finetune_flickr_style/finetune_flickr_style'\n", + "\n", + " # Train on the GPU. Using the CPU to train large networks is very slow.\n", + " s.solver_mode = caffe_pb2.SolverParameter.GPU\n", + " \n", + " # Write the solver to a temporary file and return its filename.\n", + " with tempfile.NamedTemporaryFile(delete=False) as f:\n", + " f.write(str(s))\n", + " return f.name" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, let's create a *CaffeNet* that takes unlabeled \"dummy data\" as input, allowing us to set its input images externally and see what classes it predicts." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "dummy_data = L.DummyData(shape=dict(dim=[1, 3, 227, 227]))\n", + "orig_net_filename = caffenet(data=dummy_data, train=False)\n", + "orig_net = caffe.Net(orig_net_filename, weights, caffe.TEST)" + ] + }, + { "cell_type": "markdown", "metadata": {}, "source": [ - "Let's show what is the difference between the fine-tuning network and the original caffe model." + "Finally, let's create a solver to train a net for our new task.\n", + "\n", + "The new network will also use the *CaffeNet* architecture, but its input is the Flickr style data we downloaded, and its output is a distribution over 20 classes rather than the original 1000 ImageNet classes. We'll also rename the classification layer from `fc8` to `fc8_flickr` to tell Caffe not to load the original classifier (`fc8`) weights from the pretrained model." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "!diff models/bvlc_reference_caffenet/train_val.prototxt models/finetune_flickr_style/train_val.prototxt" + "def style_net(train=True, learn_all=False):\n", + " subset = 'train' if train else 'test'\n", + " source = './data/flickr_style/%s.txt' % subset\n", + " transform_param = dict(mirror=train, crop_size=227,\n", + " mean_file='./data/ilsvrc12/imagenet_mean.binaryproto')\n", + " style_data, style_label = L.ImageData(\n", + " transform_param=transform_param, source=source,\n", + " batch_size=50, new_height=256, new_width=256, ntop=2)\n", + " return caffenet(data=style_data, label=style_label, train=train,\n", + " num_classes=20, classifier_name='fc8_flickr',\n", + " learn_all=learn_all)\n", + "\n", + "style_solver_filename = solver(style_net(train=True))\n", + "style_solver = caffe.get_solver(style_solver_filename)\n", + "style_solver.net.copy_from(weights)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load the 1000 ImageNet labels to view predictions from the original ImageNet-pretrained model." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "labels_file = './data/ilsvrc12/synset_words.txt'\n", + "assert os.path.exists(labels_file)\n", + "\n", + "imagenet_labels = np.loadtxt(labels_file, str, delimiter='\\t')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Call `forward` on `style_solver.net` to get a batch of style training data. (Use the argument `end='data'` to only run the network through the layer named `data` -- the first layer in this case.)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "style_solver.net.forward(end='data')\n", + "style_data_batch = style_solver.net.blobs['data'].data.copy()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Copy one of the style net training images from the batch of 50 (we'll arbitrarily choose #8 here) over to `orig_net`, the ImageNet-pretrained network. Run the image through that network to view its top 5 predicted classes from the 1000 ImageNet classes.\n", + "\n", + "Below we chose an image where the network's predictions happen to be reasonable, as the image is of a beach, and \"sandbar\" and \"seashore\" both happen to be ImageNet-1000 categories. For other images, the predictions won't be this good, sometimes due to the network actually failing to recognize the object(s) present in the image, but perhaps even more often due to the fact that not all images contain an object from the (somewhat arbitrarily chosen) 1000 ImageNet categories. Modify the `batch_index` variable by changing its default setting of 8 to another value from 0-49 (since the batch size is 50) to see predictions for other images in the batch. (To go beyond this batch of 50 images, first rerun the *above* cell to load a fresh batch of data into `style_net`.)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "top 5 predicted ImageNet labels =\n", + "\t(1) 48.77% n09421951 sandbar, sand bar\n", + "\t(2) 29.36% n09428293 seashore, coast, seacoast, sea-coast\n", + "\t(3) 14.87% n02894605 breakwater, groin, groyne, mole, bulwark, seawall, jetty\n", + "\t(4) 4.09% n09332890 lakeside, lakeshore\n", + "\t(5) 1.38% n09399592 promontory, headland, head, foreland\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Q4fIUFjEakfOvEpV+RCKdtmnGI8iOMrZuI9KQJHpwDEFIr4ZmpWMPq3+zcK9u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\nX3p6zs9/9Q2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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "batch_index = 8\n", + "image = style_data_batch[batch_index]\n", + "orig_net.blobs['data'].data[0, ...] = image\n", + "probs = orig_net.forward()['probs'][0]\n", + "k = 5\n", + "top_k = (-probs).argsort()[:k]\n", + "print 'top %d predicted ImageNet labels =' % k\n", + "print '\\n'.join('\\t(%d) %5.2f%% %s' % (i + 1, 100 * probs[p], imagenet_labels[p])\n", + " for i, p in enumerate(top_k))\n", + "plt.imshow(deprocess_net_image(image))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we tried to look at `style_solver.net`'s predictions, we wouldn't see anything useful as its classifier been trained yet. (The line below should output `True`, indicating the net's predictions from its classifier layer, `fc8_flickr`, are all zeroes.)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.all(style_solver.net.blobs['fc8_flickr'].data == 0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "For your record, if you want to train the network in pure C++ tools, here is the command:\n", + "Now we'll invoke the solver to train the style net's classification layer.\n", + "\n", + "For the record, if you want to train the network using only the command line tool, this is the command:\n", "\n", "\n", "build/tools/caffe train \\\n", @@ -92,52 +467,139 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "niter = 200\n", - "# losses will also be stored in the log\n", - "train_loss = np.zeros(niter)\n", - "scratch_train_loss = np.zeros(niter)\n", + "def run_solvers(niter, solvers, disp_interval=10):\n", + " \"\"\"Run solvers for niter iterations,\n", + " returning the loss and accuracy recorded each iteration.\n", + " `solvers` is a list of (name, solver) tuples.\"\"\"\n", + " blobs = ('loss', 'acc')\n", + " loss, acc = ({s: np.zeros(niter) for _, s in solvers} for _ in blobs)\n", + " for it in range(niter):\n", + " for _, s in solvers:\n", + " s.step(1) # run a single SGD step in Caffe\n", + " loss[s][it], acc[s][it] = (s.net.blobs[b].data.copy()\n", + " for b in blobs)\n", + " if it % disp_interval == 0 or it + 1 == niter:\n", + " loss_disp = '; '.join('%s: loss=%.3f, acc=%2d%%' %\n", + " (name, loss[s][it], np.round(100*acc[s][it]))\n", + " for name, s in solvers)\n", + " print '%3d) %s' % (it, loss_disp) \n", + " # Save the learned weights from both nets.\n", + " weight_dir = tempfile.mkdtemp()\n", + " weights = []\n", + " for name, s in solvers:\n", + " filename = 'weights.%s.caffemodel' % name\n", + " weights.append(os.path.join(weight_dir, filename))\n", + " s.net.save(weights[-1])\n", + " return (loss, acc), weights" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running solvers for 200 iterations...\n", + " 0) pretrained: loss=2.996, acc= 0%; scratch: loss=2.996, acc= 0%\n", + " 10) pretrained: loss=1.315, acc=48%; scratch: loss=2.701, acc=14%\n", + " 20) pretrained: loss=1.120, acc=52%; scratch: loss=2.290, acc=12%\n", + " 30) pretrained: loss=0.940, acc=60%; scratch: loss=1.984, acc=22%\n", + " 40) pretrained: loss=0.875, acc=62%; scratch: loss=1.810, acc=24%\n", + " 50) pretrained: loss=1.077, acc=56%; scratch: loss=1.773, acc=32%\n", + " 60) pretrained: loss=0.918, acc=60%; scratch: loss=1.753, acc=16%\n", + " 70) pretrained: loss=0.952, acc=64%; scratch: loss=1.692, acc=30%\n", + " 80) pretrained: loss=0.969, acc=68%; scratch: loss=1.681, acc=34%\n", + " 90) pretrained: loss=1.105, acc=52%; scratch: loss=1.681, acc=24%\n", + "100) pretrained: loss=1.045, acc=60%; scratch: loss=1.654, acc=30%\n", + "110) pretrained: loss=0.815, acc=66%; scratch: loss=1.654, acc=30%\n", + "120) pretrained: loss=0.983, acc=62%; scratch: loss=1.652, acc=26%\n", + "130) pretrained: loss=1.243, acc=44%; scratch: loss=1.638, acc=28%\n", + "140) pretrained: loss=1.068, acc=64%; scratch: loss=1.658, acc=18%\n", + "150) pretrained: loss=0.621, acc=74%; scratch: loss=1.659, acc=20%\n", + "160) pretrained: loss=0.915, acc=66%; scratch: loss=1.639, acc=26%\n", + "170) pretrained: loss=1.088, acc=60%; scratch: loss=1.663, acc=20%\n", + "180) pretrained: loss=0.777, acc=66%; scratch: loss=1.667, acc=10%\n", + "190) pretrained: loss=0.749, acc=72%; scratch: loss=1.642, acc=20%\n", + "199) pretrained: loss=0.852, acc=62%; scratch: loss=1.646, acc=14%\n", + "Done.\n" + ] + } + ], + "source": [ + "niter = 200 # number of iterations to train\n", "\n", - "caffe.set_device(0)\n", - "caffe.set_mode_gpu()\n", - "# We create a solver that fine-tunes from a previously trained network.\n", - "solver = caffe.SGDSolver('models/finetune_flickr_style/solver.prototxt')\n", - "solver.net.copy_from('models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel')\n", - "# For reference, we also create a solver that does no finetuning.\n", - "scratch_solver = caffe.SGDSolver('models/finetune_flickr_style/solver.prototxt')\n", + "# Reset style_solver as before.\n", + "style_solver_filename = solver(style_net(train=True))\n", + "style_solver = caffe.get_solver(style_solver_filename)\n", + "style_solver.net.copy_from(weights)\n", + "\n", + "# For reference, we also create a solver that isn't initialized from\n", + "# the pretrained ImageNet weights.\n", + "scratch_style_solver_filename = solver(style_net(train=True))\n", + "scratch_style_solver = caffe.get_solver(scratch_style_solver_filename)\n", + "\n", + "print 'Running solvers for %d iterations...' % niter\n", + "solvers = [('pretrained', style_solver),\n", + " ('scratch', scratch_style_solver)]\n", + "metrics, trained_weights = run_solvers(niter, solvers)\n", + "print 'Done.'\n", "\n", - "# We run the solver for niter times, and record the training loss.\n", - "for it in range(niter):\n", - " solver.step(1) # SGD by Caffe\n", - " scratch_solver.step(1)\n", - " # store the train loss\n", - " train_loss[it] = solver.net.blobs['loss'].data\n", - " scratch_train_loss[it] = scratch_solver.net.blobs['loss'].data\n", - " if it % 10 == 0:\n", - " print 'iter %d, finetune_loss=%f, scratch_loss=%f' % (it, train_loss[it], scratch_train_loss[it])\n", - "print 'done'" + "loss, acc = metrics\n", + "train_loss, scratch_train_loss = loss[style_solver], loss[scratch_style_solver]\n", + "style_weights, scratch_style_weights = trained_weights\n", + "\n", + "# Delete solvers to save memory.\n", + "del style_solver, scratch_style_solver" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Let's look at the training loss produced by the two training procedures respectively." + "Let's look at the training loss produced by the two training procedures respectively. Notice how quickly the ImageNet pretrained model's loss value (blue) drops below the *final* loss value of the randomly initialized model (green)." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": { "collapsed": false, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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16ECFxsrLndAiG9iyaJ56Cli71rXbZxiGcRfOyKLZCaCblLJaCDEFwHIAutMA\nzZ8//9zfqampSE1NNfu/smliWz9HhGFsWTRlZUBaGnDjja7bPsMwjC3S0tKQlpbmlHUZGugkhEgG\n8I2UcrCBZXMAjJBSllq8b3OgEwCMG0fzsl50kd0mOUxUFHDBBcCvv5q/39QEBAQAgwYBmZmu2z7D\nMExraMtApzZbNEKIRNE8blgIMRp00yi18zFd4uOBoqK2tsg6Ulq3aE6fphGux465p7OXYRjG1RhJ\nk1wK4FcA/YQQuUKIe4QQc4QQc5oXuQnAbiFEBoDXANzmaGNSU4FZs4CnnyYxdjZnz1KkrmfRlJUB\ncXH09PDTT87fNsMwjLvxmlo0ipwcYPhwYP9+IDGx9du58krgv/8lP9+SoiIgIYEmF8nJMf/fzp10\nc7ntNpobduHC1m+bYRjG2XjUonE2KSlAjx7AiRPGlj94EHjkEfpbSmDdOnpPD1WmQM+iKSsDYmKA\n3/wG+OUXx9rOMAzjTXidwANA587GBX7vXlNqY1kZUF8PHD2qv2xlJfn81iyamBgqWXzqlEPNZhiG\n8Sq8UuCTkowLfGGhSZALC+m3LYHv2NF2BB8VBZw50+omMwzDeB3tXuCLiigDpqYGKCig96yVHa6q\noo7U2tqWnbhK4MPD6QbQ0OB4+43y44/AggWu3w7DMOcnXivwJ08aW1ZF7QUF9BMebjuCj4gAgoJa\nRvFK4IWgZdwRxe/ZA6xY4frtMAxzfuKVAt8aD14J/KlTJPAjR9oW+PBwIDjYusADZNOcPu1Q01tF\nWRn1IbjjaYFhmPMPrxR4rUVTUwM0NlpftqiIRPvkSRL7UaOA48f18+i9UeBra4FDh1y/LYZhzj+8\nXuB/9ztg8mSgooLma73sMqC62rRsYSGVF1ARfM+eZLEoP16LEviQkJaZNJ4Q+NJSwM+PSyMwDOMa\nvFLgExOpXEBjI7BpE1WaTEkBvv6asmDuustUVrioCLjwQpPAJyZSHr2eTeONEfywYcCuXa7fFuP9\nNDRwnwzjXLxS4Dt0ILE9dIisl5UrgXfeATZsAD76CMjLo9GqTU1ASYl5BJ+YSCNVjx6lC0brbxsV\n+MhI9wl8aqrvRfAHD5L1xLSOQ4eAe+7xdCsYX8IrBR4gm2blSmDIEKryeMMNJMxBQcDNN1NpgdJS\nsmO6dTN58NoIfto04JVXTOv0NoumrAyYONH3BP7mm4Hp0233nTAtKSujgIU73Rln4dUCv2IFZcVY\n0q8fcOBMXGoPAAAgAElEQVQA2TPx8UCnTqYIXtWaefdd4PvvgW3bTJ+zFsE3NZGgR0fTa3d68MOH\n04VdZm/OrHZEcTFw+DDwhz94uiXti9LmGqxczZRxFl4t8Bs3AiNGtPyfEvjCQhL0Tp1IUKQkAU9O\nBrKzgddfN4+OrQl8RQVF9QHN05+4Q+ClJFGPjQUGDwYyMly7PXdSWkr9Je+/75qqoL6Kusmr1F+G\naSteK/CdO1NkrRfBp6SQJZObaxL4sjKyZ4QAJkwAFi8G7r2XllFZN1VVVPPd0qLR2jOAewS+poYy\naEJCgKlTgU8+cc12qquBHTtcs249ampI1Lt1oxupXjYTo09bBb7UoVkYGF/GawU+KYnEuK/O5H8B\nARSlb9xIFk1wMNkrqrxwdDRw993UWduvHw0mAlpG8FLS47AnBF67zXvvBT77zDXbXLcOmDHD+eu1\nhnoqEQLo3Ztz/FuDEmhHBP7MGf1rhTm/8VqB79GDBi35++v/v39/KuubkECvO3Uy/a3lwgtNNo2l\nwO/dCwwYQE8DlgLv6lIFpaWmbXbqBEyaBCxZ4ti6pAR69dKvknnqFJCVZT52wJWUlprm1O3ThwW+\nNZSV0VOdI7OaVVRQBy13bDNavFbgr7iCfFxr9OtHtVzi4+l1p076E4QMGdJS4JVFU1BAEfxbbzk3\ngq+tpQvOFpZPDfffT+1whNOnqc9Br82nTpHVtXu3Y+tuLZYCf/iwe7brC5SV0UA9RyJ4dQOvrHRu\nm5j2jdcKvJ8f5aNbo18/+q2N4PUE3lYEX1pKN4iVK50r8IsWAY8+ansZZWUoUlPpws7La/321Khf\nvYv71CmytHbubP16HUH7ZMIWTesoLaXz2hGBr6qi36198szL0y+f7Qs0NPB4DK8VeHsogVcR/IQJ\n+h2yF15II0XVhNuWAn/ttRRpOlPgT5ywHzFbRvBCAGPHAlu2OLY9wHSRazl1io5NWwR+yRLjncAc\nwTtOWRlZj22J4O09OVry0EPAP/7R+u21BxYuNM32dr7S7gVeRfC//z1w3XUtl0tIoMFRBw4AdXUk\n7lqB79gRePFF4NJLTZ9pq8AXFpLvbStFUBvpKsaMATZvbv32VGllaxH81KlAenrr16vYuNE0a5Y9\ntALfu7cpfdXZnDljKlfhK7QlgndU4E+cAN5+m2ZCcxX19Z7pG9iwwbHryZdotwIfF0c58l262F/2\n9ttpRGt4OEXKyoNXYnTDDcBVV5mWj4igaNjRk7KwkMTWlt1iGcEDrovgJ08G9u2jG5wjFBbSJOhG\n0FpP0dF0M3XFFIgzZ1L5CnfzxReum7O3rKztFk1rBb6ggOYpdmUNnHnzgL//3XXr10NKqmOVleW7\nFpQR2q3AA8D27S1FUo+HHiKbITycXmsj+Li4lsv7+dGyrb1YFEVFQGgoiao1LD14gLKGdu5sfTRl\nz4Pv2ZPSSm21xxZK4I1E4toIHjBu0xw6RBekUUpKgP/8x70Dqerr6ZH/9dedv2418K2tEXxrPHgp\nSeD/8hfgX/9q/TaNcuSI+4uoZWdTmnT//u5LMPBG2rXAGyUlhWwKPYG3FFlFWwqOFRYC48fbF3jL\nm1NUFKWH7tnTuu2dOEE2lGUEX1lpGt07bJjjo2ULC4HycmPCY2k9Ge1off311mURVVbS8d2+3fhn\nHKGpCZg1i25SX3xBlt4PPzjf0qiupsAiIYHW3dq0VkcsmjNnqAN++nQ656xNlNNW8vKArVsdS/90\nlE2bgHHj6CnfXQkG3sh5IfAA8Mc/mgaCKIumpMS6wLfFhy8qoqyYrCzry+h58IC+D3/2LE1iYo0T\nJ0hILSP4U6cou0gIGhns6AjJwkIaL2DEptGL4A8eNF+mrs78ZiQlsGoVfR9GqagAbruNag65klWr\nKF136lTqjJw/n/bJ2TaNdoBYQkLrxdARi6aggM6PwEDqv/rii9Zt0yj5+VRz6bvvXLN+PbQC786R\n3N7GeSPwY8cC33xDfxuJ4B0V+NpaiqbGjWt9BK/aaenD/+1vwOjR1gXwxAkSHcsIXgk8QE8kjgze\nqq2l9Y4d65jADxpkGkmsePNN4PHHTa/376eJ0ltTZKuykqy3Tz5xrU3z6quUjXHjjXT8rrmG+mtW\nrnTudrQ3fEcE3hGL5tQpU2rxTTcBy5a1bptGqK+nfbnnHmDNGuev3xpK4IcPZ4E/72irwOfnW8/g\nKCqix/gLLiCBtyY+eh480DKCLy8nr/k3vwEefrjl8lLaj+ABEnhH+hSKiykVdeBAxwReOw5BkZlp\n7ouuXk1ZTJY3sFWrgOee099ORQU9kQlBx8gVZGTQ08fNN9NsYhkZNLL6qquobc5Eez4kJLT+aau6\nmmy61kbwSuAvuYSstNzc1m1XUV9PmWqWnDpF588111AmljuyaaqqqC3Dh9NAx6wsxxMM2jvnpcBb\nZtHoYUvgr7ySUsv0KCqiCzQ+njxVaxeqtQj+ggvoBqIKT735JgnKBx9Q6eOhQ8n+UR2XpaXUoZuQ\nYF/gHYngVcXO/v1J4PfutZ1bbHlMU1LoPa0IZ2WZ3/xWr6ZZuiwj+B079GvlS2kqHOeIGBrl/feB\nOXOos04IUx/O8OEkpM7svNOeD47sU1UVfdeOWDQA7eO11wJffmn/c+npLUtBp6VRTSVL8vKArl2p\n+FxEBHW4upoNG2hMTHAwXRu9erW+X8tXOC8FPjiYREelTOphrR5NQwNFdS++qN/RVlhI4i4ERQ9L\nl7ZcRmVM6Al8QAD5hlu3kj2ycCHw5z/TibppE/DeezSRyWWXUabAyZOmwmyusGi0Ar9vH3DfffRE\nobfvDQ3UBu0IZD8/smmUGEpJN4qzZ03ppFu3AtdfT5/Vrjcvz7zNKsumpoai1YAAx+wMo+zeTdaU\nJX5+VFritdecty1Li8aRCD4x0XGLBgCmTAHWr7f/uXXrSES1lJTob1sJPEAirzK+XMnatVTqRDFw\noO3+MF/GrsALId4XQhQIIazGK0KIhUKIQ0KIXUKIYc5tovMJDqYTTS9FUmEtgs/OphO2Tx+aNlCx\nbh1FTyqCByjKf/XVltkhp09TGwID9betfPhVqyiiHzCA3o+Lo8hk7lyKoG67jaL9pCSKLm1F8BER\nbRP45GRTPnv37i07TgGK0qOiSAC1aG2akydJnIcPp4vu11/p74gIEjhtydv8fFObT58GLr6YbhAV\nFaZoOj6+bRH8mTN0LEeObOmr799PNzY9fvc7inadVQ5Za9E4sk/V1W2L4AESeyMd3RkZLdtXVqaf\nppufbxL4pCTPCHzfvudvyQwjEfxiAFda+6cQYiqA3lLKPgBmA3CwZJb7CAmxnUED0EmpN/pTXfRP\nPQW8/LLp/YceIoFQETxAvvj69cBjj5lPw3bsGKVDWkP58P/7H3DnnfrLPPQQidPSpZQh4+oIPiDA\nNLho6FBz66Sqim5k1iwvrcBnZdENa8AAeiL46SfqXwCo70Jr0+TlmQSrvJz826oqEpKICHq/rRbN\nihV0rC+4wDwPv7yctm1tIF3HjnSDtZc/brRtlnMCt/a7ctSi0UbwsbHGasqnp1Mgo+1fKi3VF3ht\nBJ+URILvSo4do7YM04SZ53NVU7sCL6X8GYCtCeWuBfBh87JbAEQLIXTKfnkPwcH025bA3303iY+l\nyCuBuvhi8sFraqjD9cgR8si1ETxAg4w6daLIX3H0KHnT1hgzhiLbH36g7AY9/PwoE+Wjj4xF8I52\nsiqBB8iaGTSoZcfpwYMUBW/bZl3gd+2iv7UCn5XVUuC1EaTWolEeflmZeQTfVosmK4uivUmTzL+j\nAwdo0JHl04iWmTOB5cv1/1dXBzz9NH03RkYna2+OERGt/64ctWi0EXxMjP2pI2tq6DgJYd5G9b1Y\nkpdnukl26eL6CH7tWvoutd+bUYF3pPzFqlWkFd6KMzz4LgC0fe95ALo6Yb0uw4jAR0TQBfrEE+bv\nqwg+IIBE+vBhyjyorSWB0wqiQomZ4uhRsjyskZREVsdll5nmidVj+nTalhJ4ywj+5EnnRfBaLAVe\nie8rr+j3KwweTJ1cTU3mAp+RQYNQxo2j5eLiTBF8dTWJntaiUdvSRvBttWhUe3r2BHJyTO8fOGDd\nnlGkpFiPSP/2N7pJ33478OOP9tuhjeAdFXgjEXxtLdlRVVUtI3gjAr9nD1kenTqZ31hLS0n8LbNk\nLCN4Vwv8d9+Z2zOASeDtpdPefnvrs6O++858n9xhQbWGACetR1i81j2U8+fPP/d3amoqUlNTnbT5\n1qE6Vm0JPADMnk01NPbsocgVIEGYNYv+VnPDxsSQbZGeThensmgUSuCnTaPXOTm2BR4AbrmFIhFb\nBAdTdk2fPnRhayP4ykq6WDt3pteuFPiyMrrod+6ki8SS6GgS7wMH6AZ57bWmCVtGjTJF41qLJj+f\nvP78fLowLQVeG8H/+mvr90uRlUVtSUgwj+Bt+e+KuDhqS01Ny876X36h4KC+njrK582zvS5tJ6sj\nAm/UojlwgLKTVq1qKfAhIXQTPnvWFARZkpFB53pWFgl8r170vroxVFZScKKw9OBdbdEcPEjnpxbV\n16ZSfq1x5Ij5OWCEjRupT0nRvz89GYWGmi9XUEBPqzffTK+XL6fUUb0JjdLS0pCWlta6hljBGQKf\nD6Cb5nXX5vdaoBV4T2IkggcodWzgQBpFOmiQKQNEdXoqgVedn1VVJDZ/+Yv5egYOpDQyxdGjZPHY\n4qWXjO3Llc29I4cPmwv8nj3UTjWRuIrwm5r0bYe6OvIv+/Qxf19P4JOT6WahbIWyMirNEBVl/ZjO\nnk1PHLm51K6uXeki0B6HuDiTRZOfT9spLqboVCvwZ8+ae/COWjT19XSz7duXLtLKShLIiAj6nvVu\nVlr8/OgGeuKESegAOsY7dtA5ERAA3HEHRc5aIdCyaxdl7Gg7xJ1l0TQ0mM4BgNJcg4NpBHBQkPmN\nSQhTFK8CA8XPP9ONOj2d/O3iYvMnJ+XdawW+qYmOTVISvW5NBL9vH2UqWWbr2KOoqKWIC2HqaC0q\noifbyy4zX0ZKOjdtjRi3pLKSbniDB9Pr+npToGUp8Js2AS+8QALf1EQBnHoassQy+F2wYIHxRlng\nDItmBYC7AEAIMRZAuZTSq6daDgykL92ewAPmnXgFBST6KiJQAn/oEAnjqFEkRNYieIU9D94RLDtZ\nd+82j2T8/emkszbjzzPPmG4WWvQEXgg6qVUUX15OwjB/fsvHY8W8eXR8qqtJ3P38qGNT+xCnjeDV\no7168tAKvKUHr76foqLWDWg5coS2ERxM+5SSYrJpjETwAPnKllHpwYO0Lx07kij260epoHp88w09\nqT33HEXGQNsEvqrKZEWoTmKtbbJ3L+Wrb9igP0GOnk0jJd2gJ06k9g4d2vLGqj6jbXdREYm9CqiU\nwBsZefzZZxTxtrZ4WnExHXdLlE3z3HPmyRHa9ldXtxzotXOn9YF0W7bQ8VKjiC1/ayktNd08Tp0y\nBReuxkia5FIAvwLoJ4TIFULcI4SYI4SYAwBSytUAsoUQhwG8DeABl7bYCQhBJ52tNElFYqIpFU75\ntQo9gQf0PXhtNUZ7HrwjWHayZma2fFS1liq5bRtZPYWF5lkUUupHRIB5x2lZGQnZ1Kn02KmHEJRx\nsmmT6Qnim2/MyzRrO1mtCbxKx9Pz4GfMsD3No+LgQdpPy+9T+fD19fSobvk0o4eewG/bZjoXABol\nqvLLGxpoAJUSgU2baODYPffQMQIct2giIui8Vjf6I0fo2GiLiO3dS09Nl15q3sGqUAIvJXD55fQ9\n7NxJN84VK0x2ZHx8Sw9eO9iuooKeErpqeuNCQ+mJwZ7PD1AKalRU6+YxOH2atqH3pNSnD30vX39t\nOm+15ObS8beM4P/4R+Dbb83fW7uWou+NG+kYqe9SHXdrAl9SQsuobbiquJsWI1k0t0spk6SUgVLK\nblLK96WUb0sp39Ys86CUsreUcoiUsl3UbgsObn0Ev3+/aaIRwFzge/emizooyCQ+iuhoei83l07u\npiZjZY5bQ2gonVgqC0BP4K1l0jz4IEU1loWZqqpIjMPCWn6mZ0+ydADrg7Ys8fc3Pc4CdPPU2kXa\nTlZLgS8vpycvywi+Y0fafmMjCZGRNL+//AX4059aCnxKCgl7Tg4JtzUfWotRgV+6FFi8mKL1WbPM\nb46Wx87RCD4szPwmrkaNaksI7N1LduNvf0vfoSVqLEJ5OXUOP/ssldqePp1mBsvMJOG17NwuK6M+\nEyXw48bRuWRZDM6ID6+slOnT9auFWnsCsBaMACTwixbRYK6qqpajpnNz6bhYRvDHj7eM4F9+mW6Q\nX3xB36fRCF6tTwm8V0TwvopRgddG8Dk55l5rx44kWocO0fsjR1L2hLDscobJplH2jN4ybcHfn/ap\npoYugN27zcUU0O9olZLE5vrrqf3aC0rPnlFoH9GVRdNWLCP4Ll3MI/ju3Vtm0QQEkODs20ffk5FH\n+hMngA8/pMjMMoLPziZh05v+UQ9rAq/9/KRJNDDq++9p8pVJk0xRrJ7Ah4VRP4O1ui1nzlD6rBI6\nKUlUQkLMb+JK4NWgtJoaErA+fahfYPHilutWEfzJk3SDXbmSjtX06ebLab//2lp66klMpG1LSdfE\nxx9T0KDFiA//1VdU3XLUKP1CYS+/THagJbYEvm9fOqazZpk/fSqOH6eCflqbr6lJX+Dz86m0xr59\nFMGryN3ytxatwB87Rk9PLPAuJCTEmCglJpoildxcGm6tpW9f6pBSj4Z//KP+etRwaVfYMwrVkZqf\nT9GupTgrsczIMGX0lJWZanZYCnx+vv5jPGD+ZKMsmrai58GraPb0aRocZhnBA3RR//AD/W1E4E+e\npBvazz/rC/xbb1FJBiNYCnx9PUW5WmHr0IFsmI8/prITHTuaLvjy8pbHTtW9qaig9X34ofn/09Mp\nelTR5tmz9H37+5tH/0eO0P6pCH7/fgpEVG0dvSBDdZqrCqXPPkuBgqVdpY3g1U0qIoJuvtXV1Ba9\nMiBGBH7FChJ4y/NRsX69fukBVehPj/79yQ6cPFm/AF5uLl2XnTqZ2ldQQGJvKfB5edSndPIk6UFd\nnWkQHmA9gg8PN0Xwqaks8C5l0SJT6qMtEhJMEbyewPfrR/aMPQYPpojRSIqko4SF0QVm2cGqUAK/\nb59p8g9VywagC2rbNtPy2dnmTyxa9C7wtqK1aFR6nTaCVwKvjeAB+o6+/55usNYKxK1cSZGlqr75\n0kv03VkK/Pr1JJjaOXptoRX4d94hO2bAgJY2nRYlooD1Y6eE+uhR4IEHzG0J5UurAVTKnlGf01o0\nU6eaBH7vXurYtoU2gk9Kom2rm6cWbQSvsqnUTclWET8jFk1ODrWzf3/6rrTfqZS033rZLrYi+PBw\nOgf8/alGlGUEr67t7t1N61YWpFbgKyvpphsTQzcT7RSg9iyaIUNMEfzEieYCLyX1wxixGFvDeSvw\nqanm6WPW0Fo0x4/TCaBFnYj2mDGDLpyXXnJ9BJ+Z2dKeAUximZdHF05jI/1WKXG9etEFqvb3yBHr\nAq+N4J1l0URH0wVUWUlWTWKiucAnJ+tH8AkJlBUydqx+BL9nD3X+FhXR//396WaRlWWes52cTBfq\nnDm2R7BqUQJfWUklKebNs1+wS1tzx57Al5SQYGj3KyODvhdVVrq62pSWZ2nROCrw2vNCr2aStpPV\nMoK3dcNXo1lPntTvbJWS9jkujr6noUPNZ2Q6coS+Iz2Bt5fnrlACX1FBk7ioFMlu3ehHPRkdP05t\n0Ap8fj7tg/bpJyyMvgN7Fs3QoSTux4+T/aTKbgCUZbV4sfMnRTlvBd4o8fF0wtXXU3qTZW2Shx6i\nk8QeQUH0WN3UZCw7wxFUBK8dmKVFRXd5eZTNUVBAF5q6kIUw72jNztbviANMF7iqjOkMi8bPj9bz\nt7/Ro7S/v3kna48eLbNoVFuqq6nkgZ7AL1lCv3NyWu6vlvBwqi/TmqHnSUm0zrQ0uminTrUdvQPm\nEbyeRQOYCzxgbmtkZFDaohL4qiqTwKvP1dXRZ8aPN5UR2LyZxM0WlhG8NdQTnJStj+DXr6cbjd4U\njWrqQmXvjBhhbtNs2UKpuHopsbYieC0XXEB21b330mC03btJ1Lt3bxnB9+1rLvDa0guK0FD6DuxZ\nNMOGmSL45GT6UVH8J5/Qtlng3UyHDiQye/bQI1mHDub/Dw62f0ErunalqFGbGuhMVKrkwYP6TxUq\nusvLo9cqktdeyKNGmS4oWxF8cDBdhOXlzrNoADrGCxeacpX1LBq9CD4ggGr4WFo0jY1U9XPQoJYC\nr8fSpcbSZxUhIdSWjz+2P/JYoSJ4Ka0//SihVpaVEvjaWvp+Z86kKLSuzjyCV587doyEKCiIAopv\nviFrTm+sg2XbLCN4a/sdGEjbsozgbQl8nz60TxdfrG+nFRebH/+RI807WjdvBi66iNpmafUYFfiw\nMBLTrCzq/P78c5Ml2K2bucAPGdIygu9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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plot(np.vstack([train_loss, scratch_train_loss]).T)" ] @@ -146,47 +608,277 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Notice how the fine-tuning procedure produces a more smooth loss function change, and ends up at a better loss. A closer look at small values, clipping to avoid showing too large loss during training:" + "Let's take a look at the testing accuracy after running 200 iterations of training. Note that we're classifying among 20 classes, giving chance accuracy of 5%. We expect the result from training using the ImageNet pretraining initialization to be much better than the one from training from scratch. Let's see." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ - "plot(np.vstack([train_loss, scratch_train_loss]).clip(0, 4).T)" + "def eval_style_net(weights, test_iters=10):\n", + " test_net = caffe.Net(style_net(train=False), weights, caffe.TEST)\n", + " accuracy = 0\n", + " for it in xrange(test_iters):\n", + " accuracy += test_net.forward()['acc']\n", + " accuracy /= test_iters\n", + " return test_net, accuracy" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy, trained from ImageNet initialization: 48.4%\n", + "Accuracy, trained from random initialization: 23.6%\n" + ] + } + ], + "source": [ + "test_net, accuracy = eval_style_net(style_weights)\n", + "print 'Accuracy, trained from ImageNet initialization: %3.1f%%' % (100*accuracy, )\n", + "scratch_test_net, scratch_accuracy = eval_style_net(scratch_style_weights)\n", + "print 'Accuracy, trained from random initialization: %3.1f%%' % (100*scratch_accuracy, )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Let's take a look at the testing accuracy after running 200 iterations. Note that we are running a classification task of 5 classes, thus a chance accuracy is 20%. As we will reasonably expect, the finetuning result will be much better than the one from training from scratch. Let's see." + "Finally, we'll train both nets again, starting from the weights we just learned. The only difference this time is that we'll be learning the weights \"end-to-end\" by turning on learning in *all* layers of the network, starting from the RGB `conv1` filters directly applied to the input image. We pass the argument `learn_all=True` to the `style_net` function defined earlier in this notebook, which tells the function to apply a positive (non-zero) `lr_mult` value for all parameters. Under the default, learn_all=False, all parameters in the pretrained layers (`conv1` through `fc7`) are frozen (`lr_mult = 0`), and we learn only the classifier layer `fc8_flickr`.\n", + "\n", + "Note that both networks start at roughly the accuracy achieved at the end of the previous training session, and improve significantly with end-to-end training. To be more scientific, we'd also want to follow the same additional training procedure *without* the end-to-end training, to ensure that our results aren't better simply because we trained for twice as long. Feel free to try this yourself!" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running solvers for 200 iterations...\n", + " 0) pretrained, end-to-end: loss=0.852, acc=64%; scratch, end-to-end: loss=1.616, acc=28%\n", + " 10) pretrained, end-to-end: loss=1.095, acc=62%; scratch, end-to-end: loss=1.663, acc=14%\n", + " 20) pretrained, end-to-end: loss=0.741, acc=70%; scratch, end-to-end: loss=1.651, acc=12%\n", + " 30) pretrained, end-to-end: loss=0.892, acc=76%; scratch, end-to-end: loss=1.594, acc=20%\n", + " 40) pretrained, end-to-end: loss=0.748, acc=68%; scratch, end-to-end: loss=1.576, acc=22%\n", + " 50) pretrained, end-to-end: loss=0.849, acc=68%; scratch, end-to-end: loss=1.604, acc=30%\n", + " 60) pretrained, end-to-end: loss=0.843, acc=64%; scratch, end-to-end: loss=1.474, acc=40%\n", + " 70) pretrained, end-to-end: loss=0.587, acc=74%; scratch, end-to-end: loss=1.490, acc=30%\n", + " 80) pretrained, end-to-end: loss=0.498, acc=78%; scratch, end-to-end: loss=1.398, acc=44%\n", + " 90) pretrained, end-to-end: loss=0.810, acc=68%; scratch, end-to-end: loss=1.490, acc=34%\n", + "100) pretrained, end-to-end: loss=0.791, acc=70%; scratch, end-to-end: loss=1.490, acc=28%\n", + "110) pretrained, end-to-end: loss=0.690, acc=72%; scratch, end-to-end: loss=1.552, acc=34%\n", + "120) pretrained, end-to-end: loss=0.706, acc=70%; scratch, end-to-end: loss=1.545, acc=32%\n", + "130) pretrained, end-to-end: loss=0.548, acc=76%; scratch, end-to-end: loss=1.515, acc=24%\n", + "140) pretrained, end-to-end: loss=0.478, acc=84%; scratch, end-to-end: loss=1.517, acc=32%\n", + "150) pretrained, end-to-end: loss=0.362, acc=84%; scratch, end-to-end: loss=1.506, acc=32%\n", + "160) pretrained, end-to-end: loss=0.527, acc=82%; scratch, end-to-end: loss=1.407, acc=36%\n", + "170) pretrained, end-to-end: loss=0.668, acc=68%; scratch, end-to-end: loss=1.639, acc=34%\n", + "180) pretrained, end-to-end: loss=0.420, acc=84%; scratch, end-to-end: loss=1.485, acc=38%\n", + "190) pretrained, end-to-end: loss=0.431, acc=82%; scratch, end-to-end: loss=1.407, acc=44%\n", + "199) pretrained, end-to-end: loss=0.368, acc=82%; scratch, end-to-end: loss=1.401, acc=40%\n", + "Done.\n" + ] + } + ], + "source": [ + "end_to_end_net = style_net(train=True, learn_all=True)\n", + "\n", + "# Set base_lr to 1e-3, the same as last time when learning only the classifier.\n", + "# You may want to play around with different values of this or other\n", + "# optimization parameters when fine-tuning. For example, if learning diverges\n", + "# (e.g., the loss gets very large or goes to infinity/NaN), you should try\n", + "# decreasing base_lr (e.g., to 1e-4, then 1e-5, etc., until you find a value\n", + "# for which learning does not diverge).\n", + "base_lr = 0.001\n", + "\n", + "style_solver_filename = solver(end_to_end_net, base_lr=base_lr)\n", + "style_solver = caffe.get_solver(style_solver_filename)\n", + "style_solver.net.copy_from(style_weights)\n", + "\n", + "scratch_style_solver_filename = solver(end_to_end_net, base_lr=base_lr)\n", + "scratch_style_solver = caffe.get_solver(scratch_style_solver_filename)\n", + "scratch_style_solver.net.copy_from(scratch_style_weights)\n", + "\n", + "print 'Running solvers for %d iterations...' % niter\n", + "solvers = [('pretrained, end-to-end', style_solver),\n", + " ('scratch, end-to-end', scratch_style_solver)]\n", + "_, finetuned_weights = run_solvers(niter, solvers)\n", + "print 'Done.'\n", + "\n", + "style_weights_ft, scratch_style_weights_ft = finetuned_weights\n", + "\n", + "# Delete solvers to save memory.\n", + "del style_solver, scratch_style_solver" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's now test the end-to-end finetuned models. Since all layers have been optimized for the style recognition task at hand, we expect both nets to get better results than the ones above, which were achieved by nets with only their classifier layers trained for the style task (on top of either ImageNet pretrained or randomly initialized weights)." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy, finetuned from ImageNet initialization: 55.0%\n", + "Accuracy, finetuned from random initialization: 40.6%\n" + ] + } + ], + "source": [ + "test_net, accuracy = eval_style_net(style_weights_ft)\n", + "print 'Accuracy, finetuned from ImageNet initialization: %3.1f%%' % (100*accuracy, )\n", + "scratch_test_net, scratch_accuracy = eval_style_net(scratch_style_weights_ft)\n", + "print 'Accuracy, finetuned from random initialization: %3.1f%%' % (100*scratch_accuracy, )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, let's look at our style model's predictions for an image.\n", + "\n", + "We'll first get set up by running `test_net.forward()` to make sure a batch of data is loaded into the net, and then reading the list of style labels from `style_names.txt`." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Labels: Detailed, Pastel, Melancholy, Noir, HDR, Vintage, Long Exposure, Horror, Sunny, Bright, Hazy, Bokeh, Serene, Texture, Ethereal, Macro, Depth of Field, Geometric Composition, Minimal, Romantic\n" + ] + } + ], + "source": [ + "test_net.forward()\n", + "with open('examples/finetune_flickr_style/style_names.txt', 'r') as f:\n", + " style_labels = [l.strip() for l in f.readlines()]\n", + "print 'Labels:', ', '.join(style_labels)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "actual label = Pastel\n", + "top 5 predicted style labels =\n", + "\t(1) 76.31% Pastel\n", + "\t(2) 13.16% Detailed\n", + "\t(3) 7.38% Melancholy\n", + "\t(4) 2.29% HDR\n", + "\t(5) 0.41% Noir\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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n2ZH2OsQ2ed6t6rKc2U79fLpxdxwwTw4MLlR8nyi6uGUWc7e8mtA64oqBJESM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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "batch_index = 15\n", + "image = test_net.blobs['data'].data[batch_index]\n", + "probs = test_net.blobs['probs'].data[batch_index]\n", + "k = 5\n", + "top_k = (-probs).argsort()[:k]\n", + "print 'actual label =', style_labels[int(test_net.blobs['label'].data[batch_index])]\n", + "print 'top %d predicted style labels =' % k\n", + "print '\\n'.join('\\t(%d) %5.2f%% %s' % (i + 1, 100 * probs[p], style_labels[p])\n", + " for i, p in enumerate(top_k))\n", + "plt.imshow(deprocess_net_image(image))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Of course, we can again look at the ImageNet model's predictions for the above image:" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "top 5 predicted ImageNet labels =\n", + "\t(1) 38.11% n02840245 binder, ring-binder\n", + "\t(2) 12.11% n03857828 oscilloscope, scope, cathode-ray oscilloscope, CRO\n", + "\t(3) 8.52% n03291819 envelope\n", + "\t(4) 5.49% n03794056 mousetrap\n", + "\t(5) 5.23% n03666591 lighter, light, igniter, ignitor\n" + ] + } + ], "source": [ - "test_iters = 10\n", - "accuracy = 0\n", - "scratch_accuracy = 0\n", - "for it in arange(test_iters):\n", - " solver.test_nets[0].forward()\n", - " accuracy += solver.test_nets[0].blobs['accuracy'].data\n", - " scratch_solver.test_nets[0].forward()\n", - " scratch_accuracy += scratch_solver.test_nets[0].blobs['accuracy'].data\n", - "accuracy /= test_iters\n", - "scratch_accuracy /= test_iters\n", - "print 'Accuracy for fine-tuning:', accuracy\n", - "print 'Accuracy for training from scratch:', scratch_accuracy" + "orig_net.blobs['data'].data[0, ...] = image\n", + "probs = orig_net.forward()['probs'][0]\n", + "k = 5\n", + "top_k = (-probs).argsort()[:k]\n", + "print 'top %d predicted ImageNet labels =' % k\n", + "print '\\n'.join('\\t(%d) %5.2f%% %s' % (i + 1, 100 * probs[p], imagenet_labels[p])\n", + " for i, p in enumerate(top_k))" ] }, { From 7df0c778b9c8a484942ce68fec9ed2543bfa5861 Mon Sep 17 00:00:00 2001 From: Evan Shelhamer Date: Mon, 15 Feb 2016 14:26:36 -0800 Subject: [PATCH 10/28] rearrange notebooks: drop logreg, surgery from sequence --- examples/{0-caffe-intro.ipynb => 00-caffe-intro.ipynb} | 0 examples/{00-classification.ipynb => 01-classification.ipynb} | 0 examples/{01-learning-lenet.ipynb => 02-learning-lenet.ipynb} | 0 examples/{02-brewing-logreg.ipynb => brewing-logreg.ipynb} | 0 examples/{04-net-surgery.ipynb => net-surgery.ipynb} | 0 5 files changed, 0 insertions(+), 0 deletions(-) rename examples/{0-caffe-intro.ipynb => 00-caffe-intro.ipynb} (100%) rename examples/{00-classification.ipynb => 01-classification.ipynb} (100%) rename examples/{01-learning-lenet.ipynb => 02-learning-lenet.ipynb} (100%) rename examples/{02-brewing-logreg.ipynb => brewing-logreg.ipynb} (100%) rename examples/{04-net-surgery.ipynb => net-surgery.ipynb} (100%) diff --git a/examples/0-caffe-intro.ipynb b/examples/00-caffe-intro.ipynb similarity index 100% rename from examples/0-caffe-intro.ipynb rename to examples/00-caffe-intro.ipynb diff --git a/examples/00-classification.ipynb b/examples/01-classification.ipynb similarity index 100% rename from examples/00-classification.ipynb rename to examples/01-classification.ipynb diff --git a/examples/01-learning-lenet.ipynb b/examples/02-learning-lenet.ipynb similarity index 100% rename from examples/01-learning-lenet.ipynb rename to examples/02-learning-lenet.ipynb diff --git a/examples/02-brewing-logreg.ipynb b/examples/brewing-logreg.ipynb similarity index 100% rename from examples/02-brewing-logreg.ipynb rename to examples/brewing-logreg.ipynb diff --git a/examples/04-net-surgery.ipynb b/examples/net-surgery.ipynb similarity index 100% rename from examples/04-net-surgery.ipynb rename to examples/net-surgery.ipynb From 36f6436df761061746170b0e1d1c23f0f08630f0 Mon Sep 17 00:00:00 2001 From: Evan Shelhamer Date: Mon, 15 Feb 2016 14:53:01 -0800 Subject: [PATCH 11/28] notebook: first sip runs CaffeNet (only simpler choice is lenet) --- examples/00-caffe-intro.ipynb | 138 ++++++++++++++++++++++++++++++++++++++++-- 1 file changed, 133 insertions(+), 5 deletions(-) diff --git a/examples/00-caffe-intro.ipynb b/examples/00-caffe-intro.ipynb index c6be2644f67..b50c2c066ca 100644 --- a/examples/00-caffe-intro.ipynb +++ b/examples/00-caffe-intro.ipynb @@ -50,7 +50,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Let's load a Caffe network and check that it runs." + "Now load the `caffe` Python module and switch to GPU mode for computation." ] }, { @@ -61,20 +61,148 @@ }, "outputs": [], "source": [ + "caffe_root = '../' # this file should be run from {caffe_root}/examples (otherwise change this line)\n", + "\n", "# make sure that caffe is in our import path\n", "import sys\n", - "sys.path.insert(0, '../python')\n", + "sys.path.insert(0, caffe_root + 'python')\n", "\n", "# load caffe and switch to the GPU\n", "import caffe\n", "caffe.set_mode_gpu()\n", "caffe.set_device(0)\n", "\n", + "# import standard array and plotting toolkit\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The next step is to collect the materials we'll need for our first sip:\n", + "\n", + "1. a pre-trained network for off-the-shelf use\n", + "2. the category names to understand the output" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# make sure we have the CaffeNet model weights\n", + "import os\n", + "if os.path.isfile(caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'):\n", + " print 'CaffeNet found.'\n", + "else:\n", + " print 'Downloading pre-trained CaffeNet model...'\n", + " !../scripts/download_model_binary.py ../models/bvlc_reference_caffenet\n", + "\n", + "# load ImageNet labels (for understanding the output)\n", + "labels_file = caffe_root + 'data/ilsvrc12/synset_words.txt'\n", + "if not os.path.exists(labels_file):\n", + " !../data/ilsvrc12/get_ilsvrc_aux.sh\n", + "labels = np.loadtxt(labels_file, str, delimiter='\\t')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With `caffe` ready, let's load our pre-trained CaffeNet (a variant of the ILSVRC2012-winning AlexNet by Krizhevsky et al.)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ "# load and run the net\n", - "net = caffe.Net('mnist/lenet.prototxt', caffe.TEST)\n", - "out = net.forward()\n", + "model_def = caffe_root + 'models/bvlc_reference_caffenet/deploy.prototxt'\n", + "model_weights = caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'\n", + "\n", + "net = caffe.Net(model_def, # defines the structure of the model\n", + " model_weights, # contains the trained weights\n", + " caffe.TEST) # for deployment (in contrast to caffe.TRAIN)\n", + "\n", + "print 'Loaded net.'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Before checking the net let's define an input pre-processor, `transformer`, to help feed an image into the net." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# configure input pre-processing\n", + "mu = np.load(caffe_root + 'python/caffe/imagenet/ilsvrc_2012_mean.npy')\n", + "mu = mu.mean(1).mean(1) # average over pixels to obtain the mean (BGR) pixel values\n", + "transformer = caffe.io.Transformer({'data': net.blobs['data'].data.shape})\n", + "transformer.set_transpose('data', (2,0,1)) # move image channels to outermost dimension\n", + "transformer.set_mean('data', mu) # subtract the dataset-mean value in each channel\n", + "transformer.set_raw_scale('data', 255) # rescale from [0, 1] to [0, 255]\n", + "transformer.set_channel_swap('data', (2,1,0)) # swap channels from RGB to BGR\n", + "print 'Configured input.'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Time for an image:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "image = caffe.io.load_image(caffe_root + 'examples/images/cat.jpg')\n", + "transformed_image = transformer.preprocess('data', image)\n", + "plt.imshow(image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Adorable. Let's classify!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "net.blobs['data'].data[...] = transformed_image\n", + "net.forward()\n", + "output_prob = net.blobs['prob'].data[0]\n", "\n", - "print 'done!'" + "print 'What does the net say?\\n', labels[output_prob.argmax()]" ] }, { From babf74b891e83c13d570ac58eb0ba1a96a5006cb Mon Sep 17 00:00:00 2001 From: Jeff Donahue Date: Mon, 15 Feb 2016 14:56:28 -0800 Subject: [PATCH 12/28] reorganized and added section headers to finetuning notebook --- examples/03-fine-tuning.ipynb | 678 ++++++++++++++++++++++++++---------------- 1 file changed, 428 insertions(+), 250 deletions(-) diff --git a/examples/03-fine-tuning.ipynb b/examples/03-fine-tuning.ipynb index c209fab67bc..6f2ad91b2f7 100644 --- a/examples/03-fine-tuning.ipynb +++ b/examples/03-fine-tuning.ipynb @@ -60,6 +60,21 @@ ] }, { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1. Setup and dataset download\n", + "\n", + "Download data required for this exercise.\n", + "\n", + "- `get_ilsvrc_aux.sh` to download the ImageNet data mean, labels, etc.\n", + "- `download_model_binary.py` to download the pretrained reference model\n", + "- `finetune_flickr_style/assemble_data.py` downloadsd the style training and testing data\n", + "\n", + "We'll download just a small subset of the full dataset for this exercise: just 2000 of the 80K images, from 5 of the 20 style categories. (To download the full dataset, set `full_dataset = True` in the cell below.)" + ] + }, + { "cell_type": "code", "execution_count": 2, "metadata": { @@ -71,16 +86,16 @@ "output_type": "stream", "text": [ "Downloading...\n", - "--2016-02-15 03:53:47-- http://dl.caffe.berkeleyvision.org/caffe_ilsvrc12.tar.gz\n", + "--2016-02-15 15:09:00-- http://dl.caffe.berkeleyvision.org/caffe_ilsvrc12.tar.gz\n", "Resolving dl.caffe.berkeleyvision.org (dl.caffe.berkeleyvision.org)... 169.229.222.251\n", "Connecting to dl.caffe.berkeleyvision.org (dl.caffe.berkeleyvision.org)|169.229.222.251|:80... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 17858008 (17M) [application/octet-stream]\n", "Saving to: ‘caffe_ilsvrc12.tar.gz’\n", "\n", - "100%[======================================>] 17,858,008 111MB/s in 0.2s \n", + "100%[======================================>] 17,858,008 112MB/s in 0.2s \n", "\n", - "2016-02-15 03:53:48 (111 MB/s) - ‘caffe_ilsvrc12.tar.gz’ saved [17858008/17858008]\n", + "2016-02-15 15:09:00 (112 MB/s) - ‘caffe_ilsvrc12.tar.gz’ saved [17858008/17858008]\n", "\n", "Unzipping...\n", "Done.\n", @@ -91,12 +106,23 @@ } ], "source": [ + "# Download just a small subset of the data for this exercise.\n", + "# (2000 of 80K images, 5 of 20 labels.)\n", + "# To download the entire dataset, set `full_dataset = True`.\n", + "full_dataset = False\n", + "if full_dataset:\n", + " NUM_STYLE_IMAGES = NUM_STYLE_LABELS = -1\n", + "else:\n", + " NUM_STYLE_IMAGES = 2000\n", + " NUM_STYLE_LABELS = 5\n", + "\n", "# This downloads the ilsvrc auxiliary data (mean file, etc),\n", "# and a subset of 2000 images for the style recognition task.\n", "!data/ilsvrc12/get_ilsvrc_aux.sh\n", "!scripts/download_model_binary.py models/bvlc_reference_caffenet\n", "!python examples/finetune_flickr_style/assemble_data.py \\\n", - " --workers=-1 --images=2000 --seed=1701 --label=5" + " --workers=-1 --seed=1701 \\\n", + " --images=$NUM_STYLE_IMAGES --label=$NUM_STYLE_LABELS" ] }, { @@ -117,6 +143,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "### 2. Defining and running the nets\n", + "\n", "We'll start by defining `caffenet`, a function which initializes the *CaffeNet* architecture (a minor variant on *AlexNet*), taking arguments specifying the data and number of output classes." ] }, @@ -177,11 +205,17 @@ " n.conv5, n.relu5 = conv_relu(n.relu4, 3, 256, pad=1, group=2, param=param)\n", " n.pool5 = max_pool(n.relu5, 3, stride=2)\n", " n.fc6, n.relu6 = fc_relu(n.pool5, 4096, param=param)\n", - " n.drop6 = L.Dropout(n.relu6, in_place=True)\n", - " n.fc7, n.relu7 = fc_relu(n.drop6, 4096, param=param)\n", - " n.drop7 = L.Dropout(n.relu7, in_place=True)\n", + " if train:\n", + " n.drop6 = fc7input = L.Dropout(n.relu6, in_place=True)\n", + " else:\n", + " fc7input = n.relu6\n", + " n.fc7, n.relu7 = fc_relu(fc7input, 4096, param=param)\n", + " if train:\n", + " n.drop7 = fc8input = L.Dropout(n.relu7, in_place=True)\n", + " else:\n", + " fc8input = n.relu7\n", " # always learn fc8 (param=learned_param)\n", - " fc8 = L.InnerProduct(n.drop7, num_output=num_classes, param=learned_param)\n", + " fc8 = L.InnerProduct(fc8input, num_output=num_classes, param=learned_param)\n", " # give fc8 the name specified by argument `classifier_name`\n", " n.__setattr__(classifier_name, fc8)\n", " if not train:\n", @@ -200,7 +234,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now, we'll define our \"solver\" which trains the network by specifying the locations of the train and test nets we defined above, as well as setting values for various parameters used for learning, display, and \"snapshotting\"." + "Now, let's create a *CaffeNet* that takes unlabeled \"dummy data\" as input, allowing us to set its input images externally and see what ImageNet classes it predicts." ] }, { @@ -211,62 +245,22 @@ }, "outputs": [], "source": [ - "from caffe.proto import caffe_pb2\n", - "\n", - "def solver(train_net_path, test_net_path=None, base_lr=0.001):\n", - " s = caffe_pb2.SolverParameter()\n", - "\n", - " # Specify locations of the train and (maybe) test networks.\n", - " s.train_net = train_net_path\n", - " if test_net_path is not None:\n", - " s.test_net.append(test_net_path)\n", - " s.test_interval = 1000 # Test after every 1000 training iterations.\n", - " s.test_iter.append(100) # Test on 100 batches each time we test.\n", - "\n", - " s.max_iter = 100000 # # of times to update the net (training iterations)\n", - " \n", - " # Solve using the stochastic gradient descent (SGD) algorithm.\n", - " s.solver_type = caffe_pb2.SolverParameter.SGD\n", - "\n", - " # Set the initial learning rate for SGD.\n", - " s.base_lr = base_lr\n", - "\n", - " # Set `lr_policy` to define how the learning rate changes during training.\n", - " # Here, we 'step' the learning rate by multiplying it by a factor `gamma`\n", - " # every `stepsize` iterations.\n", - " s.lr_policy = 'step'\n", - " s.gamma = 0.1\n", - " s.stepsize = 20000\n", - "\n", - " # Set other SGD hyperparameters. Setting a non-zero `momentum` takes a\n", - " # weighted average of the current gradient and previous gradients to make\n", - " # learning more stable. L2 weight decay regularizes learning, to help prevent\n", - " # the model from overfitting.\n", - " s.momentum = 0.9\n", - " s.weight_decay = 5e-4\n", - "\n", - " # Display the current training loss and accuracy every 1000 iterations.\n", - " s.display = 1000\n", - "\n", - " # Snapshots are files used to store networks we've trained. Here, we'll\n", - " # snapshot every 10K iterations -- ten times during training.\n", - " s.snapshot = 10000\n", - " s.snapshot_prefix = 'models/finetune_flickr_style/finetune_flickr_style'\n", - "\n", - " # Train on the GPU. Using the CPU to train large networks is very slow.\n", - " s.solver_mode = caffe_pb2.SolverParameter.GPU\n", - " \n", - " # Write the solver to a temporary file and return its filename.\n", - " with tempfile.NamedTemporaryFile(delete=False) as f:\n", - " f.write(str(s))\n", - " return f.name" + "dummy_data = L.DummyData(shape=dict(dim=[1, 3, 227, 227]))\n", + "orig_net_filename = caffenet(data=dummy_data, train=False)\n", + "orig_net = caffe.Net(orig_net_filename, weights, caffe.TEST)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Now, let's create a *CaffeNet* that takes unlabeled \"dummy data\" as input, allowing us to set its input images externally and see what classes it predicts." + "Define a function `style_net` which calls `caffenet` on data from the Flickr style dataset.\n", + "\n", + "The new network will also have the *CaffeNet* architecture, with differences in the input and output:\n", + "\n", + "- the input is the Flickr style data we downloaded, provided by an `ImageData` layer\n", + "- the output is a distribution over 20 classes rather than the original 1000 ImageNet classes\n", + "- the classification layer is renamed from `fc8` to `fc8_flickr` to tell Caffe not to load the original classifier (`fc8`) weights from the ImageNet-pretrained model" ] }, { @@ -277,18 +271,29 @@ }, "outputs": [], "source": [ - "dummy_data = L.DummyData(shape=dict(dim=[1, 3, 227, 227]))\n", - "orig_net_filename = caffenet(data=dummy_data, train=False)\n", - "orig_net = caffe.Net(orig_net_filename, weights, caffe.TEST)" + "def style_net(train=True, learn_all=False, subset=None):\n", + " if subset is None:\n", + " subset = 'train' if train else 'test'\n", + " source = './data/flickr_style/%s.txt' % subset\n", + " transform_param = dict(mirror=train, crop_size=227,\n", + " mean_file='./data/ilsvrc12/imagenet_mean.binaryproto')\n", + " style_data, style_label = L.ImageData(\n", + " transform_param=transform_param, source=source,\n", + " batch_size=50, new_height=256, new_width=256, ntop=2)\n", + " return caffenet(data=style_data, label=style_label, train=train,\n", + " num_classes=NUM_STYLE_LABELS,\n", + " classifier_name='fc8_flickr',\n", + " learn_all=learn_all)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Finally, let's create a solver to train a net for our new task.\n", + "Use the `style_net` function defined above to initialize `untrained_style_net`, a *CaffeNet* with input images from the style dataset and weights from the pretrained ImageNet model.\n", + "\n", "\n", - "The new network will also use the *CaffeNet* architecture, but its input is the Flickr style data we downloaded, and its output is a distribution over 20 classes rather than the original 1000 ImageNet classes. We'll also rename the classification layer from `fc8` to `fc8_flickr` to tell Caffe not to load the original classifier (`fc8`) weights from the pretrained model." + "Call `forward` on `untrained_style_net` to get a batch of style training data." ] }, { @@ -299,49 +304,70 @@ }, "outputs": [], "source": [ - "def style_net(train=True, learn_all=False):\n", - " subset = 'train' if train else 'test'\n", - " source = './data/flickr_style/%s.txt' % subset\n", - " transform_param = dict(mirror=train, crop_size=227,\n", - " mean_file='./data/ilsvrc12/imagenet_mean.binaryproto')\n", - " style_data, style_label = L.ImageData(\n", - " transform_param=transform_param, source=source,\n", - " batch_size=50, new_height=256, new_width=256, ntop=2)\n", - " return caffenet(data=style_data, label=style_label, train=train,\n", - " num_classes=20, classifier_name='fc8_flickr',\n", - " learn_all=learn_all)\n", - "\n", - "style_solver_filename = solver(style_net(train=True))\n", - "style_solver = caffe.get_solver(style_solver_filename)\n", - "style_solver.net.copy_from(weights)" + "untrained_style_net = caffe.Net(style_net(train=False, subset='train'),\n", + " weights, caffe.TEST)\n", + "untrained_style_net.forward()\n", + "style_data_batch = untrained_style_net.blobs['data'].data.copy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Load the 1000 ImageNet labels to view predictions from the original ImageNet-pretrained model." + "Load the 1000 ImageNet labels from `ilsvrc12/synset_words.txt`, and the 5 style labels from `finetune_flickr_style/style_names.txt`." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { - "collapsed": true + "collapsed": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loaded ImageNet labels:\n", + "n01440764 tench, Tinca tinca\n", + "n01443537 goldfish, Carassius auratus\n", + "n01484850 great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias\n", + "n01491361 tiger shark, Galeocerdo cuvieri\n", + "n01494475 hammerhead, hammerhead shark\n", + "n01496331 electric ray, crampfish, numbfish, torpedo\n", + "n01498041 stingray\n", + "n01514668 cock\n", + "n01514859 hen\n", + "n01518878 ostrich, Struthio camelus\n", + "...\n", + "\n", + "Loaded style labels:\n", + "Detailed, Pastel, Melancholy, Noir, HDR\n" + ] + } + ], "source": [ - "labels_file = './data/ilsvrc12/synset_words.txt'\n", - "assert os.path.exists(labels_file)\n", + "# Load ImageNet labels to imagenet_labels\n", + "imagenet_label_file = './data/ilsvrc12/synset_words.txt'\n", + "imagenet_labels = list(np.loadtxt(imagenet_label_file, str, delimiter='\\t'))\n", + "assert len(imagenet_labels) == 1000\n", + "print 'Loaded ImageNet labels:\\n', '\\n'.join(imagenet_labels[:10] + ['...'])\n", "\n", - "imagenet_labels = np.loadtxt(labels_file, str, delimiter='\\t')" + "# Load style labels to style_labels\n", + "style_label_file = 'examples/finetune_flickr_style/style_names.txt'\n", + "style_labels = list(np.loadtxt(style_label_file, str, delimiter='\\n'))\n", + "if NUM_STYLE_LABELS > 0:\n", + " style_labels = style_labels[:NUM_STYLE_LABELS]\n", + "print '\\nLoaded style labels:\\n', ', '.join(style_labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Call `forward` on `style_solver.net` to get a batch of style training data. (Use the argument `end='data'` to only run the network through the layer named `data` -- the first layer in this case.)" + "Copy one of the style net training images from the batch of 50 (we'll arbitrarily choose #8 here) over to `orig_net`, the ImageNet-pretrained network. Run the image through that network to view its top 5 predicted classes from the 1000 ImageNet classes.\n", + "\n", + "Below we chose an image where the network's predictions happen to be reasonable, as the image is of a beach, and \"sandbar\" and \"seashore\" both happen to be ImageNet-1000 categories. For other images, the predictions won't be this good, sometimes due to the network actually failing to recognize the object(s) present in the image, but perhaps even more often due to the fact that not all images contain an object from the (somewhat arbitrarily chosen) 1000 ImageNet categories. Modify the `batch_index` variable by changing its default setting of 8 to another value from 0-49 (since the batch size is 50) to see predictions for other images in the batch. (To go beyond this batch of 50 images, first rerun the *above* cell to load a fresh batch of data into `style_net`.)" ] }, { @@ -352,17 +378,21 @@ }, "outputs": [], "source": [ - "style_solver.net.forward(end='data')\n", - "style_data_batch = style_solver.net.blobs['data'].data.copy()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Copy one of the style net training images from the batch of 50 (we'll arbitrarily choose #8 here) over to `orig_net`, the ImageNet-pretrained network. Run the image through that network to view its top 5 predicted classes from the 1000 ImageNet classes.\n", + "def disp_preds(net, image, labels, k=5, name='ImageNet'):\n", + " batch_index = 8\n", + " input_blob = net.blobs['data']\n", + " net.blobs['data'].data[0, ...] = image\n", + " probs = net.forward(start='conv1')['probs'][0]\n", + " top_k = (-probs).argsort()[:k]\n", + " print 'top %d predicted %s labels =' % (k, name)\n", + " print '\\n'.join('\\t(%d) %5.2f%% %s' % (i+1, 100*probs[p], labels[p])\n", + " for i, p in enumerate(top_k))\n", "\n", - "Below we chose an image where the network's predictions happen to be reasonable, as the image is of a beach, and \"sandbar\" and \"seashore\" both happen to be ImageNet-1000 categories. For other images, the predictions won't be this good, sometimes due to the network actually failing to recognize the object(s) present in the image, but perhaps even more often due to the fact that not all images contain an object from the (somewhat arbitrarily chosen) 1000 ImageNet categories. Modify the `batch_index` variable by changing its default setting of 8 to another value from 0-49 (since the batch size is 50) to see predictions for other images in the batch. (To go beyond this batch of 50 images, first rerun the *above* cell to load a fresh batch of data into `style_net`.)" + "def disp_imagenet_preds(net, image):\n", + " disp_preds(net, image, imagenet_labels, name='ImageNet')\n", + "\n", + "def disp_style_preds(net, image):\n", + " disp_preds(net, image, style_labels, name='style')" ] }, { @@ -373,21 +403,9 @@ }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "top 5 predicted ImageNet labels =\n", - "\t(1) 48.77% n09421951 sandbar, sand bar\n", - "\t(2) 29.36% n09428293 seashore, coast, seacoast, sea-coast\n", - "\t(3) 14.87% n02894605 breakwater, groin, groyne, mole, bulwark, seawall, jetty\n", - "\t(4) 4.09% n09332890 lakeside, lakeshore\n", - "\t(5) 1.38% n09399592 promontory, headland, head, foreland\n" - ] - }, - { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 10, @@ -396,9 +414,9 @@ }, { "data": { - "image/png": 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Q4fIUFjEakfOvEpV+RCKdtmnGI8iOMrZuI9KQJHpwDEFIr4ZmpWMPq3+zcK9u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\nBirwAAAAAElFTkSuQmCC\n", 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yvUJS3DfmLUsURECnW6oGgUxGBSVh7180Q52jz0UjoWnYDZxRmdmA1bqxNeau\neUffgO3BSO9rH1FN2BftdUV0uV7gw0jD80V9Cxz0dpMRTH0eDYNXgv5wjU/Hv8Uiuzfd1Z7j/a86\n/Zb+js9xZBQzQ5iPH3jtlQG2n2vXcy0SsPskUSL9LMKSGX7fbMab5pkkmcYshB9vja9t4/cvwq/e\nLfzyqaC6cq/Ky1oRVf5QQ++uWXXHHC4NJL0oW0ZLFpxqwkmN+6WC9uq/MsqFVY1CKlvbcIOHzXi5\nVEo1fIu1IkXQElLUk+F0u6ojNJeIcfAIPW7JDNwZdR2bWzINzSDRtEukHOpxYF3C7yXMoQePOVGC\nzdnTiHd3YYYea69LEy9nyLpkANbHnedEmngwi82M1ozNgsE9bY3NnC1rTlqu81jy9kyrPbaP603o\ns8pxocu+0DsrHQYyuWYSz4jA388I5vOO4/ggkc8S9PlPz/vtIpaJ+D7Qv8C1kXO62UBKhwEMRnCj\n32E8PXDOdEycstLxusFT1tNXIhbgs6J8WZRXtXCfxr6iyqXBT9aNt81Gv6tn8lGyhjdPxu8ZfN2M\nu6J8eYbXJ+X1UtmKRUmKXMwCLApNo6y4qKRLLSz5TSMCEJy1peoiAYGLRBGUbTP+8N0Fu4O7k6a9\nNtZAJ4RmztNqGY0YM7hZZ2awbc5qIC2qCpFVmc2hmUbcv8moO1AS/vcQZclKSia+L0cLQrU0+g0X\nIH18nVcLPchzbHLk4GYj6hD33KzFseasFrkaDqytRaZoc1azOO5xboRt2zAlheryHVUTuq7bX8qY\nyTGj05cP6fbvo7FbULszl+OFH2QOk3SfkcM4JhPzeTaI6Z4HsdwJdmQ+Tn/nzgbB98VyGNu4qV8f\nO45VQ0LcF+XLRXmtlW/U+OH2RFHlpMo9zue18NWpctYoVYYIJ1VenIRXZ2FrAUefmvFkzpY1EbcW\n+vk3zfjGwKTxj9bG98/KXQbyvFZlOSkPlw1EKLUgQCMknrqz5Xy+bSsnUV6UKGNmvfKQOJhRSmQV\nPl5W1uZ8ZpVliTLoJYOwPKHy1hqLVehGvdTR1xa2gzXLikHh0hyxuNZcaImeel2T7lbU3GjFgZb7\nJIR6kgyvWRaeslHktBsWu5SPtyO7V50om761xppEbkZWUrZEA5FpieW8deI3n+TgqGiA5zyEbPiu\nhiN718UOtoDZkObTQu/H+/PMRrOZIMdv48utm7//t6NHYG6DBrtn4KC/X/V9lPIGUvfjPo3928Zw\nxXDketjUbFK8AAAgAElEQVRy+HBEV+Nj5Ol/sRS+LMLnVXhZCueygMNSKsWNlzVQwWYrT1ss+Cdp\nA65CSNsLzirwZELDuYiz0iWqc3Fnuxi/+yB8sSivCnzvrvKL9wuUQjPnMeMQ3DUWdmY8qjgNeOcb\njxVenCoVsiCo00zQZtQars13F6PZyt2pcNLGeakpYZNYAKwXVIkioc2CwCQhvWgwh9bA1TPUYzJy\nt+4C1FHjIDZKaRl70OMJbEB5c6dhuMU66Lp/SG/S4CeZBZnne7gH10QHHTkMdSG5SkRRSjCJgTZy\nD4XugclcD0/akplGbrSPW9zkCPOvf40f90DvGzR8lOjcRgTPmr7/9/cygk6EB2LsjOpqTM/0l8NN\n3qOWyDUBX6GB+diMSo7tlrs0mcFZY6u0V1V5tQhfqPJVE55y9yFHs1iHRbSfRsLR4+Y8WsDVloa1\nhvDOnbdpcTeCgFsvsJHtCXhjhrpzfnRevdl4WQsKvKjC907K61pYcgF7y3qJqTpc1sa7deNUlFMp\nVI3sS3WjmLHUgkmUY7OnxlrgabPJ3x9MZG1BNO5QkyDdI3lLRFDPvSFTsnby3UONe9p3dy8mxE9r\n/qVFh5Lz03c6WlOdHQFOGfvRLf0B2rpx1TCTHhs2UhDiz54fQSKLjjd7bsO+/GR4Fvp4VRlVn9/X\nPiIy6B+OGLwTRLyIIV1n9UFhEPTcz4eeVeZ+bxD6s/MPH2a4PqOS/rae3fzIDCZm8v5BXo+nxyMd\nx3jFMH6KlkOuAoJRtKaf2vjiHCXI19Z4MuFha1ya8eRBxI+tG62iXkEjJPnFnG/cuLiHIXKMR/e5\nzqi3LX3gl+Z80wy5hBGtKnz2CJ9X5ctaeFn7fgACGEspEcvocBKnSuOuCkuJTMgCLC0TpDQyIN2c\nrZExE2mpT7htAu4t9yEIxmCS1Zvp+C3TiDxwgUjcRzQ2UOmFSH1KFrK04nfo3zMOVzMu1iMYM39A\nuu6eTBrJ0GPCoDkMhH2vxixswqRaTIBTRZCSuQ2dScy1PGUPlf7u1kA8WvNvWck7Afnxt2k2mM67\n6n/qcyYeP5x0i6BmwofpnElSD8KemctPYY+4GkhHPe+h6qE+HcYwI4MjangGBfeLG/Dgztdb44Ky\n2caXZ+W1KheDt5vx9aXxZoO3m/NNqgNKEKkmAtgwNu9+8em5n9k2GAxhZw6xB7HjXBx+uDk/Xhs/\nVMv6ChHTcBLn3BpP1iBRjZpxvxROBc41d04Wx31DgVd3C/dVqQhFIwuxG0DdPCMA429n4mWz8KCU\nqG6s3isDCViX3HSQT/OeMLTD8mAGktO/77PYLJkQ7Nd49FNkro0ke6X7qWebxnm9srLisgd66vWb\nI6CpC9EeyxBMLd7hd1VNEOdqT0Sc2/A9FbpBNBPhPZO0NzhCX4gzI3i298BEbUfCnz8faX7cQ66P\nX52nxwsOz3FEKfPpnfCP0P/50J6hCmB3y4a//m2DFeHNZixibG78/cdHThlEs7pxafDOsjjn6Nb3\nv/19jDmcBr1TCfsK7nv8zc/bpWp0YBL3vAAnc87SuFPnXjXKuQlsGluRt9XR1jgNv7nF9mgi/GS7\ncFeV+6JUhfuqnESoxcfW5FX375GyHNvFmRtnzcpMKlQtQ4VorYUdpIXtpOTmspdUDzaLGIQefhy6\nfzxfGBujGEwASt/NXh1Rdqmex6Qziv45mUxfapKqjyZzG9mSxPld7ejHe6zIXOXvVvvo1ZGftWdS\nUp797P3DBx8uf59nYGYeMyO4iQKma0Y68Xz+jZMHAjkgFj/c7+Zw52snZuU70dwc3/vGcGiei35r\nzrsEst7HMw9JDgy6j73/nXeU6urSFRrxw5D8eg5EqCnA+ncFKiGRt25E8yA2Ic43d6rGDs3mUDM2\nAHqhlAg9ftOcRRsngZcL3GvUGOjTehJF1WJvSGmBHgiX3VNRFlFKE87VYvs1ERqFh23jsYVxUCSk\n/7u18biFYiFpUzhJr1ockxDBW+GZ6cmVY/X0peTBSMd3ckt47cSdv8NQXfpmM4ojPteK2AuwSs59\nREPad1hN6K0T4rM9FPzwOX6bheZ1PIEcFjV7JiSH48cKyp3lPnMRTpIZ2VfUuP6G1H/2fNPv7pkn\ncXWTK1rfJfGMhubfjv3nuOfxz7+Ne18P1Y9oaTZevq+P+fss7ft727FwjF88Kx0LGxHPX4jApiae\nKSPJDFKiIpG0VAjGEIQURV/xQCxPwEmE4j17MAju0Y3iERF4Ap6acFfCntBLiRUiBPlUnErselQU\nWB1jQyXCru9K7OZ8kpC/j1sUj2kp1leLTMrNuuTPSsZpv+gro6OAYp41IPt78jF1EQOw6/ax/0Ju\nqFKEIj3pKf5VjT0Xa9mlvghZXk2mvrpBNIKc9Lg+Du0jZy1OEhAO0v6wkGfCfsYIjpfcWNhj8cvz\nY8frdbpRRwVHpNsHNtX4f/Z8Iox9EGZ0cKUmcD0Hc/+3hfz1+P9Jfuvt2Zjy4GDKBwZ9RFPjMTqD\nyLkYm3xGOO2JcJ3hkvsbhE9+xyDBMEKKwikluWbx1iXvMaoQe8hio5f/ykAl90yCCq/H5sZDc+5K\njxLM/RJMWD32fFAsKsV75CIsVbjLiEMHLmrJhKK0WrhOYxdlkKyr4FkKLVOTBfakpkQvOUehDnSv\ngOdvISO6kc/zvWiGbMechVtzKcpJQ90pmpmeyl5RKd9RzePNeqm0YL4fah8vUQm5ostoR6W7f52I\nWw7Hx8EjYzlez/Uin895Zmg8MIzR/zSbPTX6aqgHKp5Lkc9/jy/lfUzwFlOD5wjgaqzcvqZD+uOz\n31Ik+yPPtpVx6cyE/fBbdqmSC8+HtDsBjaiMLALVdQJvPhBDkb4PraSKkDozznBcCGBOI/zsIRvS\nndbPl4j8u7jRpARTySpN4pJVmKKga5Go9FRqiVqOJbahiKSpGEt6EYnsRQ0GlQQfy3PKauzTMeSE\njPEP92BeWCSjOKVL8x3ad4KeEcHYJbovMU/UI539pqqgfT4F028PRYaPXenoICBvjvgoNcfxI8P4\nwOf+Zg6L9vZ9bkjsm4OdXnusxmsCOl7/zMbRaw2U22M6wvEhlG+oBO+D+Fe/z2P2fWw3+7rR54HP\nxanxpVfVEYGCUiX08F6so4phAneuLGiE7uY1HTovkGXV93H0YRnhrmsZH9A0Ep4iBFgGIaoHiugS\ntaOLziCqKHU8WrzPXpNxN/T1GRI2ZBSp3jKAaRdg4cno1YdmRhBzcs10fXI9ggxoL0jaQuRqifTs\nyyhfeYhSzOv7kTUDkcYuUD2Qqu3KSKhHH1gjfFRvQv8j1yzg23Tkq3Mm6fQ+hjGIaibGg3ScCeDq\n3H7eAbFc3X/uU6a+8vDQn+XqtJv1FYa0hdSN9r6Pj/fseT8wb/N45ufqIma2J8jhnPc2v7qm6+QA\nknD9nOMsaf+4LxF+3DMChSiD1vP9rUtP9gw7S397d7W5CKs7NT0gdWQzhm4RFZRCDTGTqEGIU7Tk\nqGO99KKkLpI77mn/lYjskyudvxs2baiFkVSl+b6mnT+SocwMfH4Xu0QaPXmoNTLUgzh4SYEeIdYx\nLiXcla4ZMNXtD50BS1ZBMtg6KxDSDvOdthkcbGnvW4THqLqrbvorOBBb/21I9snYd0WYt5jIuPH+\nt7+50d9hTL37q/v7pJcL12pGdtifTSCraMa5KhQPKXCFBtL/fYViOvPok3k1nxPFXmUxXj3oB5hL\nXj8Y5N6f5++SoeVKoIQw8UjuvZJ6ej5HI1CBiyAek7YlsUfREb+a6k6MlpPc93SwPEkltoKJYJ5C\n17WRcBGGWRA8C5O1HLt4pDn31xk7I8vODLKgSd8jIQMMh6TV7KvHEGhmIZYMujJvGUrci7PIxGr2\nZxL3sctdXz9VGFK+aHyP1O5AH4tCVWfxrNWY6odJoiIHvG9aE/PYVKg2rb8b7eNXR76SRDOxEOxv\n0Pq88OdFvEdzjb9HIj9K8vl+z3jBDY5+1IsF9prYU/89AdP6sbmvxpVbzvvYp46VkGBuvDwtvALe\nRGwrUgpmjSeJiLpttlmIx2rW+fmm55k57hhPZ4yejCyZlb1Pl5phQP8c0ljzEkWzLHgG9iTxbDkV\nUb4rexMgS6mP/IG8i/r+WueKfr0+oLTwGKhFYZRC+O41e9jcUPouRBLElo9pxNbuMWRHPEKjY441\npiDvZwhb7iLV88lwvw4YEvaKSjnPkn3XZPjdThAbstiYl7m4ye5RNjZS9UkmUwRqg1PWalhUY1fq\nkV4d9RA27cZMRj0FUj1w9+eFrw7tO1Dp6EqUHv5mU5n4xAek2S1GcDz36vcDMc/njijDPG/mVR1x\njPMkavinL3gp8MVSqaI4G6+qcFdO/OBd4ye2BdTMZCcRCd+2htX45VK4E+FlgUrhzhqxCawAlUd3\nnorztsXW5q6ZPSe93JdkNtuEZpjnj+d2CGCUQptdn1e/x/+6nquEL71JQlMnP4dh0MRzx2FYB4ag\nGwlo+zYhQVCJLpBuWZer1+Oe6dSkNV2ymrL0YihxbBFPM+W+JVlNfbpIv8eko3e7h3dVJewDvRjr\niPH3XiI9IxTxzGT03VCHs1mLAq2q1BIb1MSOTVC8bw9nowJRL42+v55AEiqdSYT0XwhjZsUxNdwL\nTqNaqFrhjuyMwHNbtkRr6S35znoT5jKHg4oFhhsu9aBd4k8Ler5mfOwEeuNmR5RwS3LOx44GtRlx\neBic7kroriLCyxJ7GJo5r6rwalG+f6rcV+XFsvC9E7y4P/PbXz/yN38If7CGxDqlP/uzWjiVMEa9\nKMq9nhCMR/Nwe6mytViWJ48w3jvRqGwjUFEeSsjG1QPatl7EUwlp3wN0uC63FQsx9V0RRJTW5z8n\npaf9IsGwpB8jDHRVIpNxFQMxKsLJhU16Zd4o8tH16pjitH4ngeEypriXFSehexBGeCaKxvMuJBCL\nzCoWhLsShVbL/Iww0EoIRs2xMNSMfp650xLOtwxFtpyJ/txHmSS5XCJl+Toa0XLDWcn1Gfp8BlKJ\nIEV25pB9m9kon9YzFJFMDnMdhspgWoBkmHXWPojqSU7VqIzUYw723Znf3z5ybkKCuysVgEl6X03/\nc6k/I4H3MYIjPD6ec/P7QSTq/rkU5atF+aWl8mCNDfisVqpEOOtX58p5Ee4dXp6VX7g/8dW98tn9\nmV///Mwfe7Xyg7cXvl6Dq3sSTEvm5zitRVDLqUTYK6pIxtYXVc4In4nw5L2gRUTpbcC9hC57qQXr\nHqXiqGoWBoliJJ6rdHWnSa8NGMxFPbwCccz3El7inDzGvOaMlNTxg+jDHKxC1gnMJS6RrGRpfS+p\n4QS/mSRhrgthAIhh/OrhtJLzFD177qTsmVYskU8gRhVFcj/DsYlJXy4+ZQV0ap5et5MJWRY2nKCj\nkKw93LcXLTEPFDQYmRTQUDS2rLQUkYLXHoulRCVlUpXp3oUeJ+j5XDtL6q7HjC9I5tgrggy2nWX1\nc6PmfG/x91tMBn80ZiAivwN8nXO3uvufEZGvgP8G+KeB3wH+bXf/yXs6uNa7O7um2wo6NxsrZb9W\np2O3Ig2Zzp8ZxREVCM9/ODIc3SXpy6r8yt3C5xXET6BwLsp9cT47VV6eIt/dzDhXYRXn9y+Nb9oj\nd1X5xc8W7pdIBHq7bjw1cBMeNuOpwRONizlPm1FqtyzHPgOdcagoGCwirBgXoFphTZnX3DEpeMkl\n76E3NtMBhVeHNR+/eCyqLSMGu0XbHFxk7LJs3bzgu+ZmktZ6dinU56+M3ZF8SvbxEf0YQUbBnJbp\nNbrAXvJTMtsyloW5X91noatbPoizKWkctCHVY3/HzhSMHYckg8n3u/vsZcQ0dBDfn7t/6Qw0Zrm7\nUaHbgoQd2RRxFu3FYGsaA9Pd2FEQEzlMeTuzfaL/UXwYFPu2bpAxGlnfsRQGI+yM5EPtj4oMHPhX\n3P0PpmO/CfwNd/9PROQv5/fffHZlTvgeo85hNrL7ee+Bjlzn879NNTga8nrnR+YyX9M/91kkdMB7\njUIdLyucUxKVKvmSlSd33j2sgPKE4S1SWDecFyqIKqdFIw7flZUspuGBBDysTNQiiGSBjmKoZmEx\nz3x5ibBcxbkrSjHHinBKab55nysfUsncsCJRpcidNY18s61TCXi/u/gY86xO+tTDmFa6SSXtJUgY\n0nr5Fs9XKSIsvuuvNkUeFo3zSxoeq4axzIcUjcUeEXgxmI3Qn0sJYlq0JGFGtaLihHSU3UjXffJX\naSr5rjXP71GNMqR0d4kynlnIQiQTc+vzthN9X0bBVIpkQFEyg1NRFp2Q0EDGIfjMbewK3ZfjbBDs\nDK1nInabxW7LSLVGNPeZZN9C/rbEHO1noSYc7/BvAP9yfv4vgP+JW8yArgDMRHvodiQIHZT6IeU/\nxAg6w5D9onHujYvk8Lvu16sI56K81sKdKpfcqvxha9gWL/pOe7lsp2RN/9YagvD6xZnXNcJYvYVZ\nqgGRqh/6YkHZNF6iCKg6kdWZ2mqmAksaq7wqly3q3FXCPeUiWT1XWAd89TQZCBgUKSwYqxsn4JQE\nG669eHqbYjLcnY2h0LGke8/FqSk9HUnjno+w2iDPWKCLaOivMEKC+0LWtFM4aTXPXY6LBJM1szAW\nqlClRHZhqbHjkljmO8SORlt6CdxlMDN3GWEeHZZD1kuUXj8hGJfJtFx8MnCSRmJIgu9JQh1NkPYM\nmQx3EZRUOkMowSgKAfPnfRXmNVgpeO1Gy7j3CN1O3UpT3Rr31n0cQmcMk1pCooefc9kzB/5HEWnA\nf+bu/znwfXf/vfz994Dvf6iDvmdd72y3FfTPBzWhu7WuCJ3pGvbz/78wgv53XB//aok0WBH42p03\n28aPGpykJByHBedzNb5YCp+dla9Oha/uFkoRXCIPX6sjLVi1uWeiS+xe9OjAGjsBmQT8lyz9rVoy\nmk8GsVdgy3F1Qm2W0N+dJgrWhmFqQ0fQTtTlixWikMk+UaVI8HRrJeR3H6ESl5yasCcQFmxnBL0s\nSRyLROhx7FgUkW8nVTQde+TiDOYQC90ljWEesf4nQm04VcXSjXguylIKbhp++Bk5CDQ0siEz5qC1\n3EvAszox3ZgnV6+6VypubsFQEbKECXskRRovJQlwENjeR49krLqHEXcvgyaS0bRxMAi3mysSCZDo\no+hV/9o9L33pJyoZZdRzDL2K0igN4D5QBHC1H8Ot9kdlBv+Su/+uiPwi8DdE5O/OP7q7i8j7R5Bv\n5FmOwkzIV8Q9IYSZaTxDFwfEcIwgnO9//LyLBhAwb6yWFuacVkmuL/nS70VY6bXmCivCYxrrXJz1\nceUB56EpxZSfsLJ46OJnBdcS0lLBXIf0j6E07kpFRNkIfdhRHp6euKvLsMLXAuQW581bEJBrJqn0\n8UXNvm4R7VPbgUBJqa9YSOn8B8F0MrolVTsihDjzL8L/XTgnM9O0AFbZq/LagNOR6hu/Ra2FLY1l\nKhFUs2TCj5aSUi3SgHt9wghoSteltQxcyifLQq4DHXSB0glvkEc3kDru4cWKiMjZtRf7HhTpBr9c\nI5qE5nuZ9O716AY9Tbaig/h9WnIh6PoOULMsCy9vr7nYvSPJGLp6M9bHTl7mOlVWjt9GYlSPVPxA\n+yMxA3f/3fz7j0XkrwJ/Bvg9Eflld/9HIvIrwO/fvPh/++vxwkTg+7+B/PKfiJfWGcGYNN9X7Szx\nj5L+irC/ZeDPVBL6u5mi+wjiIuD2fD8X2HLpiSlNlXdm/GSNwpxvmvPNpUZRUBOemvGI8MPtQmnK\nE41XqtwV5fMiOwzshCMBjU8aW4Q/ZHhpbOPtrN7YNuHCxjkJZRF4cS6cmvO4GZdm4fMX4WKweWS0\nt6zzF4VMwd0yyk7ZBJZJJ13ohj0ZC79n3BVkMIulhFEzPBV9C7aI8nPvxTyDCPvuRVXCW9KNYJbS\nrNsZSr4nCaG5VykSRgizI2gWbAlmAnhsnT7g/1S7IVBEqjndJpLMTRMNRnCS55YSAeWr5C5F5G7R\nluSue7k07Xhc+qqVoXYBIxBtFGyXLrVzbmeDhs2hVt0UmRWcE7X1uoyStDGWrwQC64bNv/u3/xZ/\n52//rZ+KMOTbdll574UiL4Di7t+IyEvgt4D/CPhzwI/c/T8Wkd8EvnD33zxc6/yl/zRNs+kOYbIh\ndNPoIPqwO1+hhYHz9Do8dwYMvY/jwSMzONoerlAJ10bNUD53fVGE1yq8FDhLuvYKCMpPbMVMWVEW\nVzZXqm7cSTCUs1QWDSivoqwe0P6uFM4asQSlRN68i7KowyY8QJYUX/mF08K5KBXjroYG7QqnUol8\nduNpM9aWq78UnsyCObjRWkjVzT2Kd3gsPvMk+GRWVUkkIyy5+JZSOFXJlGPn0aIi0CKxIapIRBdu\nucZ6Pn33f5fchShU+cxRIBe/O6olqw1HEFXLYB2QIf2KhHo0hF6iMU0JHtmGnvUQPIyCOS7LXYzb\nZOvoQVOkaqbaic6HvWDJHaSLBFMrotTcYq2rRWEMzWrKslcm0qH6+lADhqFzWmYKWagkeYzsiV+9\nj0BLXV2K9+TuOzIYdg8frsq/9Bf+VdyfYXHgj4YMvg/81dTBKvBfuvtvicjfBP5bEfn3SNfi+7uI\ndNDuXhHAu7VnmLJ98iL4tU5xJNpju4UArn4/fOnf535n26UmJ8/QTsmXH1bjwkXhwYQ3W+TGPwK4\nJ3RulNJGFZonjOYbjw0u3nghhebGE8K9GXdK7GZ0CX09kEJKRxPe2crrorzbNpzCSQu+OUtp3Iny\nsjr3GgT72Apv1y2z2+Cl9Tp84Ytvtns0VouKvpfcaKRqbHl20lBpzkU55SqePbqC0Lxwsb5XYC58\nyXulx6XrJH0fgGa7sbG5jK3NHPC2hgSX3PJsWPkH8A89PYR0jCN3OBaPas5r7n/Qk6G6Xt0TlYRI\nkx7Pksut75TUjXwCOyF6xGN00DrnBwyXRXcZ5sXejZvTnI0Kx8NQSNY0DF99r58YgKMbDiNmJPYe\n2j0fOhkNS1eRbL+XmaWp+v3tn5gZuPtvA3/6xvE/INDBT9Fk5GM7slffAboB73rVdckvXBH6bD84\n0v8g6MFR9uNX18nzawcjiN/ORXlZYqehc0bJrWZsAm9a7C24emOdeBgSpcdbwv9HwrV3AZ6sseWm\nmg/awI1G4VGdYqGTN1fcG2crLFV4UUB8r3yzivMi4TBSaOyBLSLCeSmcF+dclyjR1fcqwKklpHRA\nYxnWdMFHaXEV9nBp6frxroe2XNAhRWNjk57hN8itS8AsQnLZjNZCWm8eOwU1jyy7HijVzMb87cjR\nYRIWYccB3LFBuBHlZ3giir2eY+LLSJ6SyX3pfb6ShrW7ENnLo0u3A8jV/PZKTirhJq2p54uE7Wcs\nqyRQM9/vNZaZ7zJvKj0gdPWIyWjpFDfUwBS8auS3zQimx+kk6hIPT0n7FjXhI5c9S2IcEL9bQdn1\nr0H0Pp3LRLg+ZnZkhnUotmMwBiOZC47AzgRuzpPv10lAxiKhY7/z2OziYsaKDQJwDv0TsfkPkmmw\nMCLL2qhkG67AuJdzIRbok4GzxmagvdJvxrN/Xk5sNNSUi5Yoy+3Otm4glbU9RQxEU+4ldkxatIRW\nlQu6qlEVToXh+nN6qe9gJDV1/DA8glASxSVchxFr3zxKfzW3rBAcVwQCsGCcnrsSu7O50BLKt0ly\nFQkvjid1SomKSdtmNM/8XclIyyHsPOMwAvoH8UxGOOkwPgi0SC8WEq7HXaJGQFIhmG7UOtjjDTIr\nI9QY2Q29IpPbMJfM8AjkegwU0BnTpBaIjLTuPZOr95NSf6COxCppjNEWG9dKjq+T0dgDUnOsPFuW\nz9rHYwbzHovAhM/y+w0R35/mOnpk/Dyne1xlCHZqP4CD8fm9k3SNFp48CoqKZSiqyYCxz10i/aWG\nMeqdd2mav3WWPTOqZAZ4WLejS0U0nEu+GatGMtI35pHn3pyv16fYPzGlnNE4Z7KKiHEq8KJXDS7h\nEjypcreEpZ4S7qyazHRtWea7NSiSBrLCCODxILzNfRjunNz7z3bE0NKt5+S+C5BIwtPAGPDei0RW\nJnVHETkn1j0kWQC1td0OYB4hvxbsair4IaNqUtUob7ZI1F8UiTLqmufUfPZiYRfpxUa7YXMGlfP2\nEJ1mpRPatKSYXmlHET0D1yfGsEsrH2pL31yFCa2o78VayGeI9Gwfgqrv99DDpIXrgij4d3gTlV5p\n5hlD6EQ/AMEknTmcfny4WX24kv7TB8n7HFWNfs14y8/7seaZRz8ZEoZZmn3c4x3vaCQ8fLrrksNw\nOz3Y4CydUcT3DQExXrry6PAkEdD0SgXR0L1fi8YuQ1pioRelNUM0rNohQY3FYw+C1Z22bjw1YWvK\npVgwCo1xmEf67lNu8NH94OFyTJdp5kZASKFRoESC4JtZlCbDByGpSiTVJEzfNweO6zePe176DsQO\nWMZgqOR+Dd0ouBvL5qjF4dWQ2FKuinOSjGIUG+62KDegkdUnET+xZNDQokFw9NfQzx+wvaslfrVU\nO2PsayCyEnfu4N4jHT29M912kGHk/ZnzHZB2gpIBeGVav534g4nkUs11JbJvBd8D9+TnZTP4WbSA\nc7NUhElR31tyvytEcPUjjJ0xD4fzTnnsA5zxFhOJQe7HxuRGdt6OVvLN63TjwWy6MtgZwA2GM4+h\nK42DR0SZi2LCCylsYog4X4qyVPilZeGtNb53KkDBBU4Ir5eCL85jawm4wrLtLjyZ8EQQefVQX06b\nj23GRbq13sdYikawT0kj4l1VqlSkZtFNtxB+JpDhvUpue95iX4OIpShErKKjRXHLHYsN6PsWuuCu\nIyw69kQEC2sjwwcvSuvOOovxh5U/DZbJuKoKFRlLZOvjyuQv1COxit0Q2HwPue58PRCAZnhxHh/G\nSUbBVPCR7mj0UGnpmyPt+j8Zs5GqlA1G19deXBDMVOhBW/R57LYT31FBV5e6YbaHfiu7MfR97SMX\nN81wTIIAACAASURBVOl/ZHDTbpz6AHa/IdW7BJ4J13cX5fHace8ZiUzXHQc4C/Hu0bhKsJqk+fHy\nq+/9uvyh/3581GE7MSjOaymINVw2TsA9wssKn50rv3pf+Xrd+P5doYnwzSXKZT1Yo5bCxTQiExHe\nbm3o7EJUHzoV4UVV7kqhaqoEiUebhSGxERb8u6Kca+FchYcWTKkTXjNCvXDNWIYgdkVYtIxgItJf\nv7aIwFzTGR8FTMOQXIO6KRZrQ0s35MUGrUuWjVxbbPAauyCFTUWyL/HuLcm03v76CAZh0wsKt2EW\nHUlm1FWYuXWX55ZIYazVJOTme2ZgXwruXVHKziXcl6hksZM9VqCTdDfOxnKWEeVpHoVaCpoh11kw\nJ7m4DPeBjGXbjPB+lcPD3Ggft7iJ+xC2+/cDcfaH62Krt4PrJjtlRxjsEnncFLiCSodzrzp7NmKG\nlO/XXSGa6drBMHw6p6OKWUVJBpLXxCkhAXoSVwHuzFiLcBLNIKMoYLI2+OHjhmrl956MB4S3q/PU\nMtmFNoyaRTxKg6cr7ixkFeCgrDWJ1HJu93TXPfnpbTPeNYNLJpjhnER4uYS94ak5T9uKaOw9UHOn\nI02p3Lrkw1k3i9oLfUo0DHPhQhU8LXEjqCfXhxFBTY5wEuOl5nSPvoIx4BmALX0fhjQkZmKTjvfn\noyJzIeMKZM8CdBg7IXeytvR0qHZ3Y6zfClnodUcLu/cm10GOM/JFgll1iSDEDtEk2sB7iHImnWfi\nmWiMr7CnV+9kE2oSQtZOiJGbfYeRgc/EPOA2u8Q+/nZF1NO5R4YnNz6Pv0d4LjCA1DMxfoMvzGjg\n+FMn/onAkV11GMhlvp1d3dZVc+U5iy7U/PFd8dRKnLeWG30YvBHnH7bc4jt9+FWcswnqGqXRNMnZ\nA+JWgthOJeIHRDUs9MRyRIIwt9xKTCSkS9/CPCTpbjI7SRi9ThoxCg8tsjXPpWRIsePe0LQpBPHF\n8hZKeBLcEAs/OskAIwVXWWS38IepQVmbx0KXyJ0oJZBJ1vVJr4HuuQtJZNFnMIMuRSWfe1j3JUjZ\nCPXJu1dE9lfVJTbI7h0ocmVIjCKugmvYO7oLdhcAuQuz9FH76CuWV8Y5eBiBu1dhbAvfk6CG+zJd\nnzK5f9NGFennfkC9z9vHrXR0hMndfDpBnV0nZye40WYJ3c+d/k7d7OfPB3pko986+cBY+r3lcL+h\n4O1jHwxhYmRujBjZno05MbX+4k2V4hG0hAubhk79uVXOVXghysWdd2y8kIVmwlmUl4BI46yFrTAZ\n1vaSjC6he26erqotCLG6c7cslLJw2Rpvt43H1sb4s2oWkTITtvseCHNRoTV4SZRIP5XwKjRbMVGq\nlzQYxjNa9lUysnHbbBRRFQFJr0Zx51wyd6E5m2+R6ozgJfR+cUGLIhiaBgFVRb3FZioahKM4aDfW\nbaB1AMQg+kSlyay2Fq7ivjRjQ1bLvQhKGGnTHdlddj2zMkxbAr4bBJsV1tzMxN3GmugS3Xs0qFkP\ncp8CujyrPUs+X0cv++dhg5CJsdHtFWN1JjN/f/uoNoOesehpGBxI+ooR7F93EeoHSdxZ+jNxzc4w\nPgyR3jPC58xmMK95jAfFfz50xcBk/NfH6+KROYhGaWsLglWEx8xVeOEFVHnjK1/Vhc9d+LxWNjc+\nLwVR506UNyaso4RQzE2wu9A1V7LunirNInnpBCxaeNiMH64PPG2xC9FGhNmWIcm69AwD3SJh4Y7y\nW8ZFHCmFU6mca7gIm0cJsFok1IYiHfiEdVzgftFkVt0b4CwlEEzUITQoilsvaR7TuiyVbWspDUv6\n6UM9ap4pxNZQaWzpCg4KMZAW9oVh/NvfXVQxylyLRFVV9oQjTW9DzV2NqgbU767Koh2MW+j4Bhfp\niKobR31onEGfWbZMegzDcRWmJ0d1z1QUD9VqxBT0pCfoHcypBj9N2sFHjDPoelEs3j0MeSasXNhd\nwbuyE8yM4sgIbjGGqb/5+iGpR2cTOrlx+dW17NBf4NneDP28YTgSqkSewpquOSdSZxsetQ40s+ei\nygeqwguPvIUqhW2NWIOiUAxWdRZTvhHnTUr8RcJOINYXt9AyeaeI8IinYTrs+nVKuHEXGpq+6pRy\nXUYlsYoQ6ofsQTer/7/MvU2srtuWFvSMMd/vW3ufc3+pW1XcggKqSEEC0QYpJMYYQyKxYSI9jS0T\n7dmwK3ZoErVhx7aANkRpGWNsqA2NMSEawRBDhyIUVIFV91bde8/v3mt975zDxnieMea39t7nEEqz\n7puzz1rr+3l/5hw/z/gH5jmBGmqqxJooSL2Y4hyReQde52C2HpnkzY3Zh0uNXEziLYufED2xbmYt\naRjt57XwtDrM6MjQ3gwmGrGg6lJMa1UHcNBfkLMM2WwFlmjDlGaV/oULm5QMbnn7DvRMo0yKh2V4\ney48ntFZgEQNizZIkAzLhwKttWC/6El1ByTbBWAwXKk1JNJKlskPm9vX9j170R6I2gzA23GIrLQL\n+H1vVDNsAvzuPHcMqNfeeQ/vIgQD9nh+MXDHdrbXtusB/ZkyCaLjTQB/79erkWUE3kSOtwgHwMQl\nRT8GDMsDr23gtiZGGE6bWL4w7IIvDTWdZ4YBcWKZ47oMOIBLAGslIS5qiRXZJ2FE9gpIpxZzAxBY\nJ3CMTF1NRmktM8o+VndiRRsCg+XWnZLsGAtYNrGGILzn9OdIJsm2BXn/gwIpsJh9lBryRo89gg1e\n1yqBYq7hp/m96ziyn8E6YWa4+shW6StwHYMafVX26IMchJbJPDYGHXOZxHVx4HoMXO8YnVodyhFg\nmfVgxSaYjLUpGENQkzuuQXPF0mmayr8jBkA6JQfTp7P1IoUu5x9kwdbKHhlDRlqSzVwcHhvSja1U\nM/MDd9f60PFywmAthB8w9vYr7Wq55IjNUeOBUBF7Jc2CRtK+Co00sElSABvj23vyFTahEdvn6/Xo\n90t87wJHAmK7xjNnoiG16G0t9p4IVqGYVC5gbHE+HGMutt9eWGb4CJkl90QOHeF4ou1+Dc4xjIFH\nyz6K6mso21PhtJO3pFZcBsA8AMxqP2ZAdSManuhBGjE98gYLr5TewzPS4aGYeAr0sZmobsnQAx0V\nALrD0sxWTV3AFNlOfa6FcFOLgtTUKm5TWTcCPqrCpVqUG/J+L5ZwXk1REpEmEr0gy8Wd0YyLszKT\n/7IaMc81RZQUbIPPMJT9CYqoIDKjLhhueH1NmP/25DOFEoWM7ODZt3EGJpRsEIz+EBlEALaqdDlR\njKIMzhBk5nVY0WEOdAnLCNRXHS+IDNT4qjVshhf1J22rMhH0RcFy3/7etPfGgAXht8TsusZ7UQba\nknjf+7xcfRaA0oc5x0tYe/tM3tsCzYKslGE74e0cMPhyLDbveERgDuAhDMuzG/GDOT5C2vo2DJcA\nLEbewsj+gFNxa0JGQ2olRGo+B+RpwkQXH10Aprhm56bDhARYxsyvHSTOq+e/w1C9/aT555oAmRFh\n1QFoR0dzZSrzudLZqWlHC5YONSjxKWkkZ5ksRqGy+YodA7FmliW7M6nJKbyioiZXRiUOB4VEhktX\nqIlLRxKy1TrK/j886zYSeueeOekIls7Ug30nBs+hlOJ04KvU2PgZw9NkIVah0W4sOwHWazAxy9J/\n4blwOZuDBKwUA7fsC+E0eQCvsL15Cua5zq8RBS+dZ2BiVlal7Q4Pa6lZ5oGKjN6r3XVibNraWlPT\nZKgr7NBff39IENTrds/oZRI8E0z7F5Vva6zKBAB6g9cwAGk820r/wLKc4XeOhLHT2NADC69XhvCM\n5sSDZ4VeIIdrAFmyjMieAk5b0dnw4iCTpzsrPdcHsonJlfb1cRheq/MSUDZowuz8l5/PAqedacwW\nHpDhu0GIIS2lFmAwFJNP1l8slho/LbWDS+dbdmd2ljAvtAfAqfWd25GoMRl74nDHxQ8cngLh8IWr\nDVwGZzc4fSOrIwJjZFmw/CqK16tRl1P7Kr9fvSwMCvGBRUrU9AR+6iOgzwByJDqjC4ng4MAaTgco\nquAruFdZj5Cf1T2pPmOQzPNZVvkXVhijPyAdfEjD5fHCU5i5G885cGOaBgSj37P3f5YvbObBvSDY\nvvTu9+umnh2l3fev8Rd7j+TYP48oh+AedXDL0FlQY4cZXsHx1hdexwEMZ5PTiQHDx9PweDh++zjx\nnWV4MsdDDFiOyoGKvny1I+tAevHdOLvPRlYuMhFHHYFHRPZ5HI6rBY4Argz7gbJq8nkcwGFs6AEJ\nRs/Jy8HrOBnHM3JxGQm1L4Olvm4ABtYM3OaE0XH8NBcezyxmerxNPK5gA5ZEBpm34Fgr+zcAYM7+\nQPiAwTF84UoBexGCGemgvFg6BNMbn4pgwuGRtj2gicrKTVjQjLdydFN/CGjKuefUTcO8mpNmjQGV\nma8SHsOyp8UkKjoX0Q4dtoORlBjZJetcWe691qRjkp2eoovmbASceR3DR/l0Mr+BXY+WMhk/fLzs\nFOaC+tvLptRk5Vrzw9XZdUvtEIMqoL4x3DsIQaq8NPpzAXF3E40A3uH3XRjZ3cvPZykatVrlNdHO\nvoQBPrPDzshowekLFwRew/AYE9dl+Mkr4KOZG/8Aw7nSsboW5/iFsU25Un6jsueuBfXBXoOZbHSx\nQcjvLF/uXP6P2GQ1rYheq0wMioa81kU6sHTqGRldGXxZUZeOretgCA5MEnLHuBqAo5bw6bbw1iZu\nEXjlI6dFxW51JaRHZC9IR8b8DQszsjR7mLMmgevMYaUybxS6TAoiMpVGNeENOmiBBO2c5BwwLDZ8\nCEvbnltQJGloZNA1jxrrRg3v+fxr5fSl22RDl8X2cLGKnC+e+zYtqzWr1CgyEevkIAsL5kGEw2Ze\nwxTmZFjVrcfcfeh4wdAiWovykJ8gnYrJQaocC8hO2/x3hQq2BJ7Y3rs7/2bsf50Q2EOY+3t31437\n90zZYiiH6EFAO7E4f2/kzATPLL4zsrUZ1sTD4biuRAPOtOGHMzP8Tlt4jQPwgUs4YiwckcwykHka\nhpXNNZDOrFfDcUFgjGxpPtgBSI5BMerFkWnOw/AwkOW9loRRCawGwAZtz4xOaPvSa96mAuTrgRjT\nau6Bq6KS99vy2nC9Gh7GgcdzVsGPQdl5C0hMA8ORQokOPjdFEih8WTZ9sVz5YyDNFpJJIgMmL/li\nqNJY15CIKY0Rll5Plf9YO4jpi0on4ObzAtOv6dpPElx0elrROJBzKQ+uzxNTlnv+IkOOwbCqGW62\n8HhOnJViDFhkqPJkCPLiYM5OFB+4OStb7V2afna87Eh2ZaY5HR4LQEUXRGqoh2gpXGAN99g+yjkm\nUt4dlPnr/reVMyaGbXHYqI8NOgZX+QOsU6l5X+U3ROBA3v8lMp3VYZjuCMvw3nVl92EPx5sxMeIC\njKwe/MIS+j7AAQ9cAukwMsPjPHEZB2644SEOLEYbKt0VuXZvsXCZwFN4avr0TMEAHLxvG+D8hkGb\nfFHotsMx1kwhxvjuBQsXMxYJ5dqvmEypTQ9+ORHXQoXWEJUWfNjEwzG0qxkd8N6DhwP41oPi8zva\nS8WwtqxAM8cxDhzDMdYFGITSPF/inyTv0wbTijV9meXaQowubzyqwcpB7T0MTAwyRrS649E+eyER\nmZf339uhxAiNPp/nGupkbNmT4lyB8OxfudbE9NXC6AAuy3AdB94+3dIRLSsYAFb6ms6Vwi9pNBvi\ngkISADDnV3LkC89azJ8BMObjzbMGPHfIlQmxn8Z72WFKnckjtu/fOSNL3cX2N0p6h7StsesP7fqE\nlrS30aPIAIadNvl0WubDP8bCEc6knsXikrQfv2UXeOSQElvA65FVeelnivTwAzWh2AN4IGGbOU5L\np+AupCwC0w1Pa6ZX34KedMuGJubwmXrP5sJ1Ol4N4O058foy8ADDdUmbpW2+IvAWC49iXt7jYYYL\nW5krVnYMwzg0JH3BPOsFL9RcaZIEjnFkCe/K2Puybimedu8eWcr1cGc69JY+bOsGjAGzzA8YQIci\nubFHRMbm1WyFZkeCbhb/LlC7Om3sRA1mhnDCd7PusSi8IEQBq9eVpSlVZGjfQvlikM7dBeC6LpmL\nwWpPjIGI9BcsZ3mzBSbXbc70F1S5NB2y5wrcprHVvpK+wPdz/b7qeOG2Z7iD8y0IqMq40AAZ9M40\nyFf780r82JHFc2ECCp+oa0qn51uGpVCmsSNPMF06gCucGXE8nxuTckK3S6if05FeL44OBxTWBjxw\nZQdeR4YPwx1rMusNHGCykJWK0bUFbsAIxxwZAdCQVHlXFjT0NJ1+OSuQWhyclOyLjT8CV7LDY2TV\n4uPMmY4PihLQAWYOxumtmqpezBAeiDNt+etwzpEwXA+OIzeF8RYiZmrCmRWHZhPwFBxjGTA5pzkC\nc53ZQ9G8nm3QWSsBLGXnAM6ZQi9zBawGpqLWLYoMFk2YCBogREOwVhhjeJp8Eq5K2KlwYWFW5BCY\n7F4dYVjzRCwD6LwF0Z72Qfue6THM/GRq98EIiuZVr+XsOpVZqmlqZpuz6ZnFmU1kWAMxc2yeHQM5\nW3JRKP6UFyq1AOgNrxCiGcphqDeKwRNCC27d+/eY7lqXsEIeyazZEjvKqYjqwe/hnGbmOVJ8MRtO\nZ/Oeb3+YY3pqlmXAAzLmP43ho2FZOWgTVxtZPciNPAiyPbKh5TUyXfWA4WQrMCMBZdQBHWYN/rSA\nLzBuPRAxSze5G3yln8KMOf7IjT48veqO1ZmEkY1FwpCVd0cirZmqEhd63M85sZyZdGEcYsJGIUhm\nXZbTlo9Itr0Yhc4xsq1ZBAyDjTcWEfrCKwPiGPQTKcKSOzjnbFQ2F+CcsKxntWzXLmpI2L4g40J+\nAPUVGMIDxowD2ulrLfYL7GxGIRUPZFQlurIQlhGXat0ubz/9V3MGE7KIRqbyISxJeMl0MFqcAayV\nDmFew4cDtmBnXis8ozbLFqZnaHIuYA7yyALMFnoCUytD96+btPiiyEClsPngxaCGXCkSt5JMyvAl\ntIOQApBavNAyvc5mTGBBSQsJEBDmCgWYMQEFwEFP8gIQI23ESzgRR27+wMKFdx6Ww0phAY+FNYCx\nWHLrgK2ZpbhwDB8YAZwO2ErtTlM9oSjkJ0hhEJGRgaCdCkI/QdYRBouz4uO5qgsDSpKZcHhmGDJt\n+GKGh2F45Y5X7ngYA8Mca82cveADry45Yj41Jwgxj0zIoT0u+1eEnJB/YtkgfE1nmh0B88nQ4FHw\nf0lZhpNZE4rTb8Z9M6zjyLXHwpDzkIyoAiGlAwdD0bEa8SVS4neWQ1EOIQKBJ6qGVjz0T7gBIz2j\nWVW4Fvs+Cn0wO9CEbPvc0twaqzZt4QjDQVquvbVGJp1rk/c/zIDDsxtyoLIXM78hk88G6SS3LAWf\nTE01YUGoz/KHjxf2GSTlF5I3IKR+2fXmrhSYH9rHUfXpom2zUIXbhhEoa/Js7Vm/0G8wtfBiAF5D\n2nmyE0720kvimmH03meGoFl6918F8HRwXPjFYCuwPNNBhwPXcIQbjrUwbcBNhTmJOk5bXS0YCtWB\n97zSg17ClJGC1QM63BKGLtryBACEi5nk4/Q6y28+mKBzGYEHn/joyOveGO8fCFyH4eEYHH5S4ppB\nGBIerNJ3UyiknjqXcX3y/i+eBkRadm3TJh8G+/zzHDGx8Xe2QQORAG3vxBR8JncmVskESKHoBxDB\nEfOE/0aNGpfBmg/DtGjSweJAFjFwlkwv0uSKdpB2VyKaBpE+u0U6Uls1W9HurWBkhWHOxKkhdihB\nuzwbzBjSlDBmmhqzNRGLw2jV0zHLpTVToftJfPh4UWEQYmwgGdUmJbMXSKiMTTeGRwAzx6IZYZGE\noBl5Bb2gsBtQ3V8iPzci7fbB/PcTwNVz0mAW9HDeIBzyv14jQziwbmIxjDa7p5lwmuMClFd9ENou\nZCZhEk9unJlXSFBZbyMY+155ziFGU5IPNnPBAV9Z3jvWoqBTXJoVetGNLhyBq2VnogOuVjsJjzNI\nD0NmFw4zXC8D37weGACe5ky73D0FggtmixHIFGTwmkmAwJoZ6Uj7e2UnZCQSOkC/8Qxm0yW+UZmw\n6p3NFRdq51iuBoVPpGB0pjwvy+upPDg7CjEvzdJUUfYlaA5qiC6QkR1Zh4VRS1FwjcMwYTQhVF0I\nmjRRtO2SYDBYZOTnxMyWcHR0Rv3bzJDtCGR41CMwMWkaZtJW+soOzDWx1kwxJXOT3oc0qjIj86uO\nF3cgBqIFAu5/Gr1hAbT9Q+bYgYGcRAMZYlnIzDYL5zbQOaPPO1gAlOd9FckA02i70+s/SBHDgl2H\n8vMHNUGY4ZUPTFs1cmyUBE5CnZ5DLR7ofFK2G9gSbKYjgJvHnv3upcol6NwCsVoDgc+VyTgZoVAl\nHDw1xAg6FSMdgg8jR6FdmeB0scHeBJmjMAbgR2bzzfPEDYGH64HXV0MEbX5TrF77FGXjO1ChXzOD\njwMX66Io2Tqmz+bDZKMT0kGW9OZ1LkdGIlYsnCfF8gCwFswG3LNv434YUElPRl9CdxAKCq4cPqvP\npmIlpeizPK9TcFQsr1ROYp4w4ZPc3075TaiuNO48HYWCUbGFVYoxtgiJ7kH5FLKHzQx+HLVObpYC\nASxEGzlLc66Zwo2hco+kwa8JJrygMIhoQxedt6/woSRxLp6LjlK7hEH9XNSy2jBxxcKTMbQTFa0E\njJV9hpr3p80OLtgiwytmnITCacBBEoj83mGU6ITJCgFe0D6KLBJKweGepkKmp64cEMKKu0GHICyY\n6FO+oGK6tJgBs4UAUUfGqQBbXJ9OMwbJUx1xQGZMoZqZe68Ow0fHyBwJ1jfMMNwmcIyFhYHHOeEn\n8MoGi31y34bT417Gi3aRFwAh/DrZjNRp7dGx5VkkJfZaS+YdiZfPZoTNbo5xyKjJMfVJF3Ik80x8\nwB4lSBRl6WfR7WpYSuYt5GeUdRlEhzIxCCYY/0/GdUeaopHmmjpBBb3+okulAg+igLwjK5Ri+tu3\n+6ZplXk3XWcAmRiWNOQOXA6n3yGvvSJDv2uN7NZkC+ostQopffh40WiCehTETlR0DlVjLVMGGDW8\npaYkAswIAc2Ig9JWBToD4OaAAzKN8fOg194wzfHI+ItTPrltJbMrw42L76f50XYykIJE9qozl17D\nSkAz5qSAHx6MXwOKdDAvqKufxecFh6Wl9OyKiqQNy8ZfZTcb5O1vB1vAcKrw5ZavPxjw8SUdhl/O\niS+ebnhaaUbMCxAjx7Wda2a7LyMjDGPdA7v8mPLyxcAUxLHKc982PQmbAg6r03qzkps2caiIB3c+\nJRUny1dhvI6YKhWF4PCepAReBLoytW6jU7UeT5kn4YLaK3OrASdG7XQuY5u6bLteAmYRcRhwA4WC\n0cTxVEIzgvThlbAEBJO2chF3AVuC1gH5L+VPCpnGMRCeAvuYHPRDn4yQwoeOF6xaBJo2BA3l1k1t\nKaZQT7fAKs/xot162OKCeIbqSCEjcsS4g95vI1PU+ZPB5fAT1RgJWhunDQj6HTS4U/XiAVT2miGl\niVPyeyBDkOYZevSo51Auf/7NyADV0AJyitKaOIzTlCTURqoCX5lrbmqEAXnXUzjcNTnNJ4DaJ5xY\n+GQGvpgnPr05fuZ64PXlwMNDjlM74DA28A/k9Ogvz4mH48DVHTEXznnLxCPPGgf46lwKtCCT74QR\ntcrelDYLviZEGJBDuXJHkf0LxMCOtW6oTsFm7H+oZKKdxniuLZcgJGhM7s90XGo0WwocYSvuPe8p\nZYJUcTL9QatveTqUE56jSphXMLswkikrAuGsf5iArQX3ReFGiuC9068IFTMla/A9OTPVO5HrtCzD\ny/Cct6EMyoWfWmHgBVtbBcq2S+ZzEkmO83TWegMHMh472I7qMMOy7CF4hVWTDRXFEERD5qWmCgbv\nIxN4sv9+ZnPqPvK+DIEL72WVttZtM3HE+TWThzrKi1zohZ2BFgWY8SQGpHfYOwYuON95EVk3r/sy\nV55CPs2SMKWmVYeiQftZTs+069neyxzTgE/PM1GXZ7rxq2vgoyPj94d5pvKuwNt1w/JsqCHH4enA\nMTLL7wKv1mGJFqgJKzbP9dlpYGv0kYNnpSEUD0g0lV+PqlmQAzNYA91+JwpqHSVoYhM6Vg6799Im\nkCaNbHtC9ABzDpCJaBnCS4zjVCge2Whm8t51hRXAbQLLM5HNS7OzuGwlIlbVo8w70YcEFpbMHvpl\nnLMvKVjNEjsligSWS+BaOaE/dLwsMgilmKbRduFE4sXuOtdNS8cALmC6Mm02ZezBEsofkXX2Hl28\ngc2+V9pFJtxolqE0uZUZUH0HkNI6XWoAWPGmWLliuAKugoXyJjiTjDJcaoVSFJaqWDC5tLzzNAEE\nfRP+UXgs1hHAcCxQI4rBksKMjEgMja40TGEwaLocBrx2wzeOgddHOhcfBvD6MLy+dMefPHNHSArV\n4R7cnYv61FDSMQMVeR/qqygNpWYnZSasUt3Y5UfUOtEM0eiwzeQQ09B21I51oVs55nbs34ylC+6w\nXNcF3677Rv+9YskoLySgTkdSJOVgBMqfIX/44mecWYhqnhw0u9J/kjGN9JWACCfvRYlV06zWypgl\napYJYovZtF/XFPXFhMF1GU5qwsMHTkEgsMSXcHU4MwPd8PF03DzRwc2Aj2NgGXCzDAW+8pFhIcL0\ncr4YWjuqGtJSgwyCRdntYZnYcTBbzMnhQSefh3wHsssZdgrG83m9YYRpke04luzpAL26uTHDPDdL\niMOA6/Jsne0LiCSKC6DoNr/JTDyaLr5lATGPD4CESkdVmnstNf4MmA882MA3L5YTmY/AwwBeHRzF\n7p5OvKTmdKbx/CaNG3RShuYMJPNGBOs8BMppFqD9QdBrFKSC5e8VCAiGmfOzhQj0noEFRkQBsSO5\n1qjdpjzqXADarjb5B+R4VbIUzadQfgqrHFaiiMYDcj5KaubrsbIWZe+DICSo0LB6MtoyuE8qZuMK\n8AAAIABJREFUBM8MSaQi05rV/WEXeBSu0c543wTIh44X7XRUMXEBXQs8sDgmLLXqky18vNKRdeNY\nrcsE4sgH9sgcgMWcUdUlLD6cGLwKP02NJlpDKiwmZ2bD2wasC4o2UNZbx54lxKypDqWntvMoG9AF\nPWWGSGtH5g6ELSxn5aNlAxIlU8Gteuc5GQwu2Axq1WQ0+Vpggs75WWkl82w19iYWHiLwCo7X7ng9\nBh6cTT+Z7xAEvoEUICupF9WoFFaRGVhnhy4wWSaEoqgdyUwaHQa0AKMyJ0slgz5HIwRXcKuxphIj\nhPIbk+jnFrLLnxI4qxyCMN2foZyccl4JfkM+BRA1pHBZYAblUgJWIX0KhXwqiyxhVvdo6jr6VYzK\nLBVcy3ghXZq7gWyiVaiQAkr3hOcOw68WBMBLdjoaK+0md9q3acdfLfPdY+QwkQezFAKEkpfI2P0D\nDNMWHsiBE8E8fBarePoAtBsHCMsAyCcQctaBzS3NKLX5tVTMaeMH2Egk71W0U/Fy9EYKZOZ9ZERi\n3zR9J5SOGg33TFVzvE72H+DgEs8pSfpsEReJquKa5CorkrX6RqKc/LeQWnsZ8DSBL0/1A0xSPsFO\nRWawEqdKo4lCYKDjDKXdM5Q6dK+me0Q3h9qFpHnF+0tIlDjls/DLcgQ7/SZeTGVci00wbH6EXBoT\nv2uB+N7ozwSKoVJAE92o4YnMC6CQQK7zqqKxCbAvQZsVJTRlGtU1WhgYabNazhFKpqm2Kg17ak/b\nusk9I8qRP+T53ATbF/Q9x8uZCdwci0yIWehQ0QOYPGQZHTh9IVZWaiVcyk24mtd4cAcq17/gGYke\n1oM3iR8YS0b5JFLjZ32CkTgV7roQESy6duXcCV6n0AKiGLlpL92XR6icV4kpYql7IklGoI3vTBhZ\n6X3GJjTEGDvE9Ur4AbC6I5F05J4Qo5Hm5zLc4PgyMqT1eC58fgY+Go6H4RyAYpU+rDBhMnFeUz0D\nFbrLIzMPc3JSCoKDSKbi9+h7TwiNEl6t13W/1IruHIhipaWzH8GoEl3lJsjsALhOMkU3iWQK1OtK\nSSB3aCLHwcsfEByEoosrRFhiGVloDaYfhza1+jE45MxmOJAoTfeh94WmZkWosr+C8dkkPPKhJTwb\nocbXJRY8O15MGMgRpXCdDTnqMpcgAnBPn8AD+wc8IRnsiJTQF9tyBtgURY5CaQU5DStvnddUiw0z\nhZLyuzlco1QrTY0UOLK/BlAwEqXxxeAAInPJh4jaUI7EDAu1tAiGBaWlLBhVsJwrcMJhPqmRFjw7\nkySaiYUTSmrq0JQTvotJlZNeEYztbufK1uqBTI+OFVhPib7ejoXL2HoRsEWaOggb7/GwbGSi5quS\ndYk+5LhUkVctUd4HzR0HCIk7YrJnDuquO0LC80BaeHLeQOZcmPoOgghpRx4tyRXGgLk3yvO+t4Tb\nqLoFxevlG1kLmCuLklRKPCzj/Ce66WlGMPJc56b4ENn3EbN9Hhr5Lrp6Yps7p0DNhjDyGVGd1O+2\nk2HSvNb6a0yFF52opFTaTP/NBhUHrEp2H2zgxCpmfwXZk8rVb0eU8zMIEio3OxXWvUMKUOitIWOG\nAZmyE6WvqeVX3bKj4X5qaJ1EiUzSRfRHUAlpk/K7GZOXHpNzCZL+0ePAHJPnzJObB2xaCQ2ZP0Nx\n03ou3WV0Ln/QKDIhKOvnhOFgmHJG4HGxoQYMk36KVzD4cCzGuV1oVfe3IvdLSABauxZBNpL5EXnP\nagKSTVS1OrlwTm1ZoeBEzTTvgs/am9jDVoTgOlpRexnx7DO5zpGTW2v/FLM3yyajqPAmKpJU5kPk\n0s5g7wE2MT0DVWa8oCnUwWoU3XMUWlWCWs4O6SyHNRk6RhbEjZHRths7SWWIMSqELSRSDkbe7wbb\n3nu8mDBIqOlVUzACsJHEvciUStcNaTRqdVBgCGseYSUI9rx9+lzLq512WL5rz6QvCCOtEkOksQtz\n3Tnk8q3dKy7V3s/n/GW3NYVBdlNBXzOISaME3NUDr/0CR9qOgUxwuWEiInDYwDGC6MlwW8ix6TCw\ntrGhvckwoUMSygfIax4GPLD//+EZUVB3YaewMqSwzfBsjhl7ODL5xq0hdwooL2Z0bHkHNG9ykGnb\n+0PPR5s3BWj7IYLFaREo9BdZokcLQGbTBDa6yXvYEBnmJnjY+4AVoGV33xX1NEIJYGs/f/8RKZvs\nXJzJQHOh2q2tFZUWnOYGexMuhaolbLJTlCIWMQyKYOg+sA2bWUI4a0GVoLHf11pQ9vpXHS9nJriI\nv/vxZwRhYLrhsuhJN8+mGtjDJGLKfG2gN10CwAz3G0Y6WJZeeTGdhIG87SlYo7Q7v1roopa5NGts\nGpLaGwnZBlQJtwkK2SYemX3GHRqW2l4oQ3kB4DO9csNHRw4ueRgP+OL2iMc18fpy4GrARyPw+nIg\nMPCTxyd8elv4Yo5Mg6YGc8uMwRQEi23LgFfDgVjZavwYeGA586sDuHrmI4AJU2mmrUxQugw8HIZX\ngyXJlh2JHRmenRFwH0RMex+ETGQSImCbRSjmc1iO24ulCc3UkfTwhdrjleaTtq94xIaLeO7orD4g\nEDM/67545U5cCiSNFKpw2+hElAbsDrr9MOSQ2fADQ/6EWIJQOGc7+tbKRKQFo8VC8yNQfRm0BgEK\nB5mY0c1VhByzerTN3CxtdzgW+zJ8+Hg5YUAmcYCQOdt4HUu1+lb9BeRtFzd56PtAmGe+Pz+rsJSB\n2I1dbmRbjVCBzXbI7hJJKmpQwoEfQxQxbGIir6m8UQNk/pgBGhQKNFTVM4SjztV5EbGFOg2wgS9W\n4A0Cnz8BD4fh9XpMbX0YTrbGfnRD3E5cx8R3HwzfeBj45HHhzblwhuGp4K9ChgMXy0Sjb1wcH1+G\n5BBecWry64uXrZqPt6p+IAV4Zi1eh3NYiXWjleOCcy7c5qya/8nzGM8jN6EzSQaMDID9CkqGhvw1\nNM4K0aHUXej+tAdbmLN8MmWmpfc/Ih20VqfZksn6Ckmn2p++JOmB19jU7v13QYsks0OrOpLUluFL\nOia5AXNb6yRjmkX6m9eNfY0kqEJJdqzXQFaFIgCLn1Jh4AFgpHbS4Cc31ecBcM9uvkh8k8wR5fAr\nKW9RWrg1QF9HzFcMF6hyX1GH2SpnixyEoik5eoQUmnDA74twRND8DhRZYMqPhBWSuF2Zk9jRDP30\nvE9YaqzBPXwK4O1p+BwnW57RPJgLxrDgxYHXntD942F4bQNvA3icwWw3Zm5aDhl9fTg+PoBvHo5v\nXBi1QEcQVk45zSpFl+BSdSd7ArAkeO9dmWsflWiF1cipDhL28gJEFZCoKEhp8/5OHmvPfCotvUoT\na/9b8BvfMO+sw2xwIkZPtRuFOrBB883k8WfmhxynW75H+SnADZbwJwK0tbJXI1amqQfY2yCdg0Y6\nSFoog5f0RTRFk6Z6ciZcggXIU/KtBAayl8JXHS8mDC6WJbcXqAciB3wO9bDP0d6pJeUIFHNRCjKr\nLwkzN2+Re6W/jfmdRaMSILyP+ik6vtPj6Go6dEitkAf6JOWwI8VIandtATVzwoh8Hnq/FVVSoFH5\nCooEiPCAHIQSM09+rgXEicMHlnE0WQBv58I4s9vyK5bPvrLUMGoOcngKjlcjsv3Z4ThG+iWy3XcQ\n6gJPJyF/GGPg7fPInHtGCuZKlMYVmmGZGCNBwOfXfooJrZAY11W+GCGzivVRm4bCuAGzwbVUghCZ\n9blCIAQHlC2YfQBMg1Hq/WYyfU3SRX6HdNjRJ7LRG/hZoYQVYvhtA/kZl3Zano1laBosJHrVfRtQ\nIeLFMuyc/4DKJ5hcf6GHWAsXc2jgqvIWvqZo8euFgZn9ZQD/KoAfRMQ/w9d+H4D/GsAfBvDrAP71\niPgJ3/sPAPzbyEzNfy8i/of3nffB+OBQZxyD0X7yZq1M9uFiLyjxp9OH5QDTYnvZ7R2Tl6TOB2Ke\nNxe43ygMydRalOYW86v1dOWXlXDK66cCjNJ4auOVpkveh1dqMzcUzSTpNDQSSW7wZdOQwwBfM2Pe\nTEd2etarIk3ZjTB8MQNv12TNASE/pCFTO95W4NGA63kDIiMH1yOJfcbJrkM5Vv3pNvk88smwt0Nl\n0dkWbUnEl4y1ar0qwUb3wn0Q4eey3ycM7apeOIxKMEOIBZ1JJ7NzGcD92rY3owQImnYUztSkrenz\nIt0pSoIAua8yA3ckVAijeAehmSBBOtJPczqX9WyL9M6FIDw00mxwXaKQba/dGJnZMMntYTnBamHU\nDItE0L93M+GvAPhPAfwX22t/AcD/GBH/sZn9+/z7L5jZnwDwbwD4EwD+AID/ycz+WLwn++GVATmB\nBiRqepItc7dPs0IFYvBAbn5m0OVrrrg9YtPgqqrbHEg7bLPOHJTG4u5h974DyrDDXQHSPXRVL4Nu\n/TXQhSMSSIumgZnQ7e7fIGKAGBmApSBYzDzL52sPuUyeohtQVVh2T4q1EO6YEXhahjeLE5csnX2H\nZ3nrMODNufDlNKYgG16N/Hd19V/ANhcw7304cHXH8sWx4M2kK7Kd2lLnZarZFIYoJsrPN/w2U+Yd\n6rUZUUIGAMIdmmeQWnLVqhWqqnMIcdDwMJBeAOLs/N3BvZFAiD6HmB5RZpJMjGW61jNTRkJQf1EY\nyITRa3NpujSdg4HNrKGPSwIgWkAOrZngFDJ/ZYxg2nNS76CgKDX1e0UGEfG/mtkfefbyvwbgX+Lv\n/zmA/xkpEP48gL8WETcAv25mvwbgnwPwN56f90pKzpwATYrNhzhKMKCYU51vRf0BqI0f9PLOqK1t\nCDeLwPRJJQ2hN9ms4GH+vS94E6kotfMH9XpUZZ2EQBWXkNiqPBVWDUpqIIjuT3Yq0Dn93PRqwEGm\nCnR6csXVebNKNjLL6U4TwFMYxlJDmNbox5nNSi8OjlsHIxfpcOyBHElalwWcA3hAjixXU5W1Ypsd\nKPjd+y4TIQmYJbu1pI04JDTU/8Cczzw1FYm5CZGNyUQnuVZR++aQjd+baGT4YuISUKQNA1SvUAJB\n64q89yUCfE5/fP/+//n6okSUYNBadUaBVR6FWDqVERuemJCp1zlrbBsgG5WPaXcCRIrmq45/Wp/B\nz0fEb/P33wbw8/z9F3DP+L+JRAjvHgGYcZSWNoJCIHbmj5bM+n8xU22gNJNVYVCVsZYW2uw6rpk0\nqzRUb0tvvAgi6nM8P6J6GxgfSFrpcGm0JMS5AmtQy9ediOGtiE1arDWTVdiytBsacZRwjHRKVSKW\nbUFTUz7FtoKmjrqRXZqi+yjcIvA408N/AYe30r9wONjGzVlUBRzT4CeguHdpYDMg0v+jnAQ3RSKk\nwTtKkIxLFOC2kXsObAGFgVv2rrCYMCYqWYwSMDn2TD4NMX6TnZTODghlOta9w6DJ1nfC4NmJEvJb\na/u7q+QrGT5cpfmDCiCnS1tRgdqTyQhNR3MnGzXZWiEt7GjD+rolbCVMN2T0Vcfv2YEYEWF33STe\n/cj7Xvz1/+2/K1X7zT/8x/GNP/In7r8iIUAisUCHkdHMnWvQUJOc04xr0vBipk1iS0hIoOSpoJWW\ntkKfthg8wlA57rFpaDNOSM5CqQcfmBa4RbBMmwSK2Bqi6Hl0Lbt7nhDDm1UoTJ+RcAzYVntADUKh\nqD9qTVDGSBKUtYNuBqskPTXZzQxjAU/GUezOQasUvpmVmecdfDYlEx2I2ojdNHB3Jhtx3JqlH2JQ\nCIwt994MVVciQZfIKCc25cM4E5LUb6FDzfIBqOnLnifQSqQLlSTINCpeeS33HE8KKoHw7tGl0bWR\n9UxL1bIAhVwjjMVwuHEtlRgm08TQQldU3dlOTfOg0Pibf+tv4m/9rf+raOKrjn9aYfDbZvb7I+K3\nzOz7AH7A1/8RgF/cPvcH+do7x8/+C3++HTW0saQiDKrJ16KgNiYI31zaU/83QLkExUxtoBUTgsRS\n5sCGfUvy34WjSq7W+VKbRTFycPG1wTNSEyzLvoNJ0AldOzmXZgoFnIeqLNl7IFqABTk+e+Wn7Zqa\nKc+UPflBIdMOU9FMmTd8vZrCbgzsRYypWSs2b43I1OxTzWYHE5KGWaUW17TjcipuaMC6A5JbQ3Wh\ngeHGcm3ejwQJDL6iS755bzv6QQn1jgfx1fzp3ibldh7pj4je9juBEVa+qI3gNtqQQHoGD/T1Kl3u\nb3SnaBRakGiXeauok5fUyIyE/E5UurrVRfmkgeyizX3/1V/9U/jTv/qn6up/+a/8VXzo+KcVBv8t\ngH8LwH/En//N9vp/aWb/CdI8+BUA//v7TrDXaWtFhiQ/7zxt2kBsXlBpJDFKM76+tml8MnnlYtai\nN6Np31tjAhKxBquNAKI1byEzSuvqSNyUIg12i1k8lVA8mTjppy+shKZ6rx8I6vUn31DZtt7dmQre\nPns2Y5oyx+1s6cc9P3HAKwks7z05Q1ryQCMVN3BsGjAszZ6sXEQVMXndY8q6FBBWwsDQgmFHDLmc\nm8Dlb6YW17XqQjvaKz61EnfYAQpGGL32yI5VcxmZT71pEiyK2wGwxbDl/ed8p9NctKQ48T3heZeu\nM1F4gxFV31BmGs8TyJBkVGFknU+Vkxpao3VS70515XYfOS6vocKdIHvf8U8SWvxrSGfh98zsNwD8\nRQD/IYC/bmb/DhhazOePv2Nmfx3A30EWY/278YGczdLieQ0SRBRzStpqgMb+TO0xtiRapKc+0Fpz\nID2r3dee14nevI4QoBBIEhrvgyq2NOyueTetooZYhg4NNVHwCozxb1Tebdairw8ES7RRqacaIyYu\nthV1r9WVGQHB3eYsCYZeb4VtBy+sJqnVfkuML58HXxvW+QdXz2nFbo7DAxeLDe4z9Agrfk2B0RYy\n0GgB/Lxi4W77veoxVu9VSPBuzyla4H1idNKO2sKmTGAlwkqBsgsmkgT3IZOButYin0c9FyyYOlzs\nCKJWmQZRDLybktvm7LIt6Y2JRpWTIqHIQqgUlBO31U1LFhFoIQ6tqxt8nVn6DivB/Hs2EyLi3/zA\nW//yBz7/lwD8pa87r8tLjtapRvhYCjPQXYPz5AAHWWY/PqCTQVZC6dKO4LlqxUsIbD82AHcvszIi\n8Cw0GaWX6hxisLWdM/c+CUCp1ua90aVN0I607n1IRqj7szL7876iCLnMFxFx9LMWmulbKibfi3Yi\nMlstU4IZltX5mU5fTLeyA/VcAcPE8BRoy6xa0ScysM4dMVR7elXYgRq5TJFQ4VM7H5MetvAcEuUE\n90brXypFyWXMHSjEEZ3ABJM4J7sz/GeKfEdfG0hGTkfoktre1pLmppiRz9HOPa6vKCgkOgI116EU\nzDN68hRenbos5gdzNtJBvThzUwMRHJG5Oqsnee+W724+ve94wbZn6vhjJZ2VEFOEW+oZXQykv9FJ\nK/pCiwIxge0oErufU1N3ttAverspHGLzRt+ZGL3fYrBRWFc2Zh77cBi+Un8H9tBoC8fd5Nhj3jCr\nGXt1H0RGxuKrCktuGg2bQKnzwCokoc94nXP7pwvte8O19rrfvOxCZNZh6Hm6MvLeX6DvWwn9WnOz\nWhM9t1CyZjIWc2O/v6hzBM220I0pXY/CQuinovWW512rg3wp/NLvE0RQ644mpO3J4MqFIYSvJypp\nZoUjKtQt5qfAvFh2oy4nNm/bec4MB2d0CjNTwNVVuughIsesucww7kPsauz9x8sJA+zaWVpjt3vv\nGaMgOiVvIYuC90kIgpZ7PoHtRLtB2CaEDbEVFJRwF2zepCxvbhPw2x3sbbi48dHP0ZENQMmGwVFr\nYBu4yjugFJKQMzCcKQEDK6GnJi/72hqTnGJnXOtz1YNuzljHllGIZuDDGCEw+gc8oyYXWxh6Zu0d\nNS5WwvuVJybKCQpmoyaWlu212pFXLVRE9hyo15tO9OJ96I/vV/aYciOzzFcXUUn1CsNpyuLbBHBj\nQ5YaK+25xQYQm9mwGQ+hTBQU+mh6MlQJPKVwdrWKCplXrQHXapnB4fCRqdCLfoUI+SNW84hvCIf8\n83tOR/7/65ATS/3+vWClbQQrydnaNYBitgIFRRx2/39rAt2ZCtasq9+lgnL/yYTW32sVFLWJYv4S\nLLySNOhuTy7axWu7Q2m0FIKKkKwq1qn3A410SCCVlSfGWvt6bAlIBqiCzWHb9WjPmpSmIjjrTlAb\n0hzLSEFUTcPFAhfPWoZh7MBjdB5SyKaAMj0GAqjhpvSKwMKqSrX7IvVKav3uf198Fjacs31uApVD\nCRkrNJE00WKraMuQmYnLYJgIJUs1W+f6e3aGuoOT6F9zz6LoJ9FS0rh8L2XcWZtFJgEsTYa+ftGf\np8mcfM7CpVBsSsnoUcNm++b4DPFTPFFJAlulvopXl8KCmGqLOVPvVmstfq94Ffe/dwJPM0Fr1Twq\nww07qBaTbTbfM20keL5defsNdwlNAB2hsdnwQY0t4oASdZCNUvW8gTKpjFA5Iy8c8sr77IpCadt8\nGg0gyeSVKG3c/xzlatjXiQuZa75qFsBaybLZE5Aw1oxVkJZ+BBG6dyOURiHbmmitaa/s0Dv3BhtT\n2kY3Egwp6Lr9eQsx1wbu+xeqNHGtRv4t4e+Gix902hExmmB/2vo50Ir7xNLi2FDk0u99WtTN6nJA\nralBSVhEYFuyUy5uU12mnIMCPBBFKBywAnVftDZVUlaUH+6rjhcsYU47a0QWDKeWE2N4M40WpbRe\nwEw9jVEcWPY7iW7PYNMvlXseeeIyDfIMbcM1bsAuZdvZI61r9faOAsqpCcIzy+zAiPS6C4mEodp6\n98O21hoRGduXpiciwEjCufLZzIIhQlSYTzGU9GVkjYI0BNCFWjvCklZrJKR8gUQNB02Dg/kFGhS7\nkAlVJptgE9CqOalrRPsdKr9LzwFjCfX+Rq99/S5tz/ZgBnWUbqHaviTtg85pkH1XCoECBVoPohuE\nBpDkfe/1BmD9RXYyEgKgUikTD8XokgIVUUJ3nyrhuRlbZgYfd9KEvGA1lm4xByKFZvoKZGLuyEbC\nrR0Y7z9ecCS7Bpik2KpQo7dWsyIq/u3SXIEqJXr2fAW7BNVDmt4adUg41P/JyJtAgEUhBY03q8/b\nRqq2ExWK2Y3TkYFN49te4UjBJM0MlPBoM8la02//AFROvyP7Ggi6D88KRXWPUo9EoDXXjNbLemdL\n7oTCZPrd0I4/5zMeJo2P0nbqDQAiFgTnQSLeQSydZ5B7n/kjs2zl58+775iLUGr/82KK6VcPxU3Q\nxUZD1fhjMy3qVHryO+yvjc4H3YeXKBUoBYJiC8KwxCEyV63vSUhAjWIqDbuQcn5e5xISKcEV3R5O\npdItCDr7UYIiv/NT2s/Ae5WZgNTWdGoQpYHq9dT15XASg28wGyK8krC5Xd5LSpC4aYpn2Ya6vjZ6\njx+nxJagUv4BRQZPU5lzfK66u4gWBrzXMgVabaIzK60YBYYSburUrByBQDDMFNks0w039sJL+z6L\njg7PNN+DDLkQiNJ6csw+x7atFctfvUm+mocJfS0JWd2B5UuRISBEoH3K5VMUxJ5B2bJdKGy0e6rL\nT82sEml5+GOTIGpVNze6s4oSGrfetj3CdhXUb3fy6A64RO1/mblURaXtRQvWeQ1i9vy3UaPFJqBQ\n2l0CSP+ySYltEZB7jXhfqpzmhNksdfah42WFgaSfFgkKIXYlXuuwlIrOTeskHWkbQDL5eezW0Z78\nFhxNBvf3lV8S0QKoBiclLKRtCmzch/tQ2l3CCHy1DRM9UyKk1kq+EYOQkYRECqo9jASop81ETke6\nTcPjDK6hVcLQ8M4QvDxDG+JxD6/z3ivNFGaaV2CWnu09L0SrdepZg23mjePa+Yk7nw3NtswczEWe\nM8ggUfdVvoC4J+cd9UYJGC8zbQY6H6P2x8qfIO3de4aSBgGUP6n8haV7mMTE3IxCTZYrnuPV9zCq\nEBAKUYhGen1RfiblP1Ti0Z3G7+jXWr1+LVA2Kozo177aQgDw0uPV9Ds9zhooKhjZ2l5M4MyrT8Ix\ndd9Fr6kSg4qRdsjdVy/YeH9TTYB5PsXM9YrOS6Lcklsq1810NUUUFAaVPlYGXQsQhwRLMCsv7ijY\nwCYvfICabOyGGhazMY9VzFIRBLbOiCwtvu2azABXKTP/CcZ6JUC11Z2CJ5urZN+CNBdOfk/RlYw+\nGNzWlploLWyxC9E8t8wIt8X7yIa4gteal9A1Brl6TvMx4j4aUfezvRYyk1Z74KHwMpXMWoL+ybBT\nzYoo4KtDd2Thljo8i2bvBYzUhSjPIA//8+RchaBj2/tdIKjsueY2LGLD1Q5URRai/oe7+ZBfdbwo\nMmhIT4eg2l9tkBx4npizaU7kqHYRkSilt16fA8plTk1rdd7oD2/Su5i/PhL1XalCZwbapuuoVbst\nWNv9UdOA1uawSqbvjkjGtWHchNfJarwsBiIxao1gHNe9Nm2f8FM5A7lu6rFPUWQb4i3VEX1ONKyN\n/XUDrNDc3pWKGoynSoHR+7L7CyTsDtidgEsThnF3Xi/hfKs2N8NU/wve91L6Z3iFFGXeGJGmBToi\nwso/2fgSlLrmhCYpg0JC8ybYMMQbwWmAy8UHU67z/Jhdi9LNGvVMqOdpeNPi4o6maCLFCjosV103\nW62T+afuZbGPRfrWQt/fnvFDxwsKg3YcilhA5q7avtgQQjF8w/R7vR7b5wQPm/B23Va8DxLOJmx2\ntFj8b/eL2DqSf8fuJOT3rE0EpU4P5FTjZMZ8PqLSAgJHaVCrEKpawfuQvyPJ/aJe/5AAAP0UxmtT\nYyyug4iCP1299tTIQ/dK+/ZS8F6NNe6zDnch+M6v1utb7wnu83YGFO69h9RVo4AWRAjCZ0NpTuN1\nEJo41fs/AZoVZNrI0GAy/8yF4hXkg5BpODf6632Ou88rI7BEKJFFdcnmdzSFqeA8H/iOdkNuSMmG\n0H8dCdDulQmxKiV5reyDqM+mkMi1XXco5KdUGBRBbWHDfF0NTA3VLVj/D6EJERs9wyHDYjE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6EmVpSTd7osozItUDOtN5ksBa2bdacbpJGyRKLhrAxEttNG0O8AWK1TShCtYaElalB19S3dVz6K\nXgeZAe33aKYvR2IdTeigmbP1JOo9DWnhRCfq9gN9t7T7M2Wwry9fyqgTAAxWi5KN+oL8uSkq32g2\n2qdUlFa0ZdBgXq1RPe7aviIYv6/FivJHwgyxUgkMa1OJqh/Y1xsUHuQrUfF9fOzd4+WEgcaLlyRk\nCw8DLOjE2R9G0F8Vc0ATjEsrRGvq5wRHIqxy5sr826+xaeUiuGdCAZLg/R0JlPzEBh+5SS44i3bE\n5alb04mllqPutSMTC12jwWsYoEIqyVJ16DWgPr+6bVDruq2+wC3KLyAkU8qN59VIt3Q4otfKUMlH\ne7p2ayHDUHg3AA2GbeWZam8innnD65bLb5Ol5NsK33nztYK0ne+0oN1dcb+GBEKrkyj00d/F3Sfy\nzwb8IS0fCmPzsyUINn3zoaNuLwrdAOgci9j6aEZsjZPEI1YC9y4pa/v+P8nxosIgx0pliaavbg5i\n7L1voIZj+KrhE5l7KUdBVYASAmLOKEKUeKx4vgFy8qHg+Q6rokNiG3EnAW0aWlCtuAf1HZFu5Tds\n6KFFA0ohmCnMyutL66+6iWQq3+W8Aetdma/tnxrrZRIyjKlvjDDLG95j1dTf36A5DPaOQ9LRWr0E\n491NZKuuEjKhceLaA2Ubosy1d+gEPLFs9T41NCMRcLoQtj0roZzY4l449H62Pd2vtyzp7wgRKOG4\nfFilKOwe3ErY2LoTBoVRTJ+jUOPlSrlE74/pPV5jKZ+iPIR51+/4Bug/UrOdrztetrnJ6nRjxzYn\n0VNAGAIaaFkf5KbISQRPiKiOt0ZCvvd2S0N3/BuS4lZb2fdWQgWFXADQ/t0+p/r5ENtTuwYFkdOM\nWQ1LA6jpuolEOukKupS0pOVmKgRZjrylZ3tmEoUQDZeKgqrkIdFECyej8JGjEJDQKuIzVTF2D8FQ\ndiS6xuC5BhbprZ1Ao+1f3T+x84YseA9WRkofsTFPiJmVqbu2Nba73IZd277/sLqmbG1d/Lm2z4Ku\nrnywXRhYz0oINeixjij0tfqcdV9EQHo/3+3ag0Y8cl3vK2N4nkQQ9xIIeO62ec/xYsJgrYlhCxYO\n85GETyZ0RBKyZofJJufDOOi4cjqzdm1qu1ZGES1CGr1RwHNdcScoVOPATRAziUAkrVOza/wZCcKc\neQPMON/uqZAKIV7VN1gSsZqVlJlBalcoMamtCagiKxB7NxE4kQCsQ4/pPO2EfEPnHOi6fQ6hkzQH\nxnA6tEqsFRwu7bOtazJFvq9OwxAy2JxntQ7FsPfnKYm932MJj43pdc+1dNGvbszxrmDYBYGYPbbL\nag93kU1TdbUAK6LQ+4ESLvdxpB26B7Lzks6zCqXUagg2FHkyc9IkJHg+kdYmvOrHZj586HjBTkcL\ny9kdObJJRBbLeNXPI7y65YStEqphnibGys8Xk5cUbwIpgQL91Dn4azQKILd0iah5E4QEQQGVThqp\njk3Q+jc03M0S4ys6ny2kR7wx45aVuRHvHWzs5iYB5jmYWpA3GqxOyfViMM07W5XwUfNY2MqZ7S4X\noDU8gLlqYG5Er1lB/xIOfBzo9S0fkQRsIR2aTKjU51jU9NvF28nY64RNIMQqjkQFCTcNX4xWt9Y0\nsh/vs+9Dm77QVordf8L6121B785cX7o/fQurfjNKqd2v6bbG2MwbtGKT41RLJCGhYTI/xaHFiYiR\nsHWt7GsnFQoyucnO3kJzYYB39VuhAhg2lhTL9TYIVQgii9BatBNG0A4MAJioEmkAq31xefDaHt7J\nUAVfrO4vbMteDjnbUmuvkINRSE5+iPxb+QROoeHqxOStTetZTOgHbVNCNBbsAXAUgzbH8R7MMLGy\nyxFSQzrPn2VeGcHYaJsJYrp2kWpeN2R+yOzhPpGoK1EG2QtgWML7BH1e12hZ2WW8u0DYzToxRa+x\nTEadqKNGJUyKKoWkorRF0dn2uTbq4pnw2P94V7tLmBepI4Wq4oIrtkjKzvASbPy9GF+v9oMXAgiL\n7qzMtVeG4oeOFxMGt8cF9wVn1Z2PjCbUrEIW4gCBOBdweAkDPfvwJj+EYblhxNZAY7PB0rkQRawB\nAQZdkHqbi9ouBRG0VexXW17mgL5OyA/6EoKtcNw7tGRkc+M92SYc5Gu39IYRdaRvpLSfdc6FnEYd\nkbk3E6xc/yCRrFJ/XSlH5AGjf2Yj9ogaoa6AmFKtBeIrmQkSTsoyBNREMV+PQlZabqEWCQqxZpQW\nEwPUO3cpYvux/yXYLiHotr/XG1jUsPkh8n2i0BIIfYJdO+u6YvQSSM8QSHn5674MBSsR9CHl9bSn\nuxbfTQqlKevZYsVGI0IU2zkCuJ03jFFZDh88XkwY/Lk/NvDlZ2+x3n6OHz0NfHn9GOenP8Enn7/B\nd37++/j8Rz/GH/oDP4PP5sAnXz7C5xVxGTjxEQ4E1jJMm/AL4HEAkSPBzQYcJyKcjTCdzHJDUpyx\nWKiltOgje4SsdJAttr8mweZXcxMV407UwtCmtGksRHhCcpAw1qJ3PorhcjOzKnNVXoXDyfSyB9uO\ntSLEIh7IMRlAoacc+BqRcWnlY8damE8nHo5rNluNZGxlWsoPEJWnQIYvc6CbjlS1ZXBK8Za45ZFm\nXjk32TzR2O1DFpvsaScSsAhMBIankJu7T8ENsRKvhBLVINJecKVUwxBuvIdVgmBVaTsbohjXBlaC\no0al8X7uGBAtqNCgodBJVoOimLs0ic7BH2vpDyEToZMKit6JuYr4tNxIG8qy0UxCx7zeiknJnApz\nzYXwwOeffobzPPH28RG3m4bfvf94MWHwx78NfPLqAb/zj38b9ru/gz/75/5F4Hc+xyfnd/Dqo0fE\nH/0GXn/0Cj/+wY/x9P3XePvmht//c9/C3/1/foLf/vFneP1wwF59D//4d38XX/z4d/FLv/hH8Y8+\nd+B4wMUdH10W/PBkTDMsGxjHwDDHOSfWPGGxMM0RbrA4U/MMB2wgYmG6HIUE7NpMo0BIRweWsAY3\ny86FOLKEOAl/YoUnobOTzjCHhSM8m2qZGWK2XShveAr3CcwMs4apbFXMwoYg7O8gxiyEsUFHm4GY\n2UhDxk9ezjfB6FhrYgI4RqMpnT8VZ0dVAsQ5kTA/rIuLsj4CaQ4VSusQa1hgLpoEnnsVU4I3qJFV\ny5Hm5AKwhuHAwBk5in5Glve6EGIA7oMMTnZekzkcAzmZMg8NiI1YOMYF5o7sl8KZCGNQCAXLpY0d\nlqxQIGxlyjSlPLMVEGtx7qLX58X26mGY58r7nGsi1sI6W7OvWHi63bhWC/N2w/n4BIfhnHndc07M\neSIW8MPf+QHmWljnic8//wKffvIJvvXt7+DX/t7f/1qefDFhcLwaOP/+38Uf+tlv4ydvP8XH1wPz\nYeDy3W/gkx9+gu///PcQBnz56sDP/v7v4PqN78Ke3uBPnobx5kf403/mz+C7Dx/jGL+AH/7W38ff\n/bXfwL/yz/8Z/No/+CF+4zPg6bO3+OTpAW/OwHH7DNcx8Plnn8Jvn+LbP/MHML/5s8DlFV49DPgx\ncJ7AeTOcYTjjEcMmcA4ACwNRQzzNDZOowN0Ra2JMMsXhiHXLOQS3gRWOsCxDdkw8+SoBcVr2DjiW\npaaXoGc4Mk5qzaUpTI7TTjZ4sjSdLAWFD0Ow1gMAECfDq8ncHobb7YZ5OzEuEzbsLt8/sDDGwLAk\nsDEOXM1xu03YccB8YK18SBG2jlKgljkNFpM9RhIFLGOINYKzMZ0a2xJtRGD5wjonLscB6ca1FswH\njuOKwdbLcS6c54SNQf+JENPE4QdGQrTU1hZwPxIxeZ7rqoS1i2POBbPAeTtxuz3hAsOnP/5dwAwf\nPbzG4/mEx8dHfPLpp7hcrzjnicenRzw+PuKb3/wYWIE5J87bDWsmOrleLni4PlTG5xeff4HzPBED\nePP0iMfHJzy+fYtzLpy3ZODb7Ybb+YTb7YZzTUTkWlikcGCFNmKeNDDp+4GlA3qlOaqR7BMpILIN\nfa7vb/yDf4jLOHDOu6bq7xz2T5qd9P/lYWbxf/5XfxHrt34Lf+8f/xi/9Au/D69/8ZfxxQ9+A5eP\nvptE/vYN5u0Njm99G1/85m/i+s3v4dW3v4llwNPMmcOXAC4ffRtPP/4JPn/7Br/v+7+AmDdcXr/C\n0wp8/sUNuHyMH/34x/jBb/5D/Ny3PsKPzoEf/ujH+PxHn+Pt6fgMA5/dvsQVjp/71nfg14/w9vgI\n9vHPAjZgthDjgCNRRTCHIb33KfXLmZUrij17cU76FoZlqS2TYBQhXGHsCsRMMxsZ2pIT0Tg7YEuA\nGrQRxxh00qkyDrg93XC73fDxxx8lIQI4jgNPT09Ya+HVwwWPb9/kRizg+nDB649e49PPPsPT0yO+\n9Y1v4ic/+QRffvklvve97+GLLz7HmideXa84joFzZcvueU6M4YgznazH9cBxOXB5uMDHYLJY7TeA\nYLdjCQPQPPL6zJsvv8QYDh+eCCUmPvv0c2AFnp6e8M3vfBsP1wfMpyc8rRMeOXfRYZjnxFoLxziy\nKen5NsfULwBzYs6JH/zwh3Az3M5bJU/M88Tt6cTrywVffvkGYcAxRkZI1kxGHwOxggNwJnV7miVr\nzuyGZMBtnjhXdtMqB7ZlFyqcE09zIdgSXk7DtC+yacuiYE6nZ4ZU1lrlezmuSYM59DYAIx0cF1wv\nF8CAy/VaFaduhlevHtKUPQ6c5w3/2V/9q4jdCbIdL4YMhj3g4Q/9Ev6X//5v40/+yi/i+tG38dnT\nb+L1L/4M3K64nW9g5xMiHJ/77+A7v/AHgZiAH3g4Jl5h4OnNp3jz9gt88vQGv/D9n8Htzad4G1mo\ndFxe47vf+Q7cA09fOn7XA9+6DvzyH/9l+PUV/sb/8bfx9/7O/40/+8/+Cr77/T+JWAPnm0/w9u3E\nr/+jH2M6EOf5/zL3JrG2rul91+9tv241uz/dPbetulW3XI4dYzsJ2HLkAJEIAcEEMUEIIiEkmgES\nEp4AQbKY4AEEDAGMjBCZMQiKIqMYhGKiBNlO7LKd8vWtus1p99ndar/mbRm86xxbcbksYUXlNdp7\n7aW9dvO9z/c8/+6h309EMyN5z24c8UB0EwLY+4gPgeg9MZa7QRICg0QaSY6etm0Y3ISWGp/TwUsA\nWisiGS0llTFvxpEAZd7LRWvhXrfkh7EgxgxKEWMsi1xDKIItpchCMB06AGsMKQRiBiElwQekKnoO\nn0KZmbNAa41RGu88kNFKFmWnFDzVhhQ8gkPhIRNeKwoPF3vMiXRoh18PuK/NOeX1h7vRoUC+no3l\nQTvxeoyRooxbSmtS8uVnU2WkE5SlKiE6jDHU0uCCRyvF5CNKSkIIVHWFEZJ+6mmrCh8Sg480Sh3G\ntbKoNAJKSVI6RJ8JyTYFUkhA2V0olX7T/8R8WHiaMzEGUiy7HVM86GEOVS+lgtdoY0hSEl8zNFEQ\nsiQU1xVGGbQyGKuZtS1tVb+50RijqawphdXYgv8cxpWqMuVuf8B0Qopoqd6E0SIOCt7DeKhU+bsI\nMlmVsee7Pb5nxWB49ozt9S25v+Fbnz3nq0eP2PmR4wC2rcmDp799iT4+5+jRBXRzpNGoLEn9HWG/\nIynF6YN3OX0rM7meKLa0yzP8bo9VCWESQlVoLZA5sNlfc9SfcPdkzdOPP+b87Iy3Ls7IMvHxt36H\nrDt+4Af/BG/fWzGGAd/OWV/dwDTSXTzA9yOdUqjs6Y6W0B3x2RcvMHXNZrOmlpqsBUJZnj+9xMVE\nf/WSxcNTnlzegFT0biInWG32+JC4dv4wb4PVhpAKbqGkQGtFrSxScbiYBTlEtDEHhFgXY1FKRDcS\nMkw+IIUkpnSQFicUUBtTZveYaIREGnXIEcxIEVCyHCprFS5kQgj4yZW8gwzSB4Q6aBQSKKnegJdG\nCaxSKMThzsbvdgEcItikJPpSwF6zHLW2JCDkxDA4tpPn1e0NTVVRac3QO2TO1N2c1c0Nb791n3Hq\nebVe0diKm82W2lY4PzGfzfntT7/N6WyJPb3g5vaOKo58/Uvv8ve++W20Mex2Oxe91DAAACAASURB\nVGazlpwy4zQWwBaBpeBJUoBVhpQSe7cnA7aqCTnRtQ1t02KMBV0xuohSitOTE5RSSG3wEYRSaFMd\nAMXCs8SU0FVVsIdUnKRSgTbqDRgqpCQecIIYI947pnhgf1JGxkydC7gdYiKkUK6LlFCHoj668Q3o\nmmIAEbG2wg0TWhuE/O5TwB9aDIQQPwf8BeBVzvn7D8/9J8BfAq4OL/upnPPfPHztPwL+DQot/e/l\nnP+P7/R9vQGn4K3332M5q9mNG87PH3H77Anze/cQMSGswTYGMXtIGPdoNcOPG/xqzae/9ssslkse\nfigYtaGuOupuVgI5KsV4d4dbeUTO2AxvXRwxaxtUO4NXN3ztQcujr7xfLlwluWLGTFXMK8EqNlTU\n2PUldQOirkA4wvGCtL/lsyfP0M8+453332OR9gzXE48vzlicnBNC5uXzp/ypr5+jguAfPI388A9+\nP7/8q7/JWWOZHx1RK43panY+4dYropDskuLF50+xdcV2c8cew7TdstlPVPMljRH0Y+TzTz4h1zOO\nqo4+Dmy2I4vlEqkybj+Uu2sWhChRShIFhCgY8ghkFImYwfmElqq8Zkokmcq6cRfIKRJjKu0ooIQq\nzEzwCAExCWIqnYRRBZvoEQeZNIQUSDm/0UTEDDHB5D2zRUelLMWhFHHeM2XJbpre9BOTi8zaFjeN\npGSJ2xv+0r/8J/hv/sbHfG1RI6Pn1Try7vuPWV/d0hhLZwxfffw2Q0osGktQxwQEKyf46ocfYYzG\n2gptLFLpMopIRQiZJAVaKJTSUBlETLgMQ8wg1Rt8KBww45ihPbAF4wEfEIhD2KxkjBEEVNoUufZh\nxUwZBws2o9VhneCBOQoxlk3UUiGVwhpLjpEQC77io8fnREgRqSVWVKWj0kCIxJypbIPWihTDAXtK\nGKVo6obsSuf0RyoGwP8E/FfA//x7nsvAz+Scf+YfKRxfA/4V4GvAI+BvCSE+zL93/cvhYZtztnef\n80989AhlGqRpiPstzcmC/e013ekFup4z3K6Rbc32xSvmbz1k3K1oZyfc//LXqKsKUVuW7QVJC6bN\nHT71KKmxixPSfkdKmfmspT7s6Ms5M79/ga0lTTMvCLDIfHR/zqxp0ELQdR05TThvqdtTwjCR8Gyu\nntF2Le998D6by5f4/Y7b2zsUAltbNs+/hR/2jJNk+eF7vPjN3+JPf/0D6nmH8Y6TL7+HdD03zz/l\n/OKck9PH+NwjbMMH5w/4QK2YffD9XH3+CUeP3mZ69hmcnDGfXzDisVnwy7+Q+PDHfpRn3/wmTdvw\nySfP+Yl/9ifZ3N7xzW89Z9KW66sVn1yueP7ihhgcCy3Z+0TICiUjUgis1vgM292ASB6XBY2psGog\nSE0UGuEjj09aksyMUyYkDWQ6W9iHWVMzs6UFv96P7ENBwk0UtFZz3FScdDPuhom7wWGE4GTRIY3G\nasMQAxKFy+Wg1UajtUVri38NL5gaKxTPneQnfuKC1gi+LCsygtYYvAFQzGxVaE4pCKEc1IhAS8EU\nEolIipnJx0OUYpnzFQc6kQxaE2KiMpJTW2OlQMjyWill2aIUf1e0JIXA6AIyp5QIh7EjhlykClIQ\nU8THRIjpDdMQU8EevPO8VgjGA64AkGJEaoUPnkpbXAgFq0gF3I2h0OQxlf+l874UE6VIORK9P5Be\nBRgmRuqu5na1+qMVg5zz3xZCvPsdvvSdBpB/EfhrOWcPfCaE+AT4UeDv/r5isL+ld7e8U11g5jVh\nvCYJGFc7ZkcPGTcrop/oFh0oxfLslBglFZpZTmRtcVkxRonf3mJqhd/dopf34VD9VZzo2gXbm5cM\nw552PmdmKrLUKN3gNyvu7m4wWnFqE7OjJbvbl+R2gakM+9sbbDJUdc243nNydoQ0muQF9x484PrF\nF7z1/rtUdc2w2aN1jTltaI3ld37r1zBuS57eZnu15cN3HqC1REbopMXoDrKjao7wRqK05rNXK77v\nKxXKVEhR8ennX/B9b3+NHDzn58esVzf88J/7p9lvnoMQvP2lr/Lgg6/gx8i8a/jxH/9TDDfPUF9/\nj8FvaWb3eHLb89knn/KtLy759OUdc6V5uOw4nneMIbNOGaU1C62pBHSNobKaoe8xKjOzmkYXDGu2\naLFVw27nud1NDAFQFUMSvJUSY/C4UDKs9j6wi/CF1qTZ64xGyQshEbpgJEooKqvQRmGUxihByJmY\nE1praqmo2gorE0lrHqlIdBmXCx3Xx0DCEKYRFwWjC1TWghQEH0BJYoosqopaV1SNxWgDIqG1REuB\nd46mqgjRE3xACYXziU0/ECX03qFQjH5k8h6fElpXSKkYXzMELkAGHxxZFCGdPBwtgcRUmhg93rs3\nxyb4wDQ5hBR0bUs8FAIlJSGmN4t4D1AAQkBwnrZpGN3IOEzMFnOmaaSpa/zk3ojb2rah3+2BiDWW\nfnKYAJth+qMVg+/y+HeFEP8a8MvAf5BzXgEP/5GD/5TSIfy+h3nwgA/DD6AXHWG/wSzvo0jo5QXT\n+hlaWezRKcN2RfYJKTTGOGgtdzfPC4UXJciAPLmPHwI+CdL6CjNboExLXS1JUTE/vsdicQRoJrdD\n6oq6m2OOj3nwtR9i3G+Z+lumzTXCdixPH5CGFRfvfYWgGoTzLL/8FjFl/LAnKYX0E2dKYpoapgnP\nSF03CN2iz464/Px3OH38IaK7oIobxHGHjBF5fIJJmuxX6PoRcbih7S5QUmH9xM03f5nZ8hwpI2eP\nHkLec/fiM+h+gMl58s4xjYlHb71Ne3QfkeCOK3JWbHZrpK2R7QwGRZCSr3z4Pl//+kdM+x37/Z6b\n2y1Pnz4Dn8jRE4aRYYyMAXYBXqwmYGJImdvBsRknhixxUjEFR5I7ktGkrCg34B0iOkIsCcXSGIyx\ndKZi2VRUHkKOxJzwIRKcQ4Y9ulKkULQdPhwCWI0ixsTMViitSFMELXBR4X1PazTaGIwwaC1R2mNp\nySqQtcZPA3VlwSekKqBpyBkRCw6TFYzDSFYKoyTTNGKsZbV3dLYqLIBW+Dwx9RNWWWpTEQ7AoxIS\npRRaj7zWP1RKE0JkdA6jLTkopFGYxhTwL2V2ux0CMMYSQkRrxWzesFhKnHMopRjTWChBpYhuKl0v\niRACCE0/7NFaMXiHQTFvWoZ+wBiDzNB2DcF5vHO4yTGOA/NZxzRNpBC4vb3FKPOPpRj8LPCXDx//\nZ8B/Afybf8BrvyNqoRP0+1tsu6R3GXv7kuN3voxWFhcW3N3doaZrbK0gJCqbyCkT/ETo1+ijc6bL\nZ0yra47PHiCbChUU/u6OanFKTBMxAyGSDnE+4+6GED1aTYg6kL3EeU/KmpwlQlfkBP12dbArK/y0\nJ417YizUnHcjzbxjdfkc2S6QMTO9ekGWjnR8gYged3vFxfk9js7uMa6fs98PLOcLgl+RfGRmBauX\nV+TmFKk17sUX5PMHBCIxG67u9rD6hPb8bb74xjdoTu4T+gli5jd+9Zf4YgN/8Z/7SbbrnuB36GpB\n9BOiNlhlCWGP3+7wfiJs95jZcUlKFpKj5RGL2YxpHPGTY70b+LWna/6vT9d8sRqKCEiWO5ShRmmB\n0BktDaYyGAFaS4zR5BhJUZLRRdiVEjJltBJERpLzOCGIMaGUoZYC0VaEIIghYKxB5kxnK+KhBVay\noPwiS2RtkEZDv+do3jBkydjvmS0NPkV8PzJqSaUl0zRgpWIYyjo0ETIyJ3yCTKJShqkfaOqOEDNW\naoQpY8+9hSVOHh89Rham6/h4SXATk3d01pY7c4yknImuMApKSQZZPAVaV0BCKUjesx1HEhllVNEe\nxMgwDOSc8V4wTQUf8aEAt1VVE2LEuYnK1rgYidFjlUGksgtDC0UIkXQoSlVVIcgE78kH9ZQypci2\nTYN3vjAQTYMfJ3z8x6BAzDm/ev2xEOJ/AP73w6fPgMe/56VvHZ77fY+/8r/9n7jtHVl8xp9874wf\n/6GvYm3LfhpI45b54hjZdbjNFTNVE+Yz8JJ5u2Q/DNjjR+R+IHvPTErM8T18pdgOW9qze4Tdhqnf\nE9xEymCqDi0qhFL4aWKSkdzVGKAyhojF0hBcRPqelCbu9j3t7AjTtqQQqdoW3bWEzS2m6jBKIaqa\n5uE7BNdjFyeEcSBnx0Ja+rtLQr+Dowe8Wm1prKVrZuhasDx/RJKJrCVSHzFcfsa7H/0Q1XzGr/zq\nb/DDP/aTXH7y69T3H/Pqs2+zuP+Qqmr54Gs/xAdVizIV+75nMVviQ4AckFnjh4FMwClBWO/ZhsD0\n/CnUHaenF/gYiCGjtCIq6BYt/+T3tfyZL9/jk6st33ix4oubntvtSEQRpCZkiQsedVAABgdeHWzV\nQqK0whz8BVOOxCRoTV3EMQc9hDaiAJZCEQREqVDaEoIjx8h8NkdLXdKelEBnQR9GRIaumpFF5KLS\n+KqmaVuGzQY5P2G72zImOOo6Yk5YZdiOA5WxpCnSj45Z10BMWK0xShLTBFIwjnuqumXcT4wxkIXA\nGEVwE+uDEKi11UEHJfCTx4WINhqtS0sec0BkWYRCKuGCx5oKrTXBe5SA3WZNiKFQmlJT1xbnXQH7\nUiJ4z9D3CK1pmxofPWGaigiMTMiRLDIpeKy1RUsRAuvtlspaurah3/ekULAGJSTWGILzfPE7H3Pz\n6mVRWEr5nY7iH60YCCEe5JxfHD79l4BvHD7+68D/KoT4Gcp48GXg//1O3+Nf/ws/BnlkuLqlO54x\n7CZGe0d49RmLd76OnM8J6yuk1Hz867/KV/78X0TZIpVFGowIrMeRyjS8/O3fQJ2/QueyqmvzrX8I\n7RHDsMVWNXFcIbJDSI2pLJaIX71kch1icQEuI5sF0Qu8v0UYQ7QVMmpStvR9T//5bzO79xh9eoau\nO9rjhmnYoQEnZxiZsF2HNoa7J9/kF3/pV/iRH/6T2PP30EDPxOe//vf46p/750l1R7//Fk13is2J\naBv2k8TYiBCaH/mRP02/XXH0/vdhnWd5dsF0tWI7a5ifv4WNkudPPqNta9Y+gZLsxh4pepLWCJ/R\nzMnNDBkCQg74ybG9vsPH8h7JjaArVExMU8/W73lcz/mhjy7o3Zb1zTXXz5/z5HbNRte4kw94Js9J\nFNVk8B4hy13ptW5fxMjZfIH3/uA7MAclYREd6YNZppKWrEvrHg9uzM1uizKKxlRM2x4hJUZrqspA\njviccX5iHAdIAVTR4z++uIcUkil6Xlxe0rVtGTelYEyZR+cnbPsB5ya6rqVSkka37PxIN+uotEbM\nGupxoNEGpGKhZ4XiGyei5A0IlypF3VUooVjvduyHka5tsVogtGDyCY0huYiPnrquUVKzH1YoKVge\nLTFS4p3n+OQM7x3JJJwfSaSi+DwwF04JBu9wo+d4vqCrK+5ubjk9PmG/21NXFQ+6Bt+PhGlECxhz\nQmeB845+7Lk4O+WxfIfz+w+Yz1ta3fCbv/b3/+Bz/YcpEIUQfw34CeAMuAT+Y+DPAj9IGQE+Bf6t\nnPPl4fU/RaEWA/Dv55x/4Tt8z/x3/pefLuosLUnrNYgJKzQ+SSY3UlcS7wMSSYwZWVforiM6X/IM\npgE7riAXTrx68CWS74kIwt017YNH1O0RQlucC/hpj65m5f38HvyItg2BTEoWVXWoSiEwODchlMXY\niuBGpNS4YYPAYaUAoYp4jITUhphgGPaoYU/IgbadYapjbi+fYboFdVORmgYx9Wz3a2bNCcpWhDAw\nxcTqs084e/fLiDixvr6iO7+HzBLTdnhhkEKxffo5upJMLrIdd7R2UdSKRjANI4qDas4HRu/wo0MZ\nXQpbCNRNS/C+cGOiiGf6YU/TLbBNDUIy7nq6pgHhCW7i+tU1w901bQo4qdi2D7gUp7h6Tnd8VNRw\nKeFCZHKecSxy3RgjMYTSEodQlIq5RKAZpVBSkTJYa0ghFmGRKnRbdL54E4pEsXQb0whCMOtaRCxK\nwJgiWQpmtmKcJrQ1KKWwxiByZhwn5rMZq826qBaJ/O6yalmKitYYqYu/wXvG5FFaE0I6KPgyRll8\n8lilisRbKrQ2bIce76YS3ydKmz9rakZf2nGNJMSAEKIUshDQB/FXCqFoKaqqFEElWc7mjOPIfhiY\n1w1KSAbvSDkTfAEa67rBOQchMowjpjKknJl1NUob8JHJTaWQ5YyWgtoabF3hd3uigJ/72f/y/78C\nMef8r36Hp3/uu7z+p4Gf/sO+b7EiR7JLpG6OcBW77BFTaadjBq0txImmm5Palv00UnWnKCuRURL7\nBWwukWksM32MyCTANhgMzg0EF9D1Emu7N9t+le7IYsXm5jnYOd3RMTFFokukFNDKInzExxFZKXLM\npf1Sc7JSZd6Vimm3RcZE9hPS1IRaY7s5qoLt1XOahw9YPX+GtBfUIdMniVUz+mmHEbC92yHjjou3\nv8Tm1Qtsu8BnxeZ2hR48k7UkP6J1i7Fw/WqPUBIlDDebG7TShCnjgmPyjkpKkpJv/A0mRVolDwYt\nqGqL0gqXE4RAUzdUShODYxq2iO2W7fWID57r9RpNBhQ7IcmyIaLQIjFOE7u7NbW1hT4LkTAWVWZK\nRXOvtGKaJqAUgbZu2A97fIwEH2jrhrEfUFpijcYFX+bxGBnGHqEt0XtSitw/O+PlzWWRVkvD8XLG\nfr9nco6Nc0ityYeW3Jqal5dXzNuWcRwYhv3rBcZIUYrQFEZkgqN2zujL4RGVRrtSBAIJnzxVZdm7\nkXnb4J0jhERMESVkYTtmM2IICCEJwTP05fdDCoTVxV8CaGsKgDo4jNV0XemewkFFmcn0ff8mpXk9\n7pnGCWMM87ZDqRqpBHNbM1nDbhioJIgEi1mL9yNjHJjpitt+X7qjg5x6sxtht+HR2Tku/TF1Laa0\nw+gF0WosgpASlWlQZoEjY8M1UtSEKRPCRNqNWBex7UWpgELA/IgpeCq1pQLEyQWTy1Qi4Y1GJQCD\nVGWmQyqkLXZa2Z3x8W98zuUnf5s/80/9KEcP3yfkUOS4cURIjZ9GZARV18hsmMaAriRWG1KC5cV9\npv0GF0eEn6hrQ86eGCzV8hHbJ58xu3iLfb/m+nIF0uFHj9IVkT0aRZ0bnq0ukabl5e0NCkcMpTUd\nxi1WVNxsv4U1NZW0xf1XGwiOoDVNY1mIiihqfI7Yqi2z6cGE1FQV3m3ZrG/Y70ZscFTWkIQDbbma\nHNc3N5xXhrvJY3TDrJ7T1ccM44hPiZgFG33CZSiYQ9tarKwYnWe33x8cdpGqrqmMOfDdiRgjxhi8\nc7x48QJtDYv5jO2wZz8OkBNdXTP2iX4cQUBTV7RtSz8WwLapG65vb6iahnEcOTmZk4Xk6uaW09Nj\n+mGg3+x459FDpFJ88q1PaeYzhnGk6zrqpmO922OULgEuUmIqi+gq1rsNImcm52mbiuN2htCaM21Y\n7TdYJF4blNJv3KV105Fi5vbmFqM1Vkq6ukFkwbPVLVppRMqYxnK6WKKFYL3ZkHLiZLkge0/sR5qm\n4bbfFmqxqkkhYCrLcTuDlFi7gf1+D4BViv008PTyBY/uP+SsmzGlSBKw3q05r2ccLxZ8+uo5tbZ0\nbcsUJoZ9z4OLe+zGPa+ur7j3+DsSe28e3zOj0i/+zL9DbWrkfEnWVfHPuwEXB2bH98locp7QyjD1\ne4TUUFm0c0RdIUVCSYGUlu31c1Qa8Bi680eluoeIqevifhevjSUSoRQ5R6RUPLu84W/8wi/y7v0j\n/oU//2fpXfEokg6KPG2I7pA5EF2hxbJAWkvKkX6z5frlM9K4ozk+JwiJyoKUxBv76ugmNqsVi8WC\nKShOFhXD6PAUO9roHI0UuBDJylDlIjZpFzXBWOK45dkXK770/e/TKksWmuxdUZ4hGNwOIxQWhe5m\nJFWC1Xw/kP3Efr+jkkUYlHJktdlxvV7zcF6hyYzDSN3MmELGx8g0FXdeyJ4pKaKd0esT5PE9bveO\n7RQ5PjkpLX2KxHTwPqRAP/Q4H5icJ6XEOI5UVVV4cOcIKRUWImec86VYSFnGHQXGaKZxOJh0JFVV\nsdttefzgPvtpZOxHZIYpBeZdR4oJYTTZebTRDONQZLk+0NlCo603O3RVMex3NFVdvBLJU7cNMsKY\nAvNujgiBKfgS5nLoZJTRaCFRRpHDa7twIuaMTxGrDU1VMUV/+D9W+BCYKCNBLSQagbIGoRXrzQZE\npq5qQs40xiIz3G5XGK2p64bdbosbJo7m8+La7QdsVVEpxeAmVIIxFL1CVVtmbUsms7q7oWkaRM5s\n9z2trRjcBBLun5ySg2c39vzVv/IHjwnfs2Lwd37+PyUMAyomxGKJMC1+e8fkBTM1YI4elDuOlChj\nkd7hRURISw4Rpcvz2XkwhhRGCIewCa0Rpi7pLkIf/Oqh+OMP3nlx2PrbbzbEfk3V1dh2werVK/zQ\nU3UzXMpIWQ6+G8Yyz+byzwVZLME5krICXebn6+sbTHJFFZYVs7piN0WsFbgoSg7DgbpbHJ+grEEb\nw+b2FiUVs1rzbLXmwfwYM6+5ub3i1Ys1P/ijP4CfUqGHkifHVJxoLhC8IyZPnkaSdzx58pT58REP\nLs548uQ5fnKcnB+zXq2Z+pHeeR4sagIaFxPD6CAHYpQMkyMg8aplL1rG6gjRHaGMoWpbjLWUvIXi\nyFSiOBl7N+FCEd/EEOiHAe89Qhb7dHIBoRVNXZFiwoVAXVVIBLvdjqap6ZoKrSTb/UCIEXkw5+iY\nGGNivV7z3jvvsN1tCg4QPGOO+PWO2fES5x1KKryPkCP7vqft5mit2O12dG2ND5GT2Yzb3Raryzy9\n3e4wlSnzf0okWQrqvOkYvQMpcG6CXPwjRmucL5kCVhXX5+RdSet6vcsCwIWiDYiewbvyfkoVD0LM\nDMNAEJFF0zKrG6YQSGQ0RX9QjF+ZedfRuwmjNavVmu1uy3K+AJGZNS3TMKIrjRElH6EfJza7HXVV\n4f1UfCmqGLV+/r/7b//4uRa9j8h2RtjeIUbHb/3Kb/LwSPLgw+/HpZphv6dZFq9BjoGkFDhIsUc1\nLT4ndAJhatLkUNIQRCxS1uCRwiGoSxKMTAhpYHIoW1DocRy4/OLb5CQ5efCIT58+x/hn7PqhvN/w\nBDtf8ODRY9JhzZA+OOvcVJx8hsx+mvCDwxqN0hI/7cjS8I1PX3H/bMny7JSLi5aKTHaBJDIx+eLd\nj55WanJbcXH8LnnwxOi5X9WIWByRJ92Sxbsd42ZFXdWgJC4JJJE8jMiUif0ekzOjc4zO8+R6y0dn\np/gYePDoLabdmqoS7JXg4Vv3efHiFde7CauLacYfcgJ6F7nR99H3v4SsG3zM1FqiVSYCPmfi5A6m\nqUNyj3DEEBiGkZAKs6EFNNZCTiQfWDQNsSnW89V2w/2TU1pq+n4oklqZcW7C9SPKSEzT0NkGkRMv\nb684Pznh4dkZOpWgj7NZx+QC3351TdM2iMpyvdnwzvkF+31Pu2ixQrJabxE5MvYelyKdUsy05Wa1\nYecnjBy4P7/g4qjjdj+y6ydOlh1WmCJd9wHnPV3bkm3GTwUMjSEgkOzGkZh6zDRQGUWlNEoqQozk\nLBiChyFS1zWNKerHkGKJz8uZ05MThnHkbrPiZrPm/Oik5G6MIzInZm2LD4EQE37yTPuBRdMSD+E8\ns3lH21UMuy0xCa6ur2m7GT5Ejo+PyJNnuWh58fwFX3rnXfpp+K5n8nvWGfzSz/2HaHNK6FdEVfPp\n0xcc71ecvvcWzeIeDkEKPUrXyKZBZknWsYB5gMTgSUiliXFCiUxWDUoKjIyk0ZOlKtZbqUlIYgyM\nQ19CMqYJHycEhbeVVUWYJoQfkboh5sjt1SXTbkvbNJj5EVFIpPc0VQE4P3v+nMYabjd7KiFZnHR0\n9QKpy6gws5mnL16x6BpOLi5wGUIIxXaq1CHUNKIx2LYhWl3irGIkxYiPkRwDwXvqqmIcehpjqWZF\nhiriwXrkekIYQVq0FWyurlltdhzNNSTNq6tLVncbqkZSyQrbzAnJweTYTIkJTS/nPBHnNPfeKilR\nosyqAknMiZBK8lCIxXRT/PdF0JNiQArFME2InNFGI3Jmtb4jKl24cVmUdVVdc3e3RpGp6gptFDkm\nalvjc2az3WAErPdbjo5PqLUpnV2MuGlikzwn1Zzj0yM+/uxbfPDgLW53W46bOVklru5WTLuRXGuM\nMpzPZ+ymMl4c3N8YbRiGQKMU3cwQlGImJT56pjEyBYeqK0SW3GzW1FbTGkuIgvWwpbU1QmmUApkj\nyWd88EWgVDUsZjPWfiq5BCkTXjs5DwlXvRuYnEMjqeqmZA7Ict9Kk+N6u2UaRx6enyFipqotQcB+\nt+Wm39FVLfePjrm8fMnyeIlIUBuLrS23N7d0s4679R3Hx0dUWfL06gWtrfn82RP+1t/463/8xoT/\n+2d/CmMbpBX4fkKISJoiIeyhnbO63vD43fdIUiF0QdCVEARVIspwHlG1+GFEaI1UB024qggpEaeR\nOI7E6EFpgpsI3hNCQCmDEpqMJGaPDxMkweg9Wig6WzGEgRgC1tZMfdGgx0NackiJtq6xxrIeJuZt\nQ9NUTDFgDpui6qph12/4+//wUxazY776wUOak6NDjs8hzJRyey1xfcVko7Q5GGcOacmi5PdFXxyY\nOQVAoYXAk1A5lKwCXYC74Abcbs8nn3zCk6eXfPXxMTe9RuKxKrF3mU4V49I2amJ1xIoZG9lgZwu6\ntsPoQqsVvQAIqfAh4EPk9U4Bqw1Sq4ORJ7Hb7okpUlt7kB4f2B1hCsJOIsaArSrqqmEc9mWLs9SM\nzhULcSpApK1r+n5fJNraYIxmt+vLKBYiMkbqecPddkNKkmXXIoSkaSyruw1ZFCu2VaocpJC4W21w\nk6OuNMIohLD0buT+fIbUhn0/kmKkthWTm0hKMG/b8rcPge0wsJh3dEpxu93TdS2jLxSfVYCQJCmY\nvKNtmiKb9gnvAhOR5By1LvjClMLBICVLboEy7HYbFm1HSol+cgglCqUafPbAAwAAIABJREFUEnVl\nsW2DGyeqLPCi5FdM+z1H8yW3uwJQ1pVGVyX2T6XEfuipjQUJcQp4Ij//V3/2j9+YEKZA1Si8kEgd\niAHkbEZFh9vfcHR2xN3LJ8yPz9Ay45uOJA1WtWSpiJVERkddWaYwgaogBHbbK4IL3F1fsTw5Ztis\nCINjPzpubzegFPN5w/lihg8BFyLtbE5VV9gsWN3c8rIfOD894WY/0q9ecr7oqNqG2/WEi5mjWbn4\nkszMaoMk4cOEshZjiqPOC0G9POWf+Ylznj99yXa7w1qFsDVojVK6pP1IWaStWZKiJ/kSviGkQhlT\nsAGrD9SmJHmNzAmUQMcSEuJHx269IYSeqR/5/Pk1DxcNz9oFxliOW0HOkv3oGULilWu5MyeMsyWm\n6uhmDSciFbo0Ftedz5nB54LNxIQ/eOtjTggpQUsiiXHfI4Sg7ZpyIe93pFx+n5wy22GF1gZ5UB82\ntiITUUYz7HsyxSBUa42sSpvthhFzUN9pZQoWIQptqlNmihn2E+eLU7bbHT4nZrZmtdqwGQZEhnfm\n91n1W6aQWHY1690WgcAc7vILW3N+NEfHxF0/spzPuNusiN5ztFyABD8NLGczYq6YzTo22y3Pbu6I\n+XdThLrljBQjzgVmdYPq5kyxYCZJahCw6BqkqBhGz7GdM04O5zyKgm9ZrUr3lRP73RZlDEezI+Ry\nyeQcRpQciT7siAmskqScMNpws12z73vmdUNXtQzTQNaawXtm7Zy77Ro/TXzw+DEvX736rmfye1YM\n6sWcab3GzBYEHxGNJfuRMCVErNhtrtl6xfFsj7Iz0mZNOjlnN2zQpsYoQU+iTpmYAvurO7Z3O1ZX\nG45OOo6Oj9heXTP2A7ayxfhhW+p2xtuP76EUrFcbXl0+Q4+RRw/v0aKZRk/ddkRpuH9keSUU18PI\nxULxta+8h06C3TTivcNNI01tcJNjGjJ1neFIYXVFTIGYBfsR5mfn/IOPP+fmdsVHX/vKwUpdvBZK\nlsBNpEAqi0i/a7FNB4/769iuqjJ4BLhAHCeGuzXXn3+GmLV8+9kNj+YtoqkwWnG1WvHle2ds+g2D\nKxfa1im+4U6wp+/SLZccGUUWobACATy+vLcp6r9a2SJfztA0TQnlyhyWuiRi8IfQ0dLeK6CtLTEm\nVv0ehOT+vXtkKbi+uUXXNXs3ldyimOhmc3w/oEwiUopRDIFNPxSBTwhsdztOT0+pjOBsPudus+Ko\nm7PNjjxMRCLHtuPJ8xe8+/Yj2tmMfthQtRVy3BFSZH1zy9nJkoBkXrWcLma8urtB9Bt2EY7rGX4M\nKFNjDOw2K6KUTD5wvd1jKSEnQhsu7t8jTp62NkyTY7PZII3GHbIMjxcL6qamsjU7N7Lerah2jrkt\nxeD6do3WCnlYtGKjYchwMl8ijaIfB2ZNQw6e9bana1rOlg2r/Q6rBE4KImC1YsiOeddyerQkkpnG\nge1+i4iZetaihYQQ+ej9L/HZiyfYxn7XM/k9GxP+n5//y8TdSFKZqpkRw2FBRmXw2x3by+c0bcvH\n3/yCD750n37Vc+9rH9Hailw1jJPj7vaO8a7Qdq8uX/DFk0vaSnN2dszJyTHX6xUvbrYsq4qL8xOk\n0ex3PVopQvTc3K7I0nJ0fELX1eWHyxkjwGpJEqoYfEIJ+8hSEGM5PFJprK3RB7NLOCjs6sqA0OQ0\nISIIo7F1S10ZblcbyIl2Nn+94b143N+Ek5ZEIKnkIRIbNOLNQtHgigMt9nuic7x6fsmLzZpWSbQy\nhKnHikREshsnKq24GwIOyzY1fBFnqOU5praoLA7bnCRWSUxd471H5Yw0urj/KOh0Ofup6OtTKpLw\nFMtaPAQpRbSWWKOw1jCMjugjSmp2+x1CFeqxqWvcFHB+orYWYiIIaKoKLRX77RZU6ZaIgQen59zu\nVogk0E3Fq6fPObr3gO3mhkcPHjLuekxd0W93CGuRMTJrG/bbHUkJTpqWz66uUcrQVZausvgcmUIA\nIQjDyOnZGf20Zxh6lvMllam526yxooSu9jEgUsZaxWbX09R1sT7nSKs1o4tMIVHpomzStSX6QJgC\nTVOj6jL2qZjwIeN9KB1FY1nttoyjw40Tnsx81tFoU2LPfenAeu9Ytg3jNKCMZbPdvukkGlvR78s4\npY0uEe4HZaZGsNntyWQabUucf8z8j//9f/3Hb0yYXMAoiwgFLwjjhNYaWdVIlTh6/D7D5ROWRw11\nZbllw9XTJ8yUJDYLxnEgDB5qxTT1GCk5PVuQk2A7RuY+0JiG+yeCy5s7pqeBB+enzGcdV6sV3/z0\nOeMUeXx+gpagZWmByYkYMwOxZCS4kaeXd/SDx0jBvFaMKbDajYisePvBBSenR9RGkw4yXKFASosw\nRVfvnMPHhK0PphcpyC4QCEhpDtr9giCV4pxQouwCiCmiXMC7id31KxCZ0YEWib13XBzNGfqeFCYG\n53G2InjHmARjsqxzxSdDgzh6hKws2lZkipJOH3YrBMD3e9xU7LTKF1uuVOUCl7KkCZdHQT1e71GQ\nBxdjZTVZSIb9hEue2WzGsB9p2hpHJg4R7yaMUhhTQ8hko2i0JMfIfnRgFLXWTN7hBbjkEcGxrJe8\n6ndUXcPNesNbJ6domZlEZNxsmFWGMSTaWcfcaj55vuVkseBmGLg4WeJc4Hq1wpycFwejsaScODpe\n0iDpk2E/OirjWa/WLOYzJleA3tZI2qpBypJdOHjPfhjIIqMp+QtCakJOxBAIUhC8ozY1CAjjhGnq\nkh15ULIPfiDGCbLAVsVQJEJgHAdMnUGL4jWRAmsrVvs9+jBanZ/MAcE0OpTSLJcLcoZpHHDDxOQ9\np6dHWKOprGXqRwY34Xykberveia/d1HpOZPzDlk19NseqRomdnS5RndLsvfsXGSfYXO9IibJs+tb\n3LDjq2+/RVUvkc7jXWKYdkx9j3OBi7MjVN3gvMNqyxQromh4tdugW4Odevr1ng/u3+M3n97y/HrN\n8VFL11qUVaSQEUGWCKwpY0TFh2+/xWac+Lvffs5vfONjPjqb82M/8nW2rnBsKUSm5EBIfEyoGKnb\njrq2+MkVQ4r3GG3ItiD0vt/hcsaIRDUvij6nR2Qs8VlhGIh+Tw7gtyu8d2x3IwEB2bGcn3BWa/os\nIUkGF5B2Xi7aqiJpGLzkk41j186pYyL3Ayl4pIZKK8axjAW6qjDWMF8uD8nLpUvT+rDj6ZDUHA9x\nXmXRiaSyBS8hxrLHICUqDfud4269RslIq2uWTcvdIYZdizIC9cFhlUZZCXju/IaH846cSieUZUWa\nIttdJqYBKyW91Hx0cUROin7vmRyczmrwAlNnjuY1u7sbvnr/Ids4setXbEfF+WzBg+UcR6DTFTf7\nDceLOUTB5XZNN7M8XJ4zO2m4fO64vL7luK2xtqUfI1s8UxgQQjMNIyEKKmt4cH6GlJLNfsveOXxS\nnDY1wWk+v77CCs29o2PCNKKsBUroyqKy7HY7Rim5tzxidkhYatqGfr1FomA5hzGwXq/QRiPbilev\nNqg0MV+0nJ0cMw6eq9Ud52cn7FJkuZzTdE2JU58cg5+wTUWlDTtfYu++2+N7Nib8wn/+b/9/zL1Z\nrx1Zduf323NEnHPuzEsyh6qsUlWqSlBbliw03DZgP/rbGQb8kWzYMhpCN9BuqdAaqnImk+QdzhDD\nHv2w4t70g5V+sBtZ8ZJMMi/JvCf22mv913+g213SSuVUpQqPhxPeC3318f0j2q222U2hPVjdMZ4W\n+sHRiuJuv+f26prHcSanyuV2Q7PCy7cGVKvsj0eWrLg822C8MB0Px8OqXdd8eBhp2nBxseV8e/Z8\nAHxw6Jb45rt3vHn/yO3NJZ9//nM+7Cf+7b//Z37/7Vv+5PUZ//ov/4xuGEipQS1yUwa/Wn0/BWGs\nycxKU2pCK4VVsBQlTj99hzZaisa0kE570unAcZrpXEfKCasNi2qMx5nHD3ecXWz54v0DZ33AuY5p\nTDQDCkWKhbFU/ukR3rsrQn9BRjYExmhKSdQcSfPMdndGGHpBo71nGPo1D6KK7VitWCWod2ti2bXE\nRMlJSEJWc384ACL/3XS9WH2lgtWO42lcU50SORWC9zSl6JwAjBZHQXEYRwZjGLYd45Jwqq3mKWJj\n/uFxj26a892Ad4b9tNCrjrvxATs4XnQDd6eJszBQqMQcsdrjOo+zcgj3y8iLzZaqDQHF3WEEVdDO\noWvhcT/y6c0VX98/cBhHdrsd58MGZ8Epy5gXjuOMM1ayLGrDWYfxms46UizMKZNKxXpNZwwawxRn\nFApjDTknGhprDMYo6URTIuUqwGJrdN7RW8PhtFBao/eWzhvuT0dqKvTBshkG9scTXejQtXCcIsYo\nrIEQOkrJxGVBvMKln+s7x//8P/2Pf3xjwv44MsdMTYrDdCQM5xwe78E4XFPobiBYxZwWam6UYoCF\nzgeoGqUym16xLHvIhcMpchxPnO96nHMoZwleWtoPDweWVLi5OsM5gw+Bmgy1KV68GISRqBVYjeu8\nUFPHiQxsLi657c+I88y3X37HMAQ+uQ6odslnH92gQeysmhIMQD211HVdra1dhhJatPjxNpQVq2ya\nmIe2cSTnhenhnu+//obL6wtiVnhTqNow5gI50nDcz5VN0dycX7LERQhc1lKrrP/GpfF+KexrwLoe\nay0ti4RbWw3Ko7XB+4FaRTjkg9xcp3HCeSeOvEZMNHJjtdUS/626ZjammmnRMPiA9+JrmHNlmhPL\nNNJ1HednHeO8sMxtVakqvLEcT5PoGKy4EllT2fU9hcrlVpSgeV5oJpBzZrc9Y+M13z8eUbPGB1A2\nczPccFhmCopXVxccY+bth3tuthcsJAblOU4LF51HtZ6HceFsCCwVVMsMoed+OhCsxwVLNYrbm3Ou\n0haaYi6JeaoMthJrxaDJVdKXUlmYlwUzGVLfrZkGEILDG+mAjFHUnHg4jnRrB1afUpxKxWCpVXNK\nAkbfhsD94cSw61Etc5wSpTb240Swgd2ZZ38c+e7NO/q+g1pZUqLvLHNKaOuxRgGG0HVYbTgcDjjv\nmZb5R8/kT1YMChsm10EcOSZI40K/2Yh7LJqxRc5MIC6NsTackiSZaVFk2/A+sNld8ocv3vLt3cRn\nr8+5PutpqnEYj9wfNb33dJ3js5+/ImhH33tiXvjq99/x/nHk5atLPnr9mq4fULpS50iZTuSSePdw\n4s39iWWc+bM/+YTPP/8Z+9PE4/fv+LCfRDjUe4xeI1Ga5AOqVtArb0CtLXepGd30iglqrFVUa3Et\nsWAwx5G6/54vvn3P9eUAKlCmkcuLC/aPD2S/4zguLA/37K6u+ejFObkoWnN43RhjpKjKvCSW3Hic\nImPx7MKWbw970rSnKAfOCiZg3EoOEqPu1lhlxRLhpZKkG0mcmn6WxIpjkRC5yvp1yhmCtmhViElm\n0xQXfNejjGKeZs43W9T5BWOciPNMipWhG8itMeeK8YY+eBbg0gfmceawLKRauTkfiDnjvSXpxicv\nXvAP33wFfkPeH7i8CHxyseOwjHTWEGvj9dUV284zFYMzjXF/wtOYUgWVmRfNYUlcasNxWTjlzGa7\npSiN8gaTGme7Had5oSwS/HtaJs42A8dS2fYdNVcmGrbzGDTWGkwTU9JcxUNRK4MOoocZ+o5pWWhK\nsRl6TFX0PjDFkaIa55sNAGMu9JsBtOLm8pJhG8mlYFVPrywPy8Rxmbm4uqSVwpwl+GY7dDweTozT\nyOVuw/3dA9Z7Hu7v2Qw9Z+dn/OHLL3/0TP5kxWCeRpb5hG2F4/FAKne021eEGrFWwXGkXe747t0d\n3+4bF1tprc9DYDJwfr6l5cBu2/HaaIZNhwsWrSr/8Q/3/O//+I5f3pzz159/wquzHSVnlhxx3YbN\n7Q1f3P+BN2/v2HqPf6Xp+gE6xeF45P4wsdtt+cWvf8X7/Uh6+MDbb77FWc/28opf+A0mzgTvKVhM\nlai052CRklBqRdqVJB51wUOTuLJyfOBv/vbf8SeXHa9//VsO+/e8efM9X331lqtwzfbVS7754hs+\n9VsI59TjI8F4vhwjfngks6HmyHGZCEiqUqYJdjBHjilQt7f0w5abIfHuzVdoN6BUj1KG1oRSPJ4k\noKQ1sN6KB6CSiDJtFMF7Ce2cZ5x34re3gpo8BXcUIUEZ73Cmgc4E5+idZYqR704juTbO+0AHbIeB\njOKs6ziMB05L5tx7HkpG5cyHY8Roy7DdcowT4zKiFXSdp6+ZTd+zsY6PhisYKl8dHum9R6WGPneo\nOOOsYj8d2TjPtDRudmdsho5truQCTYs126YfUNOJm4tbvn8YaSlSTg7lHTkvBNuwyjNrxd0o/gxX\n51uO00ROCe8dm6Gn5EpcElrDduNZTiOD93TGsOSEBrqu4/ryAmsapjbG48IyF1CG4EGv8m3rHLlE\nHh8m3sTE2aanc4ZxmfjycWRz3vPR9SVWa+aYMM1jtZItmVIEYzidJhmvaZyf7xj6gbu7e7bb7Y+e\nyZ+sGNzf7Tn/+AV5nLk8v2ReImed4e5YOMwKawPHOXOxC/z+/Vv+17878epsy+3ljvPO41zF68h2\nt+HV7QUxTeRl4m4/kavlv/3Nz3h1teX1yxuR0WqF9x4XDL+8PacvH/GH7x95tx/ZbCeC78hVMezO\nGHZn8qKnxIvOwEevmZfI4/0DNiXONxvqxj/Hprc1UIQVI9Ba8gnVyjIzGLHsjgtff/8ONU28vjxj\n1ytMiUynEw3Hrz67pvgt7XDkNFYOpxPVdnz3bk8/dHz28prHKaOIGKvogqD+MVVSaUxLZc5gwoAd\nOjbX59jamHLl8O5rdM2S4uR7chWLcOeEhx9jlJVrbYKIlyQviJH8hZoLdQ1WbU2s4mpN5Fye49KK\nqqSUcDawtIa2lp+9uKSkQltza2sptAbH8QQozrtAZwxXfQ9F0VQhxcJ2cMxxpNTKNnSk08Sw3bKP\nM0PvGdOJXR/YmkpuCbQoC3MSTr9pYIKji41lHlmKpFBt1hRqHzyKRj+IM/LN1vMhwjhP6Jox/YDV\n4v9Iaby83MnquxZenG0ZY8ZrwWFmDVqJiUytmavNwFIK+2leRyGhXD8ej5ScsFrTFFKMamWeI85Y\nSmn0QdPZDl1FcdhbR3CWTOPlTcemC8zzSKmFZV4oteKTpu8Has5Yo+j6jsNjxDhhiKZlYbsZKP85\nPBD//3j+8HDiM2+4PN/Qq4pV4nIz7vfUCr/59AVff/+Of3qzZ4yNV9cXfP7xDSpYuibzrA8WqzWp\naEoNKDfQ73r+/FwRgke1QsuF6izaWVIqLEukKcXu/Iq/uLxak/4aaRnlNm8SU4ZzuD4QjyP779+R\nUashZWaaJvquRzv3bEiBkmRgCRrVwtJrkhgMmlQU42nki2/e8WmofPSrX1If7rh7+5ZWE+PpxJvl\nxKssstdjyjzcPRIuDduzc+K8MNdEF/yaD5iebPZRSvQZUy6MzWL6Ldp3tNborOXF7Q1LaaSHbyGO\nAia6Dq1k/hUcppDygjIW64IAoKXQtMSFrUny5CxZgw7JAFBacAWtAWVoJQNZ5lXVJIuxc3gvBiZO\nWZRRjDFiFKjUmFPGGY2y8mOlRANxe7GhzpX9PHNzcU5qkBexa9PBMcaMMo5NsBxypqZIyolCwhjF\nxls2O8/dA6SUhQOxzLy6vuL+/oBykny9CR0lZn5+e0WLmSUlgjfkmPDOkrMmp4p3jkYhp4JRsJQM\ntdEFh6NxTGKOEnMkNrjcbdHryjovkpJsvJfDXSUJOtaMs4paM8dplvd6DZb1WlFa4WGMKK1ZxomU\nIlZLyCta3JmtE9r13fsjSim2T2vfNcmq7zumaRRz2R95frJi8Ltv3vDdm/dcbzcMXnN7s2HOhQ+n\nkV9f7JiWyPup8u++eOR86/irX77guvdULeGa2mhOS+aUCs5ObJ0j6YwNMg8brUBZSmvyAinQJmCM\nw61ZhRJFAUo3MQNZwy7MmgMYx0bJmaI1b9/fUYswFbdnG9EO1IqpSg6/sc+sQQEN1+jNqpjjI3Wu\nbLdn/Hd/fcO7f/wnmA7MceLNmzu+HyNv7xbuHva8+OszHg7w17/+lFwrD/uJbfAklBiJloJqSmjP\nrUh6dI3iEVAqWVnxHmwNqiDIKMX+5oqRhjp8L9ZYtdB8QNuBnCPOOnTn0dYwzzNDCOQomw9tzco+\nbEBbHXkzQ99hgJQztWmcNWy3mt6Ls9LpMOJ6J8GoMTN4xyllOqXZWfkMTW9EM1IbccmMMXExDExp\nYVAdkxJDEor8efuo+fTqnLePHxi6M7RuoCxVG5o13F5fcFomLjcDUTumeUbrxnYzYJykRqV5xjqR\nwtcCmcrSMn6RhOTzzUBTmeACqTVM0yxK9vxkzfvDgcFafLAob0k5CzFLK5aY2O4CGxNQpTGnRcAV\nKsNgMBp6a4lZMedCU5ouOHZ94GwTeTxNQBPnqhBoDXZDj7WKxzLz0etbPuwfCdryyfCCcZ5IKXM6\nHtltt0hyE+x2G1JKHA5HDoe9dKnmj7QY/A9//im/e3/CWUffB2znKIeJf/PbT/nd1/f8zd/+A6e5\n8OtPLkQvnjNjkpjsh3mmFkm6dZ2j946LbU/oeoatYggdKIWyhhQX9vsRZwxnOwdV0bRC60a3puc2\nZdBVGHn5GSirpCUS50jKUTgDJZNipEaPXVOJa63UnCTU0uo1Gtw8Z+ZpCt98fYeOE+Fnt3TK8oc3\n79h8aLy+vSJ0PVdhy+0u8s9B8d33D/zVn/6KxyWxrGuqnEayVpQiQRq1NWoV4LI2SeTNtZGLQq+m\nHhZQq/qxt5rbjefNvOXu8EBNCyqLUYvJlawU2SdMslgr5KlkDE0ZWs44hUR/KYUyFlRDq0bOkao1\nymgxRMkaHzytVMaSMT5IvqJrEmxSGt5ZvDaM0yRS4ZpWpSkEJ5Rnrw1h2NCoXIeA2TimnChxZnvW\nsZxOvNheyEqvbdjPM59e79Zo8owOg0S3t0JVYk5zHEdccNKFZcN2EKC2axUXCy5LDF0sheO4UAFq\nZugCoXf4omkUGgXnDEtKLGnm/GwLaLRVbJxhmSI1FvzQOCbxhDRKLga7JlOXKmY7eUkYgCIp02Hw\nvOgsrVackc0ENBF00Xj98gXj6USJhX1ZCNZhtRJlbhXLOesk0i44K2PRZsNmECelp6CWf+n5yYrB\nl3dHvnhz4OdXZ1wGS140fej44s2Jje/47OUFnenYeSu22kbYcrvdlvOLC1mTaAkYza1xWBKnXHHe\nUJWWUMqi8drw6vqCWhLzPDKOiX7Tc7bbgJbOoT638wq9EmtcCEI9LpmWC2d9x7AdcN7JQU9JgjvX\nVgwqqkgvXde8TKgUGp98+hFlHlF5ZjrMvHp5xnya2Z8SeUl8fLPhH789EothazqOcSInKDSC90xx\nXteVckvXLBZcpck/cxVJMTx1KQpltJAEm3QqF8FRzrccl1uW/SNMD9S5ULXH+IB1imXKFGNw3pJS\npGHF3RjAGJEsr+sylCLlinXgnQTFeqOFDl0k4dk5oXOnJDwJg2RRqJX8kkvGK0VpCmU1WlXONh3B\niX9EbhqrGvuxQKmoTaCmwmnO+BC5MI7HOYLR7E8TtVZ2XUfQjVMstFrEtoyC9opN8JxKgtzQrbGU\nmZQrXec4H3qm3HDFYBUUFOMyizdjrcQCnVMCBCuDGbTIoTU8HGeC9RKe6qTFrw1ZI7bCtIjpikMw\nk9wKcrwrMVeM1ZL/WGGal3X9bUhJgMkxJmrJ1LplXiI5ZgoF0wVx8qoLu7OeeZIOsVVIWYxplYLD\n8Ygzlpb/SDED6wb+q1/uuD7rhHQREyo4bMvMh0TzllIbUwbvFMooNkFi0ZrSOG/RrdAH2XE7I07A\nWmvm44mSEqdxQinP7e0NJS3cv3vHP765B+V4fXvD2fmWfhPY+l6Sc3UDVUhLYv/hDt91aBuINTJP\nEW3s6qEn8WC1SHy3xGDV1eZ6ze1bAUWymGt2WhFPld9/+Q3KNK5fv2AeE3038OFx5p/ffuDrD5mP\nLjsOU0Yhh2xpwhuLpRCUeS48GihVRgatNVo3tJacAo3cFiDEmForVsPlxhNvLvi2KQ5xxi2PFAtN\nazgVyfMzjla8tMRAzRWnxaefVvHeQ9Pk0qhFaNIteHa7LbZJt7AkuYEU0FkjNmiq4JyFlME68Yss\nikai0lhywzVYYkFtDSVmtLakWhnniAuOc2uJTXF9ueXweOI+ZXTnuBk2/P7tA5fbjrOznpoTbx9P\nBK8pKXKxGdg4CFURrWMsgiVFVThOC7pkri8cvW0o51mKfP8HFdDGiBfkLDZ7zoBWUuyC0pKCrCqq\nVXrnQFtUgxQjU5b/N+89tTZKruxnAX97b7HekskSvFIrD/sjTYlBn/eG02EmN7nsaIqHxxPGGbpt\nTy0Jo1ZeiJMV9na7gQpxNTHZbjfM88J3377h5vqK3v24UOknKwa9KRhgWma07znOC3963vFwPPK/\nfPuBw1J4ddbz0c0FV/3A1nnR+nuD1+BdT8yJogy4wGk84ZLEm2tdyaWxNJnZhtMRHwLnNy95UTx/\n//UH/v4//AFN4U9uL/irz3/Gi49eEvqOEjUlJqY4s8RI3/e8enVNNYpaiqRDp0rViookONNAP20W\naqU1EfI0pam5cn93j4l73u0jqSi2veXCG/6PL77nn756SzCev/r8Y16/qpxZzeAsS4YURRRkMWw6\nQ10ysZRV+qpXrX0lZSlE3sCSIy0nWkpioFIbrSgqDWcqt1tHK1t0uuTh+5GaI75BsxbrPZVGjDOm\nOEppdKuASRuhIZcqUWOS7htEZKUkQqzVhvVWQLSaafNMtQ6rLamJtl+XRmcUeW50XaBVBQWUklFC\nGUUtjZwVwSvmVDnfBnKuHMcJasVWxXY7MObE7aaDVri9DtxsNnx390AXLB9dDQTf8WG/x3sNRXGI\nE0tpbHqH0vB6d8XeHoixMMZMapGaNaVCsJppWuiCp/MOrTQhWDTn//iXAAAgAElEQVRwnDPTMpGS\nFFxjxVrvcBjR2tANDqOFu7FUsYK3TmOV5oWXX6utYZQm6PgsUrNB0drqh9kqofNsVlGddH+Vzrk1\nCdoKk7PzYsEeC/O4x7u1cCMaCaPh5csbTuOJPvzniVf7//z83Vd3fHxzxYtgoQpN9u3DSNOW6/Md\n57ny6iwQnMKYtnoYOjpTqTExxhnvPFZDGUeccWLRrTS1itFnTZWLvocVzOuc5Revr7h9ccZxadwf\nFlpJxNbI8yx2VMYQhh7j/eqfL7e+URajDM1q2hNaS5WvoUkUupE8hVYLtSTSnJhOMzFFpsc9Iez4\n2fWOXAtffH3H/ePM7cUFn//sBl8zn78QgcxhFL88tKIV6QxaEdMU0+Rgtyo3FUbhmqYUhWoNVRMt\nzaTFrCAq2LWjUFXh0bzoLerqjFIix+NRchJTpuQsmwNjKbrRWiWnSGqVqsBYh3dIF+LFwQeaaBWU\nGLM4vRq6ek/NWV5CF4Sz0ArKCpjYNJiUsFavAGTBGo00JA5nGxgwTosVe64Ya+icZ5lGeqXZesdx\nkRXfaU5sXSIYi66KJSdKkjh4o0AHA7rD5cqyJA41Y+xI0LJ5mnMWG32tRH1pBRtppaDQeKvXDI+C\n7zxh6KhVCrNCgmmdc+h1hqc2dMuUSTwUnXWILQwSq45mXu3hZZqTxCMJXFW0Cl0w1LqOHCvZK3SO\n2hSH0whZMY8T7qkAz5HgHG31pXNGk3Ki7xyKnv83bcJPVgx+/upC2ta0oCUwl8O4sB06/uJnLyhZ\nJLBKg7UGZRRUcDTeHvd8c3/ixeacm6sBa8XyqSaZY6syZBSHWUwsQxB6cmuy9z8Lnsut45cvL3DG\nkLUhlcoyjRitsH1PHzxjntdDWFG1iOuQlsOIEnaejAt5lSKvhppKUY3lcX/PssxshkDe7Kg4UmmU\nVNie7fgvhg6DYtsZxkkxzwWlGzFlilICalVp0ylFTE+UCJlKyc9uSXWVT7cnf6SSKTGSrUcZIwVN\nO4np1pXeaS43nlQusc6LAel0QhVxgnL9BqMLJotNfXNhpbkWqHJz1VrxPuCtkMFUE1LOFBOlKWqO\nOCuGtEsuaDIoSLXA2ll440mtyZqtPYGMkkmhlWAj3llaKhSv2fSWoDydURzGE6YPlCZS796Jw1LN\niaoNWmnuT0eMG6gVGsKHcM7QhyDEqZqw1omxjpZb2RnNkgp+jY+LpWKd8EeMlgAYqNLJADlV4iLM\nw74LaKNYYmScxRT3eBoZhgEQizujFXmpWGflsDfhAcSYZJNlDTGLx6ZeI9V100zjTAieukg+RB8s\nORUpBNqwzPE5tKaUpwAbfjBv1ZLT+GPPT1YMfvPRJd5U/vaf7/ji7gODNbzYDuyXymAnXl3tUKqQ\nMsS4sNsMLHlkP3YoG6g2EmsjlkYzoFOjFTHkBNheXHB9dSnCnZyZY8R6h9MeqzRNFeI0UrQV7n0q\nmFaJteBKw/c9MWeW04i1lrAZcE4ouis6CDI6op/ZCrJ7b+uLTefo2owpigvX8/Y4MloBkrSptFyZ\n08Lbh8KrXY+zlsMilOASI6UqMOLNR2OdJzVP4rJaZWPR2uoKraQ7qFX23a01pLWQWDqtRPQFUFLG\nlsqLoZdAF60o80hdJlpZaC2Rm6JajyoTzizUqLChx/nw3AHFCHMtUDIG0NrgnCgzlbFi/ArMacJb\ns2Isa85iFeWiWvUOpVSMMpgqDEiy8PqVblwECRJNJpFaQzuPyogEula8Aaca3x0XNr2jd46u6+i8\nfc7XfPq7xJxwVopHafL97byjNk1ME9YYVKtsOrFcq7WRShImpjPQKkZbQKGNwoU1WSotmKLW8JeM\ndYab60u6dTSYZzGOlELTxGBXV5o14gRlxafTpIazoqA9nWZygSnOYuM+VwzgnFjVB++oZc2ztFYK\nvhLT3nmOdMHRqPT9IDZqP/L8ZMXg3WFhYzVFKebcGHPhEPfsfMfPrrcEp9E1M+XMY0x0zoKzLEX0\n6L/56DVBaaaaoSlSSeimUblSWqY2hXaWs8sdZll4eLhjPIoZZgg93juJ6qqJ2OAwzTijxGUGWJaI\nVRq321IV63xeQBeUkeawgdB39dohIGhfXSKVgl8SuQn4V1rl6qzndIr4zrI/jNAqX7655+1YabcT\nL69v8U5zPFaW2hi8R62rTkHXC1pLztFTh5BLES6A1mhVnpF6rVeuw1okaJVWmhCrnrz3XMIZiw+e\nYdhw9+g5NkWjoK2AZ01bAQrnhahkJFEoMUGpBbse/IzYslm3zstKoaomprg20oqMxgVLSZlUIikV\nWhNUXistzMQpMisoTbPdBrwxeG8YT7Os5FSkVrDGoLUSb8pcMJ2nNs3t1RmlSqd2semYU2JehPyk\nQKzbckWhoVWWPGOdFQBbGfF4rI2KJlcl0vBWRc3a1PpZtB/YpkZRqiKlijZSeL0LeB+kUFeho9cG\nXRcouTDPkVzLc7QcyFZKUfGr36dsa2SNqXSm77cIx8PSirg0LylCFF2MtXq9GBTOWsxgOByP1FVw\nltJCa/X/+TCuz09WDP63v/uGs2D47NML/uLjARPEOmoTOoIWim/Tmm7oYKhrxbNYbYXVphrJ1tUL\nzjDGiFdyG7WqKDmJcjF4jK5M30z87ov3PCyZYej5s198wi8/fkWqhdAaoe9FpNPaevE3uWmt6AxB\ng2pUKm0NFm2rE7BZbxxdkVVlzuRl4e50QNOIOQlYlhPTnDnvDF++feBuTry7P/GbT294mAsvdaNm\nuNhumGohxyKAJA1lNC2tpCP1dOSVzLGtiixaa6yqa4yWUIStVmiz6giQnEVBvi3RO2pt9M5irRMv\ngVKoywlTkoTNmEJTBuU85smleJqoMTFr8M6sB9OA8qiqybWhlcMYhQ8ddV7IrRHTCoBU2YZYIzTd\nphsxCVHMWMF8mhI1aCuaZY4sS2S324oBTZX9+TKdRMeCZZkXeucYpwnrDJ3VjPPE6ZSwvadzFr2G\n1RglRCetJPUpeEdZRWVaGZoWkFShcEaxTAlvAsaotYAB69caBNOQYowUiXW3rJpYwpWmoDZyy9Qm\nQbTzaiSjAe8t1qgVtxCgFqU4pokQDMF1kupcpJCoVRmrjZXYdy3ejr0Nz+E03nuM1szLQugCyzIL\n9fxHnp9OqFQrr4cei+Z864llYesNV5c7lhihSUJvZxpnNjDFJO61vScYg+nVKgPV7Pd7/sMXH+iC\n51efvmQz9OhgmFPi/Xdv6IaA7bZEvWcfG9hKagXbWXSzTKeZkhtaG7nhW4aSqEpBFmN2te74rbVg\nhN5aa6amjKpScdO8MJdCyYm4P9A7xRwh5oUNjnFqWFU4xoWzzYb3aeSzlx2/ejFwKob9aSS4QC7i\nMaibrOFkQyH2Y0rJGqq2Rm36h5Fk1Rp4C7HM1DjRgqc1Jy+28IVXbKNgjWE3BNlbpwxVceY1+mLL\n/gTx4QMsBe0DzUimokHArFqKkHqsIS4zrVaCE429ftowJANOwmZySfjgaLVgqmZZCkVXZg2KhtWN\noetRNAZvOZ4iZzvL3Yc9BcN4ilzvLMsU2Qwe3Qsx5xQT3hpSakL5LZHzIVBLE0fghBCiloRXYIeO\nBnhjyTmhkK6o1oo2hrg6UGvVyKWJR6U1+ODW7/sTA1NGLa3lVn7SeDQk3xCFWMrXirUyRLamyDmB\nVnKhtCoxen41xq2NWqr8vWt59n4I1sifqSQRLHSenMRFurOWlBPOGnLJq/O3pImldMJ5i3WW4/FA\nCJLb8GPPT1YM/s2fvmTnZW9/fT5w2FfuDgt//9X3bIJl8IElZ24vN8SiCNbifY8PWpDmWknzAkbz\n4eHE29PMRa2olum8wuie0sEyzYyHjLOWv/rtZ3hr6KzCOsdhfxTgaNXZa2OopdKKWttIwQMK8gHV\nWKjFYKx0A0rLnvmp+aqtMi7iTvPuw4E/+2jL9esb3t8f+Or7Bw5LJE4zqWr+1W8+5b++6Km1cZwn\n3p8maHC103IzABiZV2utayFQz8xG1A9rvtJEPKS1FASVEiVOpKXHOIexioqYq7QV9BRIQxGMZ1rE\nHKNRuOgCXhseSmM63FHijPcV5wdS1ehS0E1yKy1G9upGE+PEPj4yu5VmbIWG7IKl67x4UKA5TjMN\n2Pie2sT8NcaMIVKbJEZ1fcfxKBb3tVS0riwJ9o+PXHPGtg/MywmDhPPuOv1c1BJFkphrYdcHnJEQ\nks77dbyREVBbsW5T+ofuqlVkhWqMxM2XioU1Ek5RaxM8QSmx5Vf/NyC3rSPB0zZBSYFurdIQIFAp\n8YnAmOc1X0pF+CJKEZxZ/3sLVVKpa2nUlokx0ZoiBEcfxGJOjFFkm6OAGKP8fWpjmRMuOLw3Ipm2\n5hnq+peen45n4Nxq+qlYcmHjHHub+Ju/+4YeCMFQsXxyMaCM5tc3L+iHSIuW/uqcZT+JOKharl+8\n4L+/OsehCM6xzDNKaZwPErjiO1paxPizwTJFMaOzmjwnSdU1llYTTclt0Fqj5PJ861stFTrXQo2i\nX1Ba/AD0GorinEVtCncf3uJNE9ORaaKrcD0EYml8tyz8/t0D/+VvPxVsImcG77GxMc6ZJYr9e61P\nWgC1ZiesuMX6cqwLrRUPaGgNuiqMUhglgFcpSTgCVqOl7pKzaAtqa4LoW41WFmMU0xKJMdO1zPX5\njr3VHPd7VInk6UB1PaqWHwpTibQmRdSs684lVVRWuCLjzTw3ltmRhkHYiKXSeUNUBVXVeugaJfQo\nBbswoLRmniOpZealshs6dDCEGmjA/vHAsPFk1ZjHmcUo3ny456PrK4JX5JpxxpKzHF5RE1ZiLDhj\naFHWtIWM1ZZc8zp+GZYl8hhlzTn0nRSYnFYlqhbFYRMuSV2LcF5Ht1JEN6OoLMtCa+KYVVZyljXy\nXkkn8gTwsorCsowNyshEqmS0gIqzVjCg1Um7pAxGANyyhssYLY7W2mh0p/HO4byjlERzTkDa8ke6\nTXg8LhQUu8ETc8UrxWaz49OXl7x9dySrRqrwhw8P7DrPiy5wjI1dd03fO7796j1jMXzYJ3Z94KJ3\n9KFfJblCM25LRI6r6PZLSqinub6UdWbTOC0VuZQqNF8tu95aC/WJ4queEHtBxOs6eyu1dhPIreBp\n3L64RtX3vD1EHu6/w2jH1fUObUQleGiZt28+cHW+o+s8NTUuh8bFumosrYpmohQBC586BWS1ae16\nU5UmLwkCMj7ZqTkNuURqWqglkJOs2qxCcI/Vt7HVhoBXhs3gCcEyjTNjK9jScLstm37H6bgnjnus\ngjGnFb3OVK2wvl9ZFgKgVsQKrBRxIG6lUessSsSc0NrQEhyPlRrBdZbt2RnONmpOlAIkiCUxp8Jm\nM7DZWGxwTCdh+33z4YHrckYIPQ+He9ywwYWew5w4G7Z8OB4YwpZaRb24pEoqy6oOrCJOqgllLUuT\nzzmlKBwLrSSyc10V55QppVJUou970QE0nkHKVqEUwQG0MZTVeWiOQvqyDSgyWojrfV5j6WQ00EpL\n9mQsGCNr8LquBlVj/Z6J3Lo1AQhTTNggmy3nZYSx+qljESDRGFl511V411pbA3D+5ecnKwaKwuO4\nsHWGyxfntDU1+V//yUt+13dsLcypsR0sF33HThfG0tA+YKsYefztP7/lm33EtcbLXc+ffnrLn19s\n6EJYD2tD2UCaJnqnacUIOUgprHUYZSg6ktZWX+knYkldIUMl/bRaqzFqZRzKS69WBNgajVMiWiq5\n8urlJ3w4Ft58+Q1b30hxYdgZdtsdH6dKyonffxh5PC389ue3+OBJ4xNQaLBNY1RlQV7KUquUtLU4\nSCegV8KLwrQqcIBSWKXonagMY5yoi6NoRV6t16UFVrQqbXBtDWsqQYHTGrvpGIIkRceU2ClNb3fE\nPqC0Yj8tHI8nao7r90iYcamIZ4Fh7VC8R6sGJTHnwmman1dpta24uBHfhzRPfJjnNaDF4ENH8AZn\nLa5mHh8mWi4UJTTm3XZDxqBipCqDb4rOd0zLxP1+BCT9WgGpCIo/zTO2OmJZZewozs8cOSWsFatx\nGlijuDkfsNYIGAdY58S5W8vqD5lSyTk/d21tBZ4bgt6fn21lzVsSzon1Xa3iIUmTG5218CsF1uu1\nYysSnKNFhGZXiv1TB0LjeQVpjVmVjQKwC5aTn7vIeZ5lZWm0kM7+WMeEV1dbbi42nA+Wq60FPzCP\nJ768P3J3v+eg4C9/9SmbjWe3GYDMpXLEceLhMPHi5Sf8Onf8siZQhm0f2BmxGKcVVBVzUNXAaIvk\nFMkazCh5aeVD8EIUWok0rSFpumrlDawyA7SCJjeL3AgraEjD9IGHD3fUnHg/FT57ccavPnvNV999\nSwZC55lTxVfF2TDwmVOU7x6JqfAPX77n9npg2+9ITbAJp8zz7SQfouAapWahshahHxstjiFGK4y2\nNAoOI/yHVihxJp+knWy10mpHNUbGBq3XF66R8mrXZtvzyx26Jwv3ypnuWKx0ELvdltP5ltMcOT18\ngLxQmqZog7diMFKauC+nFKm54rVbuQ8SCw/iGj2cdQxd4Hg6CkBKW92UMqc1/CZPFT9smGNm02la\nAWMN6PYsAX6cIttBMfQB5S0DIvjJTTPFhe7arizHxtY5HkujDx6MpqaGD5acJVW6Vemy+uBRXlr4\nXCopRVJs6+ZEQLpaZTxzzv7A7Vs3OC1npmWRz4+GIsncrhWqCbMUJCZNa4VuYpxSq1w6dX2/Si1A\nW1WJ8nPGCLeiNhHHpZTXjmXlqGTpZmKKgp+oJ7s786Nn8icrBscp8tHlDuchz5P45cfEf/rujvtT\n5GbXsekNF9ue3DRnl5cEE7hr70hN2qK//PgKFyy4jpojJc1iUDpHOcnWQp2kBCixBqtVoslSK5im\nsNrRqszedUXLn4g5uQlAZ7TQjLVuYvSr1DPeoVuh1MoX7x6Zpom//+7A5X/zC/7so5/zr377Genh\nAds0S4HDGLk623A3HiWkpSoyiilWdl2TYJPayEpuBtdENCt9wRPwp4TnsFqP1/YkdOW5HWxNE6z4\nDIxpJDZhRYKiOodTYk0iDkVidSYj0g8gJE2AsFLBWVCdl1sNuBw826HjXY0c9w9Y3aG1xdZENpqc\nEiVZqaRGiDs5JVIRLCh0Fm+MrOeqdAM5LczjiRACxSdybmjbMMoRvMXbLVqx5jkYUe4ZQ+cd1mi6\nYCBlTG08jpF5mcHKry+p0HlZOQu5x6B1hSK3/sODjKV+pVPr1liSoPPWOjlgpVJyoZr2rAh1xq4e\nl5WGWn9cMFU4AlOKOG1FZqyVZEmyEsKUfG7SeK6fTWXdaPBcrGlQcnnmlrRVb6O1xqz/3lpjnuXn\nnHMrKU3hcM+mtrVW2Wb8yPOTFYOvHyZA0weHt4o+T8zVcnW+4dXVBbcvzjDK4rXj8LjnfLdhXCau\nbq5IS+TNt9/jrGWjBoKDtLrMCNFDaMe1ZEwzktBTV7S3AishCSo5RiHjrL2fUisBRGl0W5nn61qv\nVjBtvT1XPr5Tcjvf3t6ynyc+73Zsdpd8ePuOXlU23cA4zuy85ZAaj9PEu/uTAD/Ar2+vxLVGSaHR\nWq8GK4JIxyWirV07AbXyXSqgSSk/6xfqEzLe5PexKDovU/xUI3WR7D+jFbWu61INGLO6MjVJSmoK\njRSbp/ayloL3ApCllGi5YlXh5cU5mxCITbwXx/1IP/RMpbDMwjikZZaqscajjRhsqFzonGFOmVMU\nWW0rYIzHWU9uDaMUy5LYnfXokuSmq5BapmTHVDJeK1on/IjTLBbuWiswclNvjKZ3jnmO7HrRH+yX\nGdMqqirmeQGl+e77R7rOsj0bCBsnKH3O5JiF60HFOyOhOCvPVCkZH1OCXLPYwynDE0HVWYOz4iYF\n0s2llNdtA+uq8EnYtt7yNLyVceLp4Mt6UoxzlHjrsSwFZcUXgfVzqqWuBDMIq8x+WWSUySqvAOcf\nqYT59sUNOc1MKTIlxRSlJfvF7SXBWYbtjqoMsw5kJ+EkJWW03jIvCfqO7W5HHWdO48L9YWRDZrPd\nYLuOJWXIUVKClRh4KiWoukLR1ltGNTCrkKdVUeC1VmVkUGZFkWHNp5I8gSa74lplHIHEpYefvbrF\ntMJpXPiH//QtcZk4O7+iUonjidD1fPnuAaUaoTX2sWBVYxxP7IathCohbaR4EAqZx1tHLlnmhidh\nVJXuITcxyqirdPnpUVpWU50DYmGOI0utKFUlYVlbiSQzrC8irMOm3EJIF4IGY+zKtitYIwy+aZ6w\nWnF1tiGXytFqagoYDNp6Wk7UnIQcliu6kyTs1Bx57amVNXjn1x293I5NNXovugRrDdM0s388kGrF\nhh5tNc5WLoYt8zJzGkdybqAMMUUuzza0lMTN2TtSzmw7xzjOnGZJeFqWTMyOvnd8eP9AtkLYGoyY\n2E5jJJayhsWCs5pGppYmlni1rgY2K9NzTaZuNBHMZdEu+LV41FaFNr+a0kCRcUFpnlK2Wdt9wYNW\nNaR5kqwjWwyg5EgfepT+gYBGA2Okk8sproC3vAtPnYNSihDCj57Jn06bcHvGNGf2h5nvH2e+OD0w\nRqHcvtjtuL1odEHmoLPNObk2alXc3z2yjBPBe2xKTDlTWmNwCqqm0kilMi+FYBSxijzWIKu0kgUw\nahVY27uiKwpD02uuYW3rfjdRlKx0jNEYq0E5qioYZbEKYqwr5z/yf/7uGw6nI04X4pj47ONLLm86\nDmXg/tv3uNp4d3/AecUfvp94eb3FeYe2fl0UNlHnrR550LDO0Kq49dT1cGqlqRWc9M2UJpoFRaOu\nNGVQtOdPt0HKzHkinSpagfEbod2u66Yn2rJaxx+ZlFbmJ0rMQY2luSYpzamQ4ogqiW030J0POAOp\nVNxS2O9PBKs4LieUka6md510QM5IulQt9F0QokzJlNIwxsGSOU4nri8uuD8dSEum6zd0AYJ11JYp\nc+QwLywFttbig2E7nK+0Y0PfWXKuOF14dzey2fYUNHEW09DDsogHY7B8fN7RsmJaCjvfGOeZOVdC\n8ATdsMYDhjlHQLQuuSZxijIKtwbVOiOKxPp0aainAlDJua7bqB+o4rU+GcEIGB28X8lschlJdya+\nm0+MwqKEgo1qq0OzFyKc0iwxys8FL9aAWq9eCnXd5vyRdgZnHQxuoMbMf9xP/O7diWlJWGN4OCRq\nbrw891xuxBbsEDNqs6WcHqElllPk5DTWWpwzOO1BF5Ylk2ax9LLGkZ9ooeuH8kQN1euOV9hgjWY0\nylooldYUSokcuJZCLAnrjOz4owRbtqZ53B+5vH3Bru9pSTEud9xNhY/OAx+/PuPqPFDnhdBtODs/\nZ//+ga0PZFU5KcvFJqCMZwiOJY7ULNVeW0HSYxbEeT2RqJUW/4xgV2lHFYJbCBou/Ifa6vPNw7oW\nNaUx5Yl4AldWALWJ2SmrzZZa8ZDnZWb7QZelV6WmDQqaZzoJ7bqUTHCWy01PqQ1vE1Y1pnlexUcy\nXihlUKtyriD6hTRPRAQJR2tMK885j+M0oprm/2LuzX5tW9Pzrt/XjW52q9vN2ft01bkq5ThuCHGE\nYzuJEgUkBBcocBEkBNzlApQrkn8gAi4Q4hKJCxqBiEAKSIQoRgRIh6PYcYJdSZXLPnXavffae3Vz\nztF9LRfvWOscOWVbihNVTalU56y11zp7rTnGN97meX7Pquto6xYdZ0osjCkx6EABNt0ap2WI6qzB\n54zWirZ2hHnm0M+SDFUkK9FHz65paLXGaMmsDH1gP3rhY+SIMoZGWdT9liRnmqbBOpkvzUHaFnTB\noBeV90KILpkYZTUYfVzcpIsN2eoH0VJKWViURb5WLTbnez+JvMrDweB9wBhD8JEpiGZBZhlp+dwi\niTfir4gxLk5MlkoXpumH1Kj08eUBhSCtVNPx6NRSaejqisY5LmrHycmaqnJQaZTXuJywuzUvXr9B\n1xWhaByy580RqlqCKpX9XBpqVEFl2b/GLLhvreTpl1MBK7p9o83SH8sBgVYoKpQuKJVAK+aY+cff\ne4Elslu3fOfDN/zckwu2j065vXzDl9864f1nZ9S1w1lL9gNvjjOH62s2XcNxHvnKW1vu5ky3OaEz\nEvs1jqKTt4t7LflA7SoKEZ3BOMs8z1I+ZhYN/WKlRm7StGjpRTUJKGH2aQpOG5TTaJ2gJCY/MudM\nKpmmlfAOg0ixixJoixwIy2BLqYe9uxYBHcWC3XSM1jH5CaZRRC9KCbxEZ2xtUHrHNE2ERbasgBI0\nVVVjlWw6rJWZSUkyHK3qGpMzwzDgnGQTGKW4uhrZ7hyrtqOqHZVZVqipME6eaZ6pKvGAFBJNXVFr\ny6qxlJKoGoNPjtmL0OzoZ+6OE4OLC7INxjlIIpKzpKSYQ6QfR2l1rMxxTBFXpbUitjJaUPNzCJRU\nFoWjRWswyAbiXqKccqLMcsCmIvoXoxXRB+KyFbi/iUH+nLGG4APjOC6rYGFVmmXrlaM4brVaKFvl\n85YkhAAsmQz2hxSIepsM8dhDu+a9x1vO1nd0tmGaEyena3ScWa1brm/uKCkz5oLqoaoc7XaDtQpX\njHAKYkYZiMiNYKKgpIoqoOVCU0laAW0tZJkA13WFWowxFiVVgawTBLahxUueFQ/RYk8uzgEZgL33\nXo0uienuBlJk3bTyBDQQssYUS9cVqs2a2I/ouuOTyzdYEzndPcHawsvLG3bbDuNqTMms24oYAlf7\nnpPTDkJBIFaaULKYamIRQ80yzMoRrFl23/cmGSMDUF1EYisE1YyqLEolpuRJ44FkNMYagZcsFYG6\nl1d8YS9dltYhF1C5YJVBWWg2lpBrjseBq7sDXVvTNQ2alhA87cowTo7rK1FX+piouxpnEDWjsXKY\noFh1a+I8kuYBlGwCphiYZ5mGr09P5caOnn4/Mhe49jOrakVQCuMsWhlqqygGUAVbMuMQMRU45Xj5\nek8xmdY2zKlgNPgwctKc0FUNGI1dnuAhydS/Hzw3tyN1ZyymaiwAACAASURBVOgqR06Jumuwi8ch\nzAEfxIeQYiSGBFHcpF3rMFYz9SNlGe6FlEjLYBIt750zRtrXUphmL+rUyVO5GleJuAjAh8RwnIGJ\nqja0XUvXiEPyXroeQpRWErkWrNWS7vQgXvv+r9/xMFBKvQP8N8BjZIz6X5ZS/gul1BnwPwLvAd8D\n/s1Syu3yNX8B+PeQSvA/KKX8te/3vV9eXZPnxHvnZ2ys5eSko787orSmNY4pB6IvjLNH3Rxx24ba\nWfbXN7htR2cMJi+R2EXYAApDUeXz6K8l5AKWIZmx4rxTkFGkUrDlc6lxzgmMqAxV+jx5OC/jLV0K\nbz/aoRcdwMUplBw43NxBkVRilEZlDSWQlGJVtyinGVThvNL8+kefcb6pqFPAKi3Bq2lmP83kUjjb\ndEsa0QT7ImYWa1g3FT5HoRw9rAUhRkFjUzToJX8il4en8P26UavF9ouImKqcmZInjj3aWCytbCQU\naJZ0JWRivggXRfWI/LvV4sk3WuLYndGkXLCqUFlNtemYRsscAtpZ7PkZx3FmGCdKKfhBiNXKGtn+\nGHHlBT+jUdjKiLxXm8WLodi2NdFP+FgYfZQEoUrmELW1WA3rSvSQVlthDvYj1jps0gx5FBFXVNxN\nE87CZrNFYOmZum7o+55xyAwhibJ0YQ8klSlFYuXmGJn3g1QGWt6DlCFEQe1bY2mcVFpDP3I8DuIJ\n0ZDC0jbkjNEy9C0FQhR3aEpL6T9HfMjENFNljdGS36k0NO3CUtBKVIYF/ByXDYS0uEXFxdloZODr\np9+zziAAf66U8itKqTXwS0qpXwD+XeAXSin/qVLqPwL+PPDnlVLfBP4t4JvAc+D/UEr9SPk+Rupf\n/eAzSlTczJ7z1YanT3Y8Oj9nOO7Zbtb4mxkRYBdM7aiqijjPGKsI80wwIhIJIcmE3FmUL7jKUIyl\naBkmykRbL7bZQCnxYbMQQ4S06MSRE+R+gluW/XKpBLZxv16MMaONVAoSLGLIcocxhiBkoQI2JWzT\nkAKMwwyVZldvePLkjHVdsT8cUG2LdRVjGJinSMjyVHhxCPRjz09/9SmXSWGnmcmPWCpcnYUgpEWE\norQihbg47PTn68koT4eEyK810k/GBa9VLKRY8H7AD0aEWfczhhLFKmwXrfx9qVCWtgGIFIwSNR0x\n02jDk7Md0zwTF9GLlNqFrBKrTcembdn3I8M0M5SlqknCYLDWivJTSRbkPQyVHDHO0rUNx+NBDuiY\nqa0l5czK1szRk2ZP0YVeQVaFumiOkycqWBnD3M8ko2mWliPmRF1rVlVNiULF+uTlIH/fXPBKyndb\nQKvCZt1w6KfFf6CYfMRE+RmVYgnVlXZTJM3yfWISVaqWLHqpMo0GXdBOC2K/wDCMhOMkQBgjLVld\nu2XQmIgxYI2S1mPhRApkdYHP3b83KS9shMIwjChtF7FXfIC7/FMdBqWUl8DL5Z+PSql/tNzk/xrw\n88sf+6+B/2s5EP514H8opQTge0qp7wJ/CPh/f+v3NtrByvHq5oDVlvVe0aiC1WIB1VpTrxvU3uFD\nokoRazXjMdKoihBE5x3mQNU6nDXSIeeM0YKgVlFYB8qAWRJocoiys7eyj04+LhwDmZprbSheACZW\nGbQVMZJFU1IipoipHMQkE/+QKCpT1RX1uqVtNR9991M+vDziY+IP/vhXWa02DMcBlTPffP9dPv7k\nU4wxnHYdQWnCZMlmYrOqeHMXOF5dsk+Gfph5drpjHhrGfESXwpurW05Pt7SVqCjnGHCuIqdESgVt\nlbypRlaElTb4IE/zlGWT4IxZ9t+JEhJ+2DOhaTdb0ALQSMu6URnxQ0hHYpbGRNoG7odfSp6tWina\nxpGyIYTIPE4oIk0lPMaq0bTVlikkrocGPw3oDL7A6L2Eh6eZbDUGzdgfKBicVxADOUaqpsPVNUpZ\njv0Nh8PIatUsMFdNvz+iUIxGUa9rNtYxz4X9PNDWLXNWXGxbMo5+HOlvLsX1ubzPOss+frvphF05\n9Mwh0041SlVLCnOirRxNU5GCJ+VMa50cCAWmKeJZDufFEZmCKBCTCqIWzXCcZvwyjJzmQEgZlTO7\n9Zq2NczTgDKOymm6rkErJZFqujBOEg+vlcJPQURPWTYMdVNTOS1tsFZ0XYNdthf/1IfBF19KqfeB\nnwR+EXhSSnm1fOoV8GT552e/5cb/BDk8/onXH/jyY5ny25pGK7qVY/KR7aZmngI313syFft+ZlfD\nza1ns+5IORFSwSmHKgmsIWmN9rLSUXVFCUmsxUURl70wOHmyKYNB5LqqKKpGNPcyvLGi6oLPS7n8\neVCJMVJ+qgJFWwyKYg1xnqi6lpILf+cf/Cbf++iSm2Ogtpofu7nl5MvPOH38Hr/4t36JogT+Wdct\n/TBRrRva1qGKILtTSTxZW06i4dcv71Avrvk3/vhP8cFn0i60i0dgUcEzTwOpkojwQial8rBFKKmA\nEu6e9IwKnTNaF6l2lnaDkojTHq8LVVmhqxptpboS7KnYfCn33/te0SAleVGyRjNLkpSrqgUAqmjq\nuEhpgZJw9aIWVIXgDFpBKIpjP9FPI7nIYbZuagbvKUkAps4K3ksZI6zDcZL2zjlQmdo6jNaMJFTR\nKJUoPnB9cyQUTcgRWzxdq/DzyOAjGUvvM00rQbHaLg7HZBiHkZQKKSqaRkJ5YpihSF5GTImieCAg\nzT4xzzNzjOQkkmEtc0ORixuF0QJ4Oc6y4pvnwBgi2mratqXOhZjEOTuMQWY2KZCjXIvWmgXPn4he\nAK6gFyBMIiNehlKEvjSMnrp2HI89lbPyd/29HgZLi/A/A/9hKeWgvjBZKqUUdU+H/P6v7/u5XW2X\nfrNhPwV0Fsnu9WGmqxKnFycQxGwSVUQXw9DPrNqGfpgBS9OIRj3HRMgyZS1R1FxGZAcLsUZ24woN\nC/Xn3okopZcQmpXWy2GzrPQWOTJ6majnz3+gBYwuEtCqws+elDIOxztPH/Ejdc1uVaOUIUyRqpp4\n8tZjPnv1hnajeX17EJJQcMw5cnk3s6k03/rkmst9z7snKz7ae8I48Xf/8Ye8te1AGdrGPRiMQsw0\nbUtRi9HK6AcXnTBP1BKCIiWkuf+5S5HhqrJLCIyAZOPcC+K8XWGrZvFkGEw2FFNQmgdBi6wc9VI1\nyPQ6yWABlZdZQluhklv27HKTaKNxKtNZTVIVVSWzhnXj2I81d4cenSLOGp6enXLbT+zzkaI0UcE8\nDeIRKYrKaVzliMFzPBwWHmAgZhn+Xt/NoMWerWLG5xFnFIckLaQxkNKM044SI7OPZCWpT/PYY7SV\nmwtZS4I4MzWCOj8cehGJaSE8s+hUYFkIp4I1eoHmFPwU8THjk2hIlNa0bU1dWQzgF42EtjKvUUrI\nSuMsNHDFcu0Whc+Sp5BjWOzNUFWGylYP18fspcoOORArR9c1v+N9/rseBkophxwE/20p5S8vH36l\nlHpaSnmplHoLuFw+/inwzhe+/O3lY//E6xd+6Vti8dSGZ08u+NLpqfwAVhOnkbpZ4Yc9ZycnhDBT\nWcvYz7SuQ9eW/TTKOkyLEywZizZFfAtGDDgqCprbWENC0mV0ljdyTgpbOUxerMjL+jGViJ8mnJML\ngSi6Al1ZEpmSlpZC3QuUROte0KgceO98y11/lB4vKMasaSP4yxs2uvD2+U7ozdrCPHE9BDatw1nH\nZtvxjbcyfYz8xnWPz5CL4Rd+9VN+9FHHH//Jb9DHIulESoOSGYoqDXf9rezineQ+5CKbBV1kC6HU\nYoa5P82QTB+jFLU1OF2YQ8L7gTl6QtVR0hpXV1Cc7BINYgJbKgAxF/EFi7UMakky5NSLU1KZhReR\nZCePKkL3Xay2jXHYEDHKYdWK28OeYTjSVR2P1h1tZajblus3b8i5cBhHNusVWluG21smH2hWK3RO\nqMoSE0zek4rMV1L0YhLKhakfUa6icmpxByqGQ8/sZ1JRhBQ52WykQrDieBTOgIBUjLWi8kOhrCP4\ngJ88caFJKaVomloi02dPKjD7mXGaUBmscTijpTJd0OjT6DFaL1F6ATVmNtv1sioMFAXHYcTY6nOZ\nuDLE2UvLaxS1q8RMlRcbfhbX7ovPPuPq9cvlwfd7qAyUlAD/FfCtUsp//oVP/a/AvwP8J8v//+Uv\nfPy/V0r9Z0h78DXg736/7/3zP/Z16q4jzx7bVAzjJOPKGHGrNbc3N5jacWYtWkd0KCQSh0NP0xim\nOBHrlrubnrPHT0S0YQyuqTnc3lLXFXbxhicvNlHtxE+A0qQUiJNALe5BJdkPYr1tK6kIjEJVNbaI\nv56U5IDI9w6zIk+WqDjZtWgdOYxH/tavfo+Prg802jAMI3/uz/4Zzp6d0PcH1PUdfuh5dtrhx4bf\neP0h4yFwuupoXM1752tWmzV/4zuvuN6PBBJznLHrNdsObKmYvUSv2awlIKVkQoRNIxF0GOm5SxQx\nUmVExZgQqeu9TkHESwW5QxOVlTZijp5pCJQUKXkFdU1xFaZoilELCAZRKmaFhH3q+xUOwIOuviDD\nVq0Mwn5Ii66joJNUbtZqjK6ojKGpKrrGcTz0sGDmqhQIk0flhLGG85NTxjBwfZxxxtBtOtbriv5m\nYO4Hdl3NPXtwHjxKZ7rK4nOA5aYZhpmmqrCVZb1pUb1mXhD1V/s9zmi0l7i9tm1wrcSn5RTFmlyE\nbRlCRmvLqnGELHmGOQSmJEE+SsvDyWGYkqwMQ1wYi8pIhZkzXVdjKo1ztcwdxkkAKUoGhW3ToJRh\nHid8zDgnswSBuETBni1KR2sNfT+gUJycnvL8+Vs4K+K7v/dLv/xPdxgAPwP828A/VEr9/eVjfwH4\nj4G/pJT691lWi8sF8C2l1F8CvoWs/f9sued6/9b/sDEScRUjxYMuEJfy0enCphOzydgfRcseEofk\nebTdcH04sm0qxjniVh0USbMJzlGXJcEmxAWdDk1doZMMz/QyqdVIbNY8xcVcZ7BOUy0AUYVgriii\nI9dKfSGCXSbqRmtUEYnzNEaUdfy9D674jTcjt1NBxYBBuHfWKXTwtJsOt16hb2+xKvLNd5/w2cs3\nbDpHVSmOUfOltUN99Smv746YtiGGnpOq5fKuxxTLNAe2509IRqjLkNmuO9RyW99j0ypnJMMgy7TZ\nKiUHgmxSpW1Yun9rNFGL487oggkZ73vGOJPajrpdUaoK6yxpcejJk1/w62Vxcyq9SKGWUl6rzwU0\nANqaz9uXpJmmcVmzabq2IsVEXRkqbZjGkXYjIqL9HGjaljlETlct6phRaSYC4zQxHvdoY5nGiRQm\nVps1ldGCSS+Km9sDTVNhEMBNCDJ41Siur/fkxZVYVRVV06GUWICHeSYrJdqAlIll8Qwo6dOtUiiV\nCX6iKDEPhWUlapzFTxMpyLjqHr1GuR/DytA6KQGW3NOnFAJuZRHDWZUgRiJRthBFoXKmaWq8T3jv\niWNaDHbqAZ8vsmfhMpRsFl/Lb//63bYJfxPQv82n/8Rv8zV/EfiLv+N/FdAWKqNIUdJoq7bBhkAM\nmVxntHU0VcXN1Z7NbsPoE7Vp+PTyBrda8fxkR4yZeS74fkTnIGvHYyCXRDSaMHusUVTLE8ZVkpEY\nk1QK917wfhKC7Nnq5POet67lQPDSC5q8KNAWiahSGmUNKidc3RFCpOA4fesJf3R1wpQSk5+5qBU6\n3NFfz5RxoN3uaE4e8SYk1NDz9qMntHXHcR759ZdXnDeaT/qe06bi6fuPSRH2R0M0hdvbmevjLSdr\nR7l+zYRi29XYDBMwF4VTanlqyzbQKkOgILxkuYisXiLWl1KyqOUAVGCywuqC1QqXJEQkDj3JB6qu\no27bB0qUsZaiy+diFoV4JJRMtu+BMSprmXXdm3IWzb0xC8gzRExtmBcFoVWRVSeBs45M6wy5JPTm\nhHEKVEre87ffOuezN9d0qxUvXie6RhQ8tqrIIRJjoChFLFq0KCFyO3iwjq5bkeYZoxJhlu0RSrIL\nu/WKHNNicRY1l58mCpqQs2RTLq5CZfTStkmbWVISrqEpECTYpHZucbwLxjwvPX0Ms0BQlViVnRZa\ntE9JoMDI76xrKzElaUmHWtViGY8xMg4DSktrEmKQNbP+fMU5jAPBe9ZduxinfvvXD0yBeNiP7HaO\npxcX9NFze7Nnt90wzSPTMFDVDXM/4XYbqk2DbWvurgcePXnOv/TH/iif/Mav8vrDT9nsTonB8/ik\ng6S4vrri7Okjhqu7xf0nSSdGI8GgJaOLIgeZjDvEZLLvj7S1rG+oNdtVK8QhW4iTJ2iFTpk8zsIT\nsGax+iLDRyDNM29vtqgTGR4pa6jSjO9n1HEiB5jiAXuYpe3ImWzgfLdhOzWsVmuuXr3gwxd3jP4V\nbb1lszY825xgE3w0TVzOM6TI7GfuRsPHFN57csHJifTQzJ6YRRE3x0ywoklvq0Z0F4oFjPE5bVkp\n2ffLk0USr40t6JhxWbIcRz8yHSTHsV2txc5bCiz2aoBFDY36AusvL9Ld++qg5Pwgb1Qo2rbF2yiE\n4CRPzMpZrMpsu4bXH13yzpef0QaFyZ5r76mtY3NW8Wjb0fcRbSJfe/8xt1OinmfUfHywmGc0u92G\nq9s98+R5cnqOUp7jNFO05mbf44zDFmiXsBNHIhlHU3f0/YH94UBjLLZyZGBeTELaGFarFYpCiIlQ\nCj4lQojUxuIqK5uqGBZsOvhhIC4Mh65rsY1hHmeGaRKpcsokMqtuJahz70kJ6qaFLOa7QqHve+Y5\nLvqPJO7KuiFqkUJPS54EqdC2LSkn/PxDmptwuZ85+hv2/cjFds3Z+Snr3Y5tily/foMpmkChsxaX\nhD6zO9sQjea7v/z3mKaJujEM/YHVdkeOiv04YrqOtt3Smx5XMsoppphIKeJsouoEvJmLiDWS0RhV\nYRW8ur5l03W4Yuiv9qw2nXgY7P1VLqvEUgoqL6pHq8lEqRSMXcwvMp/I1sCcKCOEJQZLa8s4jNjK\nCeE2JopOWFtYhYA9P+Wkbvjw9RU+SEhKVhndreDqijdXM6dPtyTv+fjlG14M8Cuf3vL7n++42DZc\n33l88rxzvqNqa7wxFLesFReFWix5GTBK+K08ocV/QZLtg1ZKjDXLQaoVzDERhgPRz7i2pW46qrpC\nIU8cWTlm8uJuuh8s3ttoRR0nLYvAZOVp2lRi9TVKLXJokRN3taM72/Dy8jWbrqbd7NgpxTB5HrUb\nDne3PL3YcbO/o1KFtVNkU3PrR2yBVdOinGEcJDrOOIvPnujFXGWMrGpJWViJ0S8Qk0zXtpQUZI1J\nIZSIVlaUqBTUwh2Yp/nzNkjL79ktBCmZ2UT8MvG3S4Va40R1OAU8Hh9FcJai4NCUlVbQKGn1coyM\nvcy2oir4WTgMxt6DS2TVmedAzolqsVQ7a+W9jomcIvGHNUTlo+s7VrWjPQ5c7QeenO4YRomD2mxX\npDHS1i1V01GGo8AgsazamuQ9+5s3tLZCdy3NdoPzkfn4itXJKVcvX0sqTS1yYTFpGIpxxFCW3q+I\ncrAoWuuoKstt7nHrBmcNJRX8OFNKEf2B/nzPXrQMzYQwltEFSkqYJfwjFTCVI4491ekpXfIcbw+8\nuOtpuo5xnLHKsN7UdNtT8tCTlOJuf0dlatq24vn5KeM041Ydqt8TkuftTpOfXfB4VaGc5c2UedR4\nirF8ernngxfXDHPmy892dJXicLzjLmQer1uUatBKcigVRVyZS08qCb8ylU7IDStGSREUucXnr43C\nx0xInrkP+HHEVQ1121LVok0wWqOtQWmDNuVBr6G1kQpkUeClh5Xn522GWQw9MlyzOKd4+viMYZwZ\njgdu727IWXF2dsZwHOmPkXVraKpTjkOgaJns79ZbGpMFKFtVTONIt9kyThPDPNHWDj9F8v28yhoh\nJVMoKXL0kXkepOxXEvaaYniAyaS44PUAVFqGeY5UitCotSLlTIiyQtSIOKtEmTuEIq1qyllaNHX/\n81ucc6LZ0IvPIcmcZxpHGleJld5Y6qoSDqJ1hGwYBhkY5pRI92TmRb9QSpZ8i9/lnvyBHQb7OZBN\nxZt+QNHzyXVPW8k0+UefP6IA9ph48qRm9fwZ8yRwCn8YmFLkOPfEGFmtGkKObHZr6tcV4+Ud7cWG\ndrVlONwIkCKkpbdTTPPIXArWijFI5JwZZxXnTSfinZSX2BSDKYkQI6WpqIxM6EvKC4xUyj0Qim02\nmrlktE+8vr7l6fNHnK5XfPrtz7jte37t9Z5vfXTLv/oT79A+esrZScX2S8+ZvGL/7W9j0ByPbyAZ\n7OaMMN3w9Okj9iGyOtkyuYbu9oZud0GcJ/7A07e43B/47PbIp1nx8U3g7bOKd09XfOnxBamt+NbH\nr/nOBx/x/rvQ6BqjFxSWEmGOyjJgnQiSwmwkDNRaQy76AdRh7mEcFJwRtZ6Pkel4x9gfqOqGdr3G\n1TUmCeqsJNk8pFJAC/G5quyihFOLD0KeoveVhOzXpSc3taaQWSuJYAcYDj2qZMIs69/Lq2usrtE5\ncnqyQZ9umObIp1fXmDnQKItVGlUCtnIcvWceZnyI7HZbamO4e/2Kfp5Jy8OhqzoKmaigRKEdGVPR\nugrnDGGaGfoBV1WQFFonxiAyz7qqiV5gsiJOWjDp1tI1HUpByPHBfai1XtjSEpJaSqIfD6hiRIKf\nRMyUl1lV3/fUTkJkrLHs9weUFSxfTCI5jilSVbVoDELAGujalkPf/4735A/sMDDO4MPEnAupFMbj\n4s3ThVf7Pe9fnPNTX37OOE+4/R270zUu9BzP1uRxptFPGHIiDBMvP/iY+v13cV2Dzz02a26vb9BW\nUoB0bRl8wrZaQCIpEKNHLzzEjMbnTG1Z8OKeZC3Ji47fhyhOR6MWG6ic/KoylCyns7E1kLHZgk4y\nVR9neu/5n37xu8zDyKw1N70n7/e8/5ULqqLYf/YCNU9UF2dwd8Mv/spL/oX3n7AykYuzM/avbnEn\njnhzxebRU9TdLd/+4CO+/u4j5lxhXcWLm1t+/vc/59XdlrdP1nTrFSHO6FnxaNXy4vSUYQ64rmby\nkxiNlKgpy/Ikrp0hW7Xo3ZMEiigFRiGoARErqQeL7BI4UilizoS55xBmTNVQtx11XWOsJZsFme7M\n4sf3AgFdBm4RaQvuh29l+Xf1haGkteKsjCmz2q6YfZRINu9JITJMd5yfPyHPgTkeUdpx1tSMypDj\nyPZ0h0USk3fbLfM04efA/nAgVY4eMF3Lpqpom4bbw5GuXVFQ7A93y4q1QHTMs1COlIJpHMQs5CrM\nEkXvp/mBQWCspXIObUV3EVNaDHVi9JJZQ1gGriL6SjGKqE0rhkmyQdq2FsNZEuFciJnUz1Dk88UH\nNHKYUIrY30uW1i9LSGxYEpp+p9cP7DBwCy/OmYTTS549GtfVVEuAxe3tHc/feUIYe+6SwCxU6Emz\n8OnW644ZD0px8/o109TLcM1UTN5zdrHl2I+EMbNabYilkGJm2PfUbUO37TApk33Gi9dR1oQhkPqJ\nbr2iGPGSZx/QbS2iIy2qMmZ5GhhToGR0Lg8JRudWYriny2v+4Nff4XrK9NPMj1ewO1kRhkSpWq4P\ne/S4Z7ub2HQNp9s1btVilfD99seJF59c4/zE0xz59gef8MmV53uXV/RppiQF2VKmzI+caLLJVGSu\nx4L1AxWGH336CJUSytXEAil4KVtLkUjwsKxXl/bH6PvyXS1hrTIjEcXhEvcFoOTPplxwJhNixI9H\n0jwR6oa6afDG4uparOR8TvYt+gta+WUyr9UXMiGLDMrutw8y4BSYjbWa2j2mHycO/cD1VeLm9g2b\nbsPFxSm+FMrguesH0jBz4hxt1RCMxlQVoy3YdUc1OIZh5KRZ4XMkFmmTdquOEDNTTHRtS20lWHUa\nB0nfMk7qRmNQLORkBJ2WksyPSikMw4A15iHjMHj/gGWXwyPK9bowB1gMW9ZaQioPnI04eaZ7FoTc\nBdhqYTUmSdcW9Fp+IFeJWUki7qcpisbjn5U34Z/1K8XE6cmO959e0PcDTWXYtAaVHcrC+49X+AJd\n1fDp9WvWXU1QhmmY6bZbtNPMQ88cPF23pnKKcVJYt6b3IyXP1KM80V6OI68PPWdn52x2OzbG4srI\nziZoO6Z+oswBpzRjKqSwRIMrQzby9CImpnGmXbWQC6VEVExYLRisqm4EChI8KE2eZ0pVoUrm+XnL\n06RJ5ZR61WFLT4gQ8kTjGsp6y/XrNzQKHq9qGlW4eXPLkyePsF2D8xN5VXEzZvoQiNry6RgocySU\nTFPgb3/3NX/6p7/Gm5sbdo3mzZQ53ezQztAlR7RBNBNLfDeA0kr4C9qJTbgUKuMwRRGjp6S4pExL\n3JyCB+aiUnJjK0TBqY3cDC5JalKceuapFy7BakWXVzhtqaoKV9kHgMr9ijGrZQ6zAGnL4sUvy0DT\nqAUVnsEqCbHZrFqaxnF+smUMnk8/ecV3/tG3uTg5YX2y40tvnXD058z9gbvDHY8eP2YOgUpbamcZ\n+szZ8yccj4M4LUOkqu5zGCNjPxKMwmA52W1QZc314cg8e5y1KNMsa8GCIjJNI+LqlEqn6zruMw1k\n0CehLKUUsk4LVblI7HvKAjEJnpyLHAJJmJMaTQpykKRwX1nJA885J6j0SuLrYgjMcxDNSZHcz6qq\nKCUSgv8d70n122iC/rm+lFLlJ7/5DXRRnHQttauoneZ81wopZvT8xFcfsaocaIvbbDje3lFCxJeM\nsoZH52dcv3rDPdy06RqSj8wpMOREjSOFSL06oW4dRUV8dhBmamc42Z2xdtC2sB+O5OpEVjPXL/Dz\nvAytPMkYplyIs7ATu65h1dZSZitFIlM5h60ESmIVaFMR80z0kvBbKo3VFn8caeqaaETZm5jRtsVh\nlr7acvfqJUUrbqaJNI7oqub2+shXv/5lxjny7Nzy3/31f8z3Lm8wxRJSJHhPVUV++u0zfu4bz7m+\nPrJ58pgpSFtjKkOcItpYfBC1WilFdALLTVaKIkS5Vkq0mwAAIABJREFUkAosfL60KDbNookXKXfM\n+QGbLuavhcK7cAdilG2Fj4lUoChpz7rVmqqu5X9V9SCKuecuKs3DQSVDNdniiMFGbhyLpdiCTrKq\ny8sgLyZJHDoeJi6vr7l+9YoUCienO1brjhfXN2yM5p2vfJn99YHRjwx9j6kqfBKepFEwDQMnZ+cE\nBdfDREmRFGf640RT1RhXoa1m7AfZJKApRrgUKkt1lBdq8X3smig+5eeJMZFJD/gz2c7K4DCn9CB4\nizFxeiqUqHGSTUgMcvMrYJjG5VDWyzYjU9lFsBTC8j0CZhnWtnWN1pr/7a/8L5RS1G+9J+EHWBmU\nZeJ6OY4000QGXt0NOAOPt2tujp7ZJTablkeVo318ztyP7K/vOAwDVwtTPqdE1TUC2ExS2m6UJnqP\nbizOBMbDLD1hq5lCpsweM9+xvXjC7BP76wP1qeP09AQ/C1NvniI+K+aQOHoPpbBSmhzlokQbYhHl\nXC4SAhtzISgFOXC+3dDsDOP1FTkaboZbvvPhNT5l+hg4HDNff7rhZ/7YzzIdb4hHz/HmEqzGBU8X\nAnfAm8sbUol88J3v8uhkQ2rO+bHHG0oxXO735LkwR0PUhbpbsd6tqbsVN0MgZ4FrlGNhu90QU8BV\nBpUE/JFSJGvBbKcQF/CyBHuwcPtTknzJotSDTVYrsTYv1fziATBLzkKWC3B5Lx6Sg3JkPNwxHi11\n21A3LXXTPFQG95iwHKNUB1+YK6R0305AVpniJfj1nhAJmWoZVJ6fbdjuVoxvPyGMkdHPeO85OT3l\ncHXLr/3ar3J+eo5pG6rUCfsizBRtCTmgq5p+HOlWHRebNX6amftMt61Q2nCcPWA53e3wzcRhHBln\nT4ywblrII/08Yp2jciIWksMzYY3FVQtLMyWMsUvmYiZ40QXEGB7CYK/fBFnJKg0LXDUtTEZnHTFn\ncXIum2/v/eJZkTmQMYtYS2t8DFTmhxR7pjMUJbhpn4RNOIdRtOb1RMkb2q6j261JJJpVh/aR1DZy\nAcaM2rYonyhaY7qWME2CB68rpsVfj4JSaQ6HA/0hs21btqsV/e0tt2miOjvj5PSM1in0/prQT3z7\no1umIqKd232PMopdW9N1Neu2pqkWfsAcqNpK/PwhMvkgJh7ruLu6JjqFnSIff/wZv/z6yEfXRzSW\nbdfwYn/k5uaGP/UvF9Znz5iOgV/7vz9ivLtiheLZl97mWcpsdjspG1PGti2v7wZaFfjD75yS7WP2\nhwMZTWHm2arm1asb9v3EgOLZo3NK1PTjzOvhirq1bDanaGXJOi4iF1BZnlzWWupKLrKQJdcPCyZb\n6eFLIZlFgVkWtr/WqCJrMF0kWiwj2QA6RqISRFtaoJwheaajZ+qP2LqhaVuaboVddv16ySzUi4lH\nlJQaskIZRcrCdUwpUhbWm4KH2DaVM04rqqYlV5lSVhImkyPzbsfl1Rs+fvmSXduxWW3QNeh1Ja4/\nt3qIYj/OHh8S0YvIKxZom5ZVU0GKZB9o6wqtFZ115GVAqKqa1shTPOck1YyRv2cMHr24OzOQYqAE\nyVS8NxHJNiCBysxzRGuRyYdpXmzpWfQFWj9UQyBELoGnLE5bpXDG4qzFWJkv/J7gJv88XwWxC5uS\n6ZYQkccXO5racNE4NpsKVxL9zR2ubWjnSD9N5NpJvzcMVMYSVMaExHx1gypZYCOLndnHmco6YR34\nSHN+weat53D7hlINfHg70qUjJycn3Lx8hWs7PvjwFW/6gVFXtK3h/OIMpwq7tSOHgE8BEzQ6ZbCK\nHD06O4x2tK3GNDVx39P7yHeuRsLNnvOvfo189f9xvtqQyWxax81YcRMn/sHf/RX+yJ/6k6zfO+Nn\nfjby8uMXXF++4c3LF3z9a7+fNx99wPvPz7mdIPuR7tEjfJy43nt+9KLhzeYxZu6BlrxAW9O6oQkz\nJUOpG1pruZlmPnt9yzdcIbgVVmlWzjKnjHU1xjrmmFApLrTfjF9KdKUSKQNFY0omLxdVyhKprhF4\nTM6ZKQhZymhNbQ162RZV1jB5T2U0VsvXhunAYR4IwVPVLc5VNF0LZGKWkjj7yFwSVdUQfVxw4cgT\nMGdUFnNUznGpJJbwEZZBmlJUlabOFfPOcbJZ8aV33ubDzz7hw48+IfYzTdexPrkgzqOE+J5u6FqL\n3m2YQyTMEasEmqOrVgC1KXHzei9P/MbiR8/UDw/hN6pkXCUuw8l7sIbaye/NpEQOkovoFyVjXJ76\ntbMPGyuQgFg/eLpuJUDUnFmvV8ScsYi8OeUkmZVJKglrjQS2OrvI6zMxRb5vb/CF1w9sZvCn/8TP\no2Ok6ypUTjS142zbibY+BlZNTSyZWok02FnHMXh0Nox+plhN3bWkaWaeZzbdikAm9BOulotq6Aec\nsWgDx16gm2jN9vSMx2894tWLS8ZpYt8nzp8+ZV0p+v6KGOTiq6wl9JO4qJSCEJZ1GeRxoRU7iyky\n0HJK42OiOzul+MDc94RZ886Xz/jrv/RtPnxxxbqx/OQ7J/ztD/bc9J7f9/YZ/8of+gZtU7GfZTft\nk2IcBubbW17cjEzDHY8fXbA7q7h++YaTzRm+abj77BNAs+vW1LXo5l+8uuVi1/LRzYFHXcN2tyOE\nGdtUoK1YuClM0yQrMjSmqilEgWKERFb3T3/NvaUml/vocVEQij9DPp6WNJ/7PjklGZTpRe+vlLSE\n9zh3wbXJ78rHRCxQMFhb0a5W0j4sfbRZvofWaknYXgaX98aoxYmZl778i9DP+9QjrSVJqyB/RxCZ\n+hwi+77nxWevuby+wVYOV9U4Y/FzpHGWzboRF6efUFGe/s5WdHWFrh0ZMWqlZdsVk2DN/TJDua9w\n7unH2miKAh+8XD9KE4Jf2ilkQ/AFQVZMUQ4VBG5jlJFkJK0XtLqROcRiTIopLi5ceY8q6wTuGsQK\n/dd+4X//bWcGP7DD4M/8yZ+jVnC+ackl47SmbhzdqsPEZdgVPco63ILWSjFTGccQg4RbImATs4RF\nRCMXWt22OGNEH1AURhX640jKssO1ribFhC6Frl3RY8kl0OTIsO+5GUaevPWEt56c4ZpOiL3jyDB5\nEgLvTNETtZR4+8NMPw48Wze8/ZW3WbeGcH3FdDhQcsVNv2efHL3W1Bkery17U1E5y844VO1gOFDv\nziRCbDywahtss+bu5o6XN3c0pbBu4FsfXfL07ISmqyWkNWXGJa16ngq//L0XtK7w2UEm4rumZldV\nXPczz09XdF3D65s9e594tGt47/GZ6OpVom5rjtcHulVL16wAAcCkJKEpqRS0tQ9pv3khMd9vrO41\nAiUXhnGGZR8PoLSAOZF7EYCQBDoqT0Wx/CY02spN2bQtdS1PYmU+D4u9H5QpJbMnozRFF4G9L05J\nreUg00o94MjKItOVDUBexE4CvrkbJm7vDrx6fUXJmfVqRQaCD0xTIOXCtu0oKokBzDnJajD3DETQ\nxkqLFSIhRmEKKKFv38NPYgiyucji2E2L+vM+YTultHAh5Tfqg+c+del+6BiisDYBmqpZ+BJyIJbl\noBXX4gLkUUJaUgr+6i/81R++AeJvfvqGde2ougo3z6x3p4Tome722NpyumqYb4444coQKstMll5z\ntYJSaE5XHG/3dK4Rs1CKGBRmzkSVKDkSpkDRltW6Ed22MdR4nLP4WPjsxQu+96pn9eiUrYo03ZaL\n3ZZtpXBlhvqMfHVFbQxhvSX1NygfICRCSQyHSTgHDWgbOX/2lEfvPOf13/k/yaPman/HXR/41Y9f\ncDPDu2eav33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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -408,43 +426,152 @@ "source": [ "batch_index = 8\n", "image = style_data_batch[batch_index]\n", - "orig_net.blobs['data'].data[0, ...] = image\n", - "probs = orig_net.forward()['probs'][0]\n", - "k = 5\n", - "top_k = (-probs).argsort()[:k]\n", - "print 'top %d predicted ImageNet labels =' % k\n", - "print '\\n'.join('\\t(%d) %5.2f%% %s' % (i + 1, 100 * probs[p], imagenet_labels[p])\n", - " for i, p in enumerate(top_k))\n", "plt.imshow(deprocess_net_image(image))" ] }, { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "top 5 predicted ImageNet labels =\n", + "\t(1) 69.89% n09421951 sandbar, sand bar\n", + "\t(2) 21.76% n09428293 seashore, coast, seacoast, sea-coast\n", + "\t(3) 3.22% n02894605 breakwater, groin, groyne, mole, bulwark, seawall, jetty\n", + "\t(4) 1.89% n04592741 wing\n", + "\t(5) 1.23% n09332890 lakeside, lakeshore\n" + ] + } + ], + "source": [ + "disp_imagenet_preds(orig_net, image)" + ] + }, + { "cell_type": "markdown", "metadata": {}, "source": [ - "If we tried to look at `style_solver.net`'s predictions, we wouldn't see anything useful as its classifier been trained yet. (The line below should output `True`, indicating the net's predictions from its classifier layer, `fc8_flickr`, are all zeroes.)" + "We can also look at `untrained_style_net`'s predictions, but we won't see anything interesting as its classifier hasn't been trained yet.\n", + "\n", + "In fact, since we zero-initialized the classifier (see `caffenet` definition -- no `weight_filler` is passed to the final `InnerProduct` layer), the softmax inputs should be all zero and we should therefore see a predicted probability of 1/N for each label (for N labels). Since we set N = 5, we get a predicted probability of 20% for each class." ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "top 5 predicted style labels =\n", + "\t(1) 20.00% Detailed\n", + "\t(2) 20.00% Pastel\n", + "\t(3) 20.00% Melancholy\n", + "\t(4) 20.00% Noir\n", + "\t(5) 20.00% HDR\n" + ] } ], "source": [ - "np.all(style_solver.net.blobs['fc8_flickr'].data == 0)" + "disp_style_preds(untrained_style_net, image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also verify that the activations in layer `fc7` immediately before the classification layer are the same as (or very close to) those in the ImageNet-pretrained model, since both models are using the same pretrained weights in the `conv1` through `fc7` layers." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "diff = untrained_style_net.blobs['fc7'].data[0] - orig_net.blobs['fc7'].data[0]\n", + "error = (diff ** 2).sum()\n", + "assert error < 1e-8" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3. Training the style classifier\n", + "\n", + "Now, we'll define a function `solver` to create our Caffe solvers, which are used to train the network (learn its weights). In this function we'll set values for various parameters used for learning, display, and \"snapshotting\" -- see the inline comments for explanations of what they mean. You may want to play with some of the learning parameters to see if you can improve on the results here!" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from caffe.proto import caffe_pb2\n", + "\n", + "def solver(train_net_path, test_net_path=None, base_lr=0.001):\n", + " s = caffe_pb2.SolverParameter()\n", + "\n", + " # Specify locations of the train and (maybe) test networks.\n", + " s.train_net = train_net_path\n", + " if test_net_path is not None:\n", + " s.test_net.append(test_net_path)\n", + " s.test_interval = 1000 # Test after every 1000 training iterations.\n", + " s.test_iter.append(100) # Test on 100 batches each time we test.\n", + "\n", + " s.max_iter = 100000 # # of times to update the net (training iterations)\n", + " \n", + " # Solve using the stochastic gradient descent (SGD) algorithm.\n", + " s.solver_type = caffe_pb2.SolverParameter.SGD\n", + "\n", + " # Set the initial learning rate for SGD.\n", + " s.base_lr = base_lr\n", + "\n", + " # Set `lr_policy` to define how the learning rate changes during training.\n", + " # Here, we 'step' the learning rate by multiplying it by a factor `gamma`\n", + " # every `stepsize` iterations.\n", + " s.lr_policy = 'step'\n", + " s.gamma = 0.1\n", + " s.stepsize = 20000\n", + "\n", + " # Set other SGD hyperparameters. Setting a non-zero `momentum` takes a\n", + " # weighted average of the current gradient and previous gradients to make\n", + " # learning more stable. L2 weight decay regularizes learning, to help prevent\n", + " # the model from overfitting.\n", + " s.momentum = 0.9\n", + " s.weight_decay = 5e-4\n", + "\n", + " # Display the current training loss and accuracy every 1000 iterations.\n", + " s.display = 1000\n", + "\n", + " # Snapshots are files used to store networks we've trained. Here, we'll\n", + " # snapshot every 10K iterations -- ten times during training.\n", + " s.snapshot = 10000\n", + " s.snapshot_prefix = 'models/finetune_flickr_style/finetune_flickr_style'\n", + "\n", + " # Train on the GPU. Using the CPU to train large networks is very slow.\n", + " s.solver_mode = caffe_pb2.SolverParameter.GPU\n", + " \n", + " # Write the solver to a temporary file and return its filename.\n", + " with tempfile.NamedTemporaryFile(delete=False) as f:\n", + " f.write(str(s))\n", + " return f.name" ] }, { @@ -462,12 +589,14 @@ " -gpu 0\n", "\n", "\n", - "However, we will train using Python in this example." + "However, we will train using Python in this example.\n", + "\n", + "We'll first define `run_solvers`, a function that takes a list of solvers and steps each one in a round robin manner, recording the accuracy and loss values each iteration. At the end, the learned weights are saved to a file." ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 15, "metadata": { "collapsed": false }, @@ -500,8 +629,17 @@ ] }, { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's create and run solvers to train nets for the style recognition task. We'll create two solvers -- one (`style_solver`) will have its train net initialized to the ImageNet-pretrained weights (this is done by the call to the `copy_from` method), and the other (`scratch_style_solver`) will start from a *randomly* initialized net.\n", + "\n", + "During training, we should see that the ImageNet pretrained net is learning faster and attaining better accuracies than the scratch net." + ] + }, + { "cell_type": "code", - "execution_count": 13, + "execution_count": 16, "metadata": { "collapsed": false }, @@ -511,27 +649,27 @@ "output_type": "stream", "text": [ "Running solvers for 200 iterations...\n", - " 0) pretrained: loss=2.996, acc= 0%; scratch: loss=2.996, acc= 0%\n", - " 10) pretrained: loss=1.315, acc=48%; scratch: loss=2.701, acc=14%\n", - " 20) pretrained: loss=1.120, acc=52%; scratch: loss=2.290, acc=12%\n", - " 30) pretrained: loss=0.940, acc=60%; scratch: loss=1.984, acc=22%\n", - " 40) pretrained: loss=0.875, acc=62%; scratch: loss=1.810, acc=24%\n", - " 50) pretrained: loss=1.077, acc=56%; scratch: loss=1.773, acc=32%\n", - " 60) pretrained: loss=0.918, acc=60%; scratch: loss=1.753, acc=16%\n", - " 70) pretrained: loss=0.952, acc=64%; scratch: loss=1.692, acc=30%\n", - " 80) pretrained: loss=0.969, acc=68%; scratch: loss=1.681, acc=34%\n", - " 90) pretrained: loss=1.105, acc=52%; scratch: loss=1.681, acc=24%\n", - "100) pretrained: loss=1.045, acc=60%; scratch: loss=1.654, acc=30%\n", - "110) pretrained: loss=0.815, acc=66%; scratch: loss=1.654, acc=30%\n", - "120) pretrained: loss=0.983, acc=62%; scratch: loss=1.652, acc=26%\n", - "130) pretrained: loss=1.243, acc=44%; scratch: loss=1.638, acc=28%\n", - "140) pretrained: loss=1.068, acc=64%; scratch: loss=1.658, acc=18%\n", - "150) pretrained: loss=0.621, acc=74%; scratch: loss=1.659, acc=20%\n", - "160) pretrained: loss=0.915, acc=66%; scratch: loss=1.639, acc=26%\n", - "170) pretrained: loss=1.088, acc=60%; scratch: loss=1.663, acc=20%\n", - "180) pretrained: loss=0.777, acc=66%; scratch: loss=1.667, acc=10%\n", - "190) pretrained: loss=0.749, acc=72%; scratch: loss=1.642, acc=20%\n", - "199) pretrained: loss=0.852, acc=62%; scratch: loss=1.646, acc=14%\n", + " 0) pretrained: loss=1.609, acc=28%; scratch: loss=1.609, acc=28%\n", + " 10) pretrained: loss=1.292, acc=58%; scratch: loss=1.625, acc=14%\n", + " 20) pretrained: loss=1.134, acc=50%; scratch: loss=1.642, acc=12%\n", + " 30) pretrained: loss=0.949, acc=66%; scratch: loss=1.615, acc=22%\n", + " 40) pretrained: loss=0.931, acc=66%; scratch: loss=1.590, acc=24%\n", + " 50) pretrained: loss=1.167, acc=60%; scratch: loss=1.610, acc=32%\n", + " 60) pretrained: loss=0.902, acc=62%; scratch: loss=1.621, acc=16%\n", + " 70) pretrained: loss=0.804, acc=64%; scratch: loss=1.589, acc=30%\n", + " 80) pretrained: loss=0.928, acc=66%; scratch: loss=1.592, acc=32%\n", + " 90) pretrained: loss=1.202, acc=50%; scratch: loss=1.605, acc=24%\n", + "100) pretrained: loss=1.187, acc=52%; scratch: loss=1.586, acc=30%\n", + "110) pretrained: loss=0.871, acc=68%; scratch: loss=1.591, acc=30%\n", + "120) pretrained: loss=0.807, acc=70%; scratch: loss=1.595, acc=26%\n", + "130) pretrained: loss=0.765, acc=68%; scratch: loss=1.588, acc=28%\n", + "140) pretrained: loss=1.045, acc=68%; scratch: loss=1.609, acc=18%\n", + "150) pretrained: loss=0.555, acc=82%; scratch: loss=1.612, acc=20%\n", + "160) pretrained: loss=0.841, acc=72%; scratch: loss=1.601, acc=26%\n", + "170) pretrained: loss=1.108, acc=62%; scratch: loss=1.620, acc=20%\n", + "180) pretrained: loss=0.824, acc=66%; scratch: loss=1.633, acc=10%\n", + "190) pretrained: loss=0.953, acc=68%; scratch: loss=1.610, acc=20%\n", + "199) pretrained: loss=0.870, acc=70%; scratch: loss=1.615, acc=14%\n", "Done.\n" ] } @@ -557,6 +695,7 @@ "\n", "loss, acc = metrics\n", "train_loss, scratch_train_loss = loss[style_solver], loss[scratch_style_solver]\n", + "train_acc, scratch_train_acc = acc[style_solver], acc[scratch_style_solver]\n", "style_weights, scratch_style_weights = trained_weights\n", "\n", "# Delete solvers to save memory.\n", @@ -567,12 +706,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Let's look at the training loss produced by the two training procedures respectively. Notice how quickly the ImageNet pretrained model's loss value (blue) drops below the *final* loss value of the randomly initialized model (green)." + "Let's look at the training loss and accuracy produced by the two training procedures. Notice how quickly the ImageNet pretrained model's loss value (blue) drops, and that the randomly initialized model's loss value (green) barely (if at all) improves from training only the classifier layer." ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 17, "metadata": { "collapsed": false, "scrolled": false @@ -581,19 +720,18 @@ { "data": { "text/plain": [ - "[,\n", - " ]" + "" ] }, - "execution_count": 14, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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16ECFxsrLndAiG9iyaJ56Cli71rXbZxiGcRfOyKLZCaCblLJaCDEFwHIAutMA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\nMBLTrCzq/P78c5Ml2K2bucAPGdIygu9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aGvg9Idh9tJZpNOR5ZWS0ri66CoUiMK1GHAB2DwsWhPZZKQ6hOAf5WaB1iYPL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\n4YZNqCGlYLAjDnfo5qo2OgezMnbtyqP1jx1TYSVFFEhMDF4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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -601,19 +739,55 @@ } ], "source": [ - "plot(np.vstack([train_loss, scratch_train_loss]).T)" + "plot(np.vstack([train_loss, scratch_train_loss]).T)\n", + "xlabel('Iteration #')\n", + "ylabel('Loss')" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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l0Uy+vp785MOHjW2lfMpBTeRi32+A0kfPPZeus0LlFsRMeN8+ymTS7wexfz+p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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot(np.vstack([train_acc, scratch_train_acc]).T)\n", + "xlabel('Iteration #')\n", + "ylabel('Accuracy')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Let's take a look at the testing accuracy after running 200 iterations of training. Note that we're classifying among 20 classes, giving chance accuracy of 5%. We expect the result from training using the ImageNet pretraining initialization to be much better than the one from training from scratch. Let's see." + "Let's take a look at the testing accuracy after running 200 iterations of training. Note that we're classifying among 5 classes, giving chance accuracy of 20%. We expect both results to be better than chance accuracy (20%), and we further expect the result from training using the ImageNet pretraining initialization to be much better than the one from training from scratch. Let's see." ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 19, "metadata": { "collapsed": true }, @@ -630,7 +804,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 20, "metadata": { "collapsed": false }, @@ -639,7 +813,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Accuracy, trained from ImageNet initialization: 48.4%\n", + "Accuracy, trained from ImageNet initialization: 52.6%\n", "Accuracy, trained from random initialization: 23.6%\n" ] } @@ -655,14 +829,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Finally, we'll train both nets again, starting from the weights we just learned. The only difference this time is that we'll be learning the weights \"end-to-end\" by turning on learning in *all* layers of the network, starting from the RGB `conv1` filters directly applied to the input image. We pass the argument `learn_all=True` to the `style_net` function defined earlier in this notebook, which tells the function to apply a positive (non-zero) `lr_mult` value for all parameters. Under the default, learn_all=False, all parameters in the pretrained layers (`conv1` through `fc7`) are frozen (`lr_mult = 0`), and we learn only the classifier layer `fc8_flickr`.\n", + "### 4. End-to-end finetuning for style\n", + "\n", + "Finally, we'll train both nets again, starting from the weights we just learned. The only difference this time is that we'll be learning the weights \"end-to-end\" by turning on learning in *all* layers of the network, starting from the RGB `conv1` filters directly applied to the input image. We pass the argument `learn_all=True` to the `style_net` function defined earlier in this notebook, which tells the function to apply a positive (non-zero) `lr_mult` value for all parameters. Under the default, `learn_all=False`, all parameters in the pretrained layers (`conv1` through `fc7`) are frozen (`lr_mult = 0`), and we learn only the classifier layer `fc8_flickr`.\n", "\n", "Note that both networks start at roughly the accuracy achieved at the end of the previous training session, and improve significantly with end-to-end training. To be more scientific, we'd also want to follow the same additional training procedure *without* the end-to-end training, to ensure that our results aren't better simply because we trained for twice as long. Feel free to try this yourself!" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 21, "metadata": { "collapsed": false }, @@ -672,27 +848,27 @@ "output_type": "stream", "text": [ "Running solvers for 200 iterations...\n", - " 0) pretrained, end-to-end: loss=0.852, acc=64%; scratch, end-to-end: loss=1.616, acc=28%\n", - " 10) pretrained, end-to-end: loss=1.095, acc=62%; scratch, end-to-end: loss=1.663, acc=14%\n", - " 20) pretrained, end-to-end: loss=0.741, acc=70%; scratch, end-to-end: loss=1.651, acc=12%\n", - " 30) pretrained, end-to-end: loss=0.892, acc=76%; scratch, end-to-end: loss=1.594, acc=20%\n", - " 40) pretrained, end-to-end: loss=0.748, acc=68%; scratch, end-to-end: loss=1.576, acc=22%\n", - " 50) pretrained, end-to-end: loss=0.849, acc=68%; scratch, end-to-end: loss=1.604, acc=30%\n", - " 60) pretrained, end-to-end: loss=0.843, acc=64%; scratch, end-to-end: loss=1.474, acc=40%\n", - " 70) pretrained, end-to-end: loss=0.587, acc=74%; scratch, end-to-end: loss=1.490, acc=30%\n", - " 80) pretrained, end-to-end: loss=0.498, acc=78%; scratch, end-to-end: loss=1.398, acc=44%\n", - " 90) pretrained, end-to-end: loss=0.810, acc=68%; scratch, end-to-end: loss=1.490, acc=34%\n", - "100) pretrained, end-to-end: loss=0.791, acc=70%; scratch, end-to-end: loss=1.490, acc=28%\n", - "110) pretrained, end-to-end: loss=0.690, acc=72%; scratch, end-to-end: loss=1.552, acc=34%\n", - "120) pretrained, end-to-end: loss=0.706, acc=70%; scratch, end-to-end: loss=1.545, acc=32%\n", - "130) pretrained, end-to-end: loss=0.548, acc=76%; scratch, end-to-end: loss=1.515, acc=24%\n", - "140) pretrained, end-to-end: loss=0.478, acc=84%; scratch, end-to-end: loss=1.517, acc=32%\n", - "150) pretrained, end-to-end: loss=0.362, acc=84%; scratch, end-to-end: loss=1.506, acc=32%\n", - "160) pretrained, end-to-end: loss=0.527, acc=82%; scratch, end-to-end: loss=1.407, acc=36%\n", - "170) pretrained, end-to-end: loss=0.668, acc=68%; scratch, end-to-end: loss=1.639, acc=34%\n", - "180) pretrained, end-to-end: loss=0.420, acc=84%; scratch, end-to-end: loss=1.485, acc=38%\n", - "190) pretrained, end-to-end: loss=0.431, acc=82%; scratch, end-to-end: loss=1.407, acc=44%\n", - "199) pretrained, end-to-end: loss=0.368, acc=82%; scratch, end-to-end: loss=1.401, acc=40%\n", + " 0) pretrained, end-to-end: loss=0.749, acc=70%; scratch, end-to-end: loss=1.586, acc=28%\n", + " 10) pretrained, end-to-end: loss=1.118, acc=62%; scratch, end-to-end: loss=1.635, acc=14%\n", + " 20) pretrained, end-to-end: loss=0.886, acc=60%; scratch, end-to-end: loss=1.629, acc=16%\n", + " 30) pretrained, end-to-end: loss=0.662, acc=76%; scratch, end-to-end: loss=1.592, acc=22%\n", + " 40) pretrained, end-to-end: loss=0.922, acc=66%; scratch, end-to-end: loss=1.576, acc=24%\n", + " 50) pretrained, end-to-end: loss=0.748, acc=64%; scratch, end-to-end: loss=1.601, acc=36%\n", + " 60) pretrained, end-to-end: loss=0.556, acc=82%; scratch, end-to-end: loss=1.558, acc=28%\n", + " 70) pretrained, end-to-end: loss=0.774, acc=70%; scratch, end-to-end: loss=1.556, acc=36%\n", + " 80) pretrained, end-to-end: loss=0.655, acc=76%; scratch, end-to-end: loss=1.499, acc=36%\n", + " 90) pretrained, end-to-end: loss=0.692, acc=76%; scratch, end-to-end: loss=1.513, acc=30%\n", + "100) pretrained, end-to-end: loss=0.691, acc=76%; scratch, end-to-end: loss=1.498, acc=32%\n", + "110) pretrained, end-to-end: loss=0.482, acc=80%; scratch, end-to-end: loss=1.598, acc=26%\n", + "120) pretrained, end-to-end: loss=0.459, acc=82%; scratch, end-to-end: loss=1.539, acc=30%\n", + "130) pretrained, end-to-end: loss=0.543, acc=82%; scratch, end-to-end: loss=1.496, acc=26%\n", + "140) pretrained, end-to-end: loss=0.437, acc=86%; scratch, end-to-end: loss=1.500, acc=32%\n", + "150) pretrained, end-to-end: loss=0.348, acc=86%; scratch, end-to-end: loss=1.486, acc=36%\n", + "160) pretrained, end-to-end: loss=0.629, acc=72%; scratch, end-to-end: loss=1.423, acc=34%\n", + "170) pretrained, end-to-end: loss=0.392, acc=82%; scratch, end-to-end: loss=1.608, acc=36%\n", + "180) pretrained, end-to-end: loss=0.494, acc=82%; scratch, end-to-end: loss=1.468, acc=40%\n", + "190) pretrained, end-to-end: loss=0.323, acc=92%; scratch, end-to-end: loss=1.405, acc=40%\n", + "199) pretrained, end-to-end: loss=0.502, acc=80%; scratch, end-to-end: loss=1.390, acc=44%\n", "Done.\n" ] } @@ -737,7 +913,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 22, "metadata": { "collapsed": false }, @@ -747,7 +923,7 @@ "output_type": "stream", "text": [ "Accuracy, finetuned from ImageNet initialization: 55.0%\n", - "Accuracy, finetuned from random initialization: 40.6%\n" + "Accuracy, finetuned from random initialization: 42.0%\n" ] } ], @@ -762,37 +938,44 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Finally, let's look at our style model's predictions for an image.\n", - "\n", - "We'll first get set up by running `test_net.forward()` to make sure a batch of data is loaded into the net, and then reading the list of style labels from `style_names.txt`." + "Finally, let's pick a test image and look at our end-to-end finetuned style model's predictions for it." ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 23, "metadata": { - "collapsed": false, - "scrolled": false + "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Labels: Detailed, Pastel, Melancholy, Noir, HDR, Vintage, Long Exposure, Horror, Sunny, Bright, Hazy, Bokeh, Serene, Texture, Ethereal, Macro, Depth of Field, Geometric Composition, Minimal, Romantic\n" + "actual label = Pastel\n" ] + }, + { + "data": { + "image/png": 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WKs9hFZYitTN2cR87zMqTyhlYiOUvdRVeXdJREPOPBUQLuaLGrEgo3mWYO8JX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9p9Ybt4Of19W7OXfbsAgKNmoNTwI0vwBGcQKvGY5rN9HPF6L//O5aJjNCQtQWBMX/OJhfm4G1Ge\nK24ByRKetq81QtHz19qUVLp46pFFKkzr0l8vbsMZwTRCIiFCJrGE9pgyWlnJFqoW6ypcVWGcTKUZ\na9FWZLq1LhOSQPRFXtx3hOGYwXsZs/VrGRvOmtsHG37/X73O73zuGzz3rZdpd3b4oWef4Xs//ARP\nv/s8l8/v0ta2tAoDZKSEUaNUSflcy/dMEU4deny/QcUjVLgL4S4xbcjZYqtdTH0B7fbwKMSWLG0X\nE7mwS8tjjQpIsUifEaVMEHu9QB6/F7wo+UAMvbQ8Y1/KhwFC4VCEFX7YSBbVDQzrnm59SLe8i1+v\niesNYVgxDGtS3+N0ZLYzYTqbYcuMhbZy3nNOIneGBC1nDdNpTd0YqrZldvYq7Zmr6HqPpGoSaqvJ\nkTNUVUPlJqAFH8ppwPsNSVtM1WKqCbZqcc2Cqlrg3EQCRMELlLLSoTEWo0eZ/nGz2aLjUomb6k8V\nDH4AWAL/6FQw+Bngds75Z5RSfxvYyzn/HaXUU8D/Anw3cBn4NeA9+cQnfBsMbm36U+v8BOkfjzFJ\nBUQHD7by0WN5MAYETi38sZgf/z6mnpJa3Z9RjJmE7GJy35zGUuQUODlmB9vfl+wgSzCQQHHqdSF6\nfWN8U8hOL79QkrYVsHCcbrPFSKYYTLI1QSmZky802JwyMSu00TJLYGvqpsVVTQkOE2wlPHhjxUpt\nDJLJeyEJDR2+XxN6sZALw0CMmcNN5LN/+Cq/+lvf5JvPXSeEyPf+wPv5sX/tI3zkg5e4dHGOVtJC\nrO0MZ2vY0pfuP0L2bNZLhvUh2d+E4RWyv0YMa5RZULcXqafvQtVn8cmU8zd2YqRDM5rH5JwK0aic\n8xggBSkxciomvL4EgizCKTGQorzXGAbC0Eu24QeS7wh+RfAbou+kE+Ijw7Ch747x3Qa/WtGvj+jW\nh/TLI2K/ROeAzoG2qZjO57hGQMKcYOg7+q7H1BWLnQVNZUi5w9SOvQtPsHPhvVDt0kclHSslvExt\nSoC3E4x1KKvQKhFTAjuhmu5TTXapmx20a9F6nB6Vaz8U6/eUU2GYGsGelHg7nKwmyUaV+VNiBkqp\nR4FPnwoGzwEfzznfUEpdAP5Fzvl9JStIOee/V273S8B/lXP+3AOPtw0GcL8a8PjSR26ALC51Xw1O\nqTdldz+1I48gYCkBTuYIuA8w3N5+xBlI4qdUAofwFE409/KYvudCLx6BzXy68yDZgmZM08cuBIVA\nBVvpP6NR2onIpZM0UKNAq2IRoQQko9TpSgIZWSzERq75mLlopaWccDVV0+LqGbaRvrJ1FcaaoiIN\nZWCf6Ht83wnZZlgTh440DGQ0t1eB3/3CN/iN336Or37jDik5Pv7J9/OTP/wRPvr0JS6en+NcvRXw\nHIPBaS6YL8IjMQ6o1KHjMYQlqIgyDaqaouwMEOEQH9IWR3HObYVpFWWWojhljZ0LRSrMRAkOW4Wl\nTMEOAsRACP12DDqlAMNADoOw+YJkCzEM5CDThD4I1pD6jtiv6TfHrA7vcnjnOst7N0nDilljmU4q\n2Y3LaPfQ9QwhMd3ZZbGYo5InxjVuUnHm4rs58/DT2Ok5fDLEHEtJpLCVw1YNyjRo12BqAY+1nlC3\nu9SzfYyboLQj51HFu1zbaQTaBaMZBpGFc64SYpd1cpmnE+8L4759ZvD/tbV4Pud8o/x8Azhffr4E\nnF74ryEZwlseoyjqidqxHLJ2i+9AVqWoZlvjb+/PycI+KS3KZVmkuAp3GJJw87f4wfh0SUGWxZiV\nElceJVTGklCQT/+Xc5mOK2UCI7A5DoWwXaRk4QqonGVQR4tsFaeoCzElGdxRUpNvTVVG++xyXjSy\nexojC8RIhJfgEAMxdPhhw2a9xLpDmnaKqydUdYupJ5iqwViD0QpTOWxlUU2NbSb4bko/bPDdmtht\nODOFH/vkB/jwhx7jX/z27/PZz73Gb//aV/j8577Fpz71Uf7ypz7Eh5+6zKI1D5CqTj4Tow111aD1\nBKX20Fzc3iIjmpHSuo0o5dF5KCPXJ9oMekx5lXwmMcYSJAR3MVkUsPUIJioJvGTQIZCiR0UrRC5f\nCfhoJUiYKCPRRME1YgjYMFCFjugH4jCQg3AAprvnme9f5PjeDVaHt/HrQ466Y5rgaTPigZhEJTop\nxbrr0MlTOy1GOWkgpaHoJ04JKdB3Hf0QidlgbYubLHCTKbpgQpWdYesp2oq3Qi4emicrBOGwZNDa\nUVfCbel60QARA+GIszJoF1N6244Q/BnwDHLOWak3efDed5O3+uXP/N2/u0Wan/kLH+cHPv7s+Hjb\nmmccOkrjqlRSUyvUNvXfZgvjnME4hFMyiu2TqNJyHE8k40CTLqk/SJo6tr8KB+Kk+ygZQjpdSpQ/\nlf76FvMYY1gRK5U0HSbtgqadk7Vlud7gQ4/JblsmSQbEdjFsA+DJuS52dIASHMJkS0gWncRsJMZA\n8CuWhyu0qaiqFttMqScz6maCrWqonGAWxmEnToQ8fUPfOIaNwa43+N5zYV7z1z71DB99/y1+5def\n4wtfvM7P/c+/zlf+6Hl++q8+w7N//kkevXRWxoUf+HyV0jgzDk2NLNETBoNIgiuUOQE/tfakUVNO\nCUlLvCyMiHvo0kkoGY7sivLYqdiPo9NWbSpFRUqGHBNKOUwKZFtEVGJhNKYoRrshCnnHrwsOISSn\nGHqq0NHMH6LdP89mdY/VvVsc370G3ZFI3ZMwRT8AZfAxYxNgDUaJgaxSMliVjSLEhM8ZXdXU0z0m\ni3M00zPUkwWmalC64vTSPBGVP9kgJItSJ2c0JzGrtYau2+C9p+87fvM3f5Pf+Z3Pysb7Vgvx9Gf2\npygTns05v6GUugh8ppQJf6dctP91ud0vAf9lzvn3Hni8fLdIVqms8CTGy2kkmOQyjaSV7JbxVL2u\nEZEIlaXVNHo1ppIqyo4pFlxaif2WrNC4xQrGelzQ6VIu5CyodQqC9Oai31/kuUZp8pHuvCXc5ETd\nNCht6Ic1wQ9CmaVH50jTtDg34dKVJ9jZvQjacf3GNZarA6xx9H7Ah6HgBmMEOAkG2zg3Bog3f0CM\nHZUT5D0QU97SvU1VUzdTmmZK3c4xdSPKyFqXeQoRFhGV5TXd+piuWxMHKZd6H/jCv3qBX/2tb/Gl\n5+7Sx8wPffKD/KWf+Bgfe/+jnJlNyovZvtJTy5/xkt3eYvw+/hyzDG+lCKCx1mxbp+NXQvwWY/BF\nL5FtQBAH7bFuLuzRIJ9hLi3JFIKUeKqcoxDknBXHphh6kt+Q0xgMAjkJ+Bh9KNTrDXlY0x3fZX14\nk83yHr5foXXEGI3RRrwxskfnnqatOXPlUXYvPYGZnKHPFb6wUyfTXWZnLtPML2DsoqiDj2FVb8/S\n6fMmnTK5fvWY9arx+s6gJFsUhTBPzllG002ZFG3aP3PM4GeAOznnv1cCwO4DAOLHOAEQ35UfeBKl\nVL4dwxa1j5S0PAZ0kc52RmTQTckSfC77eoqFN5BLCyqenJCtBrHCx/FCEDAmyZOJJPgpBqM4BEXh\nEJSAk5KXNCvHrbjnCMARS61ayoUYPEoZLl15lHY6587BLQ7v3cYPayoTmdSWvb0z1PUO08VZJs2u\nEElAKLYkbt874M7dW6Q0YDTkFEqPWZ2UQeXCHzMnySBGA9lSZo1/LxlMKmBbjFEosyljTEXTLnCT\nOVUzZzKZCJfBFFu5DPhA368ZOvkKvQiMRAK37nV85jPf5DOffYVvfOMGV596lH/7p5/hx7//SR6+\neAati4zbAwHh1L52clGf+nmEfkVYRm0VqUb7ynFpRKKoW6cg3AutS2khl5gxRsqIrEpgLyBjCqQo\nn/OIN42pNCFuN5AY+uKDLgF1JDbFcYgseJLvpUPTi2vVanXI0C9RMcj1FQdS3JDSBucsexev8tDl\nx6inC7JrsZMd3GSHarJHNdvHuCkKtz1bhXbHmBaeLqHl/OWTYHDfH0q2rAqGVQKn94NgKGh29h76\nU3UTfg74OPAQgg/8F8A/B/434Cpvbi3+50hrMQD/cc75l9/iMfOt4OWt50zMogCTk0cnjyHQVhVW\nyeJHabSr5aRkRSglwmhFNV5Qauz5l4ssxsgw9AwxEFKWBVGyCx+G0rfOpV0o7UVpY8WT3SLl7Qht\nTl7EOqPYdscUUDnTNC2Xrz7OfL7LZr3izp0bpLihsZnKKIw1uGrGZLbHZLKDjwbnppDFhToCx8tD\nbh/cYOhXKBW3xqdjN2NMD3LO92Efcg3k0+d2+28B4EQFynuxmUte0mllLVUzp23nMiDTtOgyAiti\nIlFm5PuOoTtm6Jb0XUccItFonnvlJr/8y1/nd3//Op3y/PgnPsBP/cT38sGnr7JoRZ//dGZw+up7\nMDCcvgJzFvXpiAQ7CS5svSwgM3hPN3RAxllbfDvzlq+xxRVGYDcXdaQYCvg4Zp+l61N+H4sylPxb\nsggSpfzyco2k0crOo7KoSA3dmk13TPAdBPGeiEXvAA3zh85x5sIVprM9XCMCs1WzQOmGXFzEJXjq\n+84RIB2vB4JBKpvAyXkdkWm2oHVCgoXwNALL5TF933P+wsN/uszgz/pQSuWb3QrlI5OqJmtFCF70\nhMKAypnKOJSKKCWI/dZ+LGm0rUsyIHvQFmdQ0t+XFqOIbsoTQkiBzdAL5qA1vuvxgy82XpHBy0Re\nOEVyySkSSl8+FdprioMsMmNQyjCbye66d+Yhmrqi744ZumMmtSF2a7r1kqzA1RXaVEzaOctVYDY/\nR9OeQablJANYbg65dv1lEl7KphID7rOO22IqJ8dJC5RSPsoS0/o0wJchjjtFj4+ekA3W1kwmO0xm\nu1STGdWkwboxRVfkGAnDmqFb0S07hnVPCGu8GjjuM5/5zB/z6V/+Bt96+R4f/Mh7+Hf/+l/gh77/\nPZw7M8Vs+wwnpQOcBIMHr7wxeMTyFUp7VuWMMQZXlksCet/TF+Ue5xzOyYToyBPR21buCRclhkAo\nLcpSK0LOxcMil38KuSnK3DQ6q+1QUUonnap8OsNIsYi+iFVeCkW/Ig1M2gmLM+dp57sYW0sXyYyu\ny9slvw0EbwvxycnYdrdG9en7gHQS29kYKHZ1ihB7lsdH7J+58J0XDO4c3iB0a+ZTSZFi9FinS+qu\nUcrhKuGwx1hAGq3IyWHtdOtWrOQBx0dGDCmGsktYlEpABwRZMMoAFmH49+S8xvvIpst0QxKL7iHS\nbTaoYmKRswCWcRAr88lkxmQqjK/dnV1iTmhtqJ1l6JcM/ljckH1PSlH47KlHIVz9vvO4yQ6zxWVs\nNQddM9J+bx3c4LXrL9LUdiu2YmwpGfLpavx0RnCSDWTYtltPSgi9BUVBKMAhymRd8BGFmMzUkwXt\nbEEzneGqGmulVCMnovdCzFmtGTbHdP0xPm6IyfGFL1/j//y1P+ZLX7nB/oWz/Os/+gH+8o9/lCcf\nuUhtRpmT+/2xTl75mwNDhnHsTEoABMx1px4jkfHei8U9onxljJwnPbZRSzAdZeBiCe7jzjpmTicg\ndEnSU/Hk1EUcJo6DbiPZbHzllK175PoK6y8n0U7wviMDk3bKZDLDFNdlpU6fgbEwYLu7n3YW3z7F\n6VorywTNiCGpBzKDXCCn7UMqhSYShp66mX3nBYPN6hZDv5aTHOWdTiaNvFktFydKE/zAcnXIZDLB\nVRVaVSiqclKklwuIcEb2xHCIUh6lJhjTgorAMTl25GxRZi7tPY4g3wFWJYOoSFSk3NB1juWxDMZU\nTYOrJhhjRRXYr9HaMWnPYOwUhcKHDSklrC7DJCoL/TX0GOcIaWB9fA0dNwXE1ESFlA7teUy9Ry41\nY0yB51/8GqvNbarKQlZFqkxBHi/e0fnppCU70rq3nYlTAXLUi5DxCCm1ZI0nuWiHAR8jSlmayZTJ\nbJfJdIe6nRbbdXnWEAND19Fv1vSrJd16Jb4GCl56acmnf+kr/MbvvcQqO37kBz/A3/ypP8/HnnqY\nWVPBNtw9cKGX7w/iCKdBxvH7KXh1ez+ZliyEJDK5mJHa0uE4ub8Mj4XgiTEJ0CCVboIAACAASURB\nVHc6mxjReaW3WNb4bCMmoUb89v7Tuz1yIU1JqSYtvq5bEWPAWSfkMFtvuwB5e07enCVtz8npAHHq\nJG1LhQeCwXi/IsxX/i9/1+SxJf2WweAdG2F2bo5zLSlu2By/yNDfxVMRhxVJd2jT4qp9oGY47plP\nrmDUhJg6UBGDI7Mm55ukOJBpyQn67hauiji3D7iyeBKZoZy4HnJHytfJHKJogQaUBwTUbBpD5VrC\nYMnZUFU11lZ45Ql+w2Z9E60zdW0wpsboRPBrURMyFoUVv0RXAxYDxGZDXItsV9JJOPJDpNMWl6Bq\n5mJcog1XLl3lxZeXBC8eBK6imKUUzf4iZLF1oubUAlH3L6dRl0EpVab+2AYSrXUxe7XY4BmGgc36\nkDD0hL4nDjs00zlVXWONwRqHmghfXsQ3gVXC9z3vvjrlr/8bH2C6cPzqv3yVX/r05zm6dY+/9W8+\ny8e/5wkWM4vQk6R0O4F63xwQvt3fx9+Pl71GevxaUQbGMjFK0FJaxqQzZc6pLB5nK0yZ2tGjlKyy\nJxv9+NiqiOkgbM8Hg9dblTnje8gASlNXDdZY+n7DMPSs1xuaOlNVldCGtxkejLyYk6Th7XWJRpZm\nqR1PlcrjwleSPWxfpHrL13v6eOf0DNJ1hv5luqM/JBx/ldXydTplyX5FiIekrLHNWepmn75vOegf\nxU0fwVZXmMzOkrQBdYfs38DoyLDKwA4m1dg0RyUrBilKXPYwLYoaUTr2pOxQXELps2QaIKJUBdkw\n+I4w9OSYMNaRUkcICq1bFA7yQByOGBB77UxPignn2oIBjLy80vtGU1ULvD8i5gFNT/IdKgY63+Pt\nASrvk5iRaWibHa5efg/3jg5Yb1ZsukNyilTGScu1WMCRS224FX+5XwQmZ4XA8iInpwqWsL1mAKXE\nO6Iqmgp+6BmGjuOjW3i/wfuedr4nu5ozWK2wVYXVMrCjTcV6eUDslpzfr/hLP/oUi13DL/z6N/ns\nZ1/k8ABu3Trgx3/wac6e2dtKlm06z9HxHTq/pLaWtpnSTmbUdiLlHSfB4fSiOI0rjEdIoxeB6EXI\nVCol+MsOHGJEkahthbP2ARTjrY8Hn/f08SAIevr76dsYI9mWsY6u7+j6NSlFqrrBGLMtAbY1f/ls\nxqU7Emjvfx2na4BTvz+VReRyFY6AIgrelg3EOxgMlrf+IcvDP6A7+CKqPyInzzpkcjAFvdV0QyYF\nhbENplqg6l3q+ZMszj2GqyrQS9bHL6OzF4Wgeo6rLhKrR1HVnGQMqpoxmeyh1C7K7gFzFBcwOpad\nVAM9MGx3To2SEV5bxEx9IFuNcy1aNxg9kVQzd6RwhO8P8CGidIflHNpMMWq0+kTwDudg0pBYkXqL\n0xNiWJHYQNiw9IdkPQfdEPw5FjtXmE4X9H3Pq9de4PjoBrZOCDAqi1i2xLStC8c0ORYP91RYl0qd\nCMaUO5NT2ZVUKhegRhtHXRu0khn5zfqw9PQjcb5L07a4qsIqJdLeeiZov4qs0fTdwNm54yd/8MPs\n7S74Z5/+Mn/4tW9x8LMH+C7yV/7in2N/f4YnsRk6bt17jVsHL5NTYGdxhsvnH+Hc7hUqMysXshxj\niQCiEneqSifmTIyJGKSmtw60NduSAqQ9nVQh+0SPM+5NbbnTz/Xgwn+7LODB273VbdQ2SzDSsh02\nhOBp6gZr7Yn2JEXe/xTeoU7XOt/21Y3fyg3HbOF0GcmfnBu8Y8Fgff2/I2/uUudEGhLRG1LKhADr\ntWLoBcjJPpNjxxA6+niL+UPPs75TUU0b6toR+iP84KknO7T7V0jxiJA3uOpdBN+QwxuooUebJ2l2\n34eIlIp+wLjPyIxfg1IBbSKVNmRblTFaOamyu2xAG+rJeXKWFpfKPQTQqiKlRAgdJvXyofevkrJH\n23PMF1cx7iy1NvS6Q+mOYdWTQgSCOAE1CWs6uuVaxDHdDrPJjLNnLnD37utoPaCotuIoSp/UsSqP\nnIsy0IVcEzFkec+qzCdoySRyQrwstSk9/Vx8DTSuatDaMPge71csjwIp9uS0T54tyE5EVrXRNG2L\nVhCoiPqYtDlimjyf+O73YHVi9U++yIsvH/Cz/9PniVnzV3/yI5zZb5m3LVfOX2VnNmW5ORLb8aIk\n/GA5fjpFH9PwB/GFVAhj6hSbU0KnBBJnbMmGMoGE4aTWPpnyu/9484785r/9v8kYxke3xqGbKTkm\n1stD4uYQ5xxKGVwj9HG0LhLrMJqFqIKGinDO+M5Oh8jxiU6XHSdcD1TBPtVbhauT4x0LBjbewqiM\nT5acFH2nCUFgj+jBWUU71ajColt1Cr1WTGtodUf2a1wF012Nj1NM/X7ahz6FnlzAVvtU03ehMITh\nRYJ/g6wvo5TM5qNSqV3HqDkSfGSGXqlKdPJNIBPRWRFjz2p1B9BMJ2dR2nK8usawGXB6RtXMsXaH\nw8Pr3Lz2G+T+OSq+LhLc9irpzEdo54+StcHVF6E6D84xdAeoqLHKoO2KzfEbaGq61RnanTkZmM92\nuXDuMTadXDwpJY5Wd0V9HI1KUv1W1QRrLcvVMTF4tCrTilJdl5IBCQpF5EzrJH16rcUJ22iM0rgy\nnjv4jqH3rI8OpJ2WgXaBqqsyhi0X8hQNOjEQyKqniolnPvY+us3Az//Tr/H8q3f5+z/7m1iV+St/\n8c+xtz+lXlzizOICsYz/mvLfuIc9WCac/t24DJRSYO2WCKa1vi9zOH0opTFab/8qoKIwFI2294nF\njHvrWMmPWg5vVTqcfl2c+t19P6dAGDr69RHr5V1W994ghRXaaKxtmC/OMNRzUtL06yWKzGz/PNVs\nT6TxMpAVMQ7k/oiQBlzVYqoZaNGwVDmNBmGcQJRjdvL2gQDeyWDQQDKK/ijTDyKGUTVCJ22azKQF\n26hCQ4ZdAHNil6Yy2IkmNwqiIpuIyYHGLbD1eUmNGTDuLK55CvR+iZSW8STJ6RpP2gC5O0HpcUgL\nMoJKEkCUTIMZK52OZrJLbSaoaIl4Uu748pf/CTdf+XnOt9fYnXt2F/vY+jU2d99A+8fZsKGZPc1s\n8UMYM0PZJSrXKNWgdZaxZDXBugZTBnKcrXj06ns5Wh5SOUc/rDl64R4xeNpmQWVrjIHZbIe2mXN0\ndMDB4U0O791A5VicmzU5F7TbWKnLjRV5tSxU1awUOVvQMr+ljaauW7Qa8H3PennIODQDc1xTyxyA\n0TRNg2KPddL0HJO7I+o08MPPfhfLo8Q//YWXuHZzyf/4c7/LmYfm/PAnnmY2rVGI6yacLPy36ibA\n/fvg6SDhtEHXTRHFOZ0Wn9zfp0jfD9R1Lca32wcqVHdG1t/9R8oJirirfuAx3woj2D5CoVdH3xH6\nNX59xOboDst7N9kc3SL7Y6wOKGuwVUte30BlS/SR9fFdQuiYL86zOPswbjrD1FOUneI3a9L6Ot6v\nmOyeoz3zKLreAxyjochYMYy40Pg+/6TG4TsXDCbQlzyuajVVm6kbMGYEQUpzRGuCh5wr3OQMyhm6\n1U1MAtRlMg1KHeHUS8TV/8Em/T6meRfJPEpSD6Orq8zmCyj1uxxSiBVxNTQdmSNSCmg1LTWcoM3j\nhWl0zXx6USTOEQswjSMQCMGz6e6QY8fxnefpVndgEth0iqxX7FYV08bRtBfouxscHj5Hyg/j7BMs\nD26DH8Sd12iqeoap9qjac6WUKRCkUuzNd8lkmqrhyoXHGfySxWyfup7IzuYcztTM2h1cXXHn9g3I\ngaqyBN9TVeJaNPiezi/R1mJcGXU2opeXUyRrgzIKqx3GGKqmRhtF1/Ws14dbjwqlQVVi9WaNgWYi\nXH8SMQ/060ilNT/47Hu5/vohv/b5mzz/+jH/wz/+XS5f2OWjH3oEZw2nluZ9n9B4fLt0/fTCNCWr\n2Spa5Lx1XhoziZREh5C6Fro7ZXbFmG02YZCS4/Qz5ZRFj4I3B4AHD6HAe4bNim59l259h351QNis\nGDZr+vWSfnWMH9ZoFck6Yatj6uoQh6XWDoYNauhYHj3P+tq3oMo0O7vM9h8F1ZDDEahI9lNyGhh7\nLDJ0F06IZgVQPkmxvkPLBF3PMalHDZF2ok6m1awQg3JWZO9Qdg9bXcI030U9/xC6qlDLr0NQVJNH\nsM2CFK6R++dJPrPpAyockvIRuoJKaaH46oyrZyc4i1LAmuzfIIbbkI9FacY+vL3YwQFCrY1hTSZi\ndIsYnUIOK6K/SbdecXj3dfrVPVTy3LwFlTY0FhQDg7+Dz98kT89zsPL45Lhx52s88nCD8gOxv0vK\nS4Ky9L3GzY+p/cMYXUkoUBZ1askorblw4SI+HKBVwhkHzNjmOtqwMz/L448+RUgrjE5s1ivqqibG\nxL17Bxwd3UEZ0NZRVS25bsmmwZpK9kilKaJGaG3QrqJWim7TsV4dCJlHFTPwypG1ZAh1O0FYoDJM\nFHzP2b2KH/2Rp3n+pTf449cyn/vSNf7+P/wN/vZ/8ine+56LMhfxba6Tt8oW3u6SNqduO94+ktHG\n0DYNIZ4oKlXGkHJiuV6y6jYsFgvaqiaTZTgpDOQkHaF2tsOoRwgn/IBU5ltACHJDt2J1fJdhc0z0\nS8KwIgWPcROcqkm6pV6cJ6dClfc9s/kccuLujVu0dcNkvse0ctic6Y5us773Orm7htoEpuceZ7J/\nGTuZ4aZ7aLdbrtNTwSqnkhmrLWb8J0Yx3snMoP4wWt0m+ttY1sID14GkHCHNqcxjKB4jqIsM5hy6\neRxVvwtjDZO9p3DVPlkbEahYXWHdnyX0PcYoKjPHVZeg3mMYjhk292inF6nrFhhrQUUYXqA/+r9x\nw6uoHPBmHzt7Fte8l6hWKGUx6kIB3I5QqtCEVQNqyab/HH7zIlXco81LfLzNYtqQ1Vm+/tI1uuwZ\nNokLLw7s77/EI+9a4UnM976b2fS9pCFjciDGV7j+xlc5d+7dGHUBHTPD+qu8+vo3uXLp+2gnT5HG\nLgIBhSVhMWZKyh3Cp8hkVuJgpBrqasLDD7+bmAdS6Bn8ihh6hr4nBM+t24n1aonRllyJUnCsM95G\nGYXNFWRxRMKKPJuzGtVkuk3HZnmE0a6MGbfYWuji1hiatkWckTNxLUNC73vfBX76r30PP/uP/4BX\nbhh+4Vef5/FHvsB/8O9/nHPndhAWghzfbrGf5h48ODKdH/hbKjwByPReWr/TpsVZ0S+MSQxfxvsu\nN8dcv/sazcSxM23RsUi2x0RICR/OMJnsU9fTMviUtztwCMJP0UaXsgKadoqx0zLlCs5OQBl8iFTO\nYY1iuTzm8OiY+WJB5RzVznWGbiXCuIXw5c4s0Tcewh/eYLXZEFYb2qtnmexfQtumqCdTzIMpA275\n/iwgv+mHt16Tb/vX/x8P5b6HrI6p914mx7U4zKQVVb2HDpD8GbK5DOpJXHUJ5QbWy1eptINKEYKo\n/eShY3N4m2E4xtga7y3WLqjaGYEN66M3MIPH5ZqwuCgz5bmTcePudYbj30L75whxhzT7FNaclSsq\nvELov4ZyZ9HmXZgUhJ6aDGhLzHeI+ZuY/A0acxXaOdqdY7Z3haRqXnjhs6z9bbqNoTVTtEpsDhT1\npKLN53nozMOolLh364944/VfoZp1aPc4090rzHYukdU91vdeZzO7BvkszeQi6r4OiMOoRXFE0pAD\nQ7ghIqrqDCAW8lo1KGdprCUG6WLsnbXYpuXunVvcOzjEarh0+SpVu8/Rcs29gztULqKcQeVKQDml\nyVrjKpE6G/pAtzmWXrlVKGtQpaXnjEVNZiQvHZjkNSZpPvHxp3jptVt8+hdf4lpf889++Tk+9MFH\n+KFPPsVsUj2gevAW1wxvrtffBNQ9cP+YwYdE1w+gKybO4oweNWbIWTFtZ5zXis0bx7x47atUbaKu\nNTZDmxtsSqy7Gyx2HmFv9yLWTmToPssMhC3ahVopJs2MqqoljVciXqNyxpkJWjtE5BXCENBDopll\ncBXVdM7Vd+8Lw7P3GF2RciB0K6bVGbg4kOMGdGB1dJd+6FmcexRb6y1/IOVEwkpXKJ90VGQ+4a3a\nkvcf71gwuHtnzd7+08BVcUyOd/HD6yh1EdIhg3+ZofsqWoGNnsbsoVQD0eDXAdOIS001qRjWgbgZ\ncLbGk/BZYUIi5w3Kb8hxoBtuYzZvYJRF6UTTLoipYz3cJcSGavaDTPZ/Ajc5Rw4vQP9Z1Oq38XRg\nzpOjRasJqrkM1XvI+TyNu0JOPaQeYwfqdJmJOcsHF7tcvjijX7+IZoI254UKnQPW1UzaK6hs6TbX\nuHb9t8jc5tKVD7M4+25mZx7H1XvkuMve/Ijga45Xb2CbXZyaITyDJcKGaBGQU+r0lJdoYumOTMho\nNEKCylkJlz94Fjt7tO2c/d2LHC9XaJ3Y2dmjbnbZWffkqLh3cJ1ciFQZS3IKa8URSlqPQQQ0uoI9\nGIfWjUwMIv6K9WRCMzT4NJSR8Q2ffPYpnvvabdYxc+3uwM//71/gQ09fYfboQ8CbF/Tp74n7L+e3\nwhLG22zb80rJdeETm80GUsW0qbe5c0IGm9pmwsPnrhLjMTeXL3MYl2irWaaeRoHrNxwfG44Z2Jk+\nxLTaEfAYYYdKrnlCW85ojKrQVpakzkItTymxWh5yePcOq/UR7XRCIPHG4SHKVOzvn2F3/yG0tuKa\nNcxQxXBHqcDm3hvcfvnr9DevoeqG3TNX0KWbgFYCeI9CqEnEerZJwncqgDjEC/R+gklnUfEux5tv\nMp3tYczjhHCDIb+CUw9RmYrOP49fXcXYh7HtHq5qwdQ0bUscbnF87wWMPSDm62h7DtM8jqoc+B5X\nr4hWo2tNThs2PnJ8fEg/RJaHn8dlxZUrP0X70E9h63MojkjxLjlHdHWelF4lx+dR0ZN1D6FC5Scg\nvxftZiSVwTqMMmIJbxrq5gKox+lXHoJBu0tofYacHSn1pJRwGFJdMTk3Z3f+A+yeexY3eYwQNf1y\nw/HBK6g0kIcVMfXkfB4QAZFMV6rWSdlJN2SOUaoT1eB8F23mkB2ouUimKUvWDltpwSJURtnE2f0F\nMcmIrvcbZtM5D195hOiXHB6+QUqKrBpySeSV0mhrcE40A0IIDOs11tZCoKmqLVhl65pmsiCHI4KS\n8uThy2f5/u9/H9986fMc211+53Ov889/4Q/5m//WM+zutG/aux7s1T/IOXjweDCYaEBZTa4UQ+/x\nQ6QzGuucBJjS0rdaUbspj118mt3lPi/deo7D/g5qolhrjVaGVTji4GCJvfMqlWqYuAmTasJitsu0\nmVNZQ4iBTbdCI8Fz3R9y685rnFk8wvkz72Kz3HB475A7t2+wXN5j8v8w92a/lqXned/vm9a0xzPW\nOTV3dfVYTbI5iqQ4yBZlWIIlwYCABEici0DITf6AwDcBcpVc5Sa5cYIksALYiAFbchLLlmiIJkRR\npEiRbHYXe+6azzzscU3flIu1q7pappjL5ropVNWpOnuvs753f9/7Ps/vKXqkeUGa5aSpIfiathGd\nTFwlqDxHCIm1LVVd4Zyn6I8xSYrRgmp5znJR01pLYgSDrEdb1ni/pL++S9rbIIpujPz/J0H82IrB\n1sW/T2APVQsiUxKzTbBjFtaQ5S+ibA8jU6I/J1EJOvZQOicbX8TkQ7yzaJ0SfYMwmrl9H2NqdrZf\nohg+i1Y5TQNN2Gc+OeLuz96gsiW9vsTZU5p2zmhwwMZQEeI2Qka8O8U7Q1vvIOJvkKRfR+oPiOEQ\nGfsgc7w7ByJaXcKGhhjfQokBIuZEWeH8CV4JZFJhbEMUApN4EAnIMW1VIdQJtnmd/vouz9/6Lzk9\nfp1Z9YieT2nPTxC6ZnZ6jw9u/4zdi8/y/Cc/i4qeDyl4/ac+MQOtm2DdDKOH3ZHL16uZs8DLiBR9\nBLHDqwuNFCBFhW3nOGznGE0yBClSCPq9PkW/x97BHOssUmUoJQlaEmOnCxFKYRJJjA3ONbT1ArNC\ntotVQ1ArRZYM8GmLCw4dMgSOr375Zf7wD7/DwWRGE8b80z/4Pl/8/E0+/5mrJH/DB/B0I/Dp62/u\nCv5m0Xj6UkJ053QRqZqaqp5jXEJqEkSIlIsFRq1i4Wgx0WJsSX3+CO8yknwdpXqkOkKE2peUYcJJ\n0zJbnDE5P6Qt552GUIF3AeE9ghYhl5jc88VX/hFbG88gtWQ0XicvCmzbrNKxAv1+jpSBupoxLQ+R\nKmJMn6K/RZoOULIbMafDDTJjsPWcui0xQXU7NW3QWPbvv8Pk4QOqyT7nZc3uc5/ihVe/TH+887fc\nyQ+vj60YJOYIaQ0+SXh0/wOEjgi5Rn/zIqq3SSGvkeYFoT5A+EPm0zN6yVW06iMEKBU6hqAZM9r8\nElYM8H5ONC/iosE6R22HHE5yTo8OOT/5AeXsDdJLhky29KSjJzXBDrh//19RTs/o917A6hHSDDDJ\nGG9bZPUyUj4DpkCLLZw/wDZvYDKN5CohzHj08Kf45gH98fP0RusIehh1g8adI8Kc6DsbchQQmBP9\nA+bzb5PmLxPDFwntDNvew4oSq3u89u6PefedPW7/9AP+4W/3eEka5vMlw3GLFgkRsL7CqE5j70VA\nyD5CjZCipLUHBL9Eq0523PEiajqRER0SvDwhtiXOVQjlwYzoFM4SoSDLEiINVVWSZ320MeiYrIhA\nHRPCaEOCoG1rWlujmxKddOnJajWQMUnauT7bluAU0VVc3Mn52ldeZe8PX6M0hvcfWr75rXd4/uY2\nm2vFk2fkb/YQ/rbfPz4Nf1Ro9JiWuSIlSQ3CrezJJXXlmLsS28w5P3mAiBXICCKyrE6ZTO/hmxPq\nWiLSbaTZZLi2TT8bkZgMZMC5BUvhae05h9P3WVaHVM0pwbbo6JGhpd9X3Lz5OfrFoMs16JnVvZE4\nH3G+xjYLQltj6yWumeGqKa2rQOXUdcV4bZe8GJHnPYgRJyTON1SLc5K1AaPxagwdPD4o0mKddnGN\n4z/7Y37yb/8Zt3/0XX7v9/8xyWDtF67Jj60Y4D4gsM3pzPOz2/d54eVX6I2vo9IB82VFf3CVJFPU\nvuTo9KfdNizf7WDGztG2cPfBO/zV63/Kg5OHOGExaY3Rf0KaPJbtR2bTM+aTAy4OHLdufYndzR2m\nZ68T3QFO1AgyBqlkcnyb5bwkH10ky8don+PaGSbkoBKcqXCphfaI6EpUfhGdXicmu4y2XsG1E0I8\nYTZ7F2O2yTNFkgQSlYObQDuh9gVlPcL6hIfHR6h0ThJKFIKqnPP9n36Tg2ngrbfuc7Rf8+qnP8Ur\nr3yFZeupqBDqiLXhbqcnFJ0jM+AIIpAkfTR9okwRooLQImRA0CBYEkLVfWIp/SSKTSd9kt7mKpQz\n60RQyA4uGm0nmLE1rZ2jfY4OGTJ4hOyYhTJ0RU5H3YWrtjWmbT/EqAFSCZK0h2la6nYBImLbmt/9\nnS/y53/xJu8dekRR8O0/f5/f/vu3GAwSEv2YN9GurLjZk1He3xQk/by2mCBi6wU2RIRSuHrO6dFd\nYgjofEi/n+F8ia1OcPUU4SZYN6F159TtIXUzoarmEGZEG/HVAa3STMsN0nSX8eA6/eEaUjjyfMDu\n9gsMemvMygfU1UOinSDjktaeo3XB7vgWg2QTYoOSKU9KWGxXGLauwyHoOkIuQGgFQdS4ZEqwQ4Ib\noHRXYaVRBCLBrRShccWIkwkbu9cROx2dq5xOUH95xNG9H/OjP/ofWXvhi79wSX5sxeD/+F/+Jbde\n+Rw3n3uFlz7xG6wNLxH7Bb6xpNGQG42PAZ2O6Y0/T6/YQJgNzmaHfOs7/5Y37/wIWZxw7/B1js6O\n8ECSRtK0yyDUKjAYKoLXLMuWwWbB3WXOnXPPs9d+lRevfwUtHaGdc358F6+XbFz4JEm2zXzyffbu\nvAmux5Ub3yBJ14k0CBHQ2TbEdZTeRMoUofuM1iS2eZeyvMfx2QekuqZIn2O0+SsYM+iQ2+27UFcY\n/TK333qbv/h2xHx9jxsXNRvDT/OwXHJ+/pCThxOe2Uj5xDOX+OSnb3LpwnNM2j2SeAaVoE4ysmwD\nLbvcP4EiFRtIOiS2EBqtCpzXKwFMixBtd5xopkgZ0ColSQxJNkInYwTFk8l5JFDWM1xb0s8Szsop\nVTnttPO+QOtONShFF1rT5T6qjgLkXBdY4rMnRwUhQJkEk+a0zQJnPbZ03Lx+nU++dJ2j+YKq9bz9\nwTlvvXvA8zc3karGNw/xzQGm2MaYZ7vJCBBXHCQfGpqyQpuU1lryLMV5y3RyhqumLM4eILWmN9yk\nPD9lcXaPRWXJN59n/OILqBQkOSFR9PojfJzRVCdMJpKz2ZLESaSP6NCCO2PZLqhtxdbwRTaHl6n8\nEhu7opvKgMw0qUzxSQKtxog+/cFlRoOXuHbh1xmmA/Cr3AiRQjQoCZ6GGBaYVBBUH2cjTs0Iet45\nFp1mMdsjEukNdpAyQ6gUlRRk+QilU1i1ilcYGGL01IsJ7bLk0qXL5GbJ3mv/gePbP/uFa/JjKwYv\nPv/rbG1tg5NsXd4iOPAsse1iFZY5Jc1HuKDJzDZJtkHAsFjOaMIZ37v9/7J90xKloj/UXec7kQgV\nmZ4H8kLhgybNurPr2bJBmvv09BFH08BO9Ss8e/UbWLugkQ9ZM5os2UDpPmm+RlG8SnQRbwY0bEIQ\nCOdQea+zQNtjjH9EiGCbChlbYnuB0WCbJO+RJNcRdoOQKkIOQWQIOWM8uMGN5wS/9bv/HaPBI37y\n9v/GWv7X/Mk/P0CKmosXFZevBzZ2Eta3HZPFMUEGekmKC5ZISWSA4DGNWK6mDI+3yRIl+zTkRL9A\nSIdwDVolpKboUoacQyiB9TWhXZIkBkmy+sQNRN+g8FzcvoAicD5f0tYzsrTfSUe1pnO+dFDZDt8u\nunzHpibkOSKukn95vDtIsElO8C1BNFTVhM9+5nn+4rUfYZLA5FTwvb98yDe+9jytOySRc4zO0LKH\nRNLhPCPL83vs3/0J/SwjIpBZDxcjcymRwTOfnDI9OyJWHWB2bgrcckFTrt/gFQAAIABJREFUHnE4\nqbnU30DrPpCRZOs8Rug31RQjh4TW0DQtxJSmTfFuSXQtMGJ7/Qt87sV/SJFfoLRHVO4A25xQlfdp\nWosUGVpcRvktZLD0ik2y9AZ5GnDl29hFQKt1kvQqJt8F3YXoBD+hWhzhGocWmvXxkBBTlouaZVlj\n/Sk2lLRuwWBwBZOMyfvbmHyAd5a6XpLnw85zEiKnh3tMTu8zHBgms4Sti9e5c/sd3OThL1yTH1sx\n+OwXfp3GTfAi0IYEKYckMsW17yPVPvXi29iFQupdbPsiYvdlVLHOaDDi85/6Aqf1V/jx/W9SNb4L\n4AzQ2ojUgWIYKYoU7zWT6ZJe0c2Mq0XD6EKE5D0env4BRU+wM/46o/wSuEhTnuHYR0qDScaoXHE2\nO0WGQGFGCJHgXSTJxl0KWnveyV6jxIU+Uo4ZjlOa9oyyWhB8SSxLvEkYDbfI8+dwImFn5xaXd75K\nVS5R/Zfw/gGf+Dt7fOvf/hO2lWN7KyH4E5TPaOcnqFGkCpoid4gmJehtWn+C0CmJ6j+5p0+2yyIj\nSy4DXXCocyVaebI8xftsJb2VRNlDyz6SD52CIbS07YxoW3p5wc7ODlEeU1czfD4imD7Bd8eAgCcG\ngVEr5JiPxFWkeowpPIaYig5emyQ5wVkkUC/OuHKlRyZqkjynVik/+emUsnTsDNYwegOlDIgUh+Ex\n1fL84SPqR+8y2BhQuUA+3kRqTVM3LCanuMZil4GTvUfUyzMGwwEiNoQw5/h8yW4UKANCWJTOkLKP\n8BbqA1x4n/Fgn35uOF1uU1bXWJZn1NUEJda4cfXvcWH9BaRQDEWfEC/g3RFVZahKjY+SIr9ELxsS\n3CHezfBOIcUSEQ4pF/co2xLBBrp4jsHWZ8mK6xitqP0BOh7im3PwiiB7pOkOxeAijfc05Zx6cYK3\nNcPxDdJsA60TnK7xvmM4KgRteUZ5/ACaBcWFDUq7jTlVjDYucubdL1yTH1sxqH1A6SE6AUKvM8Ms\nfkCz+A62eos8KUmLW4j+8xTZyzgfCOUxBsNGb5evvfp77J9NeG/xfbKBZLEMyOhIU0VaKKyItHVD\nYiAtYJhLTPAIUSJjwPs3mJT/hnHvMtZtIoKkyHKWyzOack5MU1JTMMq7JB7NAhk01fwA2CbPh3jZ\ngU+EikSXI0TEugVt45DMCe0MEc6RyRKd3cTKl5BofDWjst8mG61z5cqzSPNFLl9ZcPPTn8eVd9kc\nL5FCkMhLFIMtko11mjahqn5I626TxZbzxW22t3+tw7jxdDe9Mw1oPejO7NGjZLN6+EW3aMXKbCT0\nSofw+N9CU5fMJt1DJ1WgbRrKcoF1EW8bgu+mD9IbOuRgtztQShJERxX2rkPNa/mhAUlKiVQdgDUG\ni7OeLEsxwlHkFVWe8N69Q46mC65cvdixBFfvq+u4d79ZTKecHz9ka3Ad4QTTg0PywbijTDeOuqxR\n2pDkEmu77z9fOqzq4YqL6OwCUjbE+BBvFUKPKef3mB/+a7BvkOgKrSO9/ALD/Ndp+lc4PLtDNrzO\npYuvdFmHgKDDlynjUfF50tjHC4fUa907FhbvR2gzxPm7zCc/gPo9cgVajrH1XWaHb+GHXyMtLtHr\nbdJWjkV9iF086mae5hrpKGM4ukklezT1Ka6e0NQTkmSMkB11qvNdCWxTcufd16inDwmNZ3IUyTNJ\nGK/x3Cuf5OCtHvDW37omP74GIjVRC2LVJ4n3sct3OT/7d5TzN0lFRb75d1H6ZRaP7pCs/zXJ+is0\nLpL3tmmWJevJLr/zhf+a2w9u8d2f/QvSbImKgn4G/VGK9ZqTZYk0XVhK1hsx6hf4MMEVBpWPOD44\nQC/f5url6/hgqdsJUmp6mek+LUNnVpKuQUZBjAlZvoWQirY5RdGgpSAIg42BEBu8BSVSRGyIuiLa\nKcr/jMXpB1h1glJXEHVN5R6hjcHLBhc8vd4ur/7KVVx1jq1PqOpD7KJBjS5S9G+QWMdfv/vPGKpH\n7Pg/JNo7HD36ERs7v0+Rv/qRRtrTBB8lFEoUPJ08Jfjwi1e2ohVMRKKSjOFoi0WowVbIqNFS4YWn\nbSxJapHKE1aBIUQIPqCNQSpB4HEQagT9oSpWSPGE0CSFAC1Adch4O5mDsJyfz3njnQW3nocs6wqB\nX73U4B22XRJcSVV79vZPGA7HVPMZdlFRWksxHKKTlDTtkWSbNI3n+OSI2XzO6MrL/Nrf+8+5cvlZ\nlBJYN8TZGfXiXZZH34X5X6C4SzBgo0ebBwQ5x+hXuXzpGdYuXKLfVwhafDgksI+SAwTbSD0milPq\nZU2MC9IkYrRHrqC7ihGD3lfx8hrRH5KOrpLJDeaT9zjf+19pREJ/9FlGw1uM9HP4NsM2M+q6opo/\noDd6hqxYw9slvpl3hYJu8hGDp2mWuHbB5PSQ6dkDltND2kXJ9uY2y0VJL0/pba9zzf2SjhZlDNAq\nhHuX85NvEVXC2tXfoTf7Tc5O/h2TcgdlM+pDQdrewQVDJMWKbuudNHMuZZbx9S+xM+zzzsl3efeD\n1wltgy0t3kd6mSYxCb6xtG1F3UR0opBJikq32Rp8hd21T5MPNzoQiB0CFUp4nK2xdgmuRUrXLZQs\nIxts4kODb+dd3j0ZiIjOoF2FZwil0HqXLFlH2EtAHxtKivwax48WrG1uMFA7RN1D+h6z00ekvqWN\nnrZZ4tuKZl7j7YLlbIKXD9FpzjM3/1Okf48k/rjLkUiuYEw3LvrbRGZPF4jHHv2n+++dV/9DLpBA\nIVWOMjneNaSJJDOK+WJJbZYURUtwlrgiWUvUk5a+VJLguweUx4CV1f8shei4CWLlBg0CY7r5PzbF\nREMtCv7s22/yW1+/Qi/rP/biIRF4V3P4/k+ZH97BLWruTie8+uoI4WuMj2QidA067xFe4XygaVqc\nXZCbgBYVG0NNEEums4AUa/R6V/D6nDA+ZTb7PkIeI2VABU+IDYF9isHnGG1cJ80FiCM6HO0CESsk\nfbpyVaPjktS/x3L5iFlTkeeWQEmki0qr6gVtaxiMPk3of5Uk2WCUPo8/+N/B3cGIK8AtdLqJtfdQ\nqmQ8vkRQWxiT4ERKiBpWwTGPdZZCROplSbOYEWrH5to2/SShHcxoliVFWmCbioeP7nN52PuFa/Jj\nKwaufUCaPEPwE3TxLDJ7nqz4FHlWogYXWU7ukZtN9JUtGtGyrKbUszP2H3yT0eAavjVU9gyTjbm1\neYNLgz6fvHCL8+qEdx++x9t37mD6AqElxgCiRZmMYbbNSFxlXb7KWv4VsuwaWmadxz/pdx1yAiqt\nUM1pJ+ARqhu9mY7eHBEEmRFi3XXnY+jm81oQwxLEIVG+jXOvQWgwegzqCOHOyc0Orn3Aou4zcFeQ\nMQW34ODRB2TZOiYfUDanICsQjnL+iGLYx6iC7c1bTKcJSl5ChhnKbKH0BnG1kX7iVF3d48eLvxtB\ndnFvnfsxffL33fVh9Ll1geglMmjKqmGxmDCZnjKbzUiSAc43mJASgsQ5DSikWhF4pEQ+zqF8nHL0\nlGFGyS6C3CtJRJEqQ7/I8NUJyD6olPfeO6SqbQcxFRBdF26LrammR7TLI4ZZ4GjieHj3AdevXWQ+\nmzCfzxiaTarFnGBreplmKSPzySm9RHDvzR/xF8W/4IXPfZ3BYANjeqgkp5dfQW9+AyV6tIsfIOUJ\nMjTAAUpdpj/6Gia/TBTL1bSlIsSG1pYIlmi1RqTGcx/n70I7I1Ylzi8p3T2q9hwlwFlNkn0ZZS7j\n4hAl10kGWxTl+ywmDVpfwWRXkSol1wNEOIEIZS2pG0uW9SgGl1jMbWfNFAHbLpieHoGviHaJCCXr\noyELZakTg9I5uRFMTuYsliW++CX1Jsym77O9c4O09wqz5hwh+8TqgOXhG5yf/SkZhyzZJJpLSFGQ\nkCBdRagOmLkzsnQHEVOCnWHnS/pKk6VX2B3scmntBp96LqKyfhc0qhYY0zDI++QMyNgiTy+QJhsE\ntyAEjYimA3xKg0B3HMPscUBLskJgB0JosN5hzAZSdIrDspyA3ycRr+Oqn6DFETK2qHi+CmHtY/oF\ns3If9BrBXmRgPkd5ekSSjlCZJDUDpEzQSUruUmbzR6z1t6hcQ7SGzGwShabfu4iSI4gOJwQuViQi\n/48KwUev2EmY4yFK5ETWgOxJMXis4w8x4GON93OsnVNXUyaTY5bzCQQLoiH4Ch9SnFddExJJIle7\nBKkIq+DauIKSPv16lFRIobo4PTqcl9IaHzvJMETKuadqItY5QvTY0PEBlHNddQgRIRw6Ok73HzHu\nG9a3Rphcs6hqelnGoqpQps94bZs9lbG/d49sMOL+z75DPh7xhV/9u8iwZHL8ADYUg94u/c1v4Iav\nELGrROu7CNXHpJ/oPCmcIOIc8CgZMdLimx/i+SsCCi9rsvEnKPqmy2v0DrnYR7XvI5jiGoHUGzj7\nAD+vwV/Fi8j07PvQPGDW/DlHx++zeekrjMafQIiM6nyPtqroZ53Xoze8gDIak6ScnZyxmO4h2wXC\nl9TlBGLg+OGUWXnO5SsvMhxvkMhAsA3Xrl5nuvfuL1yTHx8qPduhat8hd2NyNYJ4zps/+Et+/M0/\nITMHbG/XZOsJanNIEXKyaBB6jNIS48fdVjXmtL5CKUGMCikjMijW8otsjS+QFltEUVPXx7h2iVoE\nsjRntLZLml8nyTYQIoAUTzWGHiMuFMj+Uw+zZbGcQKzw3uJ1hlQ9rBNkxSWkuIEIKcYc087uENsT\npPFYAC8I7W8wWP8tvA6IoAitIiqFSgZE3Wc82MSHhBDmGFuztn6R+fwu0QiSPEUKQ0BgzJAP/fQ1\nLtQEYTv/AT/Pudchs52dsyzfoV9sY0xOpBO/PG0EinS6BOsWNPaM6fKAN9/7KZPpnLWNzS541NWU\nyxlJCBR904XeBI/3EmU0j7kaXQbBh4WmQ0jIJ85LKWWnENSGECU+xk7AJHKW85qm7gpM67uGpLFd\nXoNta0zs0rd8bDk63CPvp0SpCUGQZn20a+gNN7Ct4+KVm1SLcwgeHT3L8xmuDqRYXDllIRXBbTEa\njTBqFx9sJwJyYywL6rZGJQO02CSKc2I87qzsYY9m+QOCOyLqZ0j7v4ZJn4UgVl4Sz2ho6dczrNvH\nxylERYgNUXwATYkPHhX38H6fanGPeZORyRbVnBC1pJ6dYZsZMi6oywNEuk6vdxGtBlTlKW15ShKW\nHD68Q+sbNjZ2aYNg+8J1pJRYW7OsFkRXk5qE9x/s/8I1+bEVg6J/C88BuugjJzNOHryJ8A+Q6oTp\nWYtbKqZvLCi2llzcUWxtGoTeQ4oea4PPgkxwar6SJxukVkShMOmQbHCDdHCRJO8T/QxfnrGcHq64\n+S+RZDfo9S+tLKUAK5pwdHhbYtuKGAVpNkbrnO5RNqTpCOcEiLoLUBECaVKUKhB6A8EAafpIn9Py\nPbyaE8Mm0lyksTfI4i7BJgjpCHFKMTa0zqBUJ382KGLM0aZPDJcp1p+jskcE9fhsD51bMQc8CoeP\nLS6WJCJ7cm8/usC7QA1PxDpPVVckZsXMW33dh+d6ELKDkOtsk91rW6ztfBZrS2Io8dZjW0HdVlgp\ncWmBUmkXTuIFSurOYWc0Sj1OJXjqNYlOeyBFp/yNq6xLo1JilEgFeMGyXLCsSvASZx3ONpTVnBga\nkkyjrOHC7hpnJ/s4u2Dv4QMuXH0ekyWMRusI05AUBTM3Y/PiZZJMMz05oF5UnN//Ge/89BI3nn0R\nJyRSa0yargpWF6sejEWrMdEZfLR4N1sZmwoQE2KcEGKCTn4TURhcDEh9ASE7V6dS4+5npCxVeISN\n+5hEkyVXCL5PFBGjRgQ7p6k+04Fn4x1MmhGVJMoBSXaFtnyfsDymnN0mNHukoxfo9S4gUGxub/PG\n3m16KpAN1qFt0NmQXjpge+sCy8kpaaIRriYxOefnd1Hxl3S0KNN1jBOUyzss6++B/wHK7vPss457\nH3jefsOzfxS5fENQLh3eGKqyYjxMKQpB8thbH3KkTvBEkAnF8Arru7dIigvU9ZSz2R5a56yv3yTN\nNxlv3CLvXwZl6JBnnQjUB0cElII2VDjXSXwfLyjnPYGADZ4YW2x9Qp5vk6abq5AO3z1M+jn04LcR\nxSfxHoK7SJKOccuGRblgUU4Zb14jLa6isPgqkhdD6rbsYJcx0C8GWFKy7AJJ2ORxVtbTmvwIHTMv\niCfmnp/n5Ov+XKBVQZZvIkl43DN4fD3eFYTYIAj0+mOK/hil+yhlsM2C2XSPs5N9mvocZyuiCHjX\nR8pBl3z8mNUvWFGWn5okrF5HDB2JWArQEryNNLWDIDFZSjACobp8x2q5wNtIsJ7oPdJbVJLiVY5r\nM7y3iNDy/ntvsbVzlcHaLsvG008VuztXOTyZgG3ITY4YbjM/W7Czs8Xt997gX//zP6A2V/nP/qt/\nxOUbO2TpsLurAsChlCUIi47glyXT6TFJkhJlRMohSijaJpKkz1DkF1BUCHwX3hodMRiE6DByJt+i\nr15CyQYpcyrXgkoQyS5G79IbepQcotSbuBgx6XOo9CbGXCLLc4y4QN1UtMGRqRsoMQABWdHn+Vu/\nSnW+Tzvd72AyPoAWeAxtW5MERTs/QCvLbH+P6dnJL1yTH18xUJ5qcUy9eIhq7qLcA4ZiwuBCj61d\nyXA7cLA/ZjpbUFvBvfs5u7s9dnevEJQkSkf0AyJdWrEgQamUtukirdI8kqVjNjZfwDXbLOYTeoMt\nesOLHf34I5vq7uwbIgRnccGjTI5UhtaVhNAghUKpBBkFTV1hXYuICa2sEYkiSXpokUMcEfQzRL1L\nNZ+SpVvM6z3Oj+/Rk1v45Smuv0aablM3gqw3QCUZzjdIAbap8SFHqY5HoOXgyT37aF+ge9/EDOhQ\nXS56pJArKFt3PTUjwKgMrfsf6fI/2R1Ehw8VSgRMkaNVQYwpzjscCmc9s9kpk8kBEDEEvB0TXIsX\nCpPnKClXUuWO8i2fahh0BcEhhcPHSJZlTOeOyazBpAobQWtJ3tMkOiBd6GjH0eNDwAUgXyPfukl1\nlhHn95ken5AoSbtcYJczJqfnpHGO1ZI8HZPHPsFa3tk74NLVZ5nbJY8eTdi6MOLBbJ/YKvJ0BEJ0\naDTAuYb5/BQlIomE+fkJp4f79AYFymRolSMw+NgizCOWVdVxK5UkCk+a9jDJAEGCwKO1R+tLiOCI\nQZFlDhcgxgR0g8r6CLuD7kky3Sft3USbMahATAwyvchIbxK8JMlGRJlj2wrX1KRpn2TzIu/ce4Mk\nNrStJV9fwzeKVDaE5RS1PCCJgeXBAa+98Ut6TEiThjo2jNYKysk2zTwjCMnayBLTQERx6dImZXOV\nujE8fOA5Pwr0XrlCi0SrDBsUJsvQqkBpiw0tVePYNCM6LhzkxSZk6+S9FqHEKq3n8VJ4zBXsAlGD\n9yzKY9rlhEFvh5o5Uluq2T6L6Rn9QYbSDdG2yDAihgaTjZEmJbiGoOcIMcVai1YjEgPe7tGcv43m\niHSouLBxAZ1eIWJIC01ixkTZ4Ui0yEnVACklrT1DSkOi1lcla4Z1Nct5TRs9o+EWRmkQmhg7BLqP\nFoRCkXzkXstVoSCCUdmTA8eHxwSPjzUiOLRU2AC2bdBaEFxLU8+IoUEJj7ULhBBoU4BfRZTH8GQX\n0BF45UemCN336HZPwXt8gGKQsHd0znzpEcoQLYjgSLUgTy2JShAq4lYhMVEkBJeTDHYILuBm97DW\nA4bpdMG7773NxtYWy+WC4bIkmhSdqm727xWTec3VZ65x86VPcV4t+PynvsynPvdlhOg0/T50NKRE\nG1I9ACx1tYSQoUSBqzy2OkeIcwSm252JhlIdYpIhKjVdNqW6jDQKIQ0RBSIHKmycdwawEBAqR6mM\nGAqW9T5V26MYfo5e7wJS9hBRMpue0LgFWT7AZH2U7HU/SQFtVfPg/dcoegnV/Jg77/41iXAkacom\nWyRuRH12gK5nnNx/mw9OFvzpd97h5c9+AX74zb91TX5sxUA132Hcz0FcIlY5VQ5V8z2aeITyDYPe\nmO3Nf8C0hao9ZPdyhtE9ZKJJiWg5ZFGfUYz6pAkkxRyVX6a/8Q2SfB1QRLukLZdEYSh666vv/PTn\nYfdrwHaBKaFFYlHKrQJKAnU1xbXn2OYHHE1+jHInKJEgxCWS3k1c/wYq28KkGT6eQjykbec4n5Pm\nGfX0bezxd7Cyh9r+KunoMwg5QuC60BbRUZuVTJCAVy3gWc4PqZqSi7u3mM/OWZZ3oHUEa8jWb6Jl\nRtN20erLxTmbazsYkX5EcPT4HXahqw6tDR0C3iOe/OgjYImhC4U1JkcGSWWrTokZaqJbgG/AO2RY\nYcVXANvHRwKlOoBGRCFkwodJA92xxtM56aKPRAdK9zg+bljWFp31qK0g1YILWymKmrZKELlBJykx\nNsQYSJMEj6NVGUIIlk1L1huQ6Zxp1ZI7GKwN0a5hdnTIhcs3OGn2oJcRlpb3b7/NpWc/ySeefZXn\nXv4MxWC48nMIjDBIA86XKJNTVYqqCURpKfpruKbCtoIQF2gtiU53gaxyTmwdymXE2OKaml7vlLy3\nQVQ5adrJ1IWIEOe07SlJKiHW2MYiY488u47WA5xPwXbWZ9dAnm9TFOtdIRB6VWgjZyf3mR68xaOT\n+yxm56xvbnNhe5umLklDpD3YZ35wn6NH7+OaJXfuVzw8tfzel/4O/JNfwmLg7B8hvMK6ASa5yvrm\ncyzTSxBPkVJhRI+2WSNPBQVrtM4ioiJPi44LYCM5AimGOJ+RqzHF4Fmy3hpCJJ2BxmiUSkEouhPt\nh1Hsj5uCK40hQiZI4Qn1I+L8A1QiEOYa0r1HO/m/cKd/hQoTsC02gFAZbpkyPUroja8yGF1EKU9r\nKyI1oYnsPzqGNiDbPWTv6wixiZZjkN2i/DAM3CJX53hBstINLKmP/w1nyx+g1DXms3v0e0N8K6gm\nHkODSjKatiLNRp0hSPx8ynAkIIVDqhFdv6AiUqw0BxHiCuwhO0mN1pokMSzbBW2zoKkrvG2fWJ8R\n4ok5KcYIIXbpTELCKqZNPBVmEumOIdAifBdYUleBB/f3iRGWiy4uXSnJ88+NKTKNcxVuWVP0Ckxq\niFhCjKRZj1obKu/JewOuP3+N1kr2fvozziYL1tcv8MG9d3j5xReZ7b/LYG3I81/9Hd67fZf/83/6\nH/iN37vOYPsy2qSU1ZKDg4eMx1uMhht4b2lqS5H10EYyXR4gvWU8WmM5bYna4GxC25YYFEpC8F10\nnZcglQVfMalOmc8ekuRDBuOr9Hq7KLmFMG1HunIVtavAF6Qmw1qJa+Y0s2PausR6GKxdpte/iDYF\nEUWMjnJ+xP69t7n9V9/C1Cdo2bA2GrK1OSZLILYOWc2Yn+4xSCIWxYHr88ak5b/57/8x9+7+khqV\nnH+EaBb4UGPiJlq8zHjzG9TtS0QPrV2SKJDOo5QiF7FjwllLmmaITFHIEc6rbnGJIa5N8bZBKk90\nDUIGyuWSgKY/6nf5iUScXRKjxyQbgOhuNuDac4T/CbOTP+L4QU3WGyPllNDuI2OFVhBFxDddlDl+\nhlSRdnbGeXUbpMD5BCVGJGmknFioB2Rmk6K3y/T0mGxQIuWQyBJBDxBIkhW5sPscl1TIxXep599h\nWg5JzBdRWiBiTepHVMs7zNpIf3yN/lqf2jeU7Zx+Mvi59zpGh/VLEt3vxodYuhDaVciY0EiZE6NB\nys69qHRKkvZwbU2IkbKcM52dYW2DTpJu3avV4hditf0VKJNi0uRJ9sTjK3iIoeP66ySwtxe5e29B\n4wOt16RS0u9Fnn9uk6JnwAbmiyXLeUtW9EjznIaa6Bz5cI124yq9mWdSV6QiIdUpVy9d7gRi45R2\n6igf7XHSfw996VWe/cTnWR+PufvWO3ziK7/L4YMPuHHrEwyHI/Kic4AaJXBiSmtPsK1kc21MjA7n\nG4q1a+Aivl7QVN3IrxOkrTQTQYIF21iEiEQXCTYiwj5ETd7bRsktskwToqMq5wRfQfA4J2jKCc3s\nFCUlw80r9NcuIk1/NUSO1MszDu7cpj1/yNWtPuPeOovlIW1lqU8PcUQKJfCzCZmD/aM9br91j+c+\n8yV+/7/4DeaTc7b7P//5eHx9bMWgt/WvaOu3WS6+TSz/FCW+SxSRJPlPaN0GWqT4YMkzgW2rLuBE\nS7TsEoFiCITgIFqibwhB4+05zVLi3Izl+T4xWNJsSG9tF4ICtdV1vKWhC1V5HLrd4pt7LE//GFv+\ne4ajPchLJPdBe0ISqcsu9jrJBDoRCCm7+G8bkKIh2IYgA1LnVE3gzqOSC9uC8aAjPzfuXQbmV4ni\nNZxfYOs7FMU3EOImcdXyC4BlyfLg/+H4g/8ZkxQMil/lvKkIrcb5gOIOaANB0zYJ7WQDU4zJspxA\nSxeb9tFYEinkqleg8dF3C1I+lgt3pGUh9ROdYgwtdVvjfZdwVZULHu19wHx+0sW3r4JXpDF0gkOB\n95HEKNIs6+jD4sMDWYCOuOQSgjgjzVK++92HPDwEp4qO/NNGLu3kvPDcDohzhBD0ezmLsmI2nZD3\nBmRZTltLZD4mu/QZtrPLNNO71JNDXrz1MsYonAvcv79Pb1Nj3Ax/foo6eZvT8xYZZ+w/cDx670fM\nJxPWNteZ1y150QMB1tUELK4qMTKn1y+QSU7bBvYP7nB453USDTuXdsnG25SLEhkFaWKoyzmTkwOI\nFpMmCKXR2hGs6OAw6QP6w4v0elsolVAULd6e4duOieBNhhxvonVONthFmYLHFvD59JS7r32X+cFb\nbI4MmC4yb2O4QeVP8NWc5ekxB/MZTV3xaH+PbLDJM1/6Is++8mXmZzOslaxlv6TFQCVXSPSzrPW+\nhl+8RDP5p3ju0dMHBL1BdBrpDcG3XeRYVATfgugQXkqAD11DiihoFpa6WtCUBzi3wAhPWy9o2zNc\nfYJM75ENn6E3eg6lM0DikXg/pZ7/e9ry/8aEt0iTB0g977wGjaBrZPTkAAAgAElEQVT1oDRkRcT7\nlbQ3dOdfKTQhRHTS7RhCyGmbPpVNePGVz2DLfQpzRimm9Na2ydcvE8QmMUyZ169h8lO0eHa1KC1V\neZ8Pvvffspt/FykDw/TzVMuGJOvR+j7SzPDhFCkKfPMWpT2A9Drr2edRQn0kV+DpSyBWqdAJQjgE\nLdACAh8dgYgWHRzEugbbLFjMT/B2TlvPWZYn5IXG+wLXRpTMMLpAyy7jUCmF1gapNEp3R4SnX4eP\nkeBdp8yLipNTz7f+/F32jqd4rejnfZIQ2d2KbG1miKhpvUVrTdErEHVFtZwhYiRJcpzzpOMLRDPA\n5H1UMuTw/m3C2SmDZMiO2CTJDefljGG+Rfn664jiXb76lZcoNrYo4iGmrzh9eId8YxclNE2zIE0U\nabZLlmmsdQSlcI1ncXpAZhfcuHSNJBth+mMqG+hlgs31Naan+5ycvwFJQgiKNkqMTEGnuBBoJjNG\n4xQVIratINEoVRCVR8jQIeNIKUNE6SEqWSMgiNU5D9/6Cffe+hFjU7POnIO37jEYb7J/MuXkwZvs\nbo84n0wppzWD8QYxGDZ3PsVodxu5dglvRhy1h4zylIenp79wTX58x4SmQeVDTEghfQbTe5FcDNH2\nKlYMibqCxuGC75j8BJZ13fkGFBAs0dXdOM61xKhIsx6xnREjNA7wkbo9R9RHpOkGItnEFxOiKIhB\n4OpTFmf/Eu/+CCnfR4mGGBwuxs5CqzrTzXwakUKSpLJjegBSRvCOwghaLwnRkKc3SfUORpTU0xl6\neJHehV8nLfcJ+ZdJixeIaoCUkbXxcxwfHrNz4T6OM4S8SBoesr6laNpfYW3jFg/e/mNc/DOGa79J\nOlijahyZuoC3c5RYQJximxmT04z+cBdF8R/pDOBpPFgguJayPkXJBU3ticKjpEKJlGVddnbsYCEs\niaGlqUuWyznzxRJnI1plpOmAPO+jlMbF2GHTtEFqg1LySRV4vCvwFlzbEvwURcoPf3jEw+MTQmxQ\nvsf2eB03OeFzn71CkQeCzWh1pLEd2DVPM1SEcj7Fp55ev09rAzbNYXiJvjG0zYwf/tmf8PL1a5x5\nz/G9U3qqx9H+Gfl4zoUru2RB0LcL0hZ2LryAGPRIhyOKNKduWiYnexgtGK9dxMgex4cP+eBnf0l1\neptH777GcOMKm5dfYOf6J9m4eJP+aJOyLJnVnq3LL5KlZjXh6KYraZoiRPfJHlxDU02JriUnUuTr\nKJVy+/ZPkPUZu9dfpDdYJ8gc51qO7ryOOHqPk7d+SLY8oaEk6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EIa92mO1lg/t8jkyCSB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\nv+3j8qpvhwWF6TsmyabsE1+C94x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FzzNvLUUeNPY7UYZSIpOA1VfGkiSSHlslWq/o8cor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\nQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "test_net.forward()\n", - "with open('examples/finetune_flickr_style/style_names.txt', 'r') as f:\n", - " style_labels = [l.strip() for l in f.readlines()]\n", - "print 'Labels:', ', '.join(style_labels)" + "batch_index = 1\n", + "image = test_net.blobs['data'].data[batch_index]\n", + "plt.imshow(deprocess_net_image(image))\n", + "print 'actual label =', style_labels[int(test_net.blobs['label'].data[batch_index])]" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 24, "metadata": { "collapsed": false }, @@ -801,47 +984,48 @@ "name": "stdout", "output_type": "stream", "text": [ - "actual label = Pastel\n", "top 5 predicted style labels =\n", - "\t(1) 76.31% Pastel\n", - "\t(2) 13.16% Detailed\n", - "\t(3) 7.38% Melancholy\n", - "\t(4) 2.29% HDR\n", - "\t(5) 0.41% Noir\n" + "\t(1) 99.90% Pastel\n", + "\t(2) 0.08% Detailed\n", + "\t(3) 0.02% HDR\n", + "\t(4) 0.00% Melancholy\n", + "\t(5) 0.00% Noir\n" ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - }, + } + ], + "source": [ + "disp_style_preds(test_net, image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also look at the predictions of the network trained from scratch. We see that in this case, the scratch network also predicts the correct label for the image (*Pastel*), but is much less confident in its prediction than the pretrained net." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ { - "data": { - "image/png": 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n2ZH2OsQ2ed6t6rKc2U79fLpxdxwwTw4MLlR8nyi6uGUWc7e8mtA64oqBJESM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\nAP4/F4zDFeZvu0MAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "top 5 predicted style labels =\n", + "\t(1) 49.90% Pastel\n", + "\t(2) 18.63% Detailed\n", + "\t(3) 18.26% Melancholy\n", + "\t(4) 11.43% HDR\n", + "\t(5) 1.78% Noir\n" + ] } ], "source": [ - "batch_index = 15\n", - "image = test_net.blobs['data'].data[batch_index]\n", - "probs = test_net.blobs['probs'].data[batch_index]\n", - "k = 5\n", - "top_k = (-probs).argsort()[:k]\n", - "print 'actual label =', style_labels[int(test_net.blobs['label'].data[batch_index])]\n", - "print 'top %d predicted style labels =' % k\n", - "print '\\n'.join('\\t(%d) %5.2f%% %s' % (i + 1, 100 * probs[p], style_labels[p])\n", - " for i, p in enumerate(top_k))\n", - "plt.imshow(deprocess_net_image(image))" + "disp_style_preds(scratch_test_net, image)" ] }, { @@ -853,7 +1037,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 26, "metadata": { "collapsed": false }, @@ -863,22 +1047,16 @@ "output_type": "stream", "text": [ "top 5 predicted ImageNet labels =\n", - "\t(1) 38.11% n02840245 binder, ring-binder\n", - "\t(2) 12.11% n03857828 oscilloscope, scope, cathode-ray oscilloscope, CRO\n", - "\t(3) 8.52% n03291819 envelope\n", - "\t(4) 5.49% n03794056 mousetrap\n", - "\t(5) 5.23% n03666591 lighter, light, igniter, ignitor\n" + "\t(1) 34.90% n07579787 plate\n", + "\t(2) 21.63% n04263257 soup bowl\n", + "\t(3) 17.75% n07875152 potpie\n", + "\t(4) 5.72% n07711569 mashed potato\n", + "\t(5) 5.27% n07584110 consomme\n" ] } ], "source": [ - "orig_net.blobs['data'].data[0, ...] = image\n", - "probs = orig_net.forward()['probs'][0]\n", - "k = 5\n", - "top_k = (-probs).argsort()[:k]\n", - "print 'top %d predicted ImageNet labels =' % k\n", - "print '\\n'.join('\\t(%d) %5.2f%% %s' % (i + 1, 100 * probs[p], imagenet_labels[p])\n", - " for i, p in enumerate(top_k))" + "disp_imagenet_preds(orig_net, image)" ] }, { From cdaa49c938f383e1461e322a788c4d793b4302fa Mon Sep 17 00:00:00 2001 From: Evan Shelhamer Date: Mon, 15 Feb 2016 16:54:18 -0800 Subject: [PATCH 13/28] lenet notebook: no chdir for idempotency --- examples/02-learning-lenet.ipynb | 45 +++++++++++++------------------ examples/mnist/lenet_auto_solver.prototxt | 6 ++--- 2 files changed, 22 insertions(+), 29 deletions(-) diff --git a/examples/02-learning-lenet.ipynb b/examples/02-learning-lenet.ipynb index 17a200f7e18..c55873bd6d7 100644 --- a/examples/02-learning-lenet.ipynb +++ b/examples/02-learning-lenet.ipynb @@ -13,21 +13,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### 1. Setup\n", - "\n", - "* For this notebook, we'll operate out of the Caffe root directly, which should be one level up." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import os\n", - "os.chdir('..')" + "### 1. Setup" ] }, { @@ -64,8 +50,10 @@ }, "outputs": [], "source": [ + "caffe_root = '../' # this file should be run from {caffe_root}/examples (otherwise change this line)\n", + "\n", "import sys\n", - "sys.path.insert(0, './python')\n", + "sys.path.insert(0, caffe_root + 'python')\n", "import caffe" ] }, @@ -84,10 +72,15 @@ }, "outputs": [], "source": [ - "# Uncomment to download data\n", - "# !data/mnist/get_mnist.sh\n", + "# run scripts from caffe root\n", + "import os\n", + "os.chdir(caffe_root)\n", + "# Download data\n", + "!data/mnist/get_mnist.sh\n", "# Prepare data\n", - "!examples/mnist/create_mnist.sh" + "!examples/mnist/create_mnist.sh\n", + "# back to examples\n", + "os.chdir('examples')" ] }, { @@ -133,11 +126,11 @@ " \n", " return n.to_proto()\n", " \n", - "with open('examples/mnist/lenet_auto_train.prototxt', 'w') as f:\n", - " f.write(str(lenet('examples/mnist/mnist_train_lmdb', 64)))\n", + "with open('mnist/lenet_auto_train.prototxt', 'w') as f:\n", + " f.write(str(lenet('mnist/mnist_train_lmdb', 64)))\n", " \n", - "with open('examples/mnist/lenet_auto_test.prototxt', 'w') as f:\n", - " f.write(str(lenet('examples/mnist/mnist_test_lmdb', 100)))" + "with open('mnist/lenet_auto_test.prototxt', 'w') as f:\n", + " f.write(str(lenet('mnist/mnist_test_lmdb', 100)))" ] }, { @@ -155,7 +148,7 @@ }, "outputs": [], "source": [ - "!cat examples/mnist/lenet_auto_train.prototxt" + "!cat mnist/lenet_auto_train.prototxt" ] }, { @@ -173,7 +166,7 @@ }, "outputs": [], "source": [ - "!cat examples/mnist/lenet_auto_solver.prototxt" + "!cat mnist/lenet_auto_solver.prototxt" ] }, { @@ -197,7 +190,7 @@ "caffe.set_mode_gpu()\n", "\n", "### load the solver and create train and test nets\n", - "solver = caffe.SGDSolver('examples/mnist/lenet_auto_solver.prototxt')" + "solver = caffe.SGDSolver('mnist/lenet_auto_solver.prototxt')" ] }, { diff --git a/examples/mnist/lenet_auto_solver.prototxt b/examples/mnist/lenet_auto_solver.prototxt index fa4bbf02710..481c84491f7 100644 --- a/examples/mnist/lenet_auto_solver.prototxt +++ b/examples/mnist/lenet_auto_solver.prototxt @@ -1,6 +1,6 @@ # The train/test net protocol buffer definition -train_net: "examples/mnist/lenet_auto_train.prototxt" -test_net: "examples/mnist/lenet_auto_test.prototxt" +train_net: "mnist/lenet_auto_train.prototxt" +test_net: "mnist/lenet_auto_test.prototxt" # test_iter specifies how many forward passes the test should carry out. # In the case of MNIST, we have test batch size 100 and 100 test iterations, # covering the full 10,000 testing images. @@ -21,4 +21,4 @@ display: 100 max_iter: 10000 # snapshot intermediate results snapshot: 5000 -snapshot_prefix: "examples/mnist/lenet" +snapshot_prefix: "mnist/lenet" From 01fc99cce846d118f9a5c4f13926cb7633af0446 Mon Sep 17 00:00:00 2001 From: Evan Shelhamer Date: Mon, 15 Feb 2016 16:56:28 -0800 Subject: [PATCH 14/28] lenet notebook: title accuracy plot, ip -> fc, name output --- examples/02-learning-lenet.ipynb | 19 +++++++++++-------- 1 file changed, 11 insertions(+), 8 deletions(-) diff --git a/examples/02-learning-lenet.ipynb b/examples/02-learning-lenet.ipynb index c55873bd6d7..ce6e0d40776 100644 --- a/examples/02-learning-lenet.ipynb +++ b/examples/02-learning-lenet.ipynb @@ -89,6 +89,8 @@ "source": [ "### 2. Creating the net \n", "\n", + "Now let's make a variant of LeNet, the classic 1989 convnet architecture.\n", + "\n", "We'll need two external files to help out:\n", "* the net `prototxt`, defining the architecture and pointing to the train/test data\n", "* the solver `prototxt`, defining the learning parameters\n", @@ -119,10 +121,10 @@ " n.pool1 = L.Pooling(n.conv1, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", " n.conv2 = L.Convolution(n.pool1, kernel_size=5, num_output=50, weight_filler=dict(type='xavier'))\n", " n.pool2 = L.Pooling(n.conv2, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", - " n.ip1 = L.InnerProduct(n.pool2, num_output=500, weight_filler=dict(type='xavier'))\n", - " n.relu1 = L.ReLU(n.ip1, in_place=True)\n", - " n.ip2 = L.InnerProduct(n.relu1, num_output=10, weight_filler=dict(type='xavier'))\n", - " n.loss = L.SoftmaxWithLoss(n.ip2, n.label)\n", + " n.fc1 = L.InnerProduct(n.pool2, num_output=500, weight_filler=dict(type='xavier'))\n", + " n.relu1 = L.ReLU(n.fc1, in_place=True)\n", + " n.score = L.InnerProduct(n.relu1, num_output=10, weight_filler=dict(type='xavier'))\n", + " n.loss = L.SoftmaxWithLoss(n.score, n.label)\n", " \n", " return n.to_proto()\n", " \n", @@ -182,7 +184,7 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], "source": [ @@ -353,7 +355,7 @@ " # store the output on the first test batch\n", " # (start the forward pass at conv1 to avoid loading new data)\n", " solver.test_nets[0].forward(start='conv1')\n", - " output[it] = solver.test_nets[0].blobs['ip2'].data[:8]\n", + " output[it] = solver.test_nets[0].blobs['score'].data[:8]\n", " \n", " # run a full test every so often\n", " # (Caffe can also do this for us and write to a log, but we show here\n", @@ -363,7 +365,7 @@ " correct = 0\n", " for test_it in range(100):\n", " solver.test_nets[0].forward()\n", - " correct += sum(solver.test_nets[0].blobs['ip2'].data.argmax(1)\n", + " correct += sum(solver.test_nets[0].blobs['score'].data.argmax(1)\n", " == solver.test_nets[0].blobs['label'].data)\n", " test_acc[it // test_interval] = correct / 1e4" ] @@ -389,7 +391,8 @@ "ax2.plot(test_interval * arange(len(test_acc)), test_acc, 'r')\n", "ax1.set_xlabel('iteration')\n", "ax1.set_ylabel('train loss')\n", - "ax2.set_ylabel('test accuracy')" + "ax2.set_ylabel('test accuracy')\n", + "ax2.set_title('Test Accuracy: {:.2f}'.format(test_acc[-1]))" ] }, { From f9f313b7fcec26caf26838e5330cdf668ff5f198 Mon Sep 17 00:00:00 2001 From: Evan Shelhamer Date: Mon, 15 Feb 2016 16:56:42 -0800 Subject: [PATCH 15/28] lenet notebook: lmdb workaround --- examples/02-learning-lenet.ipynb | 1 + 1 file changed, 1 insertion(+) diff --git a/examples/02-learning-lenet.ipynb b/examples/02-learning-lenet.ipynb index ce6e0d40776..193dd568b92 100644 --- a/examples/02-learning-lenet.ipynb +++ b/examples/02-learning-lenet.ipynb @@ -192,6 +192,7 @@ "caffe.set_mode_gpu()\n", "\n", "### load the solver and create train and test nets\n", + "solver = None # ignore this workaround for lmdb data (can't instantiate two solvers on the same data)\n", "solver = caffe.SGDSolver('mnist/lenet_auto_solver.prototxt')" ] }, From d91157347d6bb6fc8cb738e228b92a25526010c3 Mon Sep 17 00:00:00 2001 From: Evan Shelhamer Date: Mon, 15 Feb 2016 16:58:27 -0800 Subject: [PATCH 16/28] lenet notebook: add experimentation section --- examples/02-learning-lenet.ipynb | 166 ++++++++++++++++++++++++++++++++++++++- 1 file changed, 165 insertions(+), 1 deletion(-) diff --git a/examples/02-learning-lenet.ipynb b/examples/02-learning-lenet.ipynb index 193dd568b92..6d48097f10a 100644 --- a/examples/02-learning-lenet.ipynb +++ b/examples/02-learning-lenet.ipynb @@ -449,6 +449,170 @@ " xlabel('iteration')\n", " ylabel('label')" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 6. Experiment with architecture and optimization\n", + "\n", + "Now that we've defined, trained, and tested LeNet there are many possible next steps:\n", + "\n", + "- Define new architectures for comparison\n", + "- Tune optimization by setting `base_lr` and the like or simply training longer\n", + "- Switching the solver type from `SGD` to an adaptive method like `AdaDelta` or `Adam`\n", + "\n", + "Feel free to explore these directions by editing the all-in-one example that follows.\n", + "Look for \"`EDIT HERE`\" comments for suggested choice points.\n", + "\n", + "By default this defines a simple linear classifier as a baseline.\n", + "\n", + "In case your coffee hasn't kicked in and you'd like inspiration, try out\n", + "\n", + "1. Switch the nonlinearity from `ReLU` to `ELU` or a saturing nonlinearity like `Sigmoid`\n", + "2. Stack more fully connected and nonlinear layers\n", + "3. Search over learning rate 10x at a time (trying `0.1` and `0.001`)\n", + "4. Switch the solver type to `Adam` (this adaptive solver type should be less sensitive to hyperparameters, but no guarantees...)\n", + "5. Solve for longer by setting `niter` higher (to 500 or 1,000 for instance) to better show training differences" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "train_net_path = 'mnist/custom_auto_train.prototxt'\n", + "test_net_path = 'mnist/custom_auto_test.prototxt'\n", + "solver_config_path = 'mnist/custom_auto_solver.prototxt'\n", + "\n", + "### define net\n", + "def custom_net(lmdb, batch_size):\n", + " # define your own net!\n", + " n = caffe.NetSpec()\n", + " \n", + " # keep this data layer for all networks\n", + " n.data, n.label = L.Data(batch_size=batch_size, backend=P.Data.LMDB, source=lmdb,\n", + " transform_param=dict(scale=1./255), ntop=2)\n", + " \n", + " # EDIT HERE to try different networks\n", + " # this single layer defines a simple linear classifier\n", + " # (in particular this defines a multiway logistic regression)\n", + " n.score = L.InnerProduct(n.data, num_output=10, weight_filler=dict(type='xavier'))\n", + " \n", + " # EDIT HERE this is the LeNet variant we have already tried\n", + " # n.conv1 = L.Convolution(n.data, kernel_size=5, num_output=20, weight_filler=dict(type='xavier'))\n", + " # n.pool1 = L.Pooling(n.conv1, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", + " # n.conv2 = L.Convolution(n.pool1, kernel_size=5, num_output=50, weight_filler=dict(type='xavier'))\n", + " # n.pool2 = L.Pooling(n.conv2, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", + " # n.fc1 = L.InnerProduct(n.pool2, num_output=500, weight_filler=dict(type='xavier'))\n", + " # EDIT HERE consider L.ELU or L.Sigmoid for the nonlinearity\n", + " # n.relu1 = L.ReLU(n.fc1, in_place=True)\n", + " # n.score = L.InnerProduct(n.fc1, num_output=10, weight_filler=dict(type='xavier'))\n", + " \n", + " # keep this loss layer for all networks\n", + " n.loss = L.SoftmaxWithLoss(n.score, n.label)\n", + " \n", + " return n.to_proto()\n", + "\n", + "with open(train_net_path, 'w') as f:\n", + " f.write(str(custom_net('mnist/mnist_train_lmdb', 64))) \n", + "with open(test_net_path, 'w') as f:\n", + " f.write(str(custom_net('mnist/mnist_test_lmdb', 100)))\n", + "\n", + "### define solver\n", + "from caffe.proto import caffe_pb2\n", + "s = caffe_pb2.SolverParameter()\n", + "\n", + "# Set a seed for reproducible experiments:\n", + "# this controls for randomization in training.\n", + "s.random_seed = 0xCAFFE\n", + "\n", + "# Specify locations of the train and (maybe) test networks.\n", + "s.train_net = train_net_path\n", + "s.test_net.append(test_net_path)\n", + "s.test_interval = 500 # Test after every 500 training iterations.\n", + "s.test_iter.append(100) # Test on 100 batches each time we test.\n", + "\n", + "s.max_iter = 10000 # no. of times to update the net (training iterations)\n", + " \n", + "# EDIT HERE to try different solvers\n", + "# solver types include \"SGD\", \"Adam\", and \"Nesterov\" among others.\n", + "s.type = \"SGD\"\n", + "\n", + "# Set the initial learning rate for SGD.\n", + "s.base_lr = 0.01 # EDIT HERE to try different learning rates\n", + "# Set momentum to accelerate learning by\n", + "# taking weighted average of current and previous updates.\n", + "s.momentum = 0.9\n", + "# Set weight decay to regularize and prevent overfitting\n", + "s.weight_decay = 5e-4\n", + "\n", + "# Set `lr_policy` to define how the learning rate changes during training.\n", + "# This is the same policy as our default LeNet.\n", + "s.lr_policy = 'inv'\n", + "s.gamma = 0.0001\n", + "s.power = 0.75\n", + "# EDIT HERE to try the fixed rate (and compare with adaptive solvers)\n", + "# `fixed` is the simplest policy that keeps the learning rate constant.\n", + "# s.lr_policy = 'fixed'\n", + "\n", + "# Display the current training loss and accuracy every 1000 iterations.\n", + "s.display = 1000\n", + "\n", + "# Snapshots are files used to store networks we've trained.\n", + "# We'll snapshot every 5K iterations -- twice during training.\n", + "s.snapshot = 5000\n", + "s.snapshot_prefix = 'mnist/custom_net'\n", + "\n", + "# Train on the GPU\n", + "s.solver_mode = caffe_pb2.SolverParameter.GPU\n", + "\n", + "# Write the solver to a temporary file and return its filename.\n", + "with open(solver_config_path, 'w') as f:\n", + " f.write(str(s))\n", + "\n", + "### load the solver and create train and test nets\n", + "solver = None # ignore this workaround for lmdb data (can't instantiate two solvers on the same data)\n", + "solver = caffe.get_solver(solver_config_path)\n", + "\n", + "### solve\n", + "niter = 250 # EDIT HERE increase to train for longer\n", + "test_interval = niter / 10\n", + "# losses will also be stored in the log\n", + "train_loss = zeros(niter)\n", + "test_acc = zeros(int(np.ceil(niter / test_interval)))\n", + "\n", + "# the main solver loop\n", + "for it in range(niter):\n", + " solver.step(1) # SGD by Caffe\n", + " \n", + " # store the train loss\n", + " train_loss[it] = solver.net.blobs['loss'].data\n", + " \n", + " # run a full test every so often\n", + " # (Caffe can also do this for us and write to a log, but we show here\n", + " # how to do it directly in Python, where more complicated things are easier.)\n", + " if it % test_interval == 0:\n", + " print 'Iteration', it, 'testing...'\n", + " correct = 0\n", + " for test_it in range(100):\n", + " solver.test_nets[0].forward()\n", + " correct += sum(solver.test_nets[0].blobs['score'].data.argmax(1)\n", + " == solver.test_nets[0].blobs['label'].data)\n", + " test_acc[it // test_interval] = correct / 1e4\n", + "\n", + "_, ax1 = subplots()\n", + "ax2 = ax1.twinx()\n", + "ax1.plot(arange(niter), train_loss)\n", + "ax2.plot(test_interval * arange(len(test_acc)), test_acc, 'r')\n", + "ax1.set_xlabel('iteration')\n", + "ax1.set_ylabel('train loss')\n", + "ax2.set_ylabel('test accuracy')\n", + "ax2.set_title('Custom Test Accuracy: {:.2f}'.format(test_acc[-1]))" + ] } ], "metadata": { @@ -470,7 +634,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.11" + "version": "2.7.10" }, "priority": 2 }, From d2475b043b09c69f30947c7add241465b35c8224 Mon Sep 17 00:00:00 2001 From: Jeff Donahue Date: Mon, 15 Feb 2016 15:34:05 -0800 Subject: [PATCH 17/28] finetuning notebook -- fix memory use issues due to lingering solvers --- examples/03-fine-tuning.ipynb | 233 +++++++++++++++++++++++------------------- 1 file changed, 128 insertions(+), 105 deletions(-) diff --git a/examples/03-fine-tuning.ipynb b/examples/03-fine-tuning.ipynb index 6f2ad91b2f7..cd4ede4e55f 100644 --- a/examples/03-fine-tuning.ipynb +++ b/examples/03-fine-tuning.ipynb @@ -86,7 +86,7 @@ "output_type": "stream", "text": [ "Downloading...\n", - "--2016-02-15 15:09:00-- http://dl.caffe.berkeleyvision.org/caffe_ilsvrc12.tar.gz\n", + "--2016-02-15 16:57:58-- http://dl.caffe.berkeleyvision.org/caffe_ilsvrc12.tar.gz\n", "Resolving dl.caffe.berkeleyvision.org (dl.caffe.berkeleyvision.org)... 169.229.222.251\n", "Connecting to dl.caffe.berkeleyvision.org (dl.caffe.berkeleyvision.org)|169.229.222.251|:80... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", @@ -95,7 +95,7 @@ "\n", "100%[======================================>] 17,858,008 112MB/s in 0.2s \n", "\n", - "2016-02-15 15:09:00 (112 MB/s) - ‘caffe_ilsvrc12.tar.gz’ saved [17858008/17858008]\n", + "2016-02-15 16:57:59 (112 MB/s) - ‘caffe_ilsvrc12.tar.gz’ saved [17858008/17858008]\n", "\n", "Unzipping...\n", "Done.\n", @@ -129,7 +129,7 @@ "cell_type": "code", "execution_count": 3, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], "source": [ @@ -246,8 +246,8 @@ "outputs": [], "source": [ "dummy_data = L.DummyData(shape=dict(dim=[1, 3, 227, 227]))\n", - "orig_net_filename = caffenet(data=dummy_data, train=False)\n", - "orig_net = caffe.Net(orig_net_filename, weights, caffe.TEST)" + "imagenet_net_filename = caffenet(data=dummy_data, train=False)\n", + "imagenet_net = caffe.Net(imagenet_net_filename, weights, caffe.TEST)" ] }, { @@ -365,7 +365,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Copy one of the style net training images from the batch of 50 (we'll arbitrarily choose #8 here) over to `orig_net`, the ImageNet-pretrained network. Run the image through that network to view its top 5 predicted classes from the 1000 ImageNet classes.\n", + "Copy one of the style net training images from the batch of 50 (we'll arbitrarily choose #8 here) over to `imagenet_net`, the ImageNet-pretrained network. Run the image through that network to view its top 5 predicted classes from the 1000 ImageNet classes.\n", "\n", "Below we chose an image where the network's predictions happen to be reasonable, as the image is of a beach, and \"sandbar\" and \"seashore\" both happen to be ImageNet-1000 categories. For other images, the predictions won't be this good, sometimes due to the network actually failing to recognize the object(s) present in the image, but perhaps even more often due to the fact that not all images contain an object from the (somewhat arbitrarily chosen) 1000 ImageNet categories. Modify the `batch_index` variable by changing its default setting of 8 to another value from 0-49 (since the batch size is 50) to see predictions for other images in the batch. (To go beyond this batch of 50 images, first rerun the *above* cell to load a fresh batch of data into `style_net`.)" ] @@ -379,7 +379,6 @@ "outputs": [], "source": [ "def disp_preds(net, image, labels, k=5, name='ImageNet'):\n", - " batch_index = 8\n", " input_blob = net.blobs['data']\n", " net.blobs['data'].data[0, ...] = image\n", " probs = net.forward(start='conv1')['probs'][0]\n", @@ -405,7 +404,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 10, @@ -416,7 +415,7 @@ "data": { "image/png": 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yvUJS3DfmLUsURECnW6oGgUxGBSVh7180Q52jz0UjoWnYDZxRmdmA1bqxNeau\neUffgO3BSO9rH1FN2BftdUV0uV7gw0jD80V9Cxz0dpMRTH0eDYNXgv5wjU/Hv8Uiuzfd1Z7j/a86\n/Zb+js9xZBQzQ5iPH3jtlQG2n2vXcy0SsPskUSL9LMKSGX7fbMab5pkkmcYshB9vja9t4/cvwq/e\nLfzyqaC6cq/Ky1oRVf5QQ++uWXXHHC4NJL0oW0ZLFpxqwkmN+6WC9uq/MsqFVY1CKlvbcIOHzXi5\nVEo1fIu1IkXQElLUk+F0u6ojNJeIcfAIPW7JDNwZdR2bWzINzSDRtEukHOpxYF3C7yXMoQePOVGC\nzdnTiHd3YYYea69LEy9nyLpkANbHnedEmngwi82M1ozNgsE9bY3NnC1rTlqu81jy9kyrPbaP603o\ns8pxocu+0DsrHQYyuWYSz4jA388I5vOO4/ggkc8S9PlPz/vtIpaJ+D7Qv8C1kXO62UBKhwEMRnCj\n32E8PXDOdEycstLxusFT1tNXIhbgs6J8WZRXtXCfxr6iyqXBT9aNt81Gv6tn8lGyhjdPxu8ZfN2M\nu6J8eYbXJ+X1UtmKRUmKXMwCLApNo6y4qKRLLSz5TSMCEJy1peoiAYGLRBGUbTP+8N0Fu4O7k6a9\nNtZAJ4RmztNqGY0YM7hZZ2awbc5qIC2qCpFVmc2hmUbcv8moO1AS/vcQZclKSia+L0cLQrU0+g0X\nIH18nVcLPchzbHLk4GYj6hD33KzFseasFrkaDqytRaZoc1azOO5xboRt2zAlheryHVUTuq7bX8qY\nyTGj05cP6fbvo7FbULszl+OFH2QOk3SfkcM4JhPzeTaI6Z4HsdwJdmQ+Tn/nzgbB98VyGNu4qV8f\nO45VQ0LcF+XLRXmtlW/U+OH2RFHlpMo9zue18NWpctYoVYYIJ1VenIRXZ2FrAUefmvFkzpY1EbcW\n+vk3zfjGwKTxj9bG98/KXQbyvFZlOSkPlw1EKLUgQCMknrqz5Xy+bSsnUV6UKGNmvfKQOJhRSmQV\nPl5W1uZ8ZpVliTLoJYOwPKHy1hqLVehGvdTR1xa2gzXLikHh0hyxuNZcaImeel2T7lbU3GjFgZb7\nJIR6kgyvWRaeslHktBsWu5SPtyO7V50om761xppEbkZWUrZEA5FpieW8deI3n+TgqGiA5zyEbPiu\nhiN718UOtoDZkObTQu/H+/PMRrOZIMdv48utm7//t6NHYG6DBrtn4KC/X/V9lPIGUvfjPo3928Zw\nxXDketjUbFK8AAAgAElEQVRy+HBEV+Nj5Ol/sRS+LMLnVXhZCueygMNSKsWNlzVQwWYrT1ss+Cdp\nA65CSNsLzirwZELDuYiz0iWqc3Fnuxi/+yB8sSivCnzvrvKL9wuUQjPnMeMQ3DUWdmY8qjgNeOcb\njxVenCoVsiCo00zQZtQars13F6PZyt2pcNLGeakpYZNYAKwXVIkioc2CwCQhvWgwh9bA1TPUYzJy\nt+4C1FHjIDZKaRl70OMJbEB5c6dhuMU66Lp/SG/S4CeZBZnne7gH10QHHTkMdSG5SkRRSjCJgTZy\nD4XugclcD0/akplGbrSPW9zkCPOvf40f90DvGzR8lOjcRgTPmr7/9/cygk6EB2LsjOpqTM/0l8NN\n3qOWyDUBX6GB+diMSo7tlrs0mcFZY6u0V1V5tQhfqPJVE55y9yFHs1iHRbSfRsLR4+Y8WsDVloa1\nhvDOnbdpcTeCgFsvsJHtCXhjhrpzfnRevdl4WQsKvKjC907K61pYcgF7y3qJqTpc1sa7deNUlFMp\nVI3sS3WjmLHUgkmUY7OnxlrgabPJ3x9MZG1BNO5QkyDdI3lLRFDPvSFTsnby3UONe9p3dy8mxE9r\n/qVFh5Lz03c6WlOdHQFOGfvRLf0B2rpx1TCTHhs2UhDiz54fQSKLjjd7bsO+/GR4Fvp4VRlVn9/X\nPiIy6B+OGLwTRLyIIV1n9UFhEPTcz4eeVeZ+bxD6s/MPH2a4PqOS/rae3fzIDCZm8v5BXo+nxyMd\nx3jFMH6KlkOuAoJRtKaf2vjiHCXI19Z4MuFha1ya8eRBxI+tG62iXkEjJPnFnG/cuLiHIXKMR/e5\nzqi3LX3gl+Z80wy5hBGtKnz2CJ9X5ctaeFn7fgACGEspEcvocBKnSuOuCkuJTMgCLC0TpDQyIN2c\nrZExE2mpT7htAu4t9yEIxmCS1Zvp+C3TiDxwgUjcRzQ2UOmFSH1KFrK04nfo3zMOVzMu1iMYM39A\nuu6eTBrJ0GPCoDkMhH2vxixswqRaTIBTRZCSuQ2dScy1PGUPlf7u1kA8WvNvWck7Afnxt2k2mM67\n6n/qcyYeP5x0i6BmwofpnElSD8KemctPYY+4GkhHPe+h6qE+HcYwI4MjangGBfeLG/Dgztdb44Ky\n2caXZ+W1KheDt5vx9aXxZoO3m/NNqgNKEKkmAtgwNu9+8em5n9k2GAxhZw6xB7HjXBx+uDk/Xhs/\nVMv6ChHTcBLn3BpP1iBRjZpxvxROBc41d04Wx31DgVd3C/dVqQhFIwuxG0DdPCMA429n4mWz8KCU\nqG6s3isDCViX3HSQT/OeMLTD8mAGktO/77PYLJkQ7Nd49FNkro0ke6X7qWebxnm9srLisgd66vWb\nI6CpC9EeyxBMLd7hd1VNEOdqT0Sc2/A9FbpBNBPhPZO0NzhCX4gzI3i298BEbUfCnz8faX7cQ66P\nX52nxwsOz3FEKfPpnfCP0P/50J6hCmB3y4a//m2DFeHNZixibG78/cdHThlEs7pxafDOsjjn6Nb3\nv/19jDmcBr1TCfsK7nv8zc/bpWp0YBL3vAAnc87SuFPnXjXKuQlsGluRt9XR1jgNv7nF9mgi/GS7\ncFeV+6JUhfuqnESoxcfW5FX375GyHNvFmRtnzcpMKlQtQ4VorYUdpIXtpOTmspdUDzaLGIQefhy6\nfzxfGBujGEwASt/NXh1Rdqmex6Qziv45mUxfapKqjyZzG9mSxPld7ejHe6zIXOXvVvvo1ZGftWdS\nUp797P3DBx8uf59nYGYeMyO4iQKma0Y68Xz+jZMHAjkgFj/c7+Zw52snZuU70dwc3/vGcGiei35r\nzrsEst7HMw9JDgy6j73/nXeU6urSFRrxw5D8eg5EqCnA+ncFKiGRt25E8yA2Ic43d6rGDs3mUDM2\nAHqhlAg9ftOcRRsngZcL3GvUGOjTehJF1WJvSGmBHgiX3VNRFlFKE87VYvs1ERqFh23jsYVxUCSk\n/7u18biFYiFpUzhJr1ockxDBW+GZ6cmVY/X0peTBSMd3ckt47cSdv8NQXfpmM4ojPteK2AuwSs59\nREPad1hN6K0T4rM9FPzwOX6bheZ1PIEcFjV7JiSH48cKyp3lPnMRTpIZ2VfUuP6G1H/2fNPv7pkn\ncXWTK1rfJfGMhubfjv3nuOfxz7+Ne18P1Y9oaTZevq+P+fss7ft727FwjF88Kx0LGxHPX4jApiae\nKSPJDFKiIpG0VAjGEIQURV/xQCxPwEmE4j17MAju0Y3iERF4Ap6acFfCntBLiRUiBPlUnErselQU\nWB1jQyXCru9K7OZ8kpC/j1sUj2kp1leLTMrNuuTPSsZpv+gro6OAYp41IPt78jF1EQOw6/ax/0Ju\nqFKEIj3pKf5VjT0Xa9mlvghZXk2mvrpBNIKc9Lg+Du0jZy1OEhAO0v6wkGfCfsYIjpfcWNhj8cvz\nY8frdbpRRwVHpNsHNtX4f/Z8Iox9EGZ0cKUmcD0Hc/+3hfz1+P9Jfuvt2Zjy4GDKBwZ9RFPjMTqD\nyLkYm3xGOO2JcJ3hkvsbhE9+xyDBMEKKwikluWbx1iXvMaoQe8hio5f/ykAl90yCCq/H5sZDc+5K\njxLM/RJMWD32fFAsKsV75CIsVbjLiEMHLmrJhKK0WrhOYxdlkKyr4FkKLVOTBfakpkQvOUehDnSv\ngOdvISO6kc/zvWiGbMechVtzKcpJQ90pmpmeyl5RKd9RzePNeqm0YL4fah8vUQm5ostoR6W7f52I\nWw7Hx8EjYzlez/Uin895Zmg8MIzR/zSbPTX6aqgHKp5Lkc9/jy/lfUzwFlOD5wjgaqzcvqZD+uOz\n31Ik+yPPtpVx6cyE/fBbdqmSC8+HtDsBjaiMLALVdQJvPhBDkb4PraSKkDozznBcCGBOI/zsIRvS\nndbPl4j8u7jRpARTySpN4pJVmKKga5Go9FRqiVqOJbahiKSpGEt6EYnsRQ0GlQQfy3PKauzTMeSE\njPEP92BeWCSjOKVL8x3ad4KeEcHYJbovMU/UI539pqqgfT4F028PRYaPXenoICBvjvgoNcfxI8P4\nwOf+Zg6L9vZ9bkjsm4OdXnusxmsCOl7/zMbRaw2U22M6wvEhlG+oBO+D+Fe/z2P2fWw3+7rR54HP\nxanxpVfVEYGCUiX08F6so4phAneuLGiE7uY1HTovkGXV93H0YRnhrmsZH9A0Ep4iBFgGIaoHiugS\ntaOLziCqKHU8WrzPXpNxN/T1GRI2ZBSp3jKAaRdg4cno1YdmRhBzcs10fXI9ggxoL0jaQuRqifTs\nyyhfeYhSzOv7kTUDkcYuUD2Qqu3KSKhHH1gjfFRvQv8j1yzg23Tkq3Mm6fQ+hjGIaibGg3ScCeDq\n3H7eAbFc3X/uU6a+8vDQn+XqtJv1FYa0hdSN9r6Pj/fseT8wb/N45ufqIma2J8jhnPc2v7qm6+QA\nknD9nOMsaf+4LxF+3DMChSiD1vP9rUtP9gw7S397d7W5CKs7NT0gdWQzhm4RFZRCDTGTqEGIU7Tk\nqGO99KKkLpI77mn/lYjskyudvxs2baiFkVSl+b6mnT+SocwMfH4Xu0QaPXmoNTLUgzh4SYEeIdYx\nLiXcla4ZMNXtD50BS1ZBMtg6KxDSDvOdthkcbGnvW4THqLqrbvorOBBb/21I9snYd0WYt5jIuPH+\nt7+50d9hTL37q/v7pJcL12pGdtifTSCraMa5KhQPKXCFBtL/fYViOvPok3k1nxPFXmUxXj3oB5hL\nXj8Y5N6f5++SoeVKoIQw8UjuvZJ6ej5HI1CBiyAek7YlsUfREb+a6k6MlpPc93SwPEkltoKJYJ5C\n17WRcBGGWRA8C5O1HLt4pDn31xk7I8vODLKgSd8jIQMMh6TV7KvHEGhmIZYMujJvGUrci7PIxGr2\nZxL3sctdXz9VGFK+aHyP1O5AH4tCVWfxrNWY6odJoiIHvG9aE/PYVKg2rb8b7eNXR76SRDOxEOxv\n0Pq88OdFvEdzjb9HIj9K8vl+z3jBDY5+1IsF9prYU/89AdP6sbmvxpVbzvvYp46VkGBuvDwtvALe\nRGwrUgpmjSeJiLpttlmIx2rW+fmm55k57hhPZ4yejCyZlb1Pl5phQP8c0ljzEkWzLHgG9iTxbDkV\nUb4rexMgS6mP/IG8i/r+WueKfr0+oLTwGKhFYZRC+O41e9jcUPouRBLElo9pxNbuMWRHPEKjY441\npiDvZwhb7iLV88lwvw4YEvaKSjnPkn3XZPjdThAbstiYl7m4ye5RNjZS9UkmUwRqg1PWalhUY1fq\nkV4d9RA27cZMRj0FUj1w9+eFrw7tO1Dp6EqUHv5mU5n4xAek2S1GcDz36vcDMc/njijDPG/mVR1x\njPMkavinL3gp8MVSqaI4G6+qcFdO/OBd4ye2BdTMZCcRCd+2htX45VK4E+FlgUrhzhqxCawAlUd3\nnorztsXW5q6ZPSe93JdkNtuEZpjnj+d2CGCUQptdn1e/x/+6nquEL71JQlMnP4dh0MRzx2FYB4ag\nGwlo+zYhQVCJLpBuWZer1+Oe6dSkNV2ymrL0YihxbBFPM+W+JVlNfbpIv8eko3e7h3dVJewDvRjr\niPH3XiI9IxTxzGT03VCHs1mLAq2q1BIb1MSOTVC8bw9nowJRL42+v55AEiqdSYT0XwhjZsUxNdwL\nTqNaqFrhjuyMwHNbtkRr6S35znoT5jKHg4oFhhsu9aBd4k8Ler5mfOwEeuNmR5RwS3LOx44GtRlx\neBic7kroriLCyxJ7GJo5r6rwalG+f6rcV+XFsvC9E7y4P/PbXz/yN38If7CGxDqlP/uzWjiVMEa9\nKMq9nhCMR/Nwe6mytViWJ48w3jvRqGwjUFEeSsjG1QPatl7EUwlp3wN0uC63FQsx9V0RRJTW5z8n\npaf9IsGwpB8jDHRVIpNxFQMxKsLJhU16Zd4o8tH16pjitH4ngeEypriXFSehexBGeCaKxvMuJBCL\nzCoWhLsShVbL/Iww0EoIRs2xMNSMfp650xLOtwxFtpyJ/txHmSS5XCJl+Toa0XLDWcn1Gfp8BlKJ\nIEV25pB9m9kon9YzFJFMDnMdhspgWoBkmHXWPojqSU7VqIzUYw723Znf3z5ybkKCuysVgEl6X03/\nc6k/I4H3MYIjPD6ec/P7QSTq/rkU5atF+aWl8mCNDfisVqpEOOtX58p5Ee4dXp6VX7g/8dW98tn9\nmV///Mwfe7Xyg7cXvl6Dq3sSTEvm5zitRVDLqUTYK6pIxtYXVc4In4nw5L2gRUTpbcC9hC57qQXr\nHqXiqGoWBoliJJ6rdHWnSa8NGMxFPbwCccz3El7inDzGvOaMlNTxg+jDHKxC1gnMJS6RrGRpfS+p\n4QS/mSRhrgthAIhh/OrhtJLzFD177qTsmVYskU8gRhVFcj/DsYlJXy4+ZQV0ap5et5MJWRY2nKCj\nkKw93LcXLTEPFDQYmRTQUDS2rLQUkYLXHoulRCVlUpXp3oUeJ+j5XDtL6q7HjC9I5tgrggy2nWX1\nc6PmfG/x91tMBn80ZiAivwN8nXO3uvufEZGvgP8G+KeB3wH+bXf/yXs6uNa7O7um2wo6NxsrZb9W\np2O3Ig2Zzp8ZxREVCM9/ODIc3SXpy6r8yt3C5xXET6BwLsp9cT47VV6eIt/dzDhXYRXn9y+Nb9oj\nd1X5xc8W7pdIBHq7bjw1cBMeNuOpwRONizlPm1FqtyzHPgOdcagoGCwirBgXoFphTZnX3DEpeMkl\n76E3NtMBhVeHNR+/eCyqLSMGu0XbHFxk7LJs3bzgu+ZmktZ6dinU56+M3ZF8SvbxEf0YQUbBnJbp\nNbrAXvJTMtsyloW5X91noatbPoizKWkctCHVY3/HzhSMHYckg8n3u/vsZcQ0dBDfn7t/6Qw0Zrm7\nUaHbgoQd2RRxFu3FYGsaA9Pd2FEQEzlMeTuzfaL/UXwYFPu2bpAxGlnfsRQGI+yM5EPtj4oMHPhX\n3P0PpmO/CfwNd/9PROQv5/fffHZlTvgeo85hNrL7ee+Bjlzn879NNTga8nrnR+YyX9M/91kkdMB7\njUIdLyucUxKVKvmSlSd33j2sgPKE4S1SWDecFyqIKqdFIw7flZUspuGBBDysTNQiiGSBjmKoZmEx\nz3x5ibBcxbkrSjHHinBKab55nysfUsncsCJRpcidNY18s61TCXi/u/gY86xO+tTDmFa6SSXtJUgY\n0nr5Fs9XKSIsvuuvNkUeFo3zSxoeq4axzIcUjcUeEXgxmI3Qn0sJYlq0JGFGtaLihHSU3UjXffJX\naSr5rjXP71GNMqR0d4kynlnIQiQTc+vzthN9X0bBVIpkQFEyg1NRFp2Q0EDGIfjMbewK3ZfjbBDs\nDK1nInabxW7LSLVGNPeZZN9C/rbEHO1noSYc7/BvAP9yfv4vgP+JW8yArgDMRHvodiQIHZT6IeU/\nxAg6w5D9onHujYvk8Lvu16sI56K81sKdKpfcqvxha9gWL/pOe7lsp2RN/9YagvD6xZnXNcJYvYVZ\nqgGRqh/6YkHZNF6iCKg6kdWZ2mqmAksaq7wqly3q3FXCPeUiWT1XWAd89TQZCBgUKSwYqxsn4JQE\nG669eHqbYjLcnY2h0LGke8/FqSk9HUnjno+w2iDPWKCLaOivMEKC+0LWtFM4aTXPXY6LBJM1szAW\nqlClRHZhqbHjkljmO8SORlt6CdxlMDN3GWEeHZZD1kuUXj8hGJfJtFx8MnCSRmJIgu9JQh1NkPYM\nmQx3EZRUOkMowSgKAfPnfRXmNVgpeO1Gy7j3CN1O3UpT3Rr31n0cQmcMk1pCooefc9kzB/5HEWnA\nf+bu/znwfXf/vfz994Dvf6iDvmdd72y3FfTPBzWhu7WuCJ3pGvbz/78wgv53XB//aok0WBH42p03\n28aPGpykJByHBedzNb5YCp+dla9Oha/uFkoRXCIPX6sjLVi1uWeiS+xe9OjAGjsBmQT8lyz9rVoy\nmk8GsVdgy3F1Qm2W0N+dJgrWhmFqQ0fQTtTlixWikMk+UaVI8HRrJeR3H6ESl5yasCcQFmxnBL0s\nSRyLROhx7FgUkW8nVTQde+TiDOYQC90ljWEesf4nQm04VcXSjXguylIKbhp++Bk5CDQ0siEz5qC1\n3EvAszox3ZgnV6+6VypubsFQEbKECXskRRovJQlwENjeR49krLqHEXcvgyaS0bRxMAi3mysSCZDo\no+hV/9o9L33pJyoZZdRzDL2K0igN4D5QBHC1H8Ot9kdlBv+Su/+uiPwi8DdE5O/OP7q7i8j7R5Bv\n5FmOwkzIV8Q9IYSZaTxDFwfEcIwgnO9//LyLBhAwb6yWFuacVkmuL/nS70VY6bXmCivCYxrrXJz1\nceUB56EpxZSfsLJ46OJnBdcS0lLBXIf0j6E07kpFRNkIfdhRHp6euKvLsMLXAuQW581bEJBrJqn0\n8UXNvm4R7VPbgUBJqa9YSOn8B8F0MrolVTsihDjzL8L/XTgnM9O0AFbZq/LagNOR6hu/Ra2FLY1l\nKhFUs2TCj5aSUi3SgHt9wghoSteltQxcyifLQq4DHXSB0glvkEc3kDru4cWKiMjZtRf7HhTpBr9c\nI5qE5nuZ9O716AY9Tbaig/h9WnIh6PoOULMsCy9vr7nYvSPJGLp6M9bHTl7mOlVWjt9GYlSPVPxA\n+yMxA3f/3fz7j0XkrwJ/Bvg9Eflld/9HIvIrwO/fvPh/++vxwkTg+7+B/PKfiJfWGcGYNN9X7Szx\nj5L+irC/ZeDPVBL6u5mi+wjiIuD2fD8X2HLpiSlNlXdm/GSNwpxvmvPNpUZRUBOemvGI8MPtQmnK\nE41XqtwV5fMiOwzshCMBjU8aW4Q/ZHhpbOPtrN7YNuHCxjkJZRF4cS6cmvO4GZdm4fMX4WKweWS0\nt6zzF4VMwd0yyk7ZBJZJJ13ohj0ZC79n3BVkMIulhFEzPBV9C7aI8nPvxTyDCPvuRVXCW9KNYJbS\nrNsZSr4nCaG5VykSRgizI2gWbAlmAnhsnT7g/1S7IVBEqjndJpLMTRMNRnCS55YSAeWr5C5F5G7R\nluSue7k07Xhc+qqVoXYBIxBtFGyXLrVzbmeDhs2hVt0UmRWcE7X1uoyStDGWrwQC64bNv/u3/xZ/\n52//rZ+KMOTbdll574UiL4Di7t+IyEvgt4D/CPhzwI/c/T8Wkd8EvnD33zxc6/yl/zRNs+kOYbIh\ndNPoIPqwO1+hhYHz9Do8dwYMvY/jwSMzONoerlAJ10bNUD53fVGE1yq8FDhLuvYKCMpPbMVMWVEW\nVzZXqm7cSTCUs1QWDSivoqwe0P6uFM4asQSlRN68i7KowyY8QJYUX/mF08K5KBXjroYG7QqnUol8\nduNpM9aWq78UnsyCObjRWkjVzT2Kd3gsPvMk+GRWVUkkIyy5+JZSOFXJlGPn0aIi0CKxIapIRBdu\nucZ6Pn33f5fchShU+cxRIBe/O6olqw1HEFXLYB2QIf2KhHo0hF6iMU0JHtmGnvUQPIyCOS7LXYzb\nZOvoQVOkaqbaic6HvWDJHaSLBFMrotTcYq2rRWEMzWrKslcm0qH6+lADhqFzWmYKWagkeYzsiV+9\nj0BLXV2K9+TuOzIYdg8frsq/9Bf+VdyfYXHgj4YMvg/81dTBKvBfuvtvicjfBP5bEfn3SNfi+7uI\ndNDuXhHAu7VnmLJ98iL4tU5xJNpju4UArn4/fOnf535n26UmJ8/QTsmXH1bjwkXhwYQ3W+TGPwK4\nJ3RulNJGFZonjOYbjw0u3nghhebGE8K9GXdK7GZ0CX09kEJKRxPe2crrorzbNpzCSQu+OUtp3Iny\nsjr3GgT72Apv1y2z2+Cl9Tp84Ytvtns0VouKvpfcaKRqbHl20lBpzkU55SqePbqC0Lxwsb5XYC58\nyXulx6XrJH0fgGa7sbG5jK3NHPC2hgSX3PJsWPkH8A89PYR0jCN3OBaPas5r7n/Qk6G6Xt0TlYRI\nkx7Pksut75TUjXwCOyF6xGN00DrnBwyXRXcZ5sXejZvTnI0Kx8NQSNY0DF99r58YgKMbDiNmJPYe\n2j0fOhkNS1eRbL+XmaWp+v3tn5gZuPtvA3/6xvE/INDBT9Fk5GM7slffAboB73rVdckvXBH6bD84\n0v8g6MFR9uNX18nzawcjiN/ORXlZYqehc0bJrWZsAm9a7C24emOdeBgSpcdbwv9HwrV3AZ6sseWm\nmg/awI1G4VGdYqGTN1fcG2crLFV4UUB8r3yzivMi4TBSaOyBLSLCeSmcF+dclyjR1fcqwKklpHRA\nYxnWdMFHaXEV9nBp6frxroe2XNAhRWNjk57hN8itS8AsQnLZjNZCWm8eOwU1jyy7HijVzMb87cjR\nYRIWYccB3LFBuBHlZ3giir2eY+LLSJ6SyX3pfb6ShrW7ENnLo0u3A8jV/PZKTirhJq2p54uE7Wcs\nqyRQM9/vNZaZ7zJvKj0gdPWIyWjpFDfUwBS8auS3zQimx+kk6hIPT0n7FjXhI5c9S2IcEL9bQdn1\nr0H0Pp3LRLg+ZnZkhnUotmMwBiOZC47AzgRuzpPv10lAxiKhY7/z2OziYsaKDQJwDv0TsfkPkmmw\nMCLL2qhkG67AuJdzIRbok4GzxmagvdJvxrN/Xk5sNNSUi5Yoy+3Otm4glbU9RQxEU+4ldkxatIRW\nlQu6qlEVToXh+nN6qe9gJDV1/DA8glASxSVchxFr3zxKfzW3rBAcVwQCsGCcnrsSu7O50BLKt0ly\nFQkvjid1SomKSdtmNM/8XclIyyHsPOMwAvoH8UxGOOkwPgi0SC8WEq7HXaJGQFIhmG7UOtjjDTIr\nI9QY2Q29IpPbMJfM8AjkegwU0BnTpBaIjLTuPZOr95NSf6COxCppjNEWG9dKjq+T0dgDUnOsPFuW\nz9rHYwbzHovAhM/y+w0R35/mOnpk/Dyne1xlCHZqP4CD8fm9k3SNFp48CoqKZSiqyYCxz10i/aWG\nMeqdd2mav3WWPTOqZAZ4WLejS0U0nEu+GatGMtI35pHn3pyv16fYPzGlnNE4Z7KKiHEq8KJXDS7h\nEjypcreEpZ4S7qyazHRtWea7NSiSBrLCCODxILzNfRjunNz7z3bE0NKt5+S+C5BIwtPAGPDei0RW\nJnVHETkn1j0kWQC1td0OYB4hvxbsair4IaNqUtUob7ZI1F8UiTLqmufUfPZiYRfpxUa7YXMGlfP2\nEJ1mpRPatKSYXmlHET0D1yfGsEsrH2pL31yFCa2o78VayGeI9Gwfgqrv99DDpIXrgij4d3gTlV5p\n5hlD6EQ/AMEknTmcfny4WX24kv7TB8n7HFWNfs14y8/7seaZRz8ZEoZZmn3c4x3vaCQ8fLrrksNw\nOz3Y4CydUcT3DQExXrry6PAkEdD0SgXR0L1fi8YuQ1pioRelNUM0rNohQY3FYw+C1Z22bjw1YWvK\npVgwCo1xmEf67lNu8NH94OFyTJdp5kZASKFRoESC4JtZlCbDByGpSiTVJEzfNweO6zePe176DsQO\nWMZgqOR+Dd0ouBvL5qjF4dWQ2FKuinOSjGIUG+62KDegkdUnET+xZNDQokFw9NfQzx+wvaslfrVU\nO2PsayCyEnfu4N4jHT29M912kGHk/ZnzHZB2gpIBeGVav534g4nkUs11JbJvBd8D9+TnZTP4WbSA\nc7NUhElR31tyvytEcPUjjJ0xD4fzTnnsA5zxFhOJQe7HxuRGdt6OVvLN63TjwWy6MtgZwA2GM4+h\nK42DR0SZi2LCCylsYog4X4qyVPilZeGtNb53KkDBBU4Ir5eCL85jawm4wrLtLjyZ8EQQefVQX06b\nj23GRbq13sdYikawT0kj4l1VqlSkZtFNtxB+JpDhvUpue95iX4OIpShErKKjRXHLHYsN6PsWuuCu\nIyw69kQEC2sjwwcvSuvOOovxh5U/DZbJuKoKFRlLZOvjyuQv1COxit0Q2HwPue58PRCAZnhxHh/G\nSUbBVPCR7mj0UGnpmyPt+j8Zs5GqlA1G19deXBDMVOhBW/R57LYT31FBV5e6YbaHfiu7MfR97SMX\nN81wTIIAACAASURBVOl/ZHDTbpz6AHa/IdW7BJ4J13cX5fHace8ZiUzXHQc4C/Hu0bhKsJqk+fHy\nq+/9uvyh/3581GE7MSjOaymINVw2TsA9wssKn50rv3pf+Xrd+P5doYnwzSXKZT1Yo5bCxTQiExHe\nbm3o7EJUHzoV4UVV7kqhaqoEiUebhSGxERb8u6Kca+FchYcWTKkTXjNCvXDNWIYgdkVYtIxgItJf\nv7aIwFzTGR8FTMOQXIO6KRZrQ0s35MUGrUuWjVxbbPAauyCFTUWyL/HuLcm03v76CAZh0wsKt2EW\nHUlm1FWYuXWX55ZIYazVJOTme2ZgXwruXVHKziXcl6hksZM9VqCTdDfOxnKWEeVpHoVaCpoh11kw\nJ7m4DPeBjGXbjPB+lcPD3Ggft7iJ+xC2+/cDcfaH62Krt4PrJjtlRxjsEnncFLiCSodzrzp7NmKG\nlO/XXSGa6drBMHw6p6OKWUVJBpLXxCkhAXoSVwHuzFiLcBLNIKMoYLI2+OHjhmrl956MB4S3q/PU\nMtmFNoyaRTxKg6cr7ixkFeCgrDWJ1HJu93TXPfnpbTPeNYNLJpjhnER4uYS94ak5T9uKaOw9UHOn\nI02p3Lrkw1k3i9oLfUo0DHPhQhU8LXEjqCfXhxFBTY5wEuOl5nSPvoIx4BmALX0fhjQkZmKTjvfn\noyJzIeMKZM8CdBg7IXeytvR0qHZ3Y6zfClnodUcLu/cm10GOM/JFgll1iSDEDtEk2sB7iHImnWfi\nmWiMr7CnV+9kE2oSQtZOiJGbfYeRgc/EPOA2u8Q+/nZF1NO5R4YnNz6Pv0d4LjCA1DMxfoMvzGjg\n+FMn/onAkV11GMhlvp1d3dZVc+U5iy7U/PFd8dRKnLeWG30YvBHnH7bc4jt9+FWcswnqGqXRNMnZ\nA+JWgthOJeIHRDUs9MRyRIIwt9xKTCSkS9/CPCTpbjI7SRi9ThoxCg8tsjXPpWRIsePe0LQpBPHF\n8hZKeBLcEAs/OskAIwVXWWS38IepQVmbx0KXyJ0oJZBJ1vVJr4HuuQtJZNFnMIMuRSWfe1j3JUjZ\nCPXJu1dE9lfVJTbI7h0ocmVIjCKugmvYO7oLdhcAuQuz9FH76CuWV8Y5eBiBu1dhbAvfk6CG+zJd\nnzK5f9NGFennfkC9z9vHrXR0hMndfDpBnV0nZye40WYJ3c+d/k7d7OfPB3pko986+cBY+r3lcL+h\n4O1jHwxhYmRujBjZno05MbX+4k2V4hG0hAubhk79uVXOVXghysWdd2y8kIVmwlmUl4BI46yFrTAZ\n1vaSjC6he26erqotCLG6c7cslLJw2Rpvt43H1sb4s2oWkTITtvseCHNRoTV4SZRIP5XwKjRbMVGq\nlzQYxjNa9lUysnHbbBRRFQFJr0Zx51wyd6E5m2+R6ozgJfR+cUGLIhiaBgFVRb3FZioahKM4aDfW\nbaB1AMQg+kSlyay2Fq7ivjRjQ1bLvQhKGGnTHdlddj2zMkxbAr4bBJsV1tzMxN3GmugS3Xs0qFkP\ncp8CujyrPUs+X0cv++dhg5CJsdHtFWN1JjN/f/uoNoOesehpGBxI+ooR7F93EeoHSdxZ+jNxzc4w\nPgyR3jPC58xmMK95jAfFfz50xcBk/NfH6+KROYhGaWsLglWEx8xVeOEFVHnjK1/Vhc9d+LxWNjc+\nLwVR506UNyaso4RQzE2wu9A1V7LunirNInnpBCxaeNiMH64PPG2xC9FGhNmWIcm69AwD3SJh4Y7y\nW8ZFHCmFU6mca7gIm0cJsFok1IYiHfiEdVzgftFkVt0b4CwlEEzUITQoilsvaR7TuiyVbWspDUv6\n6UM9ap4pxNZQaWzpCg4KMZAW9oVh/NvfXVQxylyLRFVV9oQjTW9DzV2NqgbU767Koh2MW+j4Bhfp\niKobR31onEGfWbZMegzDcRWmJ0d1z1QUD9VqxBT0pCfoHcypBj9N2sFHjDPoelEs3j0MeSasXNhd\nwbuyE8yM4sgIbjGGqb/5+iGpR2cTOrlx+dW17NBf4NneDP28YTgSqkSewpquOSdSZxsetQ40s+ei\nygeqwguPvIUqhW2NWIOiUAxWdRZTvhHnTUr8RcJOINYXt9AyeaeI8IinYTrs+nVKuHEXGpq+6pRy\nXUYlsYoQ6ofsQTer/7/MvU2srtuWFvSMMd/vW3ufc3+pW1XcggKqSEEC0QYpJMYYQyKxYSI9jS0T\n7dmwK3ZoErVhx7aANkRpGWNsqA2NMSEawRBDhyIUVIFV91bde8/v3mt975zDxnieMea39t7nEEqz\n7puzz1rr+3l/5hw/z/gH5jmBGmqqxJooSL2Y4hyReQde52C2HpnkzY3Zh0uNXEziLYufED2xbmYt\naRjt57XwtDrM6MjQ3gwmGrGg6lJMa1UHcNBfkLMM2WwFlmjDlGaV/oULm5QMbnn7DvRMo0yKh2V4\ney48ntFZgEQNizZIkAzLhwKttWC/6El1ByTbBWAwXKk1JNJKlskPm9vX9j170R6I2gzA23GIrLQL\n+H1vVDNsAvzuPHcMqNfeeQ/vIgQD9nh+MXDHdrbXtusB/ZkyCaLjTQB/79erkWUE3kSOtwgHwMQl\nRT8GDMsDr23gtiZGGE6bWL4w7IIvDTWdZ4YBcWKZ47oMOIBLAGslIS5qiRXZJ2FE9gpIpxZzAxBY\nJ3CMTF1NRmktM8o+VndiRRsCg+XWnZLsGAtYNrGGILzn9OdIJsm2BXn/gwIpsJh9lBryRo89gg1e\n1yqBYq7hp/m96ziyn8E6YWa4+shW6StwHYMafVX26IMchJbJPDYGHXOZxHVx4HoMXO8YnVodyhFg\nmfVgxSaYjLUpGENQkzuuQXPF0mmayr8jBkA6JQfTp7P1IoUu5x9kwdbKHhlDRlqSzVwcHhvSja1U\nM/MDd9f60PFywmAthB8w9vYr7Wq55IjNUeOBUBF7Jc2CRtK+Co00sElSABvj23vyFTahEdvn6/Xo\n90t87wJHAmK7xjNnoiG16G0t9p4IVqGYVC5gbHE+HGMutt9eWGb4CJkl90QOHeF4ou1+Dc4xjIFH\nyz6K6mso21PhtJO3pFZcBsA8AMxqP2ZAdSManuhBGjE98gYLr5TewzPS4aGYeAr0sZmobsnQAx0V\nALrD0sxWTV3AFNlOfa6FcFOLgtTUKm5TWTcCPqrCpVqUG/J+L5ZwXk1REpEmEr0gy8Wd0YyLszKT\n/7IaMc81RZQUbIPPMJT9CYqoIDKjLhhueH1NmP/25DOFEoWM7ODZt3EGJpRsEIz+EBlEALaqdDlR\njKIMzhBk5nVY0WEOdAnLCNRXHS+IDNT4qjVshhf1J22rMhH0RcFy3/7etPfGgAXht8TsusZ7UQba\nknjf+7xcfRaA0oc5x0tYe/tM3tsCzYKslGE74e0cMPhyLDbveERgDuAhDMuzG/GDOT5C2vo2DJcA\nLEbewsj+gFNxa0JGQ2olRGo+B+RpwkQXH10Aprhm56bDhARYxsyvHSTOq+e/w1C9/aT555oAmRFh\n1QFoR0dzZSrzudLZqWlHC5YONSjxKWkkZ5ksRqGy+YodA7FmliW7M6nJKbyioiZXRiUOB4VEhktX\nqIlLRxKy1TrK/j886zYSeueeOekIls7Ug30nBs+hlOJ04KvU2PgZw9NkIVah0W4sOwHWazAxy9J/\n4blwOZuDBKwUA7fsC+E0eQCvsL15Cua5zq8RBS+dZ2BiVlal7Q4Pa6lZ5oGKjN6r3XVibNraWlPT\nZKgr7NBff39IENTrds/oZRI8E0z7F5Vva6zKBAB6g9cwAGk820r/wLKc4XeOhLHT2NADC69XhvCM\n5sSDZ4VeIIdrAFmyjMieAk5b0dnw4iCTpzsrPdcHsonJlfb1cRheq/MSUDZowuz8l5/PAqedacwW\nHpDhu0GIIS2lFmAwFJNP1l8slho/LbWDS+dbdmd2ljAvtAfAqfWd25GoMRl74nDHxQ8cngLh8IWr\nDVwGZzc4fSOrIwJjZFmw/CqK16tRl1P7Kr9fvSwMCvGBRUrU9AR+6iOgzwByJDqjC4ng4MAaTgco\nquAruFdZj5Cf1T2pPmOQzPNZVvkXVhijPyAdfEjD5fHCU5i5G885cGOaBgSj37P3f5YvbObBvSDY\nvvTu9+umnh2l3fev8Rd7j+TYP48oh+AedXDL0FlQY4cZXsHx1hdexwEMZ5PTiQHDx9PweDh++zjx\nnWV4MsdDDFiOyoGKvny1I+tAevHdOLvPRlYuMhFHHYFHRPZ5HI6rBY4Argz7gbJq8nkcwGFs6AEJ\nRs/Jy8HrOBnHM3JxGQm1L4Olvm4ABtYM3OaE0XH8NBcezyxmerxNPK5gA5ZEBpm34Fgr+zcAYM7+\nQPiAwTF84UoBexGCGemgvFg6BNMbn4pgwuGRtj2gicrKTVjQjLdydFN/CGjKuefUTcO8mpNmjQGV\nma8SHsOyp8UkKjoX0Q4dtoORlBjZJetcWe691qRjkp2eoovmbASceR3DR/l0Mr+BXY+WMhk/fLzs\nFOaC+tvLptRk5Vrzw9XZdUvtEIMqoL4x3DsIQaq8NPpzAXF3E40A3uH3XRjZ3cvPZykatVrlNdHO\nvoQBPrPDzshowekLFwRew/AYE9dl+Mkr4KOZG/8Aw7nSsboW5/iFsU25Un6jsueuBfXBXoOZbHSx\nQcjvLF/uXP6P2GQ1rYheq0wMioa81kU6sHTqGRldGXxZUZeOretgCA5MEnLHuBqAo5bw6bbw1iZu\nEXjlI6dFxW51JaRHZC9IR8b8DQszsjR7mLMmgevMYaUybxS6TAoiMpVGNeENOmiBBO2c5BwwLDZ8\nCEvbnltQJGloZNA1jxrrRg3v+fxr5fSl22RDl8X2cLGKnC+e+zYtqzWr1CgyEevkIAsL5kGEw2Ze\nwxTmZFjVrcfcfeh4wdAiWovykJ8gnYrJQaocC8hO2/x3hQq2BJ7Y3rs7/2bsf50Q2EOY+3t31437\n90zZYiiH6EFAO7E4f2/kzATPLL4zsrUZ1sTD4biuRAPOtOGHMzP8Tlt4jQPwgUs4YiwckcwykHka\nhpXNNZDOrFfDcUFgjGxpPtgBSI5BMerFkWnOw/AwkOW9loRRCawGwAZtz4xOaPvSa96mAuTrgRjT\nau6Bq6KS99vy2nC9Gh7GgcdzVsGPQdl5C0hMA8ORQokOPjdFEih8WTZ9sVz5YyDNFpJJIgMmL/li\nqNJY15CIKY0Rll5Plf9YO4jpi0on4ObzAtOv6dpPElx0elrROJBzKQ+uzxNTlnv+IkOOwbCqGW62\n8HhOnJViDFhkqPJkCPLiYM5OFB+4OStb7V2afna87Eh2ZaY5HR4LQEUXRGqoh2gpXGAN99g+yjkm\nUt4dlPnr/reVMyaGbXHYqI8NOgZX+QOsU6l5X+U3ROBA3v8lMp3VYZjuCMvw3nVl92EPx5sxMeIC\njKwe/MIS+j7AAQ9cAukwMsPjPHEZB2644SEOLEYbKt0VuXZvsXCZwFN4avr0TMEAHLxvG+D8hkGb\nfFHotsMx1kwhxvjuBQsXMxYJ5dqvmEypTQ9+ORHXQoXWEJUWfNjEwzG0qxkd8N6DhwP41oPi8zva\nS8WwtqxAM8cxDhzDMdYFGITSPF/inyTv0wbTijV9meXaQowubzyqwcpB7T0MTAwyRrS649E+eyER\nmZf339uhxAiNPp/nGupkbNmT4lyB8OxfudbE9NXC6AAuy3AdB94+3dIRLSsYAFb6ms6Vwi9pNBvi\ngkISADDnV3LkC89azJ8BMObjzbMGPHfIlQmxn8Z72WFKnckjtu/fOSNL3cX2N0p6h7StsesP7fqE\nlrS30aPIAIadNvl0WubDP8bCEc6knsXikrQfv2UXeOSQElvA65FVeelnivTwAzWh2AN4IGGbOU5L\np+AupCwC0w1Pa6ZX34KedMuGJubwmXrP5sJ1Ol4N4O058foy8ADDdUmbpW2+IvAWC49iXt7jYYYL\nW5krVnYMwzg0JH3BPOsFL9RcaZIEjnFkCe/K2Puybimedu8eWcr1cGc69JY+bOsGjAGzzA8YQIci\nubFHRMbm1WyFZkeCbhb/LlC7Om3sRA1mhnDCd7PusSi8IEQBq9eVpSlVZGjfQvlikM7dBeC6LpmL\nwWpPjIGI9BcsZ3mzBSbXbc70F1S5NB2y5wrcprHVvpK+wPdz/b7qeOG2Z7iD8y0IqMq40AAZ9M40\nyFf780r82JHFc2ECCp+oa0qn51uGpVCmsSNPMF06gCucGXE8nxuTckK3S6if05FeL44OBxTWBjxw\nZQdeR4YPwx1rMusNHGCykJWK0bUFbsAIxxwZAdCQVHlXFjT0NJ1+OSuQWhyclOyLjT8CV7LDY2TV\n4uPMmY4PihLQAWYOxumtmqpezBAeiDNt+etwzpEwXA+OIzeF8RYiZmrCmRWHZhPwFBxjGTA5pzkC\nc53ZQ9G8nm3QWSsBLGXnAM6ZQi9zBawGpqLWLYoMFk2YCBogREOwVhhjeJp8Eq5K2KlwYWFW5BCY\n7F4dYVjzRCwD6LwF0Z72Qfue6THM/GRq98EIiuZVr+XsOpVZqmlqZpuz6ZnFmU1kWAMxc2yeHQM5\nW3JRKP6UFyq1AOgNrxCiGcphqDeKwRNCC27d+/eY7lqXsEIeyazZEjvKqYjqwe/hnGbmOVJ8MRtO\nZ/Oeb3+YY3pqlmXAAzLmP43ho2FZOWgTVxtZPciNPAiyPbKh5TUyXfWA4WQrMCMBZdQBHWYN/rSA\nLzBuPRAxSze5G3yln8KMOf7IjT48veqO1ZmEkY1FwpCVd0cirZmqEhd63M85sZyZdGEcYsJGIUhm\nXZbTlo9Itr0Yhc4xsq1ZBAyDjTcWEfrCKwPiGPQTKcKSOzjnbFQ2F+CcsKxntWzXLmpI2L4g40J+\nAPUVGMIDxowD2ulrLfYL7GxGIRUPZFQlurIQlhGXat0ubz/9V3MGE7KIRqbyISxJeMl0MFqcAayV\nDmFew4cDtmBnXis8ozbLFqZnaHIuYA7yyALMFnoCUytD96+btPiiyEClsPngxaCGXCkSt5JMyvAl\ntIOQApBavNAyvc5mTGBBSQsJEBDmCgWYMQEFwEFP8gIQI23ESzgRR27+wMKFdx6Ww0phAY+FNYCx\nWHLrgK2ZpbhwDB8YAZwO2ErtTlM9oSjkJ0hhEJGRgaCdCkI/QdYRBouz4uO5qgsDSpKZcHhmGDJt\n+GKGh2F45Y5X7ngYA8Mca82cveADry45Yj41Jwgxj0zIoT0u+1eEnJB/YtkgfE1nmh0B88nQ4FHw\nf0lZhpNZE4rTb8Z9M6zjyLXHwpDzkIyoAiGlAwdD0bEa8SVS4neWQ1EOIQKBJ6qGVjz0T7gBIz2j\nWVW4Fvs+Cn0wO9CEbPvc0twaqzZt4QjDQVquvbVGJp1rk/c/zIDDsxtyoLIXM78hk88G6SS3LAWf\nTE01YUGoz/KHjxf2GSTlF5I3IKR+2fXmrhSYH9rHUfXpom2zUIXbhhEoa/Js7Vm/0G8wtfBiAF5D\n2nmyE0720kvimmH03meGoFl6918F8HRwXPjFYCuwPNNBhwPXcIQbjrUwbcBNhTmJOk5bXS0YCtWB\n97zSg17ClJGC1QM63BKGLtryBACEi5nk4/Q6y28+mKBzGYEHn/joyOveGO8fCFyH4eEYHH5S4ppB\nGBIerNJ3UyiknjqXcX3y/i+eBkRadm3TJh8G+/zzHDGx8Xe2QQORAG3vxBR8JncmVskESKHoBxDB\nEfOE/0aNGpfBmg/DtGjSweJAFjFwlkwv0uSKdpB2VyKaBpE+u0U6Uls1W9HurWBkhWHOxKkhdihB\nuzwbzBjSlDBmmhqzNRGLw2jV0zHLpTVToftJfPh4UWEQYmwgGdUmJbMXSKiMTTeGRwAzx6IZYZGE\noBl5Bb2gsBtQ3V8iPzci7fbB/PcTwNVz0mAW9HDeIBzyv14jQziwbmIxjDa7p5lwmuMClFd9ENou\nZCZhEk9unJlXSFBZbyMY+155ziFGU5IPNnPBAV9Z3jvWoqBTXJoVetGNLhyBq2VnogOuVjsJjzNI\nD0NmFw4zXC8D37weGACe5ky73D0FggtmixHIFGTwmkmAwJoZ6Uj7e2UnZCQSOkC/8Qxm0yW+UZmw\n6p3NFRdq51iuBoVPpGB0pjwvy+upPDg7CjEvzdJUUfYlaA5qiC6QkR1Zh4VRS1FwjcMwYTQhVF0I\nmjRRtO2SYDBYZOTnxMyWcHR0Rv3bzJDtCGR41CMwMWkaZtJW+soOzDWx1kwxJXOT3oc0qjIj86uO\nF3cgBqIFAu5/Gr1hAbT9Q+bYgYGcRAMZYlnIzDYL5zbQOaPPO1gAlOd9FckA02i70+s/SBHDgl2H\n8vMHNUGY4ZUPTFs1cmyUBE5CnZ5DLR7ofFK2G9gSbKYjgJvHnv3upcol6NwCsVoDgc+VyTgZoVAl\nHDw1xAg6FSMdgg8jR6FdmeB0scHeBJmjMAbgR2bzzfPEDYGH64HXV0MEbX5TrF77FGXjO1ChXzOD\njwMX66Io2Tqmz+bDZKMT0kGW9OZ1LkdGIlYsnCfF8gCwFswG3LNv434YUElPRl9CdxAKCq4cPqvP\npmIlpeizPK9TcFQsr1ROYp4w4ZPc3075TaiuNO48HYWCUbGFVYoxtgiJ7kH5FLKHzQx+HLVObpYC\nASxEGzlLc66Zwo2hco+kwa8JJrygMIhoQxedt6/woSRxLp6LjlK7hEH9XNSy2jBxxcKTMbQTFa0E\njJV9hpr3p80OLtgiwytmnITCacBBEoj83mGU6ITJCgFe0D6KLBJKweGepkKmp64cEMKKu0GHICyY\n6FO+oGK6tJgBs4UAUUfGqQBbXJ9OMwbJUx1xQGZMoZqZe68Ow0fHyBwJ1jfMMNwmcIyFhYHHOeEn\n8MoGi31y34bT417Gi3aRFwAh/DrZjNRp7dGx5VkkJfZaS+YdiZfPZoTNbo5xyKjJMfVJF3Ik80x8\nwB4lSBRl6WfR7WpYSuYt5GeUdRlEhzIxCCYY/0/GdUeaopHmmjpBBb3+okulAg+igLwjK5Ri+tu3\n+6ZplXk3XWcAmRiWNOQOXA6n3yGvvSJDv2uN7NZkC+ostQopffh40WiCehTETlR0DlVjLVMGGDW8\npaYkAswIAc2Ig9JWBToD4OaAAzKN8fOg194wzfHI+ItTPrltJbMrw42L76f50XYykIJE9qozl17D\nSkAz5qSAHx6MXwOKdDAvqKufxecFh6Wl9OyKiqQNy8ZfZTcb5O1vB1vAcKrw5ZavPxjw8SUdhl/O\niS+ebnhaaUbMCxAjx7Wda2a7LyMjDGPdA7v8mPLyxcAUxLHKc982PQmbAg6r03qzkps2caiIB3c+\nJRUny1dhvI6YKhWF4PCepAReBLoytW6jU7UeT5kn4YLaK3OrASdG7XQuY5u6bLteAmYRcRhwA4WC\n0cTxVEIzgvThlbAEBJO2chF3AVuC1gH5L+VPCpnGMRCeAvuYHPRDn4yQwoeOF6xaBJo2BA3l1k1t\nKaZQT7fAKs/xot162OKCeIbqSCEjcsS4g95vI1PU+ZPB5fAT1RgJWhunDQj6HTS4U/XiAVT2miGl\niVPyeyBDkOYZevSo51Auf/7NyADV0AJyitKaOIzTlCTURqoCX5lrbmqEAXnXUzjcNTnNJ4DaJ5xY\n+GQGvpgnPr05fuZ64PXlwMNDjlM74DA28A/k9Ogvz4mH48DVHTEXznnLxCPPGgf46lwKtCCT74QR\ntcrelDYLviZEGJBDuXJHkf0LxMCOtW6oTsFm7H+oZKKdxniuLZcgJGhM7s90XGo0WwocYSvuPe8p\nZYJUcTL9QatveTqUE56jSphXMLswkikrAuGsf5iArQX3ReFGiuC9068IFTMla/A9OTPVO5HrtCzD\ny/Cct6EMyoWfWmHgBVtbBcq2S+ZzEkmO83TWegMHMh472I7qMMOy7CF4hVWTDRXFEERD5qWmCgbv\nIxN4sv9+ZnPqPvK+DIEL72WVttZtM3HE+TWThzrKi1zohZ2BFgWY8SQGpHfYOwYuON95EVk3r/sy\nV55CPs2SMKWmVYeiQftZTs+069neyxzTgE/PM1GXZ7rxq2vgoyPj94d5pvKuwNt1w/JsqCHH4enA\nMTLL7wKv1mGJFqgJKzbP9dlpYGv0kYNnpSEUD0g0lV+PqlmQAzNYA91+JwpqHSVoYhM6Vg6799Im\nkCaNbHtC9ABzDpCJaBnCS4zjVCge2Whm8t51hRXAbQLLM5HNS7OzuGwlIlbVo8w70YcEFpbMHvpl\nnLMvKVjNEjsligSWS+BaOaE/dLwsMgilmKbRduFE4sXuOtdNS8cALmC6Mm02ZezBEsofkXX2Hl28\ngc2+V9pFJtxolqE0uZUZUH0HkNI6XWoAWPGmWLliuAKugoXyJjiTjDJcaoVSFJaqWDC5tLzzNAEE\nfRP+UXgs1hHAcCxQI4rBksKMjEgMja40TGEwaLocBrx2wzeOgddHOhcfBvD6MLy+dMefPHNHSArV\n4R7cnYv61FDSMQMVeR/qqygNpWYnZSasUt3Y5UfUOtEM0eiwzeQQ09B21I51oVs55nbs34ylC+6w\nXNcF3677Rv+9YskoLySgTkdSJOVgBMqfIX/44mecWYhqnhw0u9J/kjGN9JWACCfvRYlV06zWypgl\napYJYovZtF/XFPXFhMF1GU5qwsMHTkEgsMSXcHU4MwPd8PF03DzRwc2Aj2NgGXCzDAW+8pFhIcL0\ncr4YWjuqGtJSgwyCRdntYZnYcTBbzMnhQSefh3wHsssZdgrG83m9YYRpke04luzpAL26uTHDPDdL\niMOA6/Jsne0LiCSKC6DoNr/JTDyaLr5lATGPD4CESkdVmnstNf4MmA882MA3L5YTmY/AwwBeHRzF\n7p5OvKTmdKbx/CaNG3RShuYMJPNGBOs8BMppFqD9QdBrFKSC5e8VCAiGmfOzhQj0noEFRkQBsSO5\n1qjdpjzqXADarjb5B+R4VbIUzadQfgqrHFaiiMYDcj5KaubrsbIWZe+DICSo0LB6MtoyuE8qZuMK\n8AAAIABJREFUBM8MSaQi05rV/WEXeBSu0c543wTIh44X7XRUMXEBXQs8sDgmLLXqky18vNKRdeNY\nrcsE4sgH9sgcgMWcUdUlLD6cGLwKP02NJlpDKiwmZ2bD2wasC4o2UNZbx54lxKypDqWntvMoG9AF\nPWWGSGtH5g6ELSxn5aNlAxIlU8Gteuc5GQwu2Axq1WQ0+Vpggs75WWkl82w19iYWHiLwCo7X7ng9\nBh6cTT+Z7xAEvoEUICupF9WoFFaRGVhnhy4wWSaEoqgdyUwaHQa0AKMyJ0slgz5HIwRXcKuxphIj\nhPIbk+jnFrLLnxI4qxyCMN2foZyccl4JfkM+BRA1pHBZYAblUgJWIX0KhXwqiyxhVvdo6jr6VYzK\nLBVcy3ghXZq7gWyiVaiQAkr3hOcOw68WBMBLdjoaK+0md9q3acdfLfPdY+QwkQezFAKEkpfI2P0D\nDNMWHsiBE8E8fBarePoAtBsHCMsAyCcQctaBzS3NKLX5tVTMaeMH2Egk71W0U/Fy9EYKZOZ9ZERi\n3zR9J5SOGg33TFVzvE72H+DgEs8pSfpsEReJquKa5CorkrX6RqKc/LeQWnsZ8DSBL0/1A0xSPsFO\nRWawEqdKo4lCYKDjDKXdM5Q6dK+me0Q3h9qFpHnF+0tIlDjls/DLcgQ7/SZeTGVci00wbH6EXBoT\nv2uB+N7ozwSKoVJAE92o4YnMC6CQQK7zqqKxCbAvQZsVJTRlGtU1WhgYabNazhFKpqm2Kg17ak/b\nusk9I8qRP+T53ATbF/Q9x8uZCdwci0yIWehQ0QOYPGQZHTh9IVZWaiVcyk24mtd4cAcq17/gGYke\n1oM3iR8YS0b5JFLjZ32CkTgV7roQESy6duXcCV6n0AKiGLlpL92XR6icV4kpYql7IklGoI3vTBhZ\n6X3GJjTEGDvE9Ur4AbC6I5F05J4Qo5Hm5zLc4PgyMqT1eC58fgY+Go6H4RyAYpU+rDBhMnFeUz0D\nFbrLIzMPc3JSCoKDSKbi9+h7TwiNEl6t13W/1IruHIhipaWzH8GoEl3lJsjsALhOMkU3iWQK1OtK\nSSB3aCLHwcsfEByEoosrRFhiGVloDaYfhza1+jE45MxmOJAoTfeh94WmZkWosr+C8dkkPPKhJTwb\nocbXJRY8O15MGMgRpXCdDTnqMpcgAnBPn8AD+wc8IRnsiJTQF9tyBtgURY5CaQU5DStvnddUiw0z\nhZLyuzlco1QrTY0UOLK/BlAwEqXxxeAAInPJh4jaUI7EDAu1tAiGBaWlLBhVsJwrcMJhPqmRFjw7\nkySaiYUTSmrq0JQTvotJlZNeEYztbufK1uqBTI+OFVhPib7ejoXL2HoRsEWaOggb7/GwbGSi5quS\ndYk+5LhUkVctUd4HzR0HCIk7YrJnDuquO0LC80BaeHLeQOZcmPoOgghpRx4tyRXGgLk3yvO+t4Tb\nqLoFxevlG1kLmCuLklRKPCzj/Ce66WlGMPJc56b4ENn3EbN9Hhr5Lrp6Yps7p0DNhjDyGVGd1O+2\nk2HSvNb6a0yFF52opFTaTP/NBhUHrEp2H2zgxCpmfwXZk8rVb0eU8zMIEio3OxXWvUMKUOitIWOG\nAZmyE6WvqeVX3bKj4X5qaJ1EiUzSRfRHUAlpk/K7GZOXHpNzCZL+0ePAHJPnzJObB2xaCQ2ZP0Nx\n03ou3WV0Ln/QKDIhKOvnhOFgmHJG4HGxoQYMk36KVzD4cCzGuV1oVfe3IvdLSABauxZBNpL5EXnP\nagKSTVS1OrlwTm1ZoeBEzTTvgs/am9jDVoTgOlpRexnx7DO5zpGTW2v/FLM3yyajqPAmKpJU5kPk\n0s5g7wE2MT0DVWa8oCnUwWoU3XMUWlWCWs4O6SyHNRk6RhbEjZHRths7SWWIMSqELSRSDkbe7wbb\n3nu8mDBIqOlVUzACsJHEvciUStcNaTRqdVBgCGseYSUI9rx9+lzLq512WL5rz6QvCCOtEkOksQtz\n3Tnk8q3dKy7V3s/n/GW3NYVBdlNBXzOISaME3NUDr/0CR9qOgUxwuWEiInDYwDGC6MlwW8ix6TCw\ntrGhvckwoUMSygfIax4GPLD//+EZUVB3YaewMqSwzfBsjhl7ODL5xq0hdwooL2Z0bHkHNG9ykGnb\n+0PPR5s3BWj7IYLFaREo9BdZokcLQGbTBDa6yXvYEBnmJnjY+4AVoGV33xX1NEIJYGs/f/8RKZvs\nXJzJQHOh2q2tFZUWnOYGexMuhaolbLJTlCIWMQyKYOg+sA2bWUI4a0GVoLHf11pQ9vpXHS9nJriI\nv/vxZwRhYLrhsuhJN8+mGtjDJGLKfG2gN10CwAz3G0Y6WJZeeTGdhIG87SlYo7Q7v1roopa5NGts\nGpLaGwnZBlQJtwkK2SYemX3GHRqW2l4oQ3kB4DO9csNHRw4ueRgP+OL2iMc18fpy4GrARyPw+nIg\nMPCTxyd8elv4Yo5Mg6YGc8uMwRQEi23LgFfDgVjZavwYeGA586sDuHrmI4AJU2mmrUxQugw8HIZX\ngyXJlh2JHRmenRFwH0RMex+ETGQSImCbRSjmc1iO24ulCc3UkfTwhdrjleaTtq94xIaLeO7orD4g\nEDM/67545U5cCiSNFKpw2+hElAbsDrr9MOSQ2fADQ/6EWIJQOGc7+tbKRKQFo8VC8yNQfRm0BgEK\nB5mY0c1VhByzerTN3CxtdzgW+zJ8+Hg5YUAmcYCQOdt4HUu1+lb9BeRtFzd56PtAmGe+Pz+rsJSB\n2I1dbmRbjVCBzXbI7hJJKmpQwoEfQxQxbGIir6m8UQNk/pgBGhQKNFTVM4SjztV5EbGFOg2wgS9W\n4A0Cnz8BD4fh9XpMbX0YTrbGfnRD3E5cx8R3HwzfeBj45HHhzblwhuGp4K9ChgMXy0Sjb1wcH1+G\n5BBecWry64uXrZqPt6p+IAV4Zi1eh3NYiXWjleOCcy7c5qya/8nzGM8jN6EzSQaMDID9CkqGhvw1\nNM4K0aHUXej+tAdbmLN8MmWmpfc/Ih20VqfZksn6Ckmn2p++JOmB19jU7v13QYsks0OrOpLUluFL\nOia5AXNb6yRjmkX6m9eNfY0kqEJJdqzXQFaFIgCLn1Jh4AFgpHbS4Cc31ecBcM9uvkh8k8wR5fAr\nKW9RWrg1QF9HzFcMF6hyX1GH2SpnixyEoik5eoQUmnDA74twRND8DhRZYMqPhBWSuF2Zk9jRDP30\nvE9YaqzBPXwK4O1p+BwnW57RPJgLxrDgxYHXntD942F4bQNvA3icwWw3Zm5aDhl9fTg+PoBvHo5v\nXBi1QEcQVk45zSpFl+BSdSd7ArAkeO9dmWsflWiF1cipDhL28gJEFZCoKEhp8/5OHmvPfCotvUoT\na/9b8BvfMO+sw2xwIkZPtRuFOrBB883k8WfmhxynW75H+SnADZbwJwK0tbJXI1amqQfY2yCdg0Y6\nSFoog5f0RTRFk6Z6ciZcggXIU/KtBAayl8JXHS8mDC6WJbcXqAciB3wO9bDP0d6pJeUIFHNRCjKr\nLwkzN2+Re6W/jfmdRaMSILyP+ik6vtPj6Go6dEitkAf6JOWwI8VIandtATVzwoh8Hnq/FVVSoFH5\nCooEiPCAHIQSM09+rgXEicMHlnE0WQBv58I4s9vyK5bPvrLUMGoOcngKjlcjsv3Z4ThG+iWy3XcQ\n6gJPJyF/GGPg7fPInHtGCuZKlMYVmmGZGCNBwOfXfooJrZAY11W+GCGzivVRm4bCuAGzwbVUghCZ\n9blCIAQHlC2YfQBMg1Hq/WYyfU3SRX6HdNjRJ7LRG/hZoYQVYvhtA/kZl3Zano1laBosJHrVfRtQ\nIeLFMuyc/4DKJ5hcf6GHWAsXc2jgqvIWvqZo8euFgZn9ZQD/KoAfRMQ/w9d+H4D/GsAfBvDrAP71\niPgJ3/sPAPzbyEzNfy8i/of3nffB+OBQZxyD0X7yZq1M9uFiLyjxp9OH5QDTYnvZ7R2Tl6TOB2Ke\nNxe43ygMydRalOYW86v1dOWXlXDK66cCjNJ4auOVpkveh1dqMzcUzSTpNDQSSW7wZdOQwwBfM2Pe\nTEd2etarIk3ZjTB8MQNv12TNASE/pCFTO95W4NGA63kDIiMH1yOJfcbJrkM5Vv3pNvk88smwt0Nl\n0dkWbUnEl4y1ar0qwUb3wn0Q4eey3ycM7apeOIxKMEOIBZ1JJ7NzGcD92rY3owQImnYUztSkrenz\nIt0pSoIAua8yA3ckVAijeAehmSBBOtJPczqX9WyL9M6FIDw00mxwXaKQba/dGJnZMMntYTnBamHU\nDItE0L93M+GvAPhPAfwX22t/AcD/GBH/sZn9+/z7L5jZnwDwbwD4EwD+AID/ycz+WLwn++GVATmB\nBiRqepItc7dPs0IFYvBAbn5m0OVrrrg9YtPgqqrbHEg7bLPOHJTG4u5h974DyrDDXQHSPXRVL4Nu\n/TXQhSMSSIumgZnQ7e7fIGKAGBmApSBYzDzL52sPuUyeohtQVVh2T4q1EO6YEXhahjeLE5csnX2H\nZ3nrMODNufDlNKYgG16N/Hd19V/ANhcw7304cHXH8sWx4M2kK7Kd2lLnZarZFIYoJsrPN/w2U+Yd\n6rUZUUIGAMIdmmeQWnLVqhWqqnMIcdDwMJBeAOLs/N3BvZFAiD6HmB5RZpJMjGW61jNTRkJQf1EY\nyITRa3NpujSdg4HNrKGPSwIgWkAOrZngFDJ/ZYxg2nNS76CgKDX1e0UGEfG/mtkfefbyvwbgX+Lv\n/zmA/xkpEP48gL8WETcAv25mvwbgnwPwN56f90pKzpwATYrNhzhKMKCYU51vRf0BqI0f9PLOqK1t\nCDeLwPRJJQ2hN9ms4GH+vS94E6kotfMH9XpUZZ2EQBWXkNiqPBVWDUpqIIjuT3Yq0Dn93PRqwEGm\nCnR6csXVebNKNjLL6U4TwFMYxlJDmNbox5nNSi8OjlsHIxfpcOyBHElalwWcA3hAjixXU5W1Ypsd\nKPjd+y4TIQmYJbu1pI04JDTU/8Cczzw1FYm5CZGNyUQnuVZR++aQjd+baGT4YuISUKQNA1SvUAJB\n64q89yUCfE5/fP/+//n6okSUYNBadUaBVR6FWDqVERuemJCp1zlrbBsgG5WPaXcCRIrmq45/Wp/B\nz0fEb/P33wbw8/z9F3DP+L+JRAjvHgGYcZSWNoJCIHbmj5bM+n8xU22gNJNVYVCVsZYW2uw6rpk0\nqzRUb0tvvAgi6nM8P6J6GxgfSFrpcGm0JMS5AmtQy9ediOGtiE1arDWTVdiytBsacZRwjHRKVSKW\nbUFTUz7FtoKmjrqRXZqi+yjcIvA408N/AYe30r9wONjGzVlUBRzT4CeguHdpYDMg0v+jnAQ3RSKk\nwTtKkIxLFOC2kXsObAGFgVv2rrCYMCYqWYwSMDn2TD4NMX6TnZTODghlOta9w6DJ1nfC4NmJEvJb\na/u7q+QrGT5cpfmDCiCnS1tRgdqTyQhNR3MnGzXZWiEt7GjD+rolbCVMN2T0Vcfv2YEYEWF33STe\n/cj7Xvz1/+2/K1X7zT/8x/GNP/In7r8iIUAisUCHkdHMnWvQUJOc04xr0vBipk1iS0hIoOSpoJWW\ntkKfthg8wlA57rFpaDNOSM5CqQcfmBa4RbBMmwSK2Bqi6Hl0Lbt7nhDDm1UoTJ+RcAzYVntADUKh\nqD9qTVDGSBKUtYNuBqskPTXZzQxjAU/GUezOQasUvpmVmecdfDYlEx2I2ojdNHB3Jhtx3JqlH2JQ\nCIwt994MVVciQZfIKCc25cM4E5LUb6FDzfIBqOnLnifQSqQLlSTINCpeeS33HE8KKoHw7tGl0bWR\n9UxL1bIAhVwjjMVwuHEtlRgm08TQQldU3dlOTfOg0Pibf+tv4m/9rf+raOKrjn9aYfDbZvb7I+K3\nzOz7AH7A1/8RgF/cPvcH+do7x8/+C3++HTW0saQiDKrJ16KgNiYI31zaU/83QLkExUxtoBUTgsRS\n5sCGfUvy34WjSq7W+VKbRTFycPG1wTNSEyzLvoNJ0AldOzmXZgoFnIeqLNl7IFqABTk+e+Wn7Zqa\nKc+UPflBIdMOU9FMmTd8vZrCbgzsRYypWSs2b43I1OxTzWYHE5KGWaUW17TjcipuaMC6A5JbQ3Wh\ngeHGcm3ejwQJDL6iS755bzv6QQn1jgfx1fzp3ibldh7pj4je9juBEVa+qI3gNtqQQHoGD/T1Kl3u\nb3SnaBRakGiXeauok5fUyIyE/E5UurrVRfmkgeyizX3/1V/9U/jTv/qn6up/+a/8VXzo+KcVBv8t\ngH8LwH/En//N9vp/aWb/CdI8+BUA//v7TrDXaWtFhiQ/7zxt2kBsXlBpJDFKM76+tml8MnnlYtai\nN6Np31tjAhKxBquNAKI1byEzSuvqSNyUIg12i1k8lVA8mTjppy+shKZ6rx8I6vUn31DZtt7dmQre\nPns2Y5oyx+1s6cc9P3HAKwks7z05Q1ryQCMVN3BsGjAszZ6sXEQVMXndY8q6FBBWwsDQgmFHDLmc\nm8Dlb6YW17XqQjvaKz61EnfYAQpGGL32yI5VcxmZT71pEiyK2wGwxbDl/ed8p9NctKQ48T3heZeu\nM1F4gxFV31BmGs8TyJBkVGFknU+Vkxpao3VS70515XYfOS6vocKdIHvf8U8SWvxrSGfh98zsNwD8\nRQD/IYC/bmb/DhhazOePv2Nmfx3A30EWY/278YGczdLieQ0SRBRzStpqgMb+TO0xtiRapKc+0Fpz\nID2r3dee14nevI4QoBBIEhrvgyq2NOyueTetooZYhg4NNVHwCozxb1Tebdairw8ES7RRqacaIyYu\nthV1r9WVGQHB3eYsCYZeb4VtBy+sJqnVfkuML58HXxvW+QdXz2nFbo7DAxeLDe4z9Agrfk2B0RYy\n0GgB/Lxi4W77veoxVu9VSPBuzyla4H1idNKO2sKmTGAlwkqBsgsmkgT3IZOButYin0c9FyyYOlzs\nCKJWmQZRDLybktvm7LIt6Y2JRpWTIqHIQqgUlBO31U1LFhFoIQ6tqxt8nVn6DivB/Hs2EyLi3/zA\nW//yBz7/lwD8pa87r8tLjtapRvhYCjPQXYPz5AAHWWY/PqCTQVZC6dKO4LlqxUsIbD82AHcvszIi\n8Cw0GaWX6hxisLWdM/c+CUCp1ua90aVN0I607n1IRqj7szL7876iCLnMFxFx9LMWmulbKibfi3Yi\nMlstU4IZltX5mU5fTLeyA/VcAcPE8BRoy6xa0ScysM4dMVR7elXYgRq5TJFQ4VM7H5MetvAcEuUE\n90brXypFyWXMHSjEEZ3ABJM4J7sz/GeKfEdfG0hGTkfoktre1pLmppiRz9HOPa6vKCgkOgI116EU\nzDN68hRenbos5gdzNtJBvThzUwMRHJG5Oqsnee+W724+ve94wbZn6vhjJZ2VEFOEW+oZXQykv9FJ\nK/pCiwIxge0oErufU1N3ttAverspHGLzRt+ZGL3fYrBRWFc2Zh77cBi+Un8H9tBoC8fd5Nhj3jCr\nGXt1H0RGxuKrCktuGg2bQKnzwCokoc94nXP7pwvte8O19rrfvOxCZNZh6Hm6MvLeX6DvWwn9WnOz\nWhM9t1CyZjIWc2O/v6hzBM220I0pXY/CQuinovWW512rg3wp/NLvE0RQ644mpO3J4MqFIYSvJypp\nZoUjKtQt5qfAvFh2oy4nNm/bec4MB2d0CjNTwNVVuughIsesucww7kPsauz9x8sJA+zaWVpjt3vv\nGaMgOiVvIYuC90kIgpZ7PoHtRLtB2CaEDbEVFJRwF2zepCxvbhPw2x3sbbi48dHP0ZENQMmGwVFr\nYBu4yjugFJKQMzCcKQEDK6GnJi/72hqTnGJnXOtz1YNuzljHllGIZuDDGCEw+gc8oyYXWxh6Zu0d\nNS5WwvuVJybKCQpmoyaWlu212pFXLVRE9hyo15tO9OJ96I/vV/aYciOzzFcXUUn1CsNpyuLbBHBj\nQ5YaK+25xQYQm9mwGQ+hTBQU+mh6MlQJPKVwdrWKCplXrQHXapnB4fCRqdCLfoUI+SNW84hvCIf8\n83tOR/7/65ATS/3+vWClbQQrydnaNYBitgIFRRx2/39rAt2ZCtasq9+lgnL/yYTW32sVFLWJYv4S\nLLySNOhuTy7axWu7Q2m0FIKKkKwq1qn3A410SCCVlSfGWvt6bAlIBqiCzWHb9WjPmpSmIjjrTlAb\n0hzLSEFUTcPFAhfPWoZh7MBjdB5SyKaAMj0GAqjhpvSKwMKqSrX7IvVKav3uf198Fjacs31uApVD\nCRkrNJE00WKraMuQmYnLYJgIJUs1W+f6e3aGuoOT6F9zz6LoJ9FS0rh8L2XcWZtFJgEsTYa+ftGf\np8mcfM7CpVBsSsnoUcNm++b4DPFTPFFJAlulvopXl8KCmGqLOVPvVmstfq94Ffe/dwJPM0Fr1Twq\nww07qBaTbTbfM20keL5defsNdwlNAB2hsdnwQY0t4oASdZCNUvW8gTKpjFA5Iy8c8sr77IpCadt8\nGg0gyeSVKG3c/xzlatjXiQuZa75qFsBaybLZE5Aw1oxVkJZ+BBG6dyOURiHbmmitaa/s0Dv3BhtT\n2kY3Egwp6Lr9eQsx1wbu+xeqNHGtRv4t4e+Gix902hExmmB/2vo50Ir7xNLi2FDk0u99WtTN6nJA\nralBSVhEYFuyUy5uU12mnIMCPBBFKBywAnVftDZVUlaUH+6rjhcsYU47a0QWDKeWE2N4M40WpbRe\nwEw9jVEcWPY7iW7PYNMvlXseeeIyDfIMbcM1bsAuZdvZI61r9faOAsqpCcIzy+zAiPS6C4mEodp6\n98O21hoRGduXpiciwEjCufLZzIIhQlSYTzGU9GVkjYI0BNCFWjvCklZrJKR8gUQNB02Dg/kFGhS7\nkAlVJptgE9CqOalrRPsdKr9LzwFjCfX+Rq99/S5tz/ZgBnWUbqHaviTtg85pkH1XCoECBVoPohuE\nBpDkfe/1BmD9RXYyEgKgUikTD8XokgIVUUJ3nyrhuRlbZgYfd9KEvGA1lm4xByKFZvoKZGLuyEbC\nrR0Y7z9ecCS7Bpik2KpQo7dWsyIq/u3SXIEqJXr2fAW7BNVDmt4adUg41P/JyJtAgEUhBY03q8/b\nRqq2ExWK2Y3TkYFN49te4UjBJM0MlPBoM8la02//AFROvyP7Ggi6D88KRXWPUo9EoDXXjNbLemdL\n7oTCZPrd0I4/5zMeJo2P0nbqDQAiFgTnQSLeQSydZ5B7n/kjs2zl58+775iLUGr/82KK6VcPxU3Q\nxUZD1fhjMy3qVHryO+yvjc4H3YeXKBUoBYJiC8KwxCEyV63vSUhAjWIqDbuQcn5e5xISKcEV3R5O\npdItCDr7UYIiv/NT2s/Ae5WZgNTWdGoQpYHq9dT15XASg28wGyK8krC5Xd5LSpC4aYpn2Ya6vjZ6\njx+nxJagUv4BRQZPU5lzfK66u4gWBrzXMgVabaIzK60YBYYSburUrByBQDDMFNks0w039sJL+z6L\njg7PNN+DDLkQiNJ6csw+x7atFctfvUm+mocJfS0JWd2B5UuRISBEoH3K5VMUxJ5B2bJdKGy0e6rL\nT82sEml5+GOTIGpVNze6s4oSGrfetj3CdhXUb3fy6A64RO1/mblURaXtRQvWeQ1i9vy3UaPFJqBQ\n2l0CSP+ySYltEZB7jXhfqpzmhNksdfah42WFgaSfFgkKIXYlXuuwlIrOTeskHWkbQDL5eezW0Z78\nFhxNBvf3lV8S0QKoBiclLKRtCmzch/tQ2l3CCHy1DRM9UyKk1kq+EYOQkYRECqo9jASop81ETke6\nTcPjDK6hVcLQ8M4QvDxDG+JxD6/z3ivNFGaaV2CWnu09L0SrdepZg23mjePa+Yk7nw3NtswczEWe\nM8ggUfdVvoC4J+cd9UYJGC8zbQY6H6P2x8qfIO3de4aSBgGUP6n8haV7mMTE3IxCTZYrnuPV9zCq\nEBAKUYhGen1RfiblP1Ti0Z3G7+jXWr1+LVA2Kozo177aQgDw0uPV9Ds9zhooKhjZ2l5M4MyrT8Ix\ndd9Fr6kSg4qRdsjdVy/YeH9TTYB5PsXM9YrOS6Lcklsq1810NUUUFAaVPlYGXQsQhwRLMCsv7ijY\nwCYvfICabOyGGhazMY9VzFIRBLbOiCwtvu2azABXKTP/CcZ6JUC11Z2CJ5urZN+CNBdOfk/RlYw+\nGNzWlploLWyxC9E8t8wIt8X7yIa4gteal9A1Brl6TvMx4j4aUfezvRYyk1Z74KHwMpXMWoL+ybBT\nzYoo4KtDd2Thljo8i2bvBYzUhSjPIA//8+RchaBj2/tdIKjsueY2LGLD1Q5URRai/oe7+ZBfdbwo\nMmhIT4eg2l9tkBx4npizaU7kqHYRkSilt16fA8plTk1rdd7oD2/Su5i/PhL1XalCZwbapuuoVbst\nWNv9UdOA1uawSqbvjkjGtWHchNfJarwsBiIxao1gHNe9Nm2f8FM5A7lu6rFPUWQb4i3VEX1ONKyN\n/XUDrNDc3pWKGoynSoHR+7L7CyTsDtidgEsThnF3Xi/hfKs2N8NU/wve91L6Z3iFFGXeGJGmBToi\nwso/2fgSlLrmhCYpg0JC8ybYMMQbwWmAy8UHU67z/Jhdi9LNGvVMqOdpeNPi4o6maCLFCjosV103\nW62T+afuZbGPRfrWQt/fnvFDxwsKg3YcilhA5q7avtgQQjF8w/R7vR7b5wQPm/B23Va8DxLOJmx2\ntFj8b/eL2DqSf8fuJOT3rE0EpU4P5FTjZMZ8PqLSAgJHaVCrEKpawfuQvyPJ/aJe/5AAAP0UxmtT\nYyyug4iCP1299tTIQ/dK+/ZS8F6NNe6zDnch+M6v1utb7wnu83YGFO69h9RVo4AWRAjCZ0NpTuN1\nEJo41fs/AZoVZNrI0GAy/8yF4hXkg5BpODf6632Ou88rI7BEKJFFdcnmdzSFqeA8H/iOdkNuSMmG\n0H8dCdDulQmxKiV5reyDqM+mkMi1XXco5KdUGBRBbWHDfF0NTA3VLVj/D6EJERs9wyHDYjE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6EmVpSTd7osozItUDOtN5ksBa2bdacbpJGyRKLhrAxEttNG0O8AWK1TShCtYaElalB19S3dVz6K\nXgeZAe33aKYvR2IdTeigmbP1JOo9DWnhRCfq9gN9t7T7M2Wwry9fyqgTAAxWi5KN+oL8uSkq32g2\n2qdUlFa0ZdBgXq1RPe7aviIYv6/FivJHwgyxUgkMa1OJqh/Y1xsUHuQrUfF9fOzd4+WEgcaLlyRk\nCw8DLOjE2R9G0F8Vc0ATjEsrRGvq5wRHIqxy5sr826+xaeUiuGdCAZLg/R0JlPzEBh+5SS44i3bE\n5alb04mllqPutSMTC12jwWsYoEIqyVJ16DWgPr+6bVDruq2+wC3KLyAkU8qN59VIt3Q4otfKUMlH\ne7p2ayHDUHg3AA2GbeWZam8innnD65bLb5Ol5NsK33nztYK0ne+0oN1dcb+GBEKrkyj00d/F3Sfy\nzwb8IS0fCmPzsyUINn3zoaNuLwrdAOgci9j6aEZsjZPEI1YC9y4pa/v+P8nxosIgx0pliaavbg5i\n7L1voIZj+KrhE5l7KUdBVYASAmLOKEKUeKx4vgFy8qHg+Q6rokNiG3EnAW0aWlCtuAf1HZFu5Tds\n6KFFA0ohmCnMyutL66+6iWQq3+W8Aetdma/tnxrrZRIyjKlvjDDLG95j1dTf36A5DPaOQ9LRWr0E\n491NZKuuEjKhceLaA2Ubosy1d+gEPLFs9T41NCMRcLoQtj0roZzY4l449H62Pd2vtyzp7wgRKOG4\nfFilKOwe3ErY2LoTBoVRTJ+jUOPlSrlE74/pPV5jKZ+iPIR51+/4Bug/UrOdrztetrnJ6nRjxzYn\n0VNAGAIaaFkf5KbISQRPiKiOt0ZCvvd2S0N3/BuS4lZb2fdWQgWFXADQ/t0+p/r5ENtTuwYFkdOM\nWQ1LA6jpuolEOukKupS0pOVmKgRZjrylZ3tmEoUQDZeKgqrkIdFECyej8JGjEJDQKuIzVTF2D8FQ\ndiS6xuC5BhbprZ1Ao+1f3T+x84YseA9WRkofsTFPiJmVqbu2Nba73IZd277/sLqmbG1d/Lm2z4Ku\nrnywXRhYz0oINeixjij0tfqcdV9EQHo/3+3ag0Y8cl3vK2N4nkQQ9xIIeO62ec/xYsJgrYlhCxYO\n85GETyZ0RBKyZofJJufDOOi4cjqzdm1qu1ZGES1CGr1RwHNdcScoVOPATRAziUAkrVOza/wZCcKc\neQPMON/uqZAKIV7VN1gSsZqVlJlBalcoMamtCagiKxB7NxE4kQCsQ4/pPO2EfEPnHOi6fQ6hkzQH\nxnA6tEqsFRwu7bOtazJFvq9OwxAy2JxntQ7FsPfnKYm932MJj43pdc+1dNGvbszxrmDYBYGYPbbL\nag93kU1TdbUAK6LQ+4ESLvdxpB26B7Lzks6zCqXUagg2FHkyc9IkJHg+kdYmvOrHZj586HjBTkcL\ny9kdObJJRBbLeNXPI7y65YStEqphnibGys8Xk5cUbwIpgQL91Dn4azQKILd0iah5E4QEQQGVThqp\njk3Q+jc03M0S4ys6ny2kR7wx45aVuRHvHWzs5iYB5jmYWpA3GqxOyfViMM07W5XwUfNY2MqZ7S4X\noDU8gLlqYG5Er1lB/xIOfBzo9S0fkQRsIR2aTKjU51jU9NvF28nY64RNIMQqjkQFCTcNX4xWt9Y0\nsh/vs+9Dm77QVordf8L6121B785cX7o/fQurfjNKqd2v6bbG2MwbtGKT41RLJCGhYTI/xaHFiYiR\nsHWt7GsnFQoyucnO3kJzYYB39VuhAhg2lhTL9TYIVQgii9BatBNG0A4MAJioEmkAq31xefDaHt7J\nUAVfrO4vbMteDjnbUmuvkINRSE5+iPxb+QROoeHqxOStTetZTOgHbVNCNBbsAXAUgzbH8R7MMLGy\nyxFSQzrPn2VeGcHYaJsJYrp2kWpeN2R+yOzhPpGoK1EG2QtgWML7BH1e12hZ2WW8u0DYzToxRa+x\nTEadqKNGJUyKKoWkorRF0dn2uTbq4pnw2P94V7tLmBepI4Wq4oIrtkjKzvASbPy9GF+v9oMXAgiL\n7qzMtVeG4oeOFxMGt8cF9wVn1Z2PjCbUrEIW4gCBOBdweAkDPfvwJj+EYblhxNZAY7PB0rkQRawB\nAQZdkHqbi9ouBRG0VexXW17mgL5OyA/6EoKtcNw7tGRkc+M92SYc5Gu39IYRdaRvpLSfdc6FnEYd\nkbk3E6xc/yCRrFJ/XSlH5AGjf2Yj9ogaoa6AmFKtBeIrmQkSTsoyBNREMV+PQlZabqEWCQqxZpQW\nEwPUO3cpYvux/yXYLiHotr/XG1jUsPkh8n2i0BIIfYJdO+u6YvQSSM8QSHn5674MBSsR9CHl9bSn\nuxbfTQqlKevZYsVGI0IU2zkCuJ03jFFZDh88XkwY/Lk/NvDlZ2+x3n6OHz0NfHn9GOenP8Enn7/B\nd37++/j8Rz/GH/oDP4PP5sAnXz7C5xVxGTjxEQ4E1jJMm/AL4HEAkSPBzQYcJyKcjTCdzHJDUpyx\nWKiltOgje4SsdJAttr8mweZXcxMV407UwtCmtGksRHhCcpAw1qJ3PorhcjOzKnNVXoXDyfSyB9uO\ntSLEIh7IMRlAoacc+BqRcWnlY8damE8nHo5rNluNZGxlWsoPEJWnQIYvc6CbjlS1ZXBK8Za45ZFm\nXjk32TzR2O1DFpvsaScSsAhMBIankJu7T8ENsRKvhBLVINJecKVUwxBuvIdVgmBVaTsbohjXBlaC\no0al8X7uGBAtqNCgodBJVoOimLs0ic7BH2vpDyEToZMKit6JuYr4tNxIG8qy0UxCx7zeiknJnApz\nzYXwwOeffobzPPH28RG3m4bfvf94MWHwx78NfPLqAb/zj38b9ru/gz/75/5F4Hc+xyfnd/Dqo0fE\nH/0GXn/0Cj/+wY/x9P3XePvmht//c9/C3/1/foLf/vFneP1wwF59D//4d38XX/z4d/FLv/hH8Y8+\nd+B4wMUdH10W/PBkTDMsGxjHwDDHOSfWPGGxMM0RbrA4U/MMB2wgYmG6HIUE7NpMo0BIRweWsAY3\ny86FOLKEOAl/YoUnobOTzjCHhSM8m2qZGWK2XShveAr3CcwMs4apbFXMwoYg7O8gxiyEsUFHm4GY\n2UhDxk9ezjfB6FhrYgI4RqMpnT8VZ0dVAsQ5kTA/rIuLsj4CaQ4VSusQa1hgLpoEnnsVU4I3qJFV\ny5Hm5AKwhuHAwBk5in5Glve6EGIA7oMMTnZekzkcAzmZMg8NiI1YOMYF5o7sl8KZCGNQCAXLpY0d\nlqxQIGxlyjSlPLMVEGtx7qLX58X26mGY58r7nGsi1sI6W7OvWHi63bhWC/N2w/n4BIfhnHndc07M\neSIW8MPf+QHmWljnic8//wKffvIJvvXt7+DX/t7f/1qefDFhcLwaOP/+38Uf+tlv4ydvP8XH1wPz\nYeDy3W/gkx9+gu///PcQBnz56sDP/v7v4PqN78Ke3uBPnobx5kf403/mz+C7Dx/jGL+AH/7W38ff\n/bXfwL/yz/8Z/No/+CF+4zPg6bO3+OTpAW/OwHH7DNcx8Plnn8Jvn+LbP/MHML/5s8DlFV49DPgx\ncJ7AeTOcYTjjEcMmcA4ACwNRQzzNDZOowN0Ra2JMMsXhiHXLOQS3gRWOsCxDdkw8+SoBcVr2DjiW\npaaXoGc4Mk5qzaUpTI7TTjZ4sjSdLAWFD0Ow1gMAECfDq8ncHobb7YZ5OzEuEzbsLt8/sDDGwLAk\nsDEOXM1xu03YccB8YK18SBG2jlKgljkNFpM9RhIFLGOINYKzMZ0a2xJtRGD5wjonLscB6ca1FswH\njuOKwdbLcS6c54SNQf+JENPE4QdGQrTU1hZwPxIxeZ7rqoS1i2POBbPAeTtxuz3hAsOnP/5dwAwf\nPbzG4/mEx8dHfPLpp7hcrzjnicenRzw+PuKb3/wYWIE5J87bDWsmOrleLni4PlTG5xeff4HzPBED\nePP0iMfHJzy+fYtzLpy3ZODb7Ybb+YTb7YZzTUTkWlikcGCFNmKeNDDp+4GlA3qlOaqR7BMpILIN\nfa7vb/yDf4jLOHDOu6bq7xz2T5qd9P/lYWbxf/5XfxHrt34Lf+8f/xi/9Au/D69/8ZfxxQ9+A5eP\nvptE/vYN5u0Njm99G1/85m/i+s3v4dW3v4llwNPMmcOXAC4ffRtPP/4JPn/7Br/v+7+AmDdcXr/C\n0wp8/sUNuHyMH/34x/jBb/5D/Ny3PsKPzoEf/ujH+PxHn+Pt6fgMA5/dvsQVjp/71nfg14/w9vgI\n9vHPAjZgthDjgCNRRTCHIb33KfXLmZUrij17cU76FoZlqS2TYBQhXGHsCsRMMxsZ2pIT0Tg7YEuA\nGrQRxxh00qkyDrg93XC73fDxxx8lIQI4jgNPT09Ya+HVwwWPb9/kRizg+nDB649e49PPPsPT0yO+\n9Y1v4ic/+QRffvklvve97+GLLz7HmideXa84joFzZcvueU6M4YgznazH9cBxOXB5uMDHYLJY7TeA\nYLdjCQPQPPL6zJsvv8QYDh+eCCUmPvv0c2AFnp6e8M3vfBsP1wfMpyc8rRMeOXfRYZjnxFoLxziy\nKen5NsfULwBzYs6JH/zwh3Az3M5bJU/M88Tt6cTrywVffvkGYcAxRkZI1kxGHwOxggNwJnV7miVr\nzuyGZMBtnjhXdtMqB7ZlFyqcE09zIdgSXk7DtC+yacuiYE6nZ4ZU1lrlezmuSYM59DYAIx0cF1wv\nF8CAy/VaFaduhlevHtKUPQ6c5w3/2V/9q4jdCbIdL4YMhj3g4Q/9Ev6X//5v40/+yi/i+tG38dnT\nb+L1L/4M3K64nW9g5xMiHJ/77+A7v/AHgZiAH3g4Jl5h4OnNp3jz9gt88vQGv/D9n8Htzad4G1mo\ndFxe47vf+Q7cA09fOn7XA9+6DvzyH/9l+PUV/sb/8bfx9/7O/40/+8/+Cr77/T+JWAPnm0/w9u3E\nr/+jH2M6EOf5/zL3JrG2rul91+9tv241uz/dPbetulW3XI4dYzsJ2HLkAJEIAcEEMUEIIiEkmgES\nEp4AQbKY4AEEDAGMjBCZMQiKIqMYhGKiBNlO7LKd8vWtus1p99ndar/mbRm86xxbcbksYUXlNdp7\n7aW9dvO9z/c8/+6h309EMyN5z24c8UB0EwLY+4gPgeg9MZa7QRICg0QaSY6etm0Y3ISWGp/TwUsA\nWisiGS0llTFvxpEAZd7LRWvhXrfkh7EgxgxKEWMsi1xDKIItpchCMB06AGsMKQRiBiElwQekKnoO\nn0KZmbNAa41RGu88kNFKFmWnFDzVhhQ8gkPhIRNeKwoPF3vMiXRoh18PuK/NOeX1h7vRoUC+no3l\nQTvxeoyRooxbSmtS8uVnU2WkE5SlKiE6jDHU0uCCRyvF5CNKSkIIVHWFEZJ+6mmrCh8Sg480Sh3G\ntbKoNAJKSVI6RJ8JyTYFUkhA2V0olX7T/8R8WHiaMzEGUiy7HVM86GEOVS+lgtdoY0hSEl8zNFEQ\nsiQU1xVGGbQyGKuZtS1tVb+50RijqawphdXYgv8cxpWqMuVuf8B0Qopoqd6E0SIOCt7DeKhU+bsI\nMlmVsee7Pb5nxWB49ozt9S25v+Fbnz3nq0eP2PmR4wC2rcmDp799iT4+5+jRBXRzpNGoLEn9HWG/\nIynF6YN3OX0rM7meKLa0yzP8bo9VCWESQlVoLZA5sNlfc9SfcPdkzdOPP+b87Iy3Ls7IMvHxt36H\nrDt+4Af/BG/fWzGGAd/OWV/dwDTSXTzA9yOdUqjs6Y6W0B3x2RcvMHXNZrOmlpqsBUJZnj+9xMVE\nf/WSxcNTnlzegFT0biInWG32+JC4dv4wb4PVhpAKbqGkQGtFrSxScbiYBTlEtDEHhFgXY1FKRDcS\nMkw+IIUkpnSQFicUUBtTZveYaIREGnXIEcxIEVCyHCprFS5kQgj4yZW8gwzSB4Q6aBQSKKnegJdG\nCaxSKMThzsbvdgEcItikJPpSwF6zHLW2JCDkxDA4tpPn1e0NTVVRac3QO2TO1N2c1c0Nb791n3Hq\nebVe0diKm82W2lY4PzGfzfntT7/N6WyJPb3g5vaOKo58/Uvv8ve++W20Mex2Oxe91DAAACAASURB\nVGazlpwy4zQWwBaBpeBJUoBVhpQSe7cnA7aqCTnRtQ1t02KMBV0xuohSitOTE5RSSG3wEYRSaFMd\nAMXCs8SU0FVVsIdUnKRSgTbqDRgqpCQecIIYI947pnhgf1JGxkydC7gdYiKkUK6LlFCHoj668Q3o\nmmIAEbG2wg0TWhuE/O5TwB9aDIQQPwf8BeBVzvn7D8/9J8BfAq4OL/upnPPfPHztPwL+DQot/e/l\nnP+P7/R9vQGn4K3332M5q9mNG87PH3H77Anze/cQMSGswTYGMXtIGPdoNcOPG/xqzae/9ssslkse\nfigYtaGuOupuVgI5KsV4d4dbeUTO2AxvXRwxaxtUO4NXN3ztQcujr7xfLlwluWLGTFXMK8EqNlTU\n2PUldQOirkA4wvGCtL/lsyfP0M8+453332OR9gzXE48vzlicnBNC5uXzp/ypr5+jguAfPI388A9+\nP7/8q7/JWWOZHx1RK43panY+4dYropDskuLF50+xdcV2c8cew7TdstlPVPMljRH0Y+TzTz4h1zOO\nqo4+Dmy2I4vlEqkybj+Uu2sWhChRShIFhCgY8ghkFImYwfmElqq8Zkokmcq6cRfIKRJjKu0ooIQq\nzEzwCAExCWIqnYRRBZvoEQeZNIQUSDm/0UTEDDHB5D2zRUelLMWhFHHeM2XJbpre9BOTi8zaFjeN\npGSJ2xv+0r/8J/hv/sbHfG1RI6Pn1Try7vuPWV/d0hhLZwxfffw2Q0osGktQxwQEKyf46ocfYYzG\n2gptLFLpMopIRQiZJAVaKJTSUBlETLgMQ8wg1Rt8KBww45ihPbAF4wEfEIhD2KxkjBEEVNoUufZh\nxUwZBws2o9VhneCBOQoxlk3UUiGVwhpLjpEQC77io8fnREgRqSVWVKWj0kCIxJypbIPWihTDAXtK\nGKVo6obsSuf0RyoGwP8E/FfA//x7nsvAz+Scf+YfKRxfA/4V4GvAI+BvCSE+zL93/cvhYZtztnef\n80989AhlGqRpiPstzcmC/e013ekFup4z3K6Rbc32xSvmbz1k3K1oZyfc//LXqKsKUVuW7QVJC6bN\nHT71KKmxixPSfkdKmfmspT7s6Ms5M79/ga0lTTMvCLDIfHR/zqxp0ELQdR05TThvqdtTwjCR8Gyu\nntF2Le998D6by5f4/Y7b2zsUAltbNs+/hR/2jJNk+eF7vPjN3+JPf/0D6nmH8Y6TL7+HdD03zz/l\n/OKck9PH+NwjbMMH5w/4QK2YffD9XH3+CUeP3mZ69hmcnDGfXzDisVnwy7+Q+PDHfpRn3/wmTdvw\nySfP+Yl/9ifZ3N7xzW89Z9KW66sVn1yueP7ihhgcCy3Z+0TICiUjUgis1vgM292ASB6XBY2psGog\nSE0UGuEjj09aksyMUyYkDWQ6W9iHWVMzs6UFv96P7ENBwk0UtFZz3FScdDPuhom7wWGE4GTRIY3G\nasMQAxKFy+Wg1UajtUVri38NL5gaKxTPneQnfuKC1gi+LCsygtYYvAFQzGxVaE4pCKEc1IhAS8EU\nEolIipnJx0OUYpnzFQc6kQxaE2KiMpJTW2OlQMjyWill2aIUf1e0JIXA6AIyp5QIh7EjhlykClIQ\nU8THRIjpDdMQU8EevPO8VgjGA64AkGJEaoUPnkpbXAgFq0gF3I2h0OQxlf+l874UE6VIORK9P5Be\nBRgmRuqu5na1+qMVg5zz3xZCvPsdvvSdBpB/EfhrOWcPfCaE+AT4UeDv/r5isL+ld7e8U11g5jVh\nvCYJGFc7ZkcPGTcrop/oFh0oxfLslBglFZpZTmRtcVkxRonf3mJqhd/dopf34VD9VZzo2gXbm5cM\nw552PmdmKrLUKN3gNyvu7m4wWnFqE7OjJbvbl+R2gakM+9sbbDJUdc243nNydoQ0muQF9x484PrF\nF7z1/rtUdc2w2aN1jTltaI3ld37r1zBuS57eZnu15cN3HqC1REbopMXoDrKjao7wRqK05rNXK77v\nKxXKVEhR8ennX/B9b3+NHDzn58esVzf88J/7p9lvnoMQvP2lr/Lgg6/gx8i8a/jxH/9TDDfPUF9/\nj8FvaWb3eHLb89knn/KtLy759OUdc6V5uOw4nneMIbNOGaU1C62pBHSNobKaoe8xKjOzmkYXDGu2\naLFVw27nud1NDAFQFUMSvJUSY/C4UDKs9j6wi/CF1qTZ64xGyQshEbpgJEooKqvQRmGUxihByJmY\nE1praqmo2gorE0lrHqlIdBmXCx3Xx0DCEKYRFwWjC1TWghQEH0BJYoosqopaV1SNxWgDIqG1REuB\nd46mqgjRE3xACYXziU0/ECX03qFQjH5k8h6fElpXSKkYXzMELkAGHxxZFCGdPBwtgcRUmhg93rs3\nxyb4wDQ5hBR0bUs8FAIlJSGmN4t4D1AAQkBwnrZpGN3IOEzMFnOmaaSpa/zk3ojb2rah3+2BiDWW\nfnKYAJth+qMVg+/y+HeFEP8a8MvAf5BzXgEP/5GD/5TSIfy+h3nwgA/DD6AXHWG/wSzvo0jo5QXT\n+hlaWezRKcN2RfYJKTTGOGgtdzfPC4UXJciAPLmPHwI+CdL6CjNboExLXS1JUTE/vsdicQRoJrdD\n6oq6m2OOj3nwtR9i3G+Z+lumzTXCdixPH5CGFRfvfYWgGoTzLL/8FjFl/LAnKYX0E2dKYpoapgnP\nSF03CN2iz464/Px3OH38IaK7oIobxHGHjBF5fIJJmuxX6PoRcbih7S5QUmH9xM03f5nZ8hwpI2eP\nHkLec/fiM+h+gMl58s4xjYlHb71Ne3QfkeCOK3JWbHZrpK2R7QwGRZCSr3z4Pl//+kdM+x37/Z6b\n2y1Pnz4Dn8jRE4aRYYyMAXYBXqwmYGJImdvBsRknhixxUjEFR5I7ktGkrCg34B0iOkIsCcXSGIyx\ndKZi2VRUHkKOxJzwIRKcQ4Y9ulKkULQdPhwCWI0ixsTMViitSFMELXBR4X1PazTaGIwwaC1R2mNp\nySqQtcZPA3VlwSekKqBpyBkRCw6TFYzDSFYKoyTTNGKsZbV3dLYqLIBW+Dwx9RNWWWpTEQ7AoxIS\npRRaj7zWP1RKE0JkdA6jLTkopFGYxhTwL2V2ux0CMMYSQkRrxWzesFhKnHMopRjTWChBpYhuKl0v\niRACCE0/7NFaMXiHQTFvWoZ+wBiDzNB2DcF5vHO4yTGOA/NZxzRNpBC4vb3FKPOPpRj8LPCXDx//\nZ8B/Afybf8BrvyNqoRP0+1tsu6R3GXv7kuN3voxWFhcW3N3doaZrbK0gJCqbyCkT/ETo1+ijc6bL\nZ0yra47PHiCbChUU/u6OanFKTBMxAyGSDnE+4+6GED1aTYg6kL3EeU/KmpwlQlfkBP12dbArK/y0\nJ417YizUnHcjzbxjdfkc2S6QMTO9ekGWjnR8gYged3vFxfk9js7uMa6fs98PLOcLgl+RfGRmBauX\nV+TmFKk17sUX5PMHBCIxG67u9rD6hPb8bb74xjdoTu4T+gli5jd+9Zf4YgN/8Z/7SbbrnuB36GpB\n9BOiNlhlCWGP3+7wfiJs95jZcUlKFpKj5RGL2YxpHPGTY70b+LWna/6vT9d8sRqKCEiWO5ShRmmB\n0BktDaYyGAFaS4zR5BhJUZLRRdiVEjJltBJERpLzOCGIMaGUoZYC0VaEIIghYKxB5kxnK+KhBVay\noPwiS2RtkEZDv+do3jBkydjvmS0NPkV8PzJqSaUl0zRgpWIYyjo0ETIyJ3yCTKJShqkfaOqOEDNW\naoQpY8+9hSVOHh89Rham6/h4SXATk3d01pY7c4yknImuMApKSQZZPAVaV0BCKUjesx1HEhllVNEe\nxMgwDOSc8V4wTQUf8aEAt1VVE2LEuYnK1rgYidFjlUGksgtDC0UIkXQoSlVVIcgE78kH9ZQypci2\nTYN3vjAQTYMfJ3z8x6BAzDm/ev2xEOJ/AP73w6fPgMe/56VvHZ77fY+/8r/9n7jtHVl8xp9874wf\n/6GvYm3LfhpI45b54hjZdbjNFTNVE+Yz8JJ5u2Q/DNjjR+R+IHvPTErM8T18pdgOW9qze4Tdhqnf\nE9xEymCqDi0qhFL4aWKSkdzVGKAyhojF0hBcRPqelCbu9j3t7AjTtqQQqdoW3bWEzS2m6jBKIaqa\n5uE7BNdjFyeEcSBnx0Ja+rtLQr+Dowe8Wm1prKVrZuhasDx/RJKJrCVSHzFcfsa7H/0Q1XzGr/zq\nb/DDP/aTXH7y69T3H/Pqs2+zuP+Qqmr54Gs/xAdVizIV+75nMVviQ4AckFnjh4FMwClBWO/ZhsD0\n/CnUHaenF/gYiCGjtCIq6BYt/+T3tfyZL9/jk6st33ix4oubntvtSEQRpCZkiQsedVAABgdeHWzV\nQqK0whz8BVOOxCRoTV3EMQc9hDaiAJZCEQREqVDaEoIjx8h8NkdLXdKelEBnQR9GRIaumpFF5KLS\n+KqmaVuGzQY5P2G72zImOOo6Yk5YZdiOA5WxpCnSj45Z10BMWK0xShLTBFIwjnuqumXcT4wxkIXA\nGEVwE+uDEKi11UEHJfCTx4WINhqtS0sec0BkWYRCKuGCx5oKrTXBe5SA3WZNiKFQmlJT1xbnXQH7\nUiJ4z9D3CK1pmxofPWGaigiMTMiRLDIpeKy1RUsRAuvtlspaurah3/ekULAGJSTWGILzfPE7H3Pz\n6mVRWEr5nY7iH60YCCEe5JxfHD79l4BvHD7+68D/KoT4Gcp48GXg//1O3+Nf/ws/BnlkuLqlO54x\n7CZGe0d49RmLd76OnM8J6yuk1Hz867/KV/78X0TZIpVFGowIrMeRyjS8/O3fQJ2/QueyqmvzrX8I\n7RHDsMVWNXFcIbJDSI2pLJaIX71kch1icQEuI5sF0Qu8v0UYQ7QVMmpStvR9T//5bzO79xh9eoau\nO9rjhmnYoQEnZxiZsF2HNoa7J9/kF3/pV/iRH/6T2PP30EDPxOe//vf46p/750l1R7//Fk13is2J\naBv2k8TYiBCaH/mRP02/XXH0/vdhnWd5dsF0tWI7a5ifv4WNkudPPqNta9Y+gZLsxh4pepLWCJ/R\nzMnNDBkCQg74ybG9vsPH8h7JjaArVExMU8/W73lcz/mhjy7o3Zb1zTXXz5/z5HbNRte4kw94Js9J\nFNVk8B4hy13ptW5fxMjZfIH3/uA7MAclYREd6YNZppKWrEvrHg9uzM1uizKKxlRM2x4hJUZrqspA\njviccX5iHAdIAVTR4z++uIcUkil6Xlxe0rVtGTelYEyZR+cnbPsB5ya6rqVSkka37PxIN+uotEbM\nGupxoNEGpGKhZ4XiGyei5A0IlypF3VUooVjvduyHka5tsVogtGDyCY0huYiPnrquUVKzH1YoKVge\nLTFS4p3n+OQM7x3JJJwfSaSi+DwwF04JBu9wo+d4vqCrK+5ubjk9PmG/21NXFQ+6Bt+PhGlECxhz\nQmeB845+7Lk4O+WxfIfz+w+Yz1ta3fCbv/b3/+Bz/YcpEIUQfw34CeAMuAT+Y+DPAj9IGQE+Bf6t\nnPPl4fU/RaEWA/Dv55x/4Tt8z/x3/pefLuosLUnrNYgJKzQ+SSY3UlcS7wMSSYwZWVforiM6X/IM\npgE7riAXTrx68CWS74kIwt017YNH1O0RQlucC/hpj65m5f38HvyItg2BTEoWVXWoSiEwODchlMXY\niuBGpNS4YYPAYaUAoYp4jITUhphgGPaoYU/IgbadYapjbi+fYboFdVORmgYx9Wz3a2bNCcpWhDAw\nxcTqs084e/fLiDixvr6iO7+HzBLTdnhhkEKxffo5upJMLrIdd7R2UdSKRjANI4qDas4HRu/wo0MZ\nXQpbCNRNS/C+cGOiiGf6YU/TLbBNDUIy7nq6pgHhCW7i+tU1w901bQo4qdi2D7gUp7h6Tnd8VNRw\nKeFCZHKecSxy3RgjMYTSEodQlIq5RKAZpVBSkTJYa0ghFmGRKnRbdL54E4pEsXQb0whCMOtaRCxK\nwJgiWQpmtmKcJrQ1KKWwxiByZhwn5rMZq826qBaJ/O6yalmKitYYqYu/wXvG5FFaE0I6KPgyRll8\n8lilisRbKrQ2bIce76YS3ydKmz9rakZf2nGNJMSAEKIUshDQB/FXCqFoKaqqFEElWc7mjOPIfhiY\n1w1KSAbvSDkTfAEa67rBOQchMowjpjKknJl1NUob8JHJTaWQ5YyWgtoabF3hd3uigJ/72f/y/78C\nMef8r36Hp3/uu7z+p4Gf/sO+b7EiR7JLpG6OcBW77BFTaadjBq0txImmm5Palv00UnWnKCuRURL7\nBWwukWksM32MyCTANhgMzg0EF9D1Emu7N9t+le7IYsXm5jnYOd3RMTFFokukFNDKInzExxFZKXLM\npf1Sc7JSZd6Vimm3RcZE9hPS1IRaY7s5qoLt1XOahw9YPX+GtBfUIdMniVUz+mmHEbC92yHjjou3\nv8Tm1Qtsu8BnxeZ2hR48k7UkP6J1i7Fw/WqPUBIlDDebG7TShCnjgmPyjkpKkpJv/A0mRVolDwYt\nqGqL0gqXE4RAUzdUShODYxq2iO2W7fWID57r9RpNBhQ7IcmyIaLQIjFOE7u7NbW1hT4LkTAWVWZK\nRXOvtGKaJqAUgbZu2A97fIwEH2jrhrEfUFpijcYFX+bxGBnGHqEt0XtSitw/O+PlzWWRVkvD8XLG\nfr9nco6Nc0ityYeW3Jqal5dXzNuWcRwYhv3rBcZIUYrQFEZkgqN2zujL4RGVRrtSBAIJnzxVZdm7\nkXnb4J0jhERMESVkYTtmM2IICCEJwTP05fdDCoTVxV8CaGsKgDo4jNV0XemewkFFmcn0ff8mpXk9\n7pnGCWMM87ZDqRqpBHNbM1nDbhioJIgEi1mL9yNjHJjpitt+X7qjg5x6sxtht+HR2Tku/TF1Laa0\nw+gF0WosgpASlWlQZoEjY8M1UtSEKRPCRNqNWBex7UWpgELA/IgpeCq1pQLEyQWTy1Qi4Y1GJQCD\nVGWmQyqkLXZa2Z3x8W98zuUnf5s/80/9KEcP3yfkUOS4cURIjZ9GZARV18hsmMaAriRWG1KC5cV9\npv0GF0eEn6hrQ86eGCzV8hHbJ58xu3iLfb/m+nIF0uFHj9IVkT0aRZ0bnq0ukabl5e0NCkcMpTUd\nxi1WVNxsv4U1NZW0xf1XGwiOoDVNY1mIiihqfI7Yqi2z6cGE1FQV3m3ZrG/Y70ZscFTWkIQDbbma\nHNc3N5xXhrvJY3TDrJ7T1ccM44hPiZgFG33CZSiYQ9tarKwYnWe33x8cdpGqrqmMOfDdiRgjxhi8\nc7x48QJtDYv5jO2wZz8OkBNdXTP2iX4cQUBTV7RtSz8WwLapG65vb6iahnEcOTmZk4Xk6uaW09Nj\n+mGg3+x459FDpFJ88q1PaeYzhnGk6zrqpmO922OULgEuUmIqi+gq1rsNImcm52mbiuN2htCaM21Y\n7TdYJF4blNJv3KV105Fi5vbmFqM1Vkq6ukFkwbPVLVppRMqYxnK6WKKFYL3ZkHLiZLkge0/sR5qm\n4bbfFmqxqkkhYCrLcTuDlFi7gf1+D4BViv008PTyBY/uP+SsmzGlSBKw3q05r2ccLxZ8+uo5tbZ0\nbcsUJoZ9z4OLe+zGPa+ur7j3+DsSe28e3zOj0i/+zL9DbWrkfEnWVfHPuwEXB2bH98locp7QyjD1\ne4TUUFm0c0RdIUVCSYGUlu31c1Qa8Bi680eluoeIqevifhevjSUSoRQ5R6RUPLu84W/8wi/y7v0j\n/oU//2fpXfEokg6KPG2I7pA5EF2hxbJAWkvKkX6z5frlM9K4ozk+JwiJyoKUxBv76ugmNqsVi8WC\nKShOFhXD6PAUO9roHI0UuBDJylDlIjZpFzXBWOK45dkXK770/e/TKksWmuxdUZ4hGNwOIxQWhe5m\nJFWC1Xw/kP3Efr+jkkUYlHJktdlxvV7zcF6hyYzDSN3MmELGx8g0FXdeyJ4pKaKd0esT5PE9bveO\n7RQ5PjkpLX2KxHTwPqRAP/Q4H5icJ6XEOI5UVVV4cOcIKRUWImec86VYSFnGHQXGaKZxOJh0JFVV\nsdttefzgPvtpZOxHZIYpBeZdR4oJYTTZebTRDONQZLk+0NlCo603O3RVMex3NFVdvBLJU7cNMsKY\nAvNujgiBKfgS5nLoZJTRaCFRRpHDa7twIuaMTxGrDU1VMUV/+D9W+BCYKCNBLSQagbIGoRXrzQZE\npq5qQs40xiIz3G5XGK2p64bdbosbJo7m8+La7QdsVVEpxeAmVIIxFL1CVVtmbUsms7q7oWkaRM5s\n9z2trRjcBBLun5ySg2c39vzVv/IHjwnfs2Lwd37+PyUMAyomxGKJMC1+e8fkBTM1YI4elDuOlChj\nkd7hRURISw4Rpcvz2XkwhhRGCIewCa0Rpi7pLkIf/Oqh+OMP3nlx2PrbbzbEfk3V1dh2werVK/zQ\nU3UzXMpIWQ6+G8Yyz+byzwVZLME5krICXebn6+sbTHJFFZYVs7piN0WsFbgoSg7DgbpbHJ+grEEb\nw+b2FiUVs1rzbLXmwfwYM6+5ub3i1Ys1P/ijP4CfUqGHkifHVJxoLhC8IyZPnkaSdzx58pT58REP\nLs548uQ5fnKcnB+zXq2Z+pHeeR4sagIaFxPD6CAHYpQMkyMg8aplL1rG6gjRHaGMoWpbjLWUvIXi\nyFSiOBl7N+FCEd/EEOiHAe89Qhb7dHIBoRVNXZFiwoVAXVVIBLvdjqap6ZoKrSTb/UCIEXkw5+iY\nGGNivV7z3jvvsN1tCg4QPGOO+PWO2fES5x1KKryPkCP7vqft5mit2O12dG2ND5GT2Yzb3Raryzy9\n3e4wlSnzf0okWQrqvOkYvQMpcG6CXPwjRmucL5kCVhXX5+RdSet6vcsCwIWiDYiewbvyfkoVD0LM\nDMNAEJFF0zKrG6YQSGQ0RX9QjF+ZedfRuwmjNavVmu1uy3K+AJGZNS3TMKIrjRElH6EfJza7HXVV\n4f1UfCmqGLV+/r/7b//4uRa9j8h2RtjeIUbHb/3Kb/LwSPLgw+/HpZphv6dZFq9BjoGkFDhIsUc1\nLT4ndAJhatLkUNIQRCxS1uCRwiGoSxKMTAhpYHIoW1DocRy4/OLb5CQ5efCIT58+x/hn7PqhvN/w\nBDtf8ODRY9JhzZA+OOvcVJx8hsx+mvCDwxqN0hI/7cjS8I1PX3H/bMny7JSLi5aKTHaBJDIx+eLd\nj55WanJbcXH8LnnwxOi5X9WIWByRJ92Sxbsd42ZFXdWgJC4JJJE8jMiUif0ekzOjc4zO8+R6y0dn\np/gYePDoLabdmqoS7JXg4Vv3efHiFde7CauLacYfcgJ6F7nR99H3v4SsG3zM1FqiVSYCPmfi5A6m\nqUNyj3DEEBiGkZAKs6EFNNZCTiQfWDQNsSnW89V2w/2TU1pq+n4oklqZcW7C9SPKSEzT0NkGkRMv\nb684Pznh4dkZOpWgj7NZx+QC3351TdM2iMpyvdnwzvkF+31Pu2ixQrJabxE5MvYelyKdUsy05Wa1\nYecnjBy4P7/g4qjjdj+y6ydOlh1WmCJd9wHnPV3bkm3GTwUMjSEgkOzGkZh6zDRQGUWlNEoqQozk\nLBiChyFS1zWNKerHkGKJz8uZ05MThnHkbrPiZrPm/Oik5G6MIzInZm2LD4EQE37yTPuBRdMSD+E8\ns3lH21UMuy0xCa6ur2m7GT5Ejo+PyJNnuWh58fwFX3rnXfpp+K5n8nvWGfzSz/2HaHNK6FdEVfPp\n0xcc71ecvvcWzeIeDkEKPUrXyKZBZknWsYB5gMTgSUiliXFCiUxWDUoKjIyk0ZOlKtZbqUlIYgyM\nQ19CMqYJHycEhbeVVUWYJoQfkboh5sjt1SXTbkvbNJj5EVFIpPc0VQE4P3v+nMYabjd7KiFZnHR0\n9QKpy6gws5mnL16x6BpOLi5wGUIIxXaq1CHUNKIx2LYhWl3irGIkxYiPkRwDwXvqqmIcehpjqWZF\nhiriwXrkekIYQVq0FWyurlltdhzNNSTNq6tLVncbqkZSyQrbzAnJweTYTIkJTS/nPBHnNPfeKilR\nosyqAknMiZBK8lCIxXRT/PdF0JNiQArFME2InNFGI3Jmtb4jKl24cVmUdVVdc3e3RpGp6gptFDkm\nalvjc2az3WAErPdbjo5PqLUpnV2MuGlikzwn1Zzj0yM+/uxbfPDgLW53W46bOVklru5WTLuRXGuM\nMpzPZ+ymMl4c3N8YbRiGQKMU3cwQlGImJT56pjEyBYeqK0SW3GzW1FbTGkuIgvWwpbU1QmmUApkj\nyWd88EWgVDUsZjPWfiq5BCkTXjs5DwlXvRuYnEMjqeqmZA7Ict9Kk+N6u2UaRx6enyFipqotQcB+\nt+Wm39FVLfePjrm8fMnyeIlIUBuLrS23N7d0s4679R3Hx0dUWfL06gWtrfn82RP+1t/463/8xoT/\n+2d/CmMbpBX4fkKISJoiIeyhnbO63vD43fdIUiF0QdCVEARVIspwHlG1+GFEaI1UB024qggpEaeR\nOI7E6EFpgpsI3hNCQCmDEpqMJGaPDxMkweg9Wig6WzGEgRgC1tZMfdGgx0NackiJtq6xxrIeJuZt\nQ9NUTDFgDpui6qph12/4+//wUxazY776wUOak6NDjs8hzJRyey1xfcVko7Q5GGcOacmi5PdFXxyY\nOQVAoYXAk1A5lKwCXYC74Abcbs8nn3zCk6eXfPXxMTe9RuKxKrF3mU4V49I2amJ1xIoZG9lgZwu6\ntsPoQqsVvQAIqfAh4EPk9U4Bqw1Sq4ORJ7Hb7okpUlt7kB4f2B1hCsJOIsaArSrqqmEc9mWLs9SM\nzhULcSpApK1r+n5fJNraYIxmt+vLKBYiMkbqecPddkNKkmXXIoSkaSyruw1ZFCu2VaocpJC4W21w\nk6OuNMIohLD0buT+fIbUhn0/kmKkthWTm0hKMG/b8rcPge0wsJh3dEpxu93TdS2jLxSfVYCQJCmY\nvKNtmiKb9gnvAhOR5By1LvjClMLBICVLboEy7HYbFm1HSol+cgglCqUafPbAAwAAIABJREFUEnVl\nsW2DGyeqLPCi5FdM+z1H8yW3uwJQ1pVGVyX2T6XEfuipjQUJcQp4Ij//V3/2j9+YEKZA1Si8kEgd\niAHkbEZFh9vfcHR2xN3LJ8yPz9Ay45uOJA1WtWSpiJVERkddWaYwgaogBHbbK4IL3F1fsTw5Ztis\nCINjPzpubzegFPN5w/lihg8BFyLtbE5VV9gsWN3c8rIfOD894WY/0q9ecr7oqNqG2/WEi5mjWbn4\nkszMaoMk4cOEshZjiqPOC0G9POWf+Ylznj99yXa7w1qFsDVojVK6pP1IWaStWZKiJ/kSviGkQhlT\nsAGrD9SmJHmNzAmUQMcSEuJHx269IYSeqR/5/Pk1DxcNz9oFxliOW0HOkv3oGULilWu5MyeMsyWm\n6uhmDSciFbo0Ftedz5nB54LNxIQ/eOtjTggpQUsiiXHfI4Sg7ZpyIe93pFx+n5wy22GF1gZ5UB82\ntiITUUYz7HsyxSBUa42sSpvthhFzUN9pZQoWIQptqlNmihn2E+eLU7bbHT4nZrZmtdqwGQZEhnfm\n91n1W6aQWHY1690WgcAc7vILW3N+NEfHxF0/spzPuNusiN5ztFyABD8NLGczYq6YzTo22y3Pbu6I\n+XdThLrljBQjzgVmdYPq5kyxYCZJahCw6BqkqBhGz7GdM04O5zyKgm9ZrUr3lRP73RZlDEezI+Ry\nyeQcRpQciT7siAmskqScMNpws12z73vmdUNXtQzTQNaawXtm7Zy77Ro/TXzw+DEvX736rmfye1YM\n6sWcab3GzBYEHxGNJfuRMCVErNhtrtl6xfFsj7Iz0mZNOjlnN2zQpsYoQU+iTpmYAvurO7Z3O1ZX\nG45OOo6Oj9heXTP2A7ayxfhhW+p2xtuP76EUrFcbXl0+Q4+RRw/v0aKZRk/ddkRpuH9keSUU18PI\nxULxta+8h06C3TTivcNNI01tcJNjGjJ1neFIYXVFTIGYBfsR5mfn/IOPP+fmdsVHX/vKwUpdvBZK\nlsBNpEAqi0i/a7FNB4/769iuqjJ4BLhAHCeGuzXXn3+GmLV8+9kNj+YtoqkwWnG1WvHle2ds+g2D\nKxfa1im+4U6wp+/SLZccGUUWobACATy+vLcp6r9a2SJfztA0TQnlyhyWuiRi8IfQ0dLeK6CtLTEm\nVv0ehOT+vXtkKbi+uUXXNXs3ldyimOhmc3w/oEwiUopRDIFNPxSBTwhsdztOT0+pjOBsPudus+Ko\nm7PNjjxMRCLHtuPJ8xe8+/Yj2tmMfthQtRVy3BFSZH1zy9nJkoBkXrWcLma8urtB9Bt2EY7rGX4M\nKFNjDOw2K6KUTD5wvd1jKSEnQhsu7t8jTp62NkyTY7PZII3GHbIMjxcL6qamsjU7N7Lerah2jrkt\nxeD6do3WCnlYtGKjYchwMl8ijaIfB2ZNQw6e9bana1rOlg2r/Q6rBE4KImC1YsiOeddyerQkkpnG\nge1+i4iZetaihYQQ+ej9L/HZiyfYxn7XM/k9GxP+n5//y8TdSFKZqpkRw2FBRmXw2x3by+c0bcvH\n3/yCD750n37Vc+9rH9Hailw1jJPj7vaO8a7Qdq8uX/DFk0vaSnN2dszJyTHX6xUvbrYsq4qL8xOk\n0ex3PVopQvTc3K7I0nJ0fELX1eWHyxkjwGpJEqoYfEIJ+8hSEGM5PFJprK3RB7NLOCjs6sqA0OQ0\nISIIo7F1S10ZblcbyIl2Nn+94b143N+Ek5ZEIKnkIRIbNOLNQtHgigMt9nuic7x6fsmLzZpWSbQy\nhKnHikREshsnKq24GwIOyzY1fBFnqOU5praoLA7bnCRWSUxd471H5Yw0urj/KOh0Ofup6OtTKpLw\nFMtaPAQpRbSWWKOw1jCMjugjSmp2+x1CFeqxqWvcFHB+orYWYiIIaKoKLRX77RZU6ZaIgQen59zu\nVogk0E3Fq6fPObr3gO3mhkcPHjLuekxd0W93CGuRMTJrG/bbHUkJTpqWz66uUcrQVZausvgcmUIA\nIQjDyOnZGf20Zxh6lvMllam526yxooSu9jEgUsZaxWbX09R1sT7nSKs1o4tMIVHpomzStSX6QJgC\nTVOj6jL2qZjwIeN9KB1FY1nttoyjw40Tnsx81tFoU2LPfenAeu9Ytg3jNKCMZbPdvukkGlvR78s4\npY0uEe4HZaZGsNntyWQabUucf8z8j//9f/3Hb0yYXMAoiwgFLwjjhNYaWdVIlTh6/D7D5ROWRw11\nZbllw9XTJ8yUJDYLxnEgDB5qxTT1GCk5PVuQk2A7RuY+0JiG+yeCy5s7pqeBB+enzGcdV6sV3/z0\nOeMUeXx+gpagZWmByYkYMwOxZCS4kaeXd/SDx0jBvFaMKbDajYisePvBBSenR9RGkw4yXKFASosw\nRVfvnMPHhK0PphcpyC4QCEhpDtr9giCV4pxQouwCiCmiXMC7id31KxCZ0YEWib13XBzNGfqeFCYG\n53G2InjHmARjsqxzxSdDgzh6hKws2lZkipJOH3YrBMD3e9xU7LTKF1uuVOUCl7KkCZdHQT1e71GQ\nBxdjZTVZSIb9hEue2WzGsB9p2hpHJg4R7yaMUhhTQ8hko2i0JMfIfnRgFLXWTN7hBbjkEcGxrJe8\n6ndUXcPNesNbJ6domZlEZNxsmFWGMSTaWcfcaj55vuVkseBmGLg4WeJc4Hq1wpycFwejsaScODpe\n0iDpk2E/OirjWa/WLOYzJleA3tZI2qpBypJdOHjPfhjIIqMp+QtCakJOxBAIUhC8ozY1CAjjhGnq\nkh15ULIPfiDGCbLAVsVQJEJgHAdMnUGL4jWRAmsrVvs9+jBanZ/MAcE0OpTSLJcLcoZpHHDDxOQ9\np6dHWKOprGXqRwY34Xykberveia/d1HpOZPzDlk19NseqRomdnS5RndLsvfsXGSfYXO9IibJs+tb\n3LDjq2+/RVUvkc7jXWKYdkx9j3OBi7MjVN3gvMNqyxQromh4tdugW4Odevr1ng/u3+M3n97y/HrN\n8VFL11qUVaSQEUGWCKwpY0TFh2+/xWac+Lvffs5vfONjPjqb82M/8nW2rnBsKUSm5EBIfEyoGKnb\njrq2+MkVQ4r3GG3ItiD0vt/hcsaIRDUvij6nR2Qs8VlhGIh+Tw7gtyu8d2x3IwEB2bGcn3BWa/os\nIUkGF5B2Xi7aqiJpGLzkk41j186pYyL3Ayl4pIZKK8axjAW6qjDWMF8uD8nLpUvT+rDj6ZDUHA9x\nXmXRiaSyBS8hxrLHICUqDfud4269RslIq2uWTcvdIYZdizIC9cFhlUZZCXju/IaH846cSieUZUWa\nIttdJqYBKyW91Hx0cUROin7vmRyczmrwAlNnjuY1u7sbvnr/Ids4setXbEfF+WzBg+UcR6DTFTf7\nDceLOUTB5XZNN7M8XJ4zO2m4fO64vL7luK2xtqUfI1s8UxgQQjMNIyEKKmt4cH6GlJLNfsveOXxS\nnDY1wWk+v77CCs29o2PCNKKsBUroyqKy7HY7Rim5tzxidkhYatqGfr1FomA5hzGwXq/QRiPbilev\nNqg0MV+0nJ0cMw6eq9Ud52cn7FJkuZzTdE2JU58cg5+wTUWlDTtfYu++2+N7Nib8wn/+b/9/zL1Z\nrx1Zduf323NEnHPuzEsyh6qsUlWqSlBbliw03DZgP/rbGQb8kWzYMhpCN9BuqdAaqnImk+QdzhDD\nHv2w4t70g5V+sBtZ8ZJMMi/JvCf22mv913+g213SSuVUpQqPhxPeC3318f0j2q222U2hPVjdMZ4W\n+sHRiuJuv+f26prHcSanyuV2Q7PCy7cGVKvsj0eWrLg822C8MB0Px8OqXdd8eBhp2nBxseV8e/Z8\nAHxw6Jb45rt3vHn/yO3NJZ9//nM+7Cf+7b//Z37/7Vv+5PUZ//ov/4xuGEipQS1yUwa/Wn0/BWGs\nycxKU2pCK4VVsBQlTj99hzZaisa0kE570unAcZrpXEfKCasNi2qMx5nHD3ecXWz54v0DZ33AuY5p\nTDQDCkWKhbFU/ukR3rsrQn9BRjYExmhKSdQcSfPMdndGGHpBo71nGPo1D6KK7VitWCWod2ti2bXE\nRMlJSEJWc384ACL/3XS9WH2lgtWO42lcU50SORWC9zSl6JwAjBZHQXEYRwZjGLYd45Jwqq3mKWJj\n/uFxj26a892Ad4b9tNCrjrvxATs4XnQDd6eJszBQqMQcsdrjOo+zcgj3y8iLzZaqDQHF3WEEVdDO\noWvhcT/y6c0VX98/cBhHdrsd58MGZ8Epy5gXjuOMM1ayLGrDWYfxms46UizMKZNKxXpNZwwawxRn\nFApjDTknGhprDMYo6URTIuUqwGJrdN7RW8PhtFBao/eWzhvuT0dqKvTBshkG9scTXejQtXCcIsYo\nrIEQOkrJxGVBvMKln+s7x//8P/2Pf3xjwv44MsdMTYrDdCQM5xwe78E4XFPobiBYxZwWam6UYoCF\nzgeoGqUym16xLHvIhcMpchxPnO96nHMoZwleWtoPDweWVLi5OsM5gw+Bmgy1KV68GISRqBVYjeu8\nUFPHiQxsLi657c+I88y3X37HMAQ+uQ6odslnH92gQeysmhIMQD211HVdra1dhhJatPjxNpQVq2ya\nmIe2cSTnhenhnu+//obL6wtiVnhTqNow5gI50nDcz5VN0dycX7LERQhc1lKrrP/GpfF+KexrwLoe\nay0ti4RbWw3Ko7XB+4FaRTjkg9xcp3HCeSeOvEZMNHJjtdUS/626ZjammmnRMPiA9+JrmHNlmhPL\nNNJ1HednHeO8sMxtVakqvLEcT5PoGKy4EllT2fU9hcrlVpSgeV5oJpBzZrc9Y+M13z8eUbPGB1A2\nczPccFhmCopXVxccY+bth3tuthcsJAblOU4LF51HtZ6HceFsCCwVVMsMoed+OhCsxwVLNYrbm3Ou\n0haaYi6JeaoMthJrxaDJVdKXUlmYlwUzGVLfrZkGEILDG+mAjFHUnHg4jnRrB1afUpxKxWCpVXNK\nAkbfhsD94cSw61Etc5wSpTb240Swgd2ZZ38c+e7NO/q+g1pZUqLvLHNKaOuxRgGG0HVYbTgcDjjv\nmZb5R8/kT1YMChsm10EcOSZI40K/2Yh7LJqxRc5MIC6NsTackiSZaVFk2/A+sNld8ocv3vLt3cRn\nr8+5PutpqnEYj9wfNb33dJ3js5+/ImhH33tiXvjq99/x/nHk5atLPnr9mq4fULpS50iZTuSSePdw\n4s39iWWc+bM/+YTPP/8Z+9PE4/fv+LCfRDjUe4xeI1Ga5AOqVtArb0CtLXepGd30iglqrFVUa3Et\nsWAwx5G6/54vvn3P9eUAKlCmkcuLC/aPD2S/4zguLA/37K6u+ejFObkoWnN43RhjpKjKvCSW3Hic\nImPx7MKWbw970rSnKAfOCiZg3EoOEqPu1lhlxRLhpZKkG0mcmn6WxIpjkRC5yvp1yhmCtmhViElm\n0xQXfNejjGKeZs43W9T5BWOciPNMipWhG8itMeeK8YY+eBbg0gfmceawLKRauTkfiDnjvSXpxicv\nXvAP33wFfkPeH7i8CHxyseOwjHTWEGvj9dUV284zFYMzjXF/wtOYUgWVmRfNYUlcasNxWTjlzGa7\npSiN8gaTGme7Had5oSwS/HtaJs42A8dS2fYdNVcmGrbzGDTWGkwTU9JcxUNRK4MOoocZ+o5pWWhK\nsRl6TFX0PjDFkaIa55sNAGMu9JsBtOLm8pJhG8mlYFVPrywPy8Rxmbm4uqSVwpwl+GY7dDweTozT\nyOVuw/3dA9Z7Hu7v2Qw9Z+dn/OHLL3/0TP5kxWCeRpb5hG2F4/FAKne021eEGrFWwXGkXe747t0d\n3+4bF1tprc9DYDJwfr6l5cBu2/HaaIZNhwsWrSr/8Q/3/O//+I5f3pzz159/wquzHSVnlhxx3YbN\n7Q1f3P+BN2/v2HqPf6Xp+gE6xeF45P4wsdtt+cWvf8X7/Uh6+MDbb77FWc/28opf+A0mzgTvKVhM\nlai052CRklBqRdqVJB51wUOTuLJyfOBv/vbf8SeXHa9//VsO+/e8efM9X331lqtwzfbVS7754hs+\n9VsI59TjI8F4vhwjfngks6HmyHGZCEiqUqYJdjBHjilQt7f0w5abIfHuzVdoN6BUj1KG1oRSPJ4k\noKQ1sN6KB6CSiDJtFMF7Ce2cZ5x34re3gpo8BXcUIUEZ73Cmgc4E5+idZYqR704juTbO+0AHbIeB\njOKs6ziMB05L5tx7HkpG5cyHY8Roy7DdcowT4zKiFXSdp6+ZTd+zsY6PhisYKl8dHum9R6WGPneo\nOOOsYj8d2TjPtDRudmdsho5truQCTYs126YfUNOJm4tbvn8YaSlSTg7lHTkvBNuwyjNrxd0o/gxX\n51uO00ROCe8dm6Gn5EpcElrDduNZTiOD93TGsOSEBrqu4/ryAmsapjbG48IyF1CG4EGv8m3rHLlE\nHh8m3sTE2aanc4ZxmfjycWRz3vPR9SVWa+aYMM1jtZItmVIEYzidJhmvaZyf7xj6gbu7e7bb7Y+e\nyZ+sGNzf7Tn/+AV5nLk8v2ReImed4e5YOMwKawPHOXOxC/z+/Vv+17878epsy+3ljvPO41zF68h2\nt+HV7QUxTeRl4m4/kavlv/3Nz3h1teX1yxuR0WqF9x4XDL+8PacvH/GH7x95tx/ZbCeC78hVMezO\nGHZn8qKnxIvOwEevmZfI4/0DNiXONxvqxj/Hprc1UIQVI9Ba8gnVyjIzGLHsjgtff/8ONU28vjxj\n1ytMiUynEw3Hrz67pvgt7XDkNFYOpxPVdnz3bk8/dHz28prHKaOIGKvogqD+MVVSaUxLZc5gwoAd\nOjbX59jamHLl8O5rdM2S4uR7chWLcOeEhx9jlJVrbYKIlyQviJH8hZoLdQ1WbU2s4mpN5Fye49KK\nqqSUcDawtIa2lp+9uKSkQltza2sptAbH8QQozrtAZwxXfQ9F0VQhxcJ2cMxxpNTKNnSk08Sw3bKP\nM0PvGdOJXR/YmkpuCbQoC3MSTr9pYIKji41lHlmKpFBt1hRqHzyKRj+IM/LN1vMhwjhP6Jox/YDV\n4v9Iaby83MnquxZenG0ZY8ZrwWFmDVqJiUytmavNwFIK+2leRyGhXD8ej5ScsFrTFFKMamWeI85Y\nSmn0QdPZDl1FcdhbR3CWTOPlTcemC8zzSKmFZV4oteKTpu8Has5Yo+j6jsNjxDhhiKZlYbsZKP85\nPBD//3j+8HDiM2+4PN/Qq4pV4nIz7vfUCr/59AVff/+Of3qzZ4yNV9cXfP7xDSpYuibzrA8WqzWp\naEoNKDfQ73r+/FwRgke1QsuF6izaWVIqLEukKcXu/Iq/uLxak/4aaRnlNm8SU4ZzuD4QjyP779+R\nUashZWaaJvquRzv3bEiBkmRgCRrVwtJrkhgMmlQU42nki2/e8WmofPSrX1If7rh7+5ZWE+PpxJvl\nxKssstdjyjzcPRIuDduzc+K8MNdEF/yaD5iebPZRSvQZUy6MzWL6Ldp3tNborOXF7Q1LaaSHbyGO\nAia6Dq1k/hUcppDygjIW64IAoKXQtMSFrUny5CxZgw7JAFBacAWtAWVoJQNZ5lXVJIuxc3gvBiZO\nWZRRjDFiFKjUmFPGGY2y8mOlRANxe7GhzpX9PHNzcU5qkBexa9PBMcaMMo5NsBxypqZIyolCwhjF\nxls2O8/dA6SUhQOxzLy6vuL+/oBykny9CR0lZn5+e0WLmSUlgjfkmPDOkrMmp4p3jkYhp4JRsJQM\ntdEFh6NxTGKOEnMkNrjcbdHryjovkpJsvJfDXSUJOtaMs4paM8dplvd6DZb1WlFa4WGMKK1ZxomU\nIlZLyCta3JmtE9r13fsjSim2T2vfNcmq7zumaRRz2R95frJi8Ltv3vDdm/dcbzcMXnN7s2HOhQ+n\nkV9f7JiWyPup8u++eOR86/irX77guvdULeGa2mhOS+aUCs5ObJ0j6YwNMg8brUBZSmvyAinQJmCM\nw61ZhRJFAUo3MQNZwy7MmgMYx0bJmaI1b9/fUYswFbdnG9EO1IqpSg6/sc+sQQEN1+jNqpjjI3Wu\nbLdn/Hd/fcO7f/wnmA7MceLNmzu+HyNv7xbuHva8+OszHg7w17/+lFwrD/uJbfAklBiJloJqSmjP\nrUh6dI3iEVAqWVnxHmwNqiDIKMX+5oqRhjp8L9ZYtdB8QNuBnCPOOnTn0dYwzzNDCOQomw9tzco+\nbEBbHXkzQ99hgJQztWmcNWy3mt6Ls9LpMOJ6J8GoMTN4xyllOqXZWfkMTW9EM1IbccmMMXExDExp\nYVAdkxJDEor8efuo+fTqnLePHxi6M7RuoCxVG5o13F5fcFomLjcDUTumeUbrxnYzYJykRqV5xjqR\nwtcCmcrSMn6RhOTzzUBTmeACqTVM0yxK9vxkzfvDgcFafLAob0k5CzFLK5aY2O4CGxNQpTGnRcAV\nKsNgMBp6a4lZMedCU5ouOHZ94GwTeTxNQBPnqhBoDXZDj7WKxzLz0etbPuwfCdryyfCCcZ5IKXM6\nHtltt0hyE+x2G1JKHA5HDoe9dKnmj7QY/A9//im/e3/CWUffB2znKIeJf/PbT/nd1/f8zd/+A6e5\n8OtPLkQvnjNjkpjsh3mmFkm6dZ2j946LbU/oeoatYggdKIWyhhQX9vsRZwxnOwdV0bRC60a3puc2\nZdBVGHn5GSirpCUS50jKUTgDJZNipEaPXVOJa63UnCTU0uo1Gtw8Z+ZpCt98fYeOE+Fnt3TK8oc3\n79h8aLy+vSJ0PVdhy+0u8s9B8d33D/zVn/6KxyWxrGuqnEayVpQiQRq1NWoV4LI2SeTNtZGLQq+m\nHhZQq/qxt5rbjefNvOXu8EBNCyqLUYvJlawU2SdMslgr5KlkDE0ZWs44hUR/KYUyFlRDq0bOkao1\nymgxRMkaHzytVMaSMT5IvqJrEmxSGt5ZvDaM0yRS4ZpWpSkEJ5Rnrw1h2NCoXIeA2TimnChxZnvW\nsZxOvNheyEqvbdjPM59e79Zo8owOg0S3t0JVYk5zHEdccNKFZcN2EKC2axUXCy5LDF0sheO4UAFq\nZugCoXf4omkUGgXnDEtKLGnm/GwLaLRVbJxhmSI1FvzQOCbxhDRKLga7JlOXKmY7eUkYgCIp02Hw\nvOgsrVackc0ENBF00Xj98gXj6USJhX1ZCNZhtRJlbhXLOesk0i44K2PRZsNmECelp6CWf+n5yYrB\nl3dHvnhz4OdXZ1wGS140fej44s2Jje/47OUFnenYeSu22kbYcrvdlvOLC1mTaAkYza1xWBKnXHHe\nUJWWUMqi8drw6vqCWhLzPDKOiX7Tc7bbgJbOoT638wq9EmtcCEI9LpmWC2d9x7AdcN7JQU9JgjvX\nVgwqqkgvXde8TKgUGp98+hFlHlF5ZjrMvHp5xnya2Z8SeUl8fLPhH789EothazqOcSInKDSC90xx\nXteVckvXLBZcpck/cxVJMTx1KQpltJAEm3QqF8FRzrccl1uW/SNMD9S5ULXH+IB1imXKFGNw3pJS\npGHF3RjAGJEsr+sylCLlinXgnQTFeqOFDl0k4dk5oXOnJDwJg2RRqJX8kkvGK0VpCmU1WlXONh3B\niX9EbhqrGvuxQKmoTaCmwmnO+BC5MI7HOYLR7E8TtVZ2XUfQjVMstFrEtoyC9opN8JxKgtzQrbGU\nmZQrXec4H3qm3HDFYBUUFOMyizdjrcQCnVMCBCuDGbTIoTU8HGeC9RKe6qTFrw1ZI7bCtIjpikMw\nk9wKcrwrMVeM1ZL/WGGal3X9bUhJgMkxJmrJ1LplXiI5ZgoF0wVx8qoLu7OeeZIOsVVIWYxplYLD\n8Ygzlpb/SDED6wb+q1/uuD7rhHQREyo4bMvMh0TzllIbUwbvFMooNkFi0ZrSOG/RrdAH2XE7I07A\nWmvm44mSEqdxQinP7e0NJS3cv3vHP765B+V4fXvD2fmWfhPY+l6Sc3UDVUhLYv/hDt91aBuINTJP\nEW3s6qEn8WC1SHy3xGDV1eZ6ze1bAUWymGt2WhFPld9/+Q3KNK5fv2AeE3038OFx5p/ffuDrD5mP\nLjsOU0Yhh2xpwhuLpRCUeS48GihVRgatNVo3tJacAo3cFiDEmForVsPlxhNvLvi2KQ5xxi2PFAtN\nazgVyfMzjla8tMRAzRWnxaefVvHeQ9Pk0qhFaNIteHa7LbZJt7AkuYEU0FkjNmiq4JyFlME68Yss\nikai0lhywzVYYkFtDSVmtLakWhnniAuOc2uJTXF9ueXweOI+ZXTnuBk2/P7tA5fbjrOznpoTbx9P\nBK8pKXKxGdg4CFURrWMsgiVFVThOC7pkri8cvW0o51mKfP8HFdDGiBfkLDZ7zoBWUuyC0pKCrCqq\nVXrnQFtUgxQjU5b/N+89tTZKruxnAX97b7HekskSvFIrD/sjTYlBn/eG02EmN7nsaIqHxxPGGbpt\nTy0Jo1ZeiJMV9na7gQpxNTHZbjfM88J3377h5vqK3v24UOknKwa9KRhgWma07znOC3963vFwPPK/\nfPuBw1J4ddbz0c0FV/3A1nnR+nuD1+BdT8yJogy4wGk84ZLEm2tdyaWxNJnZhtMRHwLnNy95UTx/\n//UH/v4//AFN4U9uL/irz3/Gi49eEvqOEjUlJqY4s8RI3/e8enVNNYpaiqRDp0rViookONNAP20W\naqU1EfI0pam5cn93j4l73u0jqSi2veXCG/6PL77nn756SzCev/r8Y16/qpxZzeAsS4YURRRkMWw6\nQ10ysZRV+qpXrX0lZSlE3sCSIy0nWkpioFIbrSgqDWcqt1tHK1t0uuTh+5GaI75BsxbrPZVGjDOm\nOEppdKuASRuhIZcqUWOS7htEZKUkQqzVhvVWQLSaafNMtQ6rLamJtl+XRmcUeW50XaBVBQWUklFC\nGUUtjZwVwSvmVDnfBnKuHMcJasVWxXY7MObE7aaDVri9DtxsNnx390AXLB9dDQTf8WG/x3sNRXGI\nE0tpbHqH0vB6d8XeHoixMMZMapGaNaVCsJppWuiCp/MOrTQhWDTn//iXAAAgAElEQVRwnDPTMpGS\nFFxjxVrvcBjR2tANDqOFu7FUsYK3TmOV5oWXX6utYZQm6PgsUrNB0drqh9kqofNsVlGddH+Vzrk1\nCdoKk7PzYsEeC/O4x7u1cCMaCaPh5csbTuOJPvzniVf7//z83Vd3fHxzxYtgoQpN9u3DSNOW6/Md\n57ny6iwQnMKYtnoYOjpTqTExxhnvPFZDGUeccWLRrTS1itFnTZWLvocVzOuc5Revr7h9ccZxadwf\nFlpJxNbI8yx2VMYQhh7j/eqfL7e+URajDM1q2hNaS5WvoUkUupE8hVYLtSTSnJhOMzFFpsc9Iez4\n2fWOXAtffH3H/ePM7cUFn//sBl8zn78QgcxhFL88tKIV6QxaEdMU0+Rgtyo3FUbhmqYUhWoNVRMt\nzaTFrCAq2LWjUFXh0bzoLerqjFIix+NRchJTpuQsmwNjKbrRWiWnSGqVqsBYh3dIF+LFwQeaaBWU\nGLM4vRq6ek/NWV5CF4Sz0ArKCpjYNJiUsFavAGTBGo00JA5nGxgwTosVe64Ya+icZ5lGeqXZesdx\nkRXfaU5sXSIYi66KJSdKkjh4o0AHA7rD5cqyJA41Y+xI0LJ5mnMWG32tRH1pBRtppaDQeKvXDI+C\n7zxh6KhVCrNCgmmdc+h1hqc2dMuUSTwUnXWILQwSq45mXu3hZZqTxCMJXFW0Cl0w1LqOHCvZK3SO\n2hSH0whZMY8T7qkAz5HgHG31pXNGk3Ki7xyKnv83bcJPVgx+/upC2ta0oCUwl8O4sB06/uJnLyhZ\nJLBKg7UGZRRUcDTeHvd8c3/ixeacm6sBa8XyqSaZY6syZBSHWUwsQxB6cmuy9z8Lnsut45cvL3DG\nkLUhlcoyjRitsH1PHzxjntdDWFG1iOuQlsOIEnaejAt5lSKvhppKUY3lcX/PssxshkDe7Kg4UmmU\nVNie7fgvhg6DYtsZxkkxzwWlGzFlilICalVp0ylFTE+UCJlKyc9uSXWVT7cnf6SSKTGSrUcZIwVN\nO4np1pXeaS43nlQusc6LAel0QhVxgnL9BqMLJotNfXNhpbkWqHJz1VrxPuCtkMFUE1LOFBOlKWqO\nOCuGtEsuaDIoSLXA2ll440mtyZqtPYGMkkmhlWAj3llaKhSv2fSWoDydURzGE6YPlCZS796Jw1LN\niaoNWmnuT0eMG6gVGsKHcM7QhyDEqZqw1omxjpZb2RnNkgp+jY+LpWKd8EeMlgAYqNLJADlV4iLM\nw74LaKNYYmScxRT3eBoZhgEQizujFXmpWGflsDfhAcSYZJNlDTGLx6ZeI9V100zjTAieukg+RB8s\nORUpBNqwzPE5tKaUpwAbfjBv1ZLT+GPPT1YMfvPRJd5U/vaf7/ji7gODNbzYDuyXymAnXl3tUKqQ\nMsS4sNsMLHlkP3YoG6g2EmsjlkYzoFOjFTHkBNheXHB9dSnCnZyZY8R6h9MeqzRNFeI0UrQV7n0q\nmFaJteBKw/c9MWeW04i1lrAZcE4ouis6CDI6op/ZCrJ7b+uLTefo2owpigvX8/Y4MloBkrSptFyZ\n08Lbh8KrXY+zlsMilOASI6UqMOLNR2OdJzVP4rJaZWPR2uoKraQ7qFX23a01pLWQWDqtRPQFUFLG\nlsqLoZdAF60o80hdJlpZaC2Rm6JajyoTzizUqLChx/nw3AHFCHMtUDIG0NrgnCgzlbFi/ArMacJb\ns2Isa85iFeWiWvUOpVSMMpgqDEiy8PqVblwECRJNJpFaQzuPyogEula8Aaca3x0XNr2jd46u6+i8\nfc7XfPq7xJxwVopHafL97byjNk1ME9YYVKtsOrFcq7WRShImpjPQKkZbQKGNwoU1WSotmKLW8JeM\ndYab60u6dTSYZzGOlELTxGBXV5o14gRlxafTpIazoqA9nWZygSnOYuM+VwzgnFjVB++oZc2ztFYK\nvhLT3nmOdMHRqPT9IDZqP/L8ZMXg3WFhYzVFKebcGHPhEPfsfMfPrrcEp9E1M+XMY0x0zoKzLEX0\n6L/56DVBaaaaoSlSSeimUblSWqY2hXaWs8sdZll4eLhjPIoZZgg93juJ6qqJ2OAwzTijxGUGWJaI\nVRq321IV63xeQBeUkeawgdB39dohIGhfXSKVgl8SuQn4V1rl6qzndIr4zrI/jNAqX7655+1YabcT\nL69v8U5zPFaW2hi8R62rTkHXC1pLztFTh5BLES6A1mhVnpF6rVeuw1okaJVWmhCrnrz3XMIZiw+e\nYdhw9+g5NkWjoK2AZ01bAQrnhahkJFEoMUGpBbse/IzYslm3zstKoaomprg20oqMxgVLSZlUIikV\nWhNUXistzMQpMisoTbPdBrwxeG8YT7Os5FSkVrDGoLUSb8pcMJ2nNs3t1RmlSqd2semYU2JehPyk\nQKzbckWhoVWWPGOdFQBbGfF4rI2KJlcl0vBWRc3a1PpZtB/YpkZRqiKlijZSeL0LeB+kUFeho9cG\nXRcouTDPkVzLc7QcyFZKUfGr36dsa2SNqXSm77cIx8PSirg0LylCFF2MtXq9GBTOWsxgOByP1FVw\nltJCa/X/+TCuz09WDP63v/uGs2D47NML/uLjARPEOmoTOoIWim/Tmm7oYKhrxbNYbYXVphrJ1tUL\nzjDGiFdyG7WqKDmJcjF4jK5M30z87ov3PCyZYej5s198wi8/fkWqhdAaoe9FpNPaevE3uWmt6AxB\ng2pUKm0NFm2rE7BZbxxdkVVlzuRl4e50QNOIOQlYlhPTnDnvDF++feBuTry7P/GbT294mAsvdaNm\nuNhumGohxyKAJA1lNC2tpCP1dOSVzLGtiixaa6yqa4yWUIStVmiz6giQnEVBvi3RO2pt9M5irRMv\ngVKoywlTkoTNmEJTBuU85smleJqoMTFr8M6sB9OA8qiqybWhlcMYhQ8ddV7IrRHTCoBU2YZYIzTd\nphsxCVHMWMF8mhI1aCuaZY4sS2S324oBTZX9+TKdRMeCZZkXeucYpwnrDJ3VjPPE6ZSwvadzFr2G\n1RglRCetJPUpeEdZRWVaGZoWkFShcEaxTAlvAsaotYAB69caBNOQYowUiXW3rJpYwpWmoDZyy9Qm\nQbTzaiSjAe8t1qgVtxCgFqU4pokQDMF1kupcpJCoVRmrjZXYdy3ejr0Nz+E03nuM1szLQugCyzIL\n9fxHnp9OqFQrr4cei+Z864llYesNV5c7lhihSUJvZxpnNjDFJO61vScYg+nVKgPV7Pd7/sMXH+iC\n51efvmQz9OhgmFPi/Xdv6IaA7bZEvWcfG9hKagXbWXSzTKeZkhtaG7nhW4aSqEpBFmN2te74rbVg\nhN5aa6amjKpScdO8MJdCyYm4P9A7xRwh5oUNjnFqWFU4xoWzzYb3aeSzlx2/ejFwKob9aSS4QC7i\nMaibrOFkQyH2Y0rJGqq2Rm36h5Fk1Rp4C7HM1DjRgqc1Jy+28IVXbKNgjWE3BNlbpwxVceY1+mLL\n/gTx4QMsBe0DzUimokHArFqKkHqsIS4zrVaCE429ftowJANOwmZySfjgaLVgqmZZCkVXZg2KhtWN\noetRNAZvOZ4iZzvL3Yc9BcN4ilzvLMsU2Qwe3Qsx5xQT3hpSakL5LZHzIVBLE0fghBCiloRXYIeO\nBnhjyTmhkK6o1oo2hrg6UGvVyKWJR6U1+ODW7/sTA1NGLa3lVn7SeDQk3xCFWMrXirUyRLamyDmB\nVnKhtCoxen41xq2NWqr8vWt59n4I1sifqSQRLHSenMRFurOWlBPOGnLJq/O3pImldMJ5i3WW4/FA\nCJLb8GPPT1YM/s2fvmTnZW9/fT5w2FfuDgt//9X3bIJl8IElZ24vN8SiCNbifY8PWpDmWknzAkbz\n4eHE29PMRa2olum8wuie0sEyzYyHjLOWv/rtZ3hr6KzCOsdhfxTgaNXZa2OopdKKWttIwQMK8gHV\nWKjFYKx0A0rLnvmp+aqtMi7iTvPuw4E/+2jL9esb3t8f+Or7Bw5LJE4zqWr+1W8+5b++6Km1cZwn\n3p8maHC103IzABiZV2utayFQz8xG1A9rvtJEPKS1FASVEiVOpKXHOIexioqYq7QV9BRIQxGMZ1rE\nHKNRuOgCXhseSmM63FHijPcV5wdS1ehS0E1yKy1G9upGE+PEPj4yu5VmbIWG7IKl67x4UKA5TjMN\n2Pie2sT8NcaMIVKbJEZ1fcfxKBb3tVS0riwJ9o+PXHPGtg/MywmDhPPuOv1c1BJFkphrYdcHnJEQ\nks77dbyREVBbsW5T+ofuqlVkhWqMxM2XioU1Ek5RaxM8QSmx5Vf/NyC3rSPB0zZBSYFurdIQIFAp\n8YnAmOc1X0pF+CJKEZxZ/3sLVVKpa2nUlokx0ZoiBEcfxGJOjFFkm6OAGKP8fWpjmRMuOLw3Ipm2\n5hnq+peen45n4Nxq+qlYcmHjHHub+Ju/+4YeCMFQsXxyMaCM5tc3L+iHSIuW/uqcZT+JOKharl+8\n4L+/OsehCM6xzDNKaZwPErjiO1paxPizwTJFMaOzmjwnSdU1llYTTclt0Fqj5PJ861stFTrXQo2i\nX1Ba/AD0GorinEVtCncf3uJNE9ORaaKrcD0EYml8tyz8/t0D/+VvPxVsImcG77GxMc6ZJYr9e61P\nWgC1ZiesuMX6cqwLrRUPaGgNuiqMUhglgFcpSTgCVqOl7pKzaAtqa4LoW41WFmMU0xKJMdO1zPX5\njr3VHPd7VInk6UB1PaqWHwpTibQmRdSs684lVVRWuCLjzTw3ltmRhkHYiKXSeUNUBVXVeugaJfQo\nBbswoLRmniOpZealshs6dDCEGmjA/vHAsPFk1ZjHmcUo3ny456PrK4JX5JpxxpKzHF5RE1ZiLDhj\naFHWtIWM1ZZc8zp+GZYl8hhlzTn0nRSYnFYlqhbFYRMuSV2LcF5Ht1JEN6OoLMtCa+KYVVZyljXy\nXkkn8gTwsorCsowNyshEqmS0gIqzVjCg1Um7pAxGANyyhssYLY7W2mh0p/HO4byjlERzTkDa8ke6\nTXg8LhQUu8ETc8UrxWaz49OXl7x9dySrRqrwhw8P7DrPiy5wjI1dd03fO7796j1jMXzYJ3Z94KJ3\n9KFfJblCM25LRI6r6PZLSqinub6UdWbTOC0VuZQqNF8tu95aC/WJ4queEHtBxOs6eyu1dhPIreBp\n3L64RtX3vD1EHu6/w2jH1fUObUQleGiZt28+cHW+o+s8NTUuh8bFumosrYpmohQBC586BWS1ae16\nU5UmLwkCMj7ZqTkNuURqWqglkJOs2qxCcI/Vt7HVhoBXhs3gCcEyjTNjK9jScLstm37H6bgnjnus\ngjGnFb3OVK2wvl9ZFgKgVsQKrBRxIG6lUessSsSc0NrQEhyPlRrBdZbt2RnONmpOlAIkiCUxp8Jm\nM7DZWGxwTCdh+33z4YHrckYIPQ+He9ywwYWew5w4G7Z8OB4YwpZaRb24pEoqy6oOrCJOqgllLUuT\nzzmlKBwLrSSyc10V55QppVJUou970QE0nkHKVqEUwQG0MZTVeWiOQvqyDSgyWojrfV5j6WQ00EpL\n9mQsGCNr8LquBlVj/Z6J3Lo1AQhTTNggmy3nZYSx+qljESDRGFl511V411pbA3D+5ecnKwaKwuO4\nsHWGyxfntDU1+V//yUt+13dsLcypsR0sF33HThfG0tA+YKsYefztP7/lm33EtcbLXc+ffnrLn19s\n6EJYD2tD2UCaJnqnacUIOUgprHUYZSg6ktZWX+knYkldIUMl/bRaqzFqZRzKS69WBNgajVMiWiq5\n8urlJ3w4Ft58+Q1b30hxYdgZdtsdH6dKyonffxh5PC389ue3+OBJ4xNQaLBNY1RlQV7KUquUtLU4\nSCegV8KLwrQqcIBSWKXonagMY5yoi6NoRV6t16UFVrQqbXBtDWsqQYHTGrvpGIIkRceU2ClNb3fE\nPqC0Yj8tHI8nao7r90iYcamIZ4Fh7VC8R6sGJTHnwmman1dpta24uBHfhzRPfJjnNaDF4ENH8AZn\nLa5mHh8mWi4UJTTm3XZDxqBipCqDb4rOd0zLxP1+BCT9WgGpCIo/zTO2OmJZZewozs8cOSWsFatx\nGlijuDkfsNYIGAdY58S5W8vqD5lSyTk/d21tBZ4bgt6fn21lzVsSzon1Xa3iIUmTG5218CsF1uu1\nYysSnKNFhGZXiv1TB0LjeQVpjVmVjQKwC5aTn7vIeZ5lZWm0kM7+WMeEV1dbbi42nA+Wq60FPzCP\nJ768P3J3v+eg4C9/9SmbjWe3GYDMpXLEceLhMPHi5Sf8Onf8siZQhm0f2BmxGKcVVBVzUNXAaIvk\nFMkazCh5aeVD8EIUWok0rSFpumrlDawyA7SCJjeL3AgraEjD9IGHD3fUnHg/FT57ccavPnvNV999\nSwZC55lTxVfF2TDwmVOU7x6JqfAPX77n9npg2+9ITbAJp8zz7SQfouAapWahshahHxstjiFGK4y2\nNAoOI/yHVihxJp+knWy10mpHNUbGBq3XF66R8mrXZtvzyx26Jwv3ypnuWKx0ELvdltP5ltMcOT18\ngLxQmqZog7diMFKauC+nFKm54rVbuQ8SCw/iGj2cdQxd4Hg6CkBKW92UMqc1/CZPFT9smGNm02la\nAWMN6PYsAX6cIttBMfQB5S0DIvjJTTPFhe7arizHxtY5HkujDx6MpqaGD5acJVW6Vemy+uBRXlr4\nXCopRVJs6+ZEQLpaZTxzzv7A7Vs3OC1npmWRz4+GIsncrhWqCbMUJCZNa4VuYpxSq1w6dX2/Si1A\nW1WJ8nPGCLeiNhHHpZTXjmXlqGTpZmKKgp+oJ7s786Nn8icrBscp8tHlDuchz5P45cfEf/rujvtT\n5GbXsekNF9ue3DRnl5cEE7hr70hN2qK//PgKFyy4jpojJc1iUDpHOcnWQp2kBCixBqtVoslSK5im\nsNrRqszedUXLn4g5uQlAZ7TQjLVuYvSr1DPeoVuh1MoX7x6Zpom//+7A5X/zC/7so5/zr377Genh\nAds0S4HDGLk623A3HiWkpSoyiilWdl2TYJPayEpuBtdENCt9wRPwp4TnsFqP1/YkdOW5HWxNE6z4\nDIxpJDZhRYKiOodTYk0iDkVidSYj0g8gJE2AsFLBWVCdl1sNuBw826HjXY0c9w9Y3aG1xdZENpqc\nEiVZqaRGiDs5JVIRLCh0Fm+MrOeqdAM5LczjiRACxSdybmjbMMoRvMXbLVqx5jkYUe4ZQ+cd1mi6\nYCBlTG08jpF5mcHKry+p0HlZOQu5x6B1hSK3/sODjKV+pVPr1liSoPPWOjlgpVJyoZr2rAh1xq4e\nl5WGWn9cMFU4AlOKOG1FZqyVZEmyEsKUfG7SeK6fTWXdaPBcrGlQcnnmlrRVb6O1xqz/3lpjnuXn\nnHMrKU3hcM+mtrVW2Wb8yPOTFYOvHyZA0weHt4o+T8zVcnW+4dXVBbcvzjDK4rXj8LjnfLdhXCau\nbq5IS+TNt9/jrGWjBoKDtLrMCNFDaMe1ZEwzktBTV7S3AishCSo5RiHjrL2fUisBRGl0W5nn61qv\nVjBtvT1XPr5Tcjvf3t6ynyc+73Zsdpd8ePuOXlU23cA4zuy85ZAaj9PEu/uTAD/Ar2+vxLVGSaHR\nWq8GK4JIxyWirV07AbXyXSqgSSk/6xfqEzLe5PexKDovU/xUI3WR7D+jFbWu61INGLO6MjVJSmoK\njRSbp/ayloL3ApCllGi5YlXh5cU5mxCITbwXx/1IP/RMpbDMwjikZZaqscajjRhsqFzonGFOmVMU\nWW0rYIzHWU9uDaMUy5LYnfXokuSmq5BapmTHVDJeK1on/IjTLBbuWiswclNvjKZ3jnmO7HrRH+yX\nGdMqqirmeQGl+e77R7rOsj0bCBsnKH3O5JiF60HFOyOhOCvPVCkZH1OCXLPYwynDE0HVWYOz4iYF\n0s2llNdtA+uq8EnYtt7yNLyVceLp4Mt6UoxzlHjrsSwFZcUXgfVzqqWuBDMIq8x+WWSUySqvAOcf\nqYT59sUNOc1MKTIlxRSlJfvF7SXBWYbtjqoMsw5kJ+EkJWW03jIvCfqO7W5HHWdO48L9YWRDZrPd\nYLuOJWXIUVKClRh4KiWoukLR1ltGNTCrkKdVUeC1VmVkUGZFkWHNp5I8gSa74lplHIHEpYefvbrF\ntMJpXPiH//QtcZk4O7+iUonjidD1fPnuAaUaoTX2sWBVYxxP7IathCohbaR4EAqZx1tHLlnmhidh\nVJXuITcxyqirdPnpUVpWU50DYmGOI0utKFUlYVlbiSQzrC8irMOm3EJIF4IGY+zKtitYIwy+aZ6w\nWnF1tiGXytFqagoYDNp6Wk7UnIQcliu6kyTs1Bx57amVNXjn1x293I5NNXovugRrDdM0s388kGrF\nhh5tNc5WLoYt8zJzGkdybqAMMUUuzza0lMTN2TtSzmw7xzjOnGZJeFqWTMyOvnd8eP9AtkLYGoyY\n2E5jJJayhsWCs5pGppYmlni1rgY2K9NzTaZuNBHMZdEu+LV41FaFNr+a0kCRcUFpnlK2Wdt9wYNW\nNaR5kqwjWwyg5EgfepT+gYBGA2Okk8sproC3vAtPnYNSihDCj57Jn06bcHvGNGf2h5nvH2e+OD0w\nRqHcvtjtuL1odEHmoLPNObk2alXc3z2yjBPBe2xKTDlTWmNwCqqm0kilMi+FYBSxijzWIKu0kgUw\nahVY27uiKwpD02uuYW3rfjdRlKx0jNEYq0E5qioYZbEKYqwr5z/yf/7uGw6nI04X4pj47ONLLm86\nDmXg/tv3uNp4d3/AecUfvp94eb3FeYe2fl0UNlHnrR550LDO0Kq49dT1cGqlqRWc9M2UJpoFRaOu\nNGVQtOdPt0HKzHkinSpagfEbod2u66Yn2rJaxx+ZlFbmJ0rMQY2luSYpzamQ4ogqiW030J0POAOp\nVNxS2O9PBKs4LieUka6md510QM5IulQt9F0QokzJlNIwxsGSOU4nri8uuD8dSEum6zd0AYJ11JYp\nc+QwLywFttbig2E7nK+0Y0PfWXKuOF14dzey2fYUNHEW09DDsogHY7B8fN7RsmJaCjvfGOeZOVdC\n8ATdsMYDhjlHQLQuuSZxijIKtwbVOiOKxPp0aainAlDJua7bqB+o4rU+GcEIGB28X8lschlJdya+\nm0+MwqKEgo1qq0OzFyKc0iwxys8FL9aAWq9eCnXd5vyRdgZnHQxuoMbMf9xP/O7diWlJWGN4OCRq\nbrw891xuxBbsEDNqs6WcHqElllPk5DTWWpwzOO1BF5Ylk2ax9LLGkZ9ooeuH8kQN1euOV9hgjWY0\nylooldYUSokcuJZCLAnrjOz4owRbtqZ53B+5vH3Bru9pSTEud9xNhY/OAx+/PuPqPFDnhdBtODs/\nZ//+ga0PZFU5KcvFJqCMZwiOJY7ULNVeW0HSYxbEeT2RqJUW/4xgV2lHFYJbCBou/Ifa6vPNw7oW\nNaUx5Yl4AldWALWJ2SmrzZZa8ZDnZWb7QZelV6WmDQqaZzoJ7bqUTHCWy01PqQ1vE1Y1pnlexUcy\nXihlUKtyriD6hTRPRAQJR2tMK885j+M0oprm/2LuzX5tW9Pzrt/XjW52q9vN2ft01bkq5ThuCHGE\nYzuJEgUkBBcocBEkBNzlApQrkn8gAi4Q4hKJCxqBiEAKSIQoRgRIh6PYcYJdSZXLPnXavffae3Vz\nztF9LRfvWOscOWVbihNVTalU56y11zp7rTnGN97meX7Pquto6xYdZ0osjCkx6EABNt0ap2WI6qzB\n54zWirZ2hHnm0M+SDFUkK9FHz65paLXGaMmsDH1gP3rhY+SIMoZGWdT9liRnmqbBOpkvzUHaFnTB\noBeV90KILpkYZTUYfVzcpIsN2eoH0VJKWViURb5WLTbnez+JvMrDweB9wBhD8JEpiGZBZhlp+dwi\niTfir4gxLk5MlkoXpumH1Kj08eUBhSCtVNPx6NRSaejqisY5LmrHycmaqnJQaZTXuJywuzUvXr9B\n1xWhaByy580RqlqCKpX9XBpqVEFl2b/GLLhvreTpl1MBK7p9o83SH8sBgVYoKpQuKJVAK+aY+cff\ne4Elslu3fOfDN/zckwu2j065vXzDl9864f1nZ9S1w1lL9gNvjjOH62s2XcNxHvnKW1vu5ky3OaEz\nEvs1jqKTt4t7LflA7SoKEZ3BOMs8z1I+ZhYN/WKlRm7StGjpRTUJKGH2aQpOG5TTaJ2gJCY/MudM\nKpmmlfAOg0ixixJoixwIy2BLqYe9uxYBHcWC3XSM1jH5CaZRRC9KCbxEZ2xtUHrHNE2ERbasgBI0\nVVVjlWw6rJWZSUkyHK3qGpMzwzDgnGQTGKW4uhrZ7hyrtqOqHZVZVqipME6eaZ6pKvGAFBJNXVFr\ny6qxlJKoGoNPjtmL0OzoZ+6OE4OLC7INxjlIIpKzpKSYQ6QfR2l1rMxxTBFXpbUitjJaUPNzCJRU\nFoWjRWswyAbiXqKccqLMcsCmIvoXoxXRB+KyFbi/iUH+nLGG4APjOC6rYGFVmmXrlaM4brVaKFvl\n85YkhAAsmQz2hxSIepsM8dhDu+a9x1vO1nd0tmGaEyena3ScWa1brm/uKCkz5oLqoaoc7XaDtQpX\njHAKYkYZiMiNYKKgpIoqoOVCU0laAW0tZJkA13WFWowxFiVVgawTBLahxUueFQ/RYk8uzgEZgL33\nXo0uienuBlJk3bTyBDQQssYUS9cVqs2a2I/ouuOTyzdYEzndPcHawsvLG3bbDuNqTMms24oYAlf7\nnpPTDkJBIFaaULKYamIRQ80yzMoRrFl23/cmGSMDUF1EYisE1YyqLEolpuRJ44FkNMYagZcsFYG6\nl1d8YS9dltYhF1C5YJVBWWg2lpBrjseBq7sDXVvTNQ2alhA87cowTo7rK1FX+piouxpnEDWjsXKY\noFh1a+I8kuYBlGwCphiYZ5mGr09P5caOnn4/Mhe49jOrakVQCuMsWhlqqygGUAVbMuMQMRU45Xj5\nek8xmdY2zKlgNPgwctKc0FUNGI1dnuAhydS/Hzw3tyN1ZyymaiwAACAASURBVOgqR06Jumuwi8ch\nzAEfxIeQYiSGBFHcpF3rMFYz9SNlGe6FlEjLYBIt750zRtrXUphmL+rUyVO5GleJuAjAh8RwnIGJ\nqja0XUvXiEPyXroeQpRWErkWrNWS7vQgXvv+r9/xMFBKvQP8N8BjZIz6X5ZS/gul1BnwPwLvAd8D\n/s1Syu3yNX8B+PeQSvA/KKX8te/3vV9eXZPnxHvnZ2ys5eSko787orSmNY4pB6IvjLNH3Rxx24ba\nWfbXN7htR2cMJi+R2EXYAApDUeXz6K8l5AKWIZmx4rxTkFGkUrDlc6lxzgmMqAxV+jx5OC/jLV0K\nbz/aoRcdwMUplBw43NxBkVRilEZlDSWQlGJVtyinGVThvNL8+kefcb6pqFPAKi3Bq2lmP83kUjjb\ndEsa0QT7ImYWa1g3FT5HoRw9rAUhRkFjUzToJX8il4en8P26UavF9ouImKqcmZInjj3aWCytbCQU\naJZ0JWRivggXRfWI/LvV4sk3WuLYndGkXLCqUFlNtemYRsscAtpZ7PkZx3FmGCdKKfhBiNXKGtn+\nGHHlBT+jUdjKiLxXm8WLodi2NdFP+FgYfZQEoUrmELW1WA3rSvSQVlthDvYj1jps0gx5FBFXVNxN\nE87CZrNFYOmZum7o+55xyAwhibJ0YQ8klSlFYuXmGJn3g1QGWt6DlCFEQe1bY2mcVFpDP3I8DuIJ\n0ZDC0jbkjNEy9C0FQhR3aEpL6T9HfMjENFNljdGS36k0NO3CUtBKVIYF/ByXDYS0uEXFxdloZODr\np9+zziAAf66U8itKqTXwS0qpXwD+XeAXSin/qVLqPwL+PPDnlVLfBP4t4JvAc+D/UEr9SPk+Rupf\n/eAzSlTczJ7z1YanT3Y8Oj9nOO7Zbtb4mxkRYBdM7aiqijjPGKsI80wwIhIJIcmE3FmUL7jKUIyl\naBkmykRbL7bZQCnxYbMQQ4S06MSRE+R+gluW/XKpBLZxv16MMaONVAoSLGLIcocxhiBkoQI2JWzT\nkAKMwwyVZldvePLkjHVdsT8cUG2LdRVjGJinSMjyVHhxCPRjz09/9SmXSWGnmcmPWCpcnYUgpEWE\norQihbg47PTn68koT4eEyK810k/GBa9VLKRY8H7AD0aEWfczhhLFKmwXrfx9qVCWtgGIFIwSNR0x\n02jDk7Md0zwTF9GLlNqFrBKrTcembdn3I8M0M5SlqknCYLDWivJTSRbkPQyVHDHO0rUNx+NBDuiY\nqa0l5czK1szRk2ZP0YVeQVaFumiOkycqWBnD3M8ko2mWliPmRF1rVlVNiULF+uTlIH/fXPBKyndb\nQKvCZt1w6KfFf6CYfMRE+RmVYgnVlXZTJM3yfWISVaqWLHqpMo0GXdBOC2K/wDCMhOMkQBgjLVld\nu2XQmIgxYI2S1mPhRApkdYHP3b83KS9shMIwjChtF7FXfIC7/FMdBqWUl8DL5Z+PSql/tNzk/xrw\n88sf+6+B/2s5EP514H8opQTge0qp7wJ/CPh/f+v3NtrByvHq5oDVlvVe0aiC1WIB1VpTrxvU3uFD\nokoRazXjMdKoihBE5x3mQNU6nDXSIeeM0YKgVlFYB8qAWRJocoiys7eyj04+LhwDmZprbSheACZW\nGbQVMZJFU1IipoipHMQkE/+QKCpT1RX1uqVtNR9991M+vDziY+IP/vhXWa02DMcBlTPffP9dPv7k\nU4wxnHYdQWnCZMlmYrOqeHMXOF5dsk+Gfph5drpjHhrGfESXwpurW05Pt7SVqCjnGHCuIqdESgVt\nlbypRlaElTb4IE/zlGWT4IxZ9t+JEhJ+2DOhaTdb0ALQSMu6URnxQ0hHYpbGRNoG7odfSp6tWina\nxpGyIYTIPE4oIk0lPMaq0bTVlikkrocGPw3oDL7A6L2Eh6eZbDUGzdgfKBicVxADOUaqpsPVNUpZ\njv0Nh8PIatUsMFdNvz+iUIxGUa9rNtYxz4X9PNDWLXNWXGxbMo5+HOlvLsX1ubzPOss+frvphF05\n9Mwh0041SlVLCnOirRxNU5GCJ+VMa50cCAWmKeJZDufFEZmCKBCTCqIWzXCcZvwyjJzmQEgZlTO7\n9Zq2NczTgDKOymm6rkErJZFqujBOEg+vlcJPQURPWTYMdVNTOS1tsFZ0XYNdthf/1IfBF19KqfeB\nnwR+EXhSSnm1fOoV8GT552e/5cb/BDk8/onXH/jyY5ny25pGK7qVY/KR7aZmngI313syFft+ZlfD\nza1ns+5IORFSwSmHKgmsIWmN9rLSUXVFCUmsxUURl70wOHmyKYNB5LqqKKpGNPcyvLGi6oLPS7n8\neVCJMVJ+qgJFWwyKYg1xnqi6lpILf+cf/Cbf++iSm2Ogtpofu7nl5MvPOH38Hr/4t36JogT+Wdct\n/TBRrRva1qGKILtTSTxZW06i4dcv71Avrvk3/vhP8cFn0i60i0dgUcEzTwOpkojwQial8rBFKKmA\nEu6e9IwKnTNaF6l2lnaDkojTHq8LVVmhqxptpboS7KnYfCn33/te0SAleVGyRjNLkpSrqgUAqmjq\nuEhpgZJw9aIWVIXgDFpBKIpjP9FPI7nIYbZuagbvKUkAps4K3ksZI6zDcZL2zjlQmdo6jNaMJFTR\nKJUoPnB9cyQUTcgRWzxdq/DzyOAjGUvvM00rQbHaLg7HZBiHkZQKKSqaRkJ5YpihSF5GTImieCAg\nzT4xzzNzjOQkkmEtc0ORixuF0QJ4Oc6y4pvnwBgi2mratqXOhZjEOTuMQWY2KZCjXIvWmgXPn4he\nAK6gFyBMIiNehlKEvjSMnrp2HI89lbPyd/29HgZLi/A/A/9hKeWgvjBZKqUUdU+H/P6v7/u5XW2X\nfrNhPwV0Fsnu9WGmqxKnFycQxGwSVUQXw9DPrNqGfpgBS9OIRj3HRMgyZS1R1FxGZAcLsUZ24woN\nC/Xn3okopZcQmpXWy2GzrPQWOTJ6majnz3+gBYwuEtCqws+elDIOxztPH/Ejdc1uVaOUIUyRqpp4\n8tZjPnv1hnajeX17EJJQcMw5cnk3s6k03/rkmst9z7snKz7ae8I48Xf/8Ye8te1AGdrGPRiMQsw0\nbUtRi9HK6AcXnTBP1BKCIiWkuf+5S5HhqrJLCIyAZOPcC+K8XWGrZvFkGEw2FFNQmgdBi6wc9VI1\nyPQ6yWABlZdZQluhklv27HKTaKNxKtNZTVIVVSWzhnXj2I81d4cenSLOGp6enXLbT+zzkaI0UcE8\nDeIRKYrKaVzliMFzPBwWHmAgZhn+Xt/NoMWerWLG5xFnFIckLaQxkNKM044SI7OPZCWpT/PYY7SV\nmwtZS4I4MzWCOj8cehGJaSE8s+hUYFkIp4I1eoHmFPwU8THjk2hIlNa0bU1dWQzgF42EtjKvUUrI\nSuMsNHDFcu0Whc+Sp5BjWOzNUFWGylYP18fspcoOORArR9c1v+N9/rseBkophxwE/20p5S8vH36l\nlHpaSnmplHoLuFw+/inwzhe+/O3lY//E6xd+6Vti8dSGZ08u+NLpqfwAVhOnkbpZ4Yc9ZycnhDBT\nWcvYz7SuQ9eW/TTKOkyLEywZizZFfAtGDDgqCprbWENC0mV0ljdyTgpbOUxerMjL+jGViJ8mnJML\ngSi6Al1ZEpmSlpZC3QuUROte0KgceO98y11/lB4vKMasaSP4yxs2uvD2+U7ozdrCPHE9BDatw1nH\nZtvxjbcyfYz8xnWPz5CL4Rd+9VN+9FHHH//Jb9DHIulESoOSGYoqDXf9rezineQ+5CKbBV1kC6HU\nYoa5P82QTB+jFLU1OF2YQ8L7gTl6QtVR0hpXV1Cc7BINYgJbKgAxF/EFi7UMakky5NSLU1KZhReR\nZCePKkL3Xay2jXHYEDHKYdWK28OeYTjSVR2P1h1tZajblus3b8i5cBhHNusVWluG21smH2hWK3RO\nqMoSE0zek4rMV1L0YhLKhakfUa6icmpxByqGQ8/sZ1JRhBQ52WykQrDieBTOgIBUjLWi8kOhrCP4\ngJ88caFJKaVomloi02dPKjD7mXGaUBmscTijpTJd0OjT6DFaL1F6ATVmNtv1sioMFAXHYcTY6nOZ\nuDLE2UvLaxS1q8RMlRcbfhbX7ovPPuPq9cvlwfd7qAyUlAD/FfCtUsp//oVP/a/AvwP8J8v//+Uv\nfPy/V0r9Z0h78DXg736/7/3zP/Z16q4jzx7bVAzjJOPKGHGrNbc3N5jacWYtWkd0KCQSh0NP0xim\nOBHrlrubnrPHT0S0YQyuqTnc3lLXFXbxhicvNlHtxE+A0qQUiJNALe5BJdkPYr1tK6kIjEJVNbaI\nv56U5IDI9w6zIk+WqDjZtWgdOYxH/tavfo+Prg802jAMI3/uz/4Zzp6d0PcH1PUdfuh5dtrhx4bf\neP0h4yFwuupoXM1752tWmzV/4zuvuN6PBBJznLHrNdsObKmYvUSv2awlIKVkQoRNIxF0GOm5SxQx\nUmVExZgQqeu9TkHESwW5QxOVlTZijp5pCJQUKXkFdU1xFaZoilELCAZRKmaFhH3q+xUOwIOuviDD\nVq0Mwn5Ii66joJNUbtZqjK6ojKGpKrrGcTz0sGDmqhQIk0flhLGG85NTxjBwfZxxxtBtOtbriv5m\nYO4Hdl3NPXtwHjxKZ7rK4nOA5aYZhpmmqrCVZb1pUb1mXhD1V/s9zmi0l7i9tm1wrcSn5RTFmlyE\nbRlCRmvLqnGELHmGOQSmJEE+SsvDyWGYkqwMQ1wYi8pIhZkzXVdjKo1ztcwdxkkAKUoGhW3ToJRh\nHid8zDgnswSBuETBni1KR2sNfT+gUJycnvL8+Vs4K+K7v/dLv/xPdxgAPwP828A/VEr9/eVjfwH4\nj4G/pJT691lWi8sF8C2l1F8CvoWs/f9sued6/9b/sDEScRUjxYMuEJfy0enCphOzydgfRcseEofk\nebTdcH04sm0qxjniVh0USbMJzlGXJcEmxAWdDk1doZMMz/QyqdVIbNY8xcVcZ7BOUy0AUYVgriii\nI9dKfSGCXSbqRmtUEYnzNEaUdfy9D674jTcjt1NBxYBBuHfWKXTwtJsOt16hb2+xKvLNd5/w2cs3\nbDpHVSmOUfOltUN99Smv746YtiGGnpOq5fKuxxTLNAe2509IRqjLkNmuO9RyW99j0ypnJMMgy7TZ\nKiUHgmxSpW1Yun9rNFGL487oggkZ73vGOJPajrpdUaoK6yxpcejJk1/w62Vxcyq9SKGWUl6rzwU0\nANqaz9uXpJmmcVmzabq2IsVEXRkqbZjGkXYjIqL9HGjaljlETlct6phRaSYC4zQxHvdoY5nGiRQm\nVps1ldGCSS+Km9sDTVNhEMBNCDJ41Siur/fkxZVYVRVV06GUWICHeSYrJdqAlIll8Qwo6dOtUiiV\nCX6iKDEPhWUlapzFTxMpyLjqHr1GuR/DytA6KQGW3NOnFAJuZRHDWZUgRiJRthBFoXKmaWq8T3jv\niWNaDHbqAZ8vsmfhMpRsFl/Lb//63bYJfxPQv82n/8Rv8zV/EfiLv+N/FdAWKqNIUdJoq7bBhkAM\nmVxntHU0VcXN1Z7NbsPoE7Vp+PTyBrda8fxkR4yZeS74fkTnIGvHYyCXRDSaMHusUVTLE8ZVkpEY\nk1QK917wfhKC7Nnq5POet67lQPDSC5q8KNAWiahSGmUNKidc3RFCpOA4fesJf3R1wpQSk5+5qBU6\n3NFfz5RxoN3uaE4e8SYk1NDz9qMntHXHcR759ZdXnDeaT/qe06bi6fuPSRH2R0M0hdvbmevjLSdr\nR7l+zYRi29XYDBMwF4VTanlqyzbQKkOgILxkuYisXiLWl1KyqOUAVGCywuqC1QqXJEQkDj3JB6qu\no27bB0qUsZaiy+diFoV4JJRMtu+BMSprmXXdm3IWzb0xC8gzRExtmBcFoVWRVSeBs45M6wy5JPTm\nhHEKVEre87ffOuezN9d0qxUvXie6RhQ8tqrIIRJjoChFLFq0KCFyO3iwjq5bkeYZoxJhlu0RSrIL\nu/WKHNNicRY1l58mCpqQs2RTLq5CZfTStkmbWVISrqEpECTYpHZucbwLxjwvPX0Ms0BQlViVnRZa\ntE9JoMDI76xrKzElaUmHWtViGY8xMg4DSktrEmKQNbP+fMU5jAPBe9ZduxinfvvXD0yBeNiP7HaO\npxcX9NFze7Nnt90wzSPTMFDVDXM/4XYbqk2DbWvurgcePXnOv/TH/iif/Mav8vrDT9nsTonB8/ik\ng6S4vrri7Okjhqu7xf0nSSdGI8GgJaOLIgeZjDvEZLLvj7S1rG+oNdtVK8QhW4iTJ2iFTpk8zsIT\nsGax+iLDRyDNM29vtqgTGR4pa6jSjO9n1HEiB5jiAXuYpe3ImWzgfLdhOzWsVmuuXr3gwxd3jP4V\nbb1lszY825xgE3w0TVzOM6TI7GfuRsPHFN57csHJifTQzJ6YRRE3x0ywoklvq0Z0F4oFjPE5bVkp\n2ffLk0USr40t6JhxWbIcRz8yHSTHsV2txc5bCiz2aoBFDY36AusvL9Ld++qg5Pwgb1Qo2rbF2yiE\n4CRPzMpZrMpsu4bXH13yzpef0QaFyZ5r76mtY3NW8Wjb0fcRbSJfe/8xt1OinmfUfHywmGc0u92G\nq9s98+R5cnqOUp7jNFO05mbf44zDFmiXsBNHIhlHU3f0/YH94UBjLLZyZGBeTELaGFarFYpCiIlQ\nCj4lQojUxuIqK5uqGBZsOvhhIC4Mh65rsY1hHmeGaRKpcsokMqtuJahz70kJ6qaFLOa7QqHve+Y5\nLvqPJO7KuiFqkUJPS54EqdC2LSkn/PxDmptwuZ85+hv2/cjFds3Z+Snr3Y5tily/foMpmkChsxaX\nhD6zO9sQjea7v/z3mKaJujEM/YHVdkeOiv04YrqOtt3Smx5XMsoppphIKeJsouoEvJmLiDWS0RhV\nYRW8ur5l03W4Yuiv9qw2nXgY7P1VLqvEUgoqL6pHq8lEqRSMXcwvMp/I1sCcKCOEJQZLa8s4jNjK\nCeE2JopOWFtYhYA9P+Wkbvjw9RU+SEhKVhndreDqijdXM6dPtyTv+fjlG14M8Cuf3vL7n++42DZc\n33l88rxzvqNqa7wxFLesFReFWix5GTBK+K08ocV/QZLtg1ZKjDXLQaoVzDERhgPRz7i2pW46qrpC\nIU8cWTlm8uJuuh8s3ttoRR0nLYvAZOVp2lRi9TVKLXJokRN3taM72/Dy8jWbrqbd7NgpxTB5HrUb\nDne3PL3YcbO/o1KFtVNkU3PrR2yBVdOinGEcJDrOOIvPnujFXGWMrGpJWViJ0S8Qk0zXtpQUZI1J\nIZSIVlaUqBTUwh2Yp/nzNkjL79ktBCmZ2UT8MvG3S4Va40R1OAU8Hh9FcJai4NCUlVbQKGn1coyM\nvcy2oir4WTgMxt6DS2TVmedAzolqsVQ7a+W9jomcIvGHNUTlo+s7VrWjPQ5c7QeenO4YRomD2mxX\npDHS1i1V01GGo8AgsazamuQ9+5s3tLZCdy3NdoPzkfn4itXJKVcvX0sqTS1yYTFpGIpxxFCW3q+I\ncrAoWuuoKstt7nHrBmcNJRX8OFNKEf2B/nzPXrQMzYQwltEFSkqYJfwjFTCVI4491ekpXfIcbw+8\nuOtpuo5xnLHKsN7UdNtT8tCTlOJuf0dlatq24vn5KeM041Ydqt8TkuftTpOfXfB4VaGc5c2UedR4\nirF8ernngxfXDHPmy892dJXicLzjLmQer1uUatBKcigVRVyZS08qCb8ylU7IDStGSREUucXnr43C\nx0xInrkP+HHEVQ1121LVok0wWqOtQWmDNuVBr6G1kQpkUeClh5Xn522GWQw9MlyzOKd4+viMYZwZ\njgdu727IWXF2dsZwHOmPkXVraKpTjkOgaJns79ZbGpMFKFtVTONIt9kyThPDPNHWDj9F8v28yhoh\nJVMoKXL0kXkepOxXEvaaYniAyaS44PUAVFqGeY5UitCotSLlTIiyQtSIOKtEmTuEIq1qyllaNHX/\n81ucc6LZ0IvPIcmcZxpHGleJld5Y6qoSDqJ1hGwYBhkY5pRI92TmRb9QSpZ8i9/lnvyBHQb7OZBN\nxZt+QNHzyXVPW8k0+UefP6IA9ph48qRm9fwZ8yRwCn8YmFLkOPfEGFmtGkKObHZr6tcV4+Ud7cWG\ndrVlONwIkCKkpbdTTPPIXArWijFI5JwZZxXnTSfinZSX2BSDKYkQI6WpqIxM6EvKC4xUyj0Qim02\nmrlktE+8vr7l6fNHnK5XfPrtz7jte37t9Z5vfXTLv/oT79A+esrZScX2S8+ZvGL/7W9j0ByPbyAZ\n7OaMMN3w9Okj9iGyOtkyuYbu9oZud0GcJ/7A07e43B/47PbIp1nx8U3g7bOKd09XfOnxBamt+NbH\nr/nOBx/x/rvQ6BqjFxSWEmGOyjJgnQiSwmwkDNRaQy76AdRh7mEcFJwRtZ6Pkel4x9gfqOqGdr3G\n1TUmCeqsJNk8pFJAC/G5quyihFOLD0KeoveVhOzXpSc3taaQWSuJYAcYDj2qZMIs69/Lq2usrtE5\ncnqyQZ9umObIp1fXmDnQKItVGlUCtnIcvWceZnyI7HZbamO4e/2Kfp5Jy8OhqzoKmaigRKEdGVPR\nugrnDGGaGfoBV1WQFFonxiAyz7qqiV5gsiJOWjDp1tI1HUpByPHBfai1XtjSEpJaSqIfD6hiRIKf\nRMyUl1lV3/fUTkJkrLHs9weUFSxfTCI5jilSVbVoDELAGujalkPf/4735A/sMDDO4MPEnAupFMbj\n4s3ThVf7Pe9fnPNTX37OOE+4/R270zUu9BzP1uRxptFPGHIiDBMvP/iY+v13cV2Dzz02a26vb9BW\nUoB0bRl8wrZaQCIpEKNHLzzEjMbnTG1Z8OKeZC3Ji47fhyhOR6MWG6ic/KoylCyns7E1kLHZgk4y\nVR9neu/5n37xu8zDyKw1N70n7/e8/5ULqqLYf/YCNU9UF2dwd8Mv/spL/oX3n7AykYuzM/avbnEn\njnhzxebRU9TdLd/+4CO+/u4j5lxhXcWLm1t+/vc/59XdlrdP1nTrFSHO6FnxaNXy4vSUYQ64rmby\nkxiNlKgpy/Ikrp0hW7Xo3ZMEiigFRiGoARErqQeL7BI4UilizoS55xBmTNVQtx11XWOsJZsFme7M\n4sf3AgFdBm4RaQvuh29l+Xf1haGkteKsjCmz2q6YfZRINu9JITJMd5yfPyHPgTkeUdpx1tSMypDj\nyPZ0h0USk3fbLfM04efA/nAgVY4eMF3Lpqpom4bbw5GuXVFQ7A93y4q1QHTMs1COlIJpHMQs5CrM\nEkXvp/mBQWCspXIObUV3EVNaDHVi9JJZQ1gGriL6SjGKqE0rhkmyQdq2FsNZEuFciJnUz1Dk88UH\nNHKYUIrY30uW1i9LSGxYEpp+p9cP7DBwCy/OmYTTS549GtfVVEuAxe3tHc/feUIYe+6SwCxU6Emz\n8OnW644ZD0px8/o109TLcM1UTN5zdrHl2I+EMbNabYilkGJm2PfUbUO37TApk33Gi9dR1oQhkPqJ\nbr2iGPGSZx/QbS2iIy2qMmZ5GhhToGR0Lg8JRudWYriny2v+4Nff4XrK9NPMj1ewO1kRhkSpWq4P\ne/S4Z7ub2HQNp9s1btVilfD99seJF59c4/zE0xz59gef8MmV53uXV/RppiQF2VKmzI+caLLJVGSu\nx4L1AxWGH336CJUSytXEAil4KVtLkUjwsKxXl/bH6PvyXS1hrTIjEcXhEvcFoOTPplxwJhNixI9H\n0jwR6oa6afDG4uparOR8TvYt+gta+WUyr9UXMiGLDMrutw8y4BSYjbWa2j2mHycO/cD1VeLm9g2b\nbsPFxSm+FMrguesH0jBz4hxt1RCMxlQVoy3YdUc1OIZh5KRZ4XMkFmmTdquOEDNTTHRtS20lWHUa\nB0nfMk7qRmNQLORkBJ2WksyPSikMw4A15iHjMHj/gGWXwyPK9bowB1gMW9ZaQioPnI04eaZ7FoTc\nBdhqYTUmSdcW9Fp+IFeJWUki7qcpisbjn5U34Z/1K8XE6cmO959e0PcDTWXYtAaVHcrC+49X+AJd\n1fDp9WvWXU1QhmmY6bZbtNPMQ88cPF23pnKKcVJYt6b3IyXP1KM80V6OI68PPWdn52x2OzbG4srI\nziZoO6Z+oswBpzRjKqSwRIMrQzby9CImpnGmXbWQC6VEVExYLRisqm4EChI8KE2eZ0pVoUrm+XnL\n06RJ5ZR61WFLT4gQ8kTjGsp6y/XrNzQKHq9qGlW4eXPLkyePsF2D8xN5VXEzZvoQiNry6RgocySU\nTFPgb3/3NX/6p7/Gm5sbdo3mzZQ53ezQztAlR7RBNBNLfDeA0kr4C9qJTbgUKuMwRRGjp6S4pExL\n3JyCB+aiUnJjK0TBqY3cDC5JalKceuapFy7BakWXVzhtqaoKV9kHgMr9ijGrZQ6zAGnL4sUvy0DT\nqAUVnsEqCbHZrFqaxnF+smUMnk8/ecV3/tG3uTg5YX2y40tvnXD058z9gbvDHY8eP2YOgUpbamcZ\n+szZ8yccj4M4LUOkqu5zGCNjPxKMwmA52W1QZc314cg8e5y1KNMsa8GCIjJNI+LqlEqn6zruMw1k\n0CehLKUUsk4LVblI7HvKAjEJnpyLHAJJmJMaTQpykKRwX1nJA885J6j0SuLrYgjMcxDNSZHcz6qq\nKCUSgv8d70n122iC/rm+lFLlJ7/5DXRRnHQttauoneZ81wopZvT8xFcfsaocaIvbbDje3lFCxJeM\nsoZH52dcv3rDPdy06RqSj8wpMOREjSOFSL06oW4dRUV8dhBmamc42Z2xdtC2sB+O5OpEVjPXL/Dz\nvAytPMkYplyIs7ATu65h1dZSZitFIlM5h60ESmIVaFMR80z0kvBbKo3VFn8caeqaaETZm5jRtsVh\nlr7acvfqJUUrbqaJNI7oqub2+shXv/5lxjny7Nzy3/31f8z3Lm8wxRJSJHhPVUV++u0zfu4bz7m+\nPrJ58pgpSFtjKkOcItpYfBC1WilFdALLTVaKIkS5Vkq0mwAAIABJREFUkAosfL60KDbNookXKXfM\n+QGbLuavhcK7cAdilG2Fj4lUoChpz7rVmqqu5X9V9SCKuecuKs3DQSVDNdniiMFGbhyLpdiCTrKq\ny8sgLyZJHDoeJi6vr7l+9YoUCienO1brjhfXN2yM5p2vfJn99YHRjwx9j6kqfBKepFEwDQMnZ+cE\nBdfDREmRFGf640RT1RhXoa1m7AfZJKApRrgUKkt1lBdq8X3smig+5eeJMZFJD/gz2c7K4DCn9CB4\nizFxeiqUqHGSTUgMcvMrYJjG5VDWyzYjU9lFsBTC8j0CZhnWtnWN1pr/7a/8L5RS1G+9J+EHWBmU\nZeJ6OY4000QGXt0NOAOPt2tujp7ZJTablkeVo318ztyP7K/vOAwDVwtTPqdE1TUC2ExS2m6UJnqP\nbizOBMbDLD1hq5lCpsweM9+xvXjC7BP76wP1qeP09AQ/C1NvniI+K+aQOHoPpbBSmhzlokQbYhHl\nXC4SAhtzISgFOXC+3dDsDOP1FTkaboZbvvPhNT5l+hg4HDNff7rhZ/7YzzIdb4hHz/HmEqzGBU8X\nAnfAm8sbUol88J3v8uhkQ2rO+bHHG0oxXO735LkwR0PUhbpbsd6tqbsVN0MgZ4FrlGNhu90QU8BV\nBpUE/JFSJGvBbKcQF/CyBHuwcPtTknzJotSDTVYrsTYv1fziATBLzkKWC3B5Lx6Sg3JkPNwxHi11\n21A3LXXTPFQG95iwHKNUB1+YK6R0305AVpniJfj1nhAJmWoZVJ6fbdjuVoxvPyGMkdHPeO85OT3l\ncHXLr/3ar3J+eo5pG6rUCfsizBRtCTmgq5p+HOlWHRebNX6amftMt61Q2nCcPWA53e3wzcRhHBln\nT4ywblrII/08Yp2jciIWksMzYY3FVQtLMyWMsUvmYiZ40QXEGB7CYK/fBFnJKg0LXDUtTEZnHTFn\ncXIum2/v/eJZkTmQMYtYS2t8DFTmhxR7pjMUJbhpn4RNOIdRtOb1RMkb2q6j261JJJpVh/aR1DZy\nAcaM2rYonyhaY7qWME2CB68rpsVfj4JSaQ6HA/0hs21btqsV/e0tt2miOjvj5PSM1in0/prQT3z7\no1umIqKd232PMopdW9N1Neu2pqkWfsAcqNpK/PwhMvkgJh7ruLu6JjqFnSIff/wZv/z6yEfXRzSW\nbdfwYn/k5uaGP/UvF9Znz5iOgV/7vz9ivLtiheLZl97mWcpsdjspG1PGti2v7wZaFfjD75yS7WP2\nhwMZTWHm2arm1asb9v3EgOLZo3NK1PTjzOvhirq1bDanaGXJOi4iF1BZnlzWWupKLrKQJdcPCyZb\n6eFLIZlFgVkWtr/WqCJrMF0kWiwj2QA6RqISRFtaoJwheaajZ+qP2LqhaVuaboVddv16ySzUi4lH\nlJQaskIZRcrCdUwpUhbWm4KH2DaVM04rqqYlV5lSVhImkyPzbsfl1Rs+fvmSXduxWW3QNeh1Ja4/\nt3qIYj/OHh8S0YvIKxZom5ZVU0GKZB9o6wqtFZ115GVAqKqa1shTPOck1YyRv2cMHr24OzOQYqAE\nyVS8NxHJNiCBysxzRGuRyYdpXmzpWfQFWj9UQyBELoGnLE5bpXDG4qzFWJkv/J7gJv88XwWxC5uS\n6ZYQkccXO5racNE4NpsKVxL9zR2ubWjnSD9N5NpJvzcMVMYSVMaExHx1gypZYCOLndnHmco6YR34\nSHN+weat53D7hlINfHg70qUjJycn3Lx8hWs7PvjwFW/6gVFXtK3h/OIMpwq7tSOHgE8BEzQ6ZbCK\nHD06O4x2tK3GNDVx39P7yHeuRsLNnvOvfo189f9xvtqQyWxax81YcRMn/sHf/RX+yJ/6k6zfO+Nn\nfjby8uMXXF++4c3LF3z9a7+fNx99wPvPz7mdIPuR7tEjfJy43nt+9KLhzeYxZu6BlrxAW9O6oQkz\nJUOpG1pruZlmPnt9yzdcIbgVVmlWzjKnjHU1xjrmmFApLrTfjF9KdKUSKQNFY0omLxdVyhKprhF4\nTM6ZKQhZymhNbQ162RZV1jB5T2U0VsvXhunAYR4IwVPVLc5VNF0LZGKWkjj7yFwSVdUQfVxw4cgT\nMGdUFnNUznGpJJbwEZZBmlJUlabOFfPOcbJZ8aV33ubDzz7hw48+IfYzTdexPrkgzqOE+J5u6FqL\n3m2YQyTMEasEmqOrVgC1KXHzei9P/MbiR8/UDw/hN6pkXCUuw8l7sIbaye/NpEQOkovoFyVjXJ76\ntbMPGyuQgFg/eLpuJUDUnFmvV8ScsYi8OeUkmZVJKglrjQS2OrvI6zMxRb5vb/CF1w9sZvCn/8TP\no2Ok6ypUTjS142zbibY+BlZNTSyZWok02FnHMXh0Nox+plhN3bWkaWaeZzbdikAm9BOulotq6Aec\nsWgDx16gm2jN9vSMx2894tWLS8ZpYt8nzp8+ZV0p+v6KGOTiq6wl9JO4qJSCEJZ1GeRxoRU7iyky\n0HJK42OiOzul+MDc94RZ886Xz/jrv/RtPnxxxbqx/OQ7J/ztD/bc9J7f9/YZ/8of+gZtU7GfZTft\nk2IcBubbW17cjEzDHY8fXbA7q7h++YaTzRm+abj77BNAs+vW1LXo5l+8uuVi1/LRzYFHXcN2tyOE\nGdtUoK1YuClM0yQrMjSmqilEgWKERFb3T3/NvaUml/vocVEQij9DPp6WNJ/7PjklGZTpRe+vlLSE\n9zh3wbXJ78rHRCxQMFhb0a5W0j4sfbRZvofWaknYXgaX98aoxYmZl778i9DP+9QjrSVJqyB/RxCZ\n+hwi+77nxWevuby+wVYOV9U4Y/FzpHGWzboRF6efUFGe/s5WdHWFrh0ZMWqlZdsVk2DN/TJDua9w\n7unH2miKAh+8XD9KE4Jf2ilkQ/AFQVZMUQ4VBG5jlJFkJK0XtLqROcRiTIopLi5ceY8q6wTuGsQK\n/dd+4X//bWcGP7DD4M/8yZ+jVnC+ackl47SmbhzdqsPEZdgVPco63ILWSjFTGccQg4RbImATs4RF\nRCMXWt22OGNEH1AURhX640jKssO1ribFhC6Frl3RY8kl0OTIsO+5GUaevPWEt56c4ZpOiL3jyDB5\nEgLvTNETtZR4+8NMPw48Wze8/ZW3WbeGcH3FdDhQcsVNv2efHL3W1Bkery17U1E5y844VO1gOFDv\nziRCbDywahtss+bu5o6XN3c0pbBu4FsfXfL07ISmqyWkNWXGJa16ngq//L0XtK7w2UEm4rumZldV\nXPczz09XdF3D65s9e594tGt47/GZ6OpVom5rjtcHulVL16wAAcCkJKEpqRS0tQ9pv3khMd9vrO41\nAiUXhnGGZR8PoLSAOZF7EYCQBDoqT0Wx/CY02spN2bQtdS1PYmU+D4u9H5QpJbMnozRFF4G9L05J\nreUg00o94MjKItOVDUBexE4CvrkbJm7vDrx6fUXJmfVqRQaCD0xTIOXCtu0oKokBzDnJajD3DETQ\nxkqLFSIhRmEKKKFv38NPYgiyucji2E2L+vM+YTultHAh5Tfqg+c+del+6BiisDYBmqpZ+BJyIJbl\noBXX4gLkUUJaUgr+6i/81R++AeJvfvqGde2ougo3z6x3p4Tome722NpyumqYb4444coQKstMll5z\ntYJSaE5XHG/3dK4Rs1CKGBRmzkSVKDkSpkDRltW6Ed22MdR4nLP4WPjsxQu+96pn9eiUrYo03ZaL\n3ZZtpXBlhvqMfHVFbQxhvSX1NygfICRCSQyHSTgHDWgbOX/2lEfvPOf13/k/yaPman/HXR/41Y9f\ncDPDu2eav33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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -450,7 +449,7 @@ } ], "source": [ - "disp_imagenet_preds(orig_net, image)" + "disp_imagenet_preds(imagenet_net, image)" ] }, { @@ -501,7 +500,7 @@ }, "outputs": [], "source": [ - "diff = untrained_style_net.blobs['fc7'].data[0] - orig_net.blobs['fc7'].data[0]\n", + "diff = untrained_style_net.blobs['fc7'].data[0] - imagenet_net.blobs['fc7'].data[0]\n", "error = (diff ** 2).sum()\n", "assert error < 1e-8" ] @@ -510,6 +509,24 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "Delete `untrained_style_net` to save memory. (Hang on to `imagenet_net` as we'll use it again later.)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "del untrained_style_net" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "### 3. Training the style classifier\n", "\n", "Now, we'll define a function `solver` to create our Caffe solvers, which are used to train the network (learn its weights). In this function we'll set values for various parameters used for learning, display, and \"snapshotting\" -- see the inline comments for explanations of what they mean. You may want to play with some of the learning parameters to see if you can improve on the results here!" @@ -517,7 +534,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": { "collapsed": false }, @@ -535,6 +552,11 @@ " s.test_interval = 1000 # Test after every 1000 training iterations.\n", " s.test_iter.append(100) # Test on 100 batches each time we test.\n", "\n", + " # The number of iterations over which to average the gradient.\n", + " # Effectively boosts the training batch size by the given factor, without\n", + " # affecting memory utilization.\n", + " s.iter_size = 1\n", + " \n", " s.max_iter = 100000 # # of times to update the net (training iterations)\n", " \n", " # Solve using the stochastic gradient descent (SGD) algorithm.\n", @@ -596,7 +618,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": { "collapsed": false }, @@ -607,25 +629,26 @@ " returning the loss and accuracy recorded each iteration.\n", " `solvers` is a list of (name, solver) tuples.\"\"\"\n", " blobs = ('loss', 'acc')\n", - " loss, acc = ({s: np.zeros(niter) for _, s in solvers} for _ in blobs)\n", + " loss, acc = ({name: np.zeros(niter) for name, _ in solvers}\n", + " for _ in blobs)\n", " for it in range(niter):\n", - " for _, s in solvers:\n", + " for name, s in solvers:\n", " s.step(1) # run a single SGD step in Caffe\n", - " loss[s][it], acc[s][it] = (s.net.blobs[b].data.copy()\n", - " for b in blobs)\n", + " loss[name][it], acc[name][it] = (s.net.blobs[b].data.copy()\n", + " for b in blobs)\n", " if it % disp_interval == 0 or it + 1 == niter:\n", " loss_disp = '; '.join('%s: loss=%.3f, acc=%2d%%' %\n", - " (name, loss[s][it], np.round(100*acc[s][it]))\n", - " for name, s in solvers)\n", + " (n, loss[n][it], np.round(100*acc[n][it]))\n", + " for n, _ in solvers)\n", " print '%3d) %s' % (it, loss_disp) \n", " # Save the learned weights from both nets.\n", " weight_dir = tempfile.mkdtemp()\n", - " weights = []\n", + " weights = {}\n", " for name, s in solvers:\n", " filename = 'weights.%s.caffemodel' % name\n", - " weights.append(os.path.join(weight_dir, filename))\n", - " s.net.save(weights[-1])\n", - " return (loss, acc), weights" + " weights[name] = os.path.join(weight_dir, filename)\n", + " s.net.save(weights[name])\n", + " return loss, acc, weights" ] }, { @@ -639,7 +662,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": { "collapsed": false }, @@ -650,26 +673,26 @@ "text": [ "Running solvers for 200 iterations...\n", " 0) pretrained: loss=1.609, acc=28%; scratch: loss=1.609, acc=28%\n", - " 10) pretrained: loss=1.292, acc=58%; scratch: loss=1.625, acc=14%\n", - " 20) pretrained: loss=1.134, acc=50%; scratch: loss=1.642, acc=12%\n", - " 30) pretrained: loss=0.949, acc=66%; scratch: loss=1.615, acc=22%\n", - " 40) pretrained: loss=0.931, acc=66%; scratch: loss=1.590, acc=24%\n", - " 50) pretrained: loss=1.167, acc=60%; scratch: loss=1.610, acc=32%\n", - " 60) pretrained: loss=0.902, acc=62%; scratch: loss=1.621, acc=16%\n", - " 70) pretrained: loss=0.804, acc=64%; scratch: loss=1.589, acc=30%\n", - " 80) pretrained: loss=0.928, acc=66%; scratch: loss=1.592, acc=32%\n", - " 90) pretrained: loss=1.202, acc=50%; scratch: loss=1.605, acc=24%\n", - "100) pretrained: loss=1.187, acc=52%; scratch: loss=1.586, acc=30%\n", - "110) pretrained: loss=0.871, acc=68%; scratch: loss=1.591, acc=30%\n", - "120) pretrained: loss=0.807, acc=70%; scratch: loss=1.595, acc=26%\n", - "130) pretrained: loss=0.765, acc=68%; scratch: loss=1.588, acc=28%\n", - "140) pretrained: loss=1.045, acc=68%; scratch: loss=1.609, acc=18%\n", - "150) pretrained: loss=0.555, acc=82%; scratch: loss=1.612, acc=20%\n", - "160) pretrained: loss=0.841, acc=72%; scratch: loss=1.601, acc=26%\n", - "170) pretrained: loss=1.108, acc=62%; scratch: loss=1.620, acc=20%\n", - "180) pretrained: loss=0.824, acc=66%; scratch: loss=1.633, acc=10%\n", - "190) pretrained: loss=0.953, acc=68%; scratch: loss=1.610, acc=20%\n", - "199) pretrained: loss=0.870, acc=70%; scratch: loss=1.615, acc=14%\n", + " 10) pretrained: loss=1.309, acc=54%; scratch: loss=1.625, acc=14%\n", + " 20) pretrained: loss=1.216, acc=48%; scratch: loss=1.640, acc=12%\n", + " 30) pretrained: loss=1.007, acc=62%; scratch: loss=1.615, acc=22%\n", + " 40) pretrained: loss=0.897, acc=68%; scratch: loss=1.591, acc=24%\n", + " 50) pretrained: loss=1.092, acc=60%; scratch: loss=1.611, acc=32%\n", + " 60) pretrained: loss=0.912, acc=60%; scratch: loss=1.620, acc=16%\n", + " 70) pretrained: loss=0.906, acc=60%; scratch: loss=1.589, acc=30%\n", + " 80) pretrained: loss=0.938, acc=60%; scratch: loss=1.595, acc=34%\n", + " 90) pretrained: loss=1.051, acc=58%; scratch: loss=1.605, acc=24%\n", + "100) pretrained: loss=1.078, acc=60%; scratch: loss=1.587, acc=30%\n", + "110) pretrained: loss=0.948, acc=70%; scratch: loss=1.590, acc=30%\n", + "120) pretrained: loss=0.882, acc=62%; scratch: loss=1.597, acc=26%\n", + "130) pretrained: loss=0.935, acc=70%; scratch: loss=1.589, acc=28%\n", + "140) pretrained: loss=0.830, acc=68%; scratch: loss=1.609, acc=18%\n", + "150) pretrained: loss=0.589, acc=78%; scratch: loss=1.613, acc=20%\n", + "160) pretrained: loss=0.902, acc=68%; scratch: loss=1.599, acc=26%\n", + "170) pretrained: loss=1.065, acc=58%; scratch: loss=1.622, acc=20%\n", + "180) pretrained: loss=0.941, acc=68%; scratch: loss=1.635, acc=10%\n", + "190) pretrained: loss=0.833, acc=66%; scratch: loss=1.614, acc=20%\n", + "199) pretrained: loss=0.740, acc=72%; scratch: loss=1.619, acc=14%\n", "Done.\n" ] } @@ -690,16 +713,15 @@ "print 'Running solvers for %d iterations...' % niter\n", "solvers = [('pretrained', style_solver),\n", " ('scratch', scratch_style_solver)]\n", - "metrics, trained_weights = run_solvers(niter, solvers)\n", + "loss, acc, weights = run_solvers(niter, solvers)\n", "print 'Done.'\n", "\n", - "loss, acc = metrics\n", - "train_loss, scratch_train_loss = loss[style_solver], loss[scratch_style_solver]\n", - "train_acc, scratch_train_acc = acc[style_solver], acc[scratch_style_solver]\n", - "style_weights, scratch_style_weights = trained_weights\n", + "train_loss, scratch_train_loss = loss['pretrained'], loss['scratch']\n", + "train_acc, scratch_train_acc = acc['pretrained'], acc['scratch']\n", + "style_weights, scratch_style_weights = weights['pretrained'], weights['scratch']\n", "\n", "# Delete solvers to save memory.\n", - "del style_solver, scratch_style_solver" + "del style_solver, scratch_style_solver, solvers" ] }, { @@ -711,7 +733,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": { "collapsed": false, "scrolled": false @@ -720,18 +742,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 17, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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aGvg9Idh9tJZpNOR5ZWS0ri66CoUiMK1GHAB2DwsWhPZZKQ6hOAf5WaB1iYPL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\nMx4LAAAAAElFTkSuQmCC\n", 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OrYl3tr9DnV7rRHHj4+i82efR65tfp79/+3fqOrkrvbz6ZWpoanA68f/7/FLq/+SfnC6O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\n305YCTB3Dp7CSnpxcDi4B1ZhIS/PCwTGObjbhxQ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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -746,7 +768,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": { "collapsed": false }, @@ -754,18 +776,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 18, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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l0Uy+vp785MOHjW2lfMpBTeRi32+A0kfPPZeus0LlFsRMeN8+ymTS7wexfz+p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Wi+Jvu3fTfsU9Z4ccOjvVshmNjcbk0N9P8t7KlUQUTif16aWXqJ+Mqf0tF8KJXOn9a+SM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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -787,7 +809,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": { "collapsed": true }, @@ -804,7 +826,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": { "collapsed": false }, @@ -813,7 +835,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Accuracy, trained from ImageNet initialization: 52.6%\n", + "Accuracy, trained from ImageNet initialization: 52.4%\n", "Accuracy, trained from random initialization: 23.6%\n" ] } @@ -838,7 +860,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": { "collapsed": false }, @@ -848,27 +870,27 @@ "output_type": "stream", "text": [ "Running solvers for 200 iterations...\n", - " 0) pretrained, end-to-end: loss=0.749, acc=70%; scratch, end-to-end: loss=1.586, acc=28%\n", - " 10) pretrained, end-to-end: loss=1.118, acc=62%; scratch, end-to-end: loss=1.635, acc=14%\n", - " 20) pretrained, end-to-end: loss=0.886, acc=60%; scratch, end-to-end: loss=1.629, acc=16%\n", - " 30) pretrained, end-to-end: loss=0.662, acc=76%; scratch, end-to-end: loss=1.592, acc=22%\n", - " 40) pretrained, end-to-end: loss=0.922, acc=66%; scratch, end-to-end: loss=1.576, acc=24%\n", - " 50) pretrained, end-to-end: loss=0.748, acc=64%; scratch, end-to-end: loss=1.601, acc=36%\n", - " 60) pretrained, end-to-end: loss=0.556, acc=82%; scratch, end-to-end: loss=1.558, acc=28%\n", - " 70) pretrained, end-to-end: loss=0.774, acc=70%; scratch, end-to-end: loss=1.556, acc=36%\n", - " 80) pretrained, end-to-end: loss=0.655, acc=76%; scratch, end-to-end: loss=1.499, acc=36%\n", - " 90) pretrained, end-to-end: loss=0.692, acc=76%; scratch, end-to-end: loss=1.513, acc=30%\n", - "100) pretrained, end-to-end: loss=0.691, acc=76%; scratch, end-to-end: loss=1.498, acc=32%\n", - "110) pretrained, end-to-end: loss=0.482, acc=80%; scratch, end-to-end: loss=1.598, acc=26%\n", - "120) pretrained, end-to-end: loss=0.459, acc=82%; scratch, end-to-end: loss=1.539, acc=30%\n", - "130) pretrained, end-to-end: loss=0.543, acc=82%; scratch, end-to-end: loss=1.496, acc=26%\n", - "140) pretrained, end-to-end: loss=0.437, acc=86%; scratch, end-to-end: loss=1.500, acc=32%\n", - "150) pretrained, end-to-end: loss=0.348, acc=86%; scratch, end-to-end: loss=1.486, acc=36%\n", - "160) pretrained, end-to-end: loss=0.629, acc=72%; scratch, end-to-end: loss=1.423, acc=34%\n", - "170) pretrained, end-to-end: loss=0.392, acc=82%; scratch, end-to-end: loss=1.608, acc=36%\n", - "180) pretrained, end-to-end: loss=0.494, acc=82%; scratch, end-to-end: loss=1.468, acc=40%\n", - "190) pretrained, end-to-end: loss=0.323, acc=92%; scratch, end-to-end: loss=1.405, acc=40%\n", - "199) pretrained, end-to-end: loss=0.502, acc=80%; scratch, end-to-end: loss=1.390, acc=44%\n", + " 0) pretrained, end-to-end: loss=0.695, acc=80%; scratch, end-to-end: loss=1.587, acc=28%\n", + " 10) pretrained, end-to-end: loss=0.865, acc=66%; scratch, end-to-end: loss=1.637, acc=14%\n", + " 20) pretrained, end-to-end: loss=0.776, acc=72%; scratch, end-to-end: loss=1.633, acc=14%\n", + " 30) pretrained, end-to-end: loss=0.894, acc=72%; scratch, end-to-end: loss=1.600, acc=22%\n", + " 40) pretrained, end-to-end: loss=0.854, acc=68%; scratch, end-to-end: loss=1.576, acc=24%\n", + " 50) pretrained, end-to-end: loss=0.925, acc=72%; scratch, end-to-end: loss=1.598, acc=28%\n", + " 60) pretrained, end-to-end: loss=0.642, acc=74%; scratch, end-to-end: loss=1.566, acc=20%\n", + " 70) pretrained, end-to-end: loss=0.638, acc=80%; scratch, end-to-end: loss=1.551, acc=36%\n", + " 80) pretrained, end-to-end: loss=0.690, acc=76%; scratch, end-to-end: loss=1.505, acc=30%\n", + " 90) pretrained, end-to-end: loss=0.799, acc=62%; scratch, end-to-end: loss=1.518, acc=32%\n", + "100) pretrained, end-to-end: loss=0.613, acc=76%; scratch, end-to-end: loss=1.486, acc=30%\n", + "110) pretrained, end-to-end: loss=0.457, acc=82%; scratch, end-to-end: loss=1.596, acc=26%\n", + "120) pretrained, end-to-end: loss=0.440, acc=82%; scratch, end-to-end: loss=1.536, acc=30%\n", + "130) pretrained, end-to-end: loss=0.568, acc=74%; scratch, end-to-end: loss=1.507, acc=24%\n", + "140) pretrained, end-to-end: loss=0.446, acc=82%; scratch, end-to-end: loss=1.531, acc=34%\n", + "150) pretrained, end-to-end: loss=0.382, acc=88%; scratch, end-to-end: loss=1.492, acc=40%\n", + "160) pretrained, end-to-end: loss=0.601, acc=82%; scratch, end-to-end: loss=1.420, acc=34%\n", + "170) pretrained, end-to-end: loss=0.643, acc=76%; scratch, end-to-end: loss=1.626, acc=38%\n", + "180) pretrained, end-to-end: loss=0.320, acc=86%; scratch, end-to-end: loss=1.483, acc=38%\n", + "190) pretrained, end-to-end: loss=0.422, acc=88%; scratch, end-to-end: loss=1.442, acc=42%\n", + "199) pretrained, end-to-end: loss=0.378, acc=90%; scratch, end-to-end: loss=1.388, acc=48%\n", "Done.\n" ] } @@ -895,13 +917,14 @@ "print 'Running solvers for %d iterations...' % niter\n", "solvers = [('pretrained, end-to-end', style_solver),\n", " ('scratch, end-to-end', scratch_style_solver)]\n", - "_, finetuned_weights = run_solvers(niter, solvers)\n", + "_, _, finetuned_weights = run_solvers(niter, solvers)\n", "print 'Done.'\n", "\n", - "style_weights_ft, scratch_style_weights_ft = finetuned_weights\n", + "style_weights_ft = finetuned_weights['pretrained, end-to-end']\n", + "scratch_style_weights_ft = finetuned_weights['scratch, end-to-end']\n", "\n", "# Delete solvers to save memory.\n", - "del style_solver, scratch_style_solver" + "del style_solver, scratch_style_solver, solvers" ] }, { @@ -913,7 +936,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": { "collapsed": false }, @@ -922,8 +945,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Accuracy, finetuned from ImageNet initialization: 55.0%\n", - "Accuracy, finetuned from random initialization: 42.0%\n" + "Accuracy, finetuned from ImageNet initialization: 56.6%\n", + "Accuracy, finetuned from random initialization: 38.2%\n" ] } ], @@ -943,7 +966,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": { "collapsed": false }, @@ -959,7 +982,7 @@ "data": { "image/png": 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WKs9hFZYitTN2cR87zMqTyhlYiOUvdRVeXdJREPOPBUQLuaLGrEgo3mWYO8JX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9p9Ybt4Of19W7OXfbsAgKNmoNTwI0vwBGcQKvGY5rN9HPF6L//O5aJjNCQtQWBMX/OJhfm4G1Ge\nK24ByRKetq81QtHz19qUVLp46pFFKkzr0l8vbsMZwTRCIiFCJrGE9pgyWlnJFqoW6ypcVWGcTKUZ\na9FWZLq1LhOSQPRFXtx3hOGYwXsZs/VrGRvOmtsHG37/X73O73zuGzz3rZdpd3b4oWef4Xs//ARP\nv/s8l8/v0ta2tAoDZKSEUaNUSflcy/dMEU4deny/QcUjVLgL4S4xbcjZYqtdTH0B7fbwKMSWLG0X\nE7mwS8tjjQpIsUifEaVMEHu9QB6/F7wo+UAMvbQ8Y1/KhwFC4VCEFX7YSBbVDQzrnm59SLe8i1+v\niesNYVgxDGtS3+N0ZLYzYTqbYcuMhbZy3nNOIneGBC1nDdNpTd0YqrZldvYq7Zmr6HqPpGoSaqvJ\nkTNUVUPlJqAFH8ppwPsNSVtM1WKqCbZqcc2Cqlrg3EQCRMELlLLSoTEWo0eZ/nGz2aLjUomb6k8V\nDH4AWAL/6FQw+Bngds75Z5RSfxvYyzn/HaXUU8D/Anw3cBn4NeA9+cQnfBsMbm36U+v8BOkfjzFJ\nBUQHD7by0WN5MAYETi38sZgf/z6mnpJa3Z9RjJmE7GJy35zGUuQUODlmB9vfl+wgSzCQQHHqdSF6\nfWN8U8hOL79QkrYVsHCcbrPFSKYYTLI1QSmZky802JwyMSu00TJLYGvqpsVVTQkOE2wlPHhjxUpt\nDJLJeyEJDR2+XxN6sZALw0CMmcNN5LN/+Cq/+lvf5JvPXSeEyPf+wPv5sX/tI3zkg5e4dHGOVtJC\nrO0MZ2vY0pfuP0L2bNZLhvUh2d+E4RWyv0YMa5RZULcXqafvQtVn8cmU8zd2YqRDM5rH5JwK0aic\n8xggBSkxciomvL4EgizCKTGQorzXGAbC0Eu24QeS7wh+RfAbou+kE+Ijw7Ch747x3Qa/WtGvj+jW\nh/TLI2K/ROeAzoG2qZjO57hGQMKcYOg7+q7H1BWLnQVNZUi5w9SOvQtPsHPhvVDt0kclHSslvExt\nSoC3E4x1KKvQKhFTAjuhmu5TTXapmx20a9F6nB6Vaz8U6/eUU2GYGsGelHg7nKwmyUaV+VNiBkqp\nR4FPnwoGzwEfzznfUEpdAP5Fzvl9JStIOee/V273S8B/lXP+3AOPtw0GcL8a8PjSR26ALC51Xw1O\nqTdldz+1I48gYCkBTuYIuA8w3N5+xBlI4qdUAofwFE409/KYvudCLx6BzXy68yDZgmZM08cuBIVA\nBVvpP6NR2onIpZM0UKNAq2IRoQQko9TpSgIZWSzERq75mLlopaWccDVV0+LqGbaRvrJ1FcaaoiIN\nZWCf6Ht83wnZZlgTh440DGQ0t1eB3/3CN/iN336Or37jDik5Pv7J9/OTP/wRPvr0JS6en+NcvRXw\nHIPBaS6YL8IjMQ6o1KHjMYQlqIgyDaqaouwMEOEQH9IWR3HObYVpFWWWojhljZ0LRSrMRAkOW4Wl\nTMEOAsRACP12DDqlAMNADoOw+YJkCzEM5CDThD4I1pD6jtiv6TfHrA7vcnjnOst7N0nDilljmU4q\n2Y3LaPfQ9QwhMd3ZZbGYo5InxjVuUnHm4rs58/DT2Ok5fDLEHEtJpLCVw1YNyjRo12BqAY+1nlC3\nu9SzfYyboLQj51HFu1zbaQTaBaMZBpGFc64SYpd1cpmnE+8L4759ZvD/tbV4Pud8o/x8Azhffr4E\nnF74ryEZwlseoyjqidqxHLJ2i+9AVqWoZlvjb+/PycI+KS3KZVmkuAp3GJJw87f4wfh0SUGWxZiV\nElceJVTGklCQT/+Xc5mOK2UCI7A5DoWwXaRk4QqonGVQR4tsFaeoCzElGdxRUpNvTVVG++xyXjSy\nexojC8RIhJfgEAMxdPhhw2a9xLpDmnaKqydUdYupJ5iqwViD0QpTOWxlUU2NbSb4bko/bPDdmtht\nODOFH/vkB/jwhx7jX/z27/PZz73Gb//aV/j8577Fpz71Uf7ypz7Eh5+6zKI1D5CqTj4Tow111aD1\nBKX20Fzc3iIjmpHSuo0o5dF5KCPXJ9oMekx5lXwmMcYSJAR3MVkUsPUIJioJvGTQIZCiR0UrRC5f\nCfhoJUiYKCPRRME1YgjYMFCFjugH4jCQg3AAprvnme9f5PjeDVaHt/HrQ466Y5rgaTPigZhEJTop\nxbrr0MlTOy1GOWkgpaHoJ04JKdB3Hf0QidlgbYubLHCTKbpgQpWdYesp2oq3Qi4emicrBOGwZNDa\nUVfCbel60QARA+GIszJoF1N6244Q/BnwDHLOWak3efDed5O3+uXP/N2/u0Wan/kLH+cHPv7s+Hjb\nmmccOkrjqlRSUyvUNvXfZgvjnME4hFMyiu2TqNJyHE8k40CTLqk/SJo6tr8KB+Kk+ygZQjpdSpQ/\nlf76FvMYY1gRK5U0HSbtgqadk7Vlud7gQ4/JblsmSQbEdjFsA+DJuS52dIASHMJkS0gWncRsJMZA\n8CuWhyu0qaiqFttMqScz6maCrWqonGAWxmEnToQ8fUPfOIaNwa43+N5zYV7z1z71DB99/y1+5def\n4wtfvM7P/c+/zlf+6Hl++q8+w7N//kkevXRWxoUf+HyV0jgzDk2NLNETBoNIgiuUOQE/tfakUVNO\nCUlLvCyMiHvo0kkoGY7sivLYqdiPo9NWbSpFRUqGHBNKOUwKZFtEVGJhNKYoRrshCnnHrwsOISSn\nGHqq0NHMH6LdP89mdY/VvVsc370G3ZFI3ZMwRT8AZfAxYxNgDUaJgaxSMliVjSLEhM8ZXdXU0z0m\ni3M00zPUkwWmalC64vTSPBGVP9kgJItSJ2c0JzGrtYau2+C9p+87fvM3f5Pf+Z3Pysb7Vgvx9Gf2\npygTns05v6GUugh8ppQJf6dctP91ud0vAf9lzvn3Hni8fLdIVqms8CTGy2kkmOQyjaSV7JbxVL2u\nEZEIlaXVNHo1ppIqyo4pFlxaif2WrNC4xQrGelzQ6VIu5CyodQqC9Oai31/kuUZp8pHuvCXc5ETd\nNCht6Ic1wQ9CmaVH50jTtDg34dKVJ9jZvQjacf3GNZarA6xx9H7Ah6HgBmMEOAkG2zg3Bog3f0CM\nHZUT5D0QU97SvU1VUzdTmmZK3c4xdSPKyFqXeQoRFhGV5TXd+piuWxMHKZd6H/jCv3qBX/2tb/Gl\n5+7Sx8wPffKD/KWf+Bgfe/+jnJlNyovZvtJTy5/xkt3eYvw+/hyzDG+lCKCx1mxbp+NXQvwWY/BF\nL5FtQBAH7bFuLuzRIJ9hLi3JFIKUeKqcoxDknBXHphh6kt+Q0xgMAjkJ+Bh9KNTrDXlY0x3fZX14\nk83yHr5foXXEGI3RRrwxskfnnqatOXPlUXYvPYGZnKHPFb6wUyfTXWZnLtPML2DsoqiDj2FVb8/S\n6fMmnTK5fvWY9arx+s6gJFsUhTBPzllG002ZFG3aP3PM4GeAOznnv1cCwO4DAOLHOAEQ35UfeBKl\nVL4dwxa1j5S0PAZ0kc52RmTQTckSfC77eoqFN5BLCyqenJCtBrHCx/FCEDAmyZOJJPgpBqM4BEXh\nEJSAk5KXNCvHrbjnCMARS61ayoUYPEoZLl15lHY6587BLQ7v3cYPayoTmdSWvb0z1PUO08VZJs2u\nEElAKLYkbt874M7dW6Q0YDTkFEqPWZ2UQeXCHzMnySBGA9lSZo1/LxlMKmBbjFEosyljTEXTLnCT\nOVUzZzKZCJfBFFu5DPhA368ZOvkKvQiMRAK37nV85jPf5DOffYVvfOMGV596lH/7p5/hx7//SR6+\neAati4zbAwHh1L52clGf+nmEfkVYRm0VqUb7ynFpRKKoW6cg3AutS2khl5gxRsqIrEpgLyBjCqQo\nn/OIN42pNCFuN5AY+uKDLgF1JDbFcYgseJLvpUPTi2vVanXI0C9RMcj1FQdS3JDSBucsexev8tDl\nx6inC7JrsZMd3GSHarJHNdvHuCkKtz1bhXbHmBaeLqHl/OWTYHDfH0q2rAqGVQKn94NgKGh29h76\nU3UTfg74OPAQgg/8F8A/B/434Cpvbi3+50hrMQD/cc75l9/iMfOt4OWt50zMogCTk0cnjyHQVhVW\nyeJHabSr5aRkRSglwmhFNV5Qauz5l4ssxsgw9AwxEFKWBVGyCx+G0rfOpV0o7UVpY8WT3SLl7Qht\nTl7EOqPYdscUUDnTNC2Xrz7OfL7LZr3izp0bpLihsZnKKIw1uGrGZLbHZLKDjwbnppDFhToCx8tD\nbh/cYOhXKBW3xqdjN2NMD3LO92Efcg3k0+d2+28B4EQFynuxmUte0mllLVUzp23nMiDTtOgyAiti\nIlFm5PuOoTtm6Jb0XUccItFonnvlJr/8y1/nd3//Op3y/PgnPsBP/cT38sGnr7JoRZ//dGZw+up7\nMDCcvgJzFvXpiAQ7CS5svSwgM3hPN3RAxllbfDvzlq+xxRVGYDcXdaQYCvg4Zp+l61N+H4sylPxb\nsggSpfzyco2k0crOo7KoSA3dmk13TPAdBPGeiEXvAA3zh85x5sIVprM9XCMCs1WzQOmGXFzEJXjq\n+84RIB2vB4JBKpvAyXkdkWm2oHVCgoXwNALL5TF933P+wsN/uszgz/pQSuWb3QrlI5OqJmtFCF70\nhMKAypnKOJSKKCWI/dZ+LGm0rUsyIHvQFmdQ0t+XFqOIbsoTQkiBzdAL5qA1vuvxgy82XpHBy0Re\nOEVyySkSSl8+FdprioMsMmNQyjCbye66d+Yhmrqi744ZumMmtSF2a7r1kqzA1RXaVEzaOctVYDY/\nR9OeQablJANYbg65dv1lEl7KphID7rOO22IqJ8dJC5RSPsoS0/o0wJchjjtFj4+ekA3W1kwmO0xm\nu1STGdWkwboxRVfkGAnDmqFb0S07hnVPCGu8GjjuM5/5zB/z6V/+Bt96+R4f/Mh7+Hf/+l/gh77/\nPZw7M8Vs+wwnpQOcBIMHr7wxeMTyFUp7VuWMMQZXlksCet/TF+Ue5xzOyYToyBPR21buCRclhkAo\nLcpSK0LOxcMil38KuSnK3DQ6q+1QUUonnap8OsNIsYi+iFVeCkW/Ig1M2gmLM+dp57sYW0sXyYyu\ny9slvw0EbwvxycnYdrdG9en7gHQS29kYKHZ1ihB7lsdH7J+58J0XDO4c3iB0a+ZTSZFi9FinS+qu\nUcrhKuGwx1hAGq3IyWHtdOtWrOQBx0dGDCmGsktYlEpABwRZMMoAFmH49+S8xvvIpst0QxKL7iHS\nbTaoYmKRswCWcRAr88lkxmQqjK/dnV1iTmhtqJ1l6JcM/ljckH1PSlH47KlHIVz9vvO4yQ6zxWVs\nNQddM9J+bx3c4LXrL9LUdiu2YmwpGfLpavx0RnCSDWTYtltPSgi9BUVBKMAhymRd8BGFmMzUkwXt\nbEEzneGqGmulVCMnovdCzFmtGTbHdP0xPm6IyfGFL1/j//y1P+ZLX7nB/oWz/Os/+gH+8o9/lCcf\nuUhtRpmT+/2xTl75mwNDhnHsTEoABMx1px4jkfHei8U9onxljJwnPbZRSzAdZeBiCe7jzjpmTicg\ndEnSU/Hk1EUcJo6DbiPZbHzllK175PoK6y8n0U7wviMDk3bKZDLDFNdlpU6fgbEwYLu7n3YW3z7F\n6VorywTNiCGpBzKDXCCn7UMqhSYShp66mX3nBYPN6hZDv5aTHOWdTiaNvFktFydKE/zAcnXIZDLB\nVRVaVSiqclKklwuIcEb2xHCIUh6lJhjTgorAMTl25GxRZi7tPY4g3wFWJYOoSFSk3NB1juWxDMZU\nTYOrJhhjRRXYr9HaMWnPYOwUhcKHDSklrC7DJCoL/TX0GOcIaWB9fA0dNwXE1ESFlA7teUy9Ry41\nY0yB51/8GqvNbarKQlZFqkxBHi/e0fnppCU70rq3nYlTAXLUi5DxCCm1ZI0nuWiHAR8jSlmayZTJ\nbJfJdIe6nRbbdXnWEAND19Fv1vSrJd16Jb4GCl56acmnf+kr/MbvvcQqO37kBz/A3/ypP8/HnnqY\nWVPBNtw9cKGX7w/iCKdBxvH7KXh1ez+ZliyEJDK5mJHa0uE4ub8Mj4XgiTEJ0CCVboIAACAASURB\nVHc6mxjReaW3WNb4bCMmoUb89v7Tuz1yIU1JqSYtvq5bEWPAWSfkMFtvuwB5e07enCVtz8npAHHq\nJG1LhQeCwXi/IsxX/i9/1+SxJf2WweAdG2F2bo5zLSlu2By/yNDfxVMRhxVJd2jT4qp9oGY47plP\nrmDUhJg6UBGDI7Mm55ukOJBpyQn67hauiji3D7iyeBKZoZy4HnJHytfJHKJogQaUBwTUbBpD5VrC\nYMnZUFU11lZ45Ql+w2Z9E60zdW0wpsboRPBrURMyFoUVv0RXAxYDxGZDXItsV9JJOPJDpNMWl6Bq\n5mJcog1XLl3lxZeXBC8eBK6imKUUzf4iZLF1oubUAlH3L6dRl0EpVab+2AYSrXUxe7XY4BmGgc36\nkDD0hL4nDjs00zlVXWONwRqHmghfXsQ3gVXC9z3vvjrlr/8bH2C6cPzqv3yVX/r05zm6dY+/9W8+\ny8e/5wkWM4vQk6R0O4F63xwQvt3fx9+Pl71GevxaUQbGMjFK0FJaxqQzZc6pLB5nK0yZ2tGjlKyy\nJxv9+NiqiOkgbM8Hg9dblTnje8gASlNXDdZY+n7DMPSs1xuaOlNVldCGtxkejLyYk6Th7XWJRpZm\nqR1PlcrjwleSPWxfpHrL13v6eOf0DNJ1hv5luqM/JBx/ldXydTplyX5FiIekrLHNWepmn75vOegf\nxU0fwVZXmMzOkrQBdYfs38DoyLDKwA4m1dg0RyUrBilKXPYwLYoaUTr2pOxQXELps2QaIKJUBdkw\n+I4w9OSYMNaRUkcICq1bFA7yQByOGBB77UxPignn2oIBjLy80vtGU1ULvD8i5gFNT/IdKgY63+Pt\nASrvk5iRaWibHa5efg/3jg5Yb1ZsukNyilTGScu1WMCRS224FX+5XwQmZ4XA8iInpwqWsL1mAKXE\nO6Iqmgp+6BmGjuOjW3i/wfuedr4nu5ozWK2wVYXVMrCjTcV6eUDslpzfr/hLP/oUi13DL/z6N/ns\nZ1/k8ABu3Trgx3/wac6e2dtKlm06z9HxHTq/pLaWtpnSTmbUdiLlHSfB4fSiOI0rjEdIoxeB6EXI\nVCol+MsOHGJEkahthbP2ARTjrY8Hn/f08SAIevr76dsYI9mWsY6u7+j6NSlFqrrBGLMtAbY1f/ls\nxqU7Emjvfx2na4BTvz+VReRyFY6AIgrelg3EOxgMlrf+IcvDP6A7+CKqPyInzzpkcjAFvdV0QyYF\nhbENplqg6l3q+ZMszj2GqyrQS9bHL6OzF4Wgeo6rLhKrR1HVnGQMqpoxmeyh1C7K7gFzFBcwOpad\nVAM9MGx3To2SEV5bxEx9IFuNcy1aNxg9kVQzd6RwhO8P8CGidIflHNpMMWq0+kTwDudg0pBYkXqL\n0xNiWJHYQNiw9IdkPQfdEPw5FjtXmE4X9H3Pq9de4PjoBrZOCDAqi1i2xLStC8c0ORYP91RYl0qd\nCMaUO5NT2ZVUKhegRhtHXRu0khn5zfqw9PQjcb5L07a4qsIqJdLeeiZov4qs0fTdwNm54yd/8MPs\n7S74Z5/+Mn/4tW9x8LMH+C7yV/7in2N/f4YnsRk6bt17jVsHL5NTYGdxhsvnH+Hc7hUqMysXshxj\niQCiEneqSifmTIyJGKSmtw60NduSAqQ9nVQh+0SPM+5NbbnTz/Xgwn+7LODB273VbdQ2SzDSsh02\nhOBp6gZr7Yn2JEXe/xTeoU7XOt/21Y3fyg3HbOF0GcmfnBu8Y8Fgff2/I2/uUudEGhLRG1LKhADr\ntWLoBcjJPpNjxxA6+niL+UPPs75TUU0b6toR+iP84KknO7T7V0jxiJA3uOpdBN+QwxuooUebJ2l2\n34eIlIp+wLjPyIxfg1IBbSKVNmRblTFaOamyu2xAG+rJeXKWFpfKPQTQqiKlRAgdJvXyofevkrJH\n23PMF1cx7iy1NvS6Q+mOYdWTQgSCOAE1CWs6uuVaxDHdDrPJjLNnLnD37utoPaCotuIoSp/UsSqP\nnIsy0IVcEzFkec+qzCdoySRyQrwstSk9/Vx8DTSuatDaMPge71csjwIp9uS0T54tyE5EVrXRNG2L\nVhCoiPqYtDlimjyf+O73YHVi9U++yIsvH/Cz/9PniVnzV3/yI5zZb5m3LVfOX2VnNmW5ORLb8aIk\n/GA5fjpFH9PwB/GFVAhj6hSbU0KnBBJnbMmGMoGE4aTWPpnyu/9484785r/9v8kYxke3xqGbKTkm\n1stD4uYQ5xxKGVwj9HG0LhLrMJqFqIKGinDO+M5Oh8jxiU6XHSdcD1TBPtVbhauT4x0LBjbewqiM\nT5acFH2nCUFgj+jBWUU71ajColt1Cr1WTGtodUf2a1wF012Nj1NM/X7ahz6FnlzAVvtU03ehMITh\nRYJ/g6wvo5TM5qNSqV3HqDkSfGSGXqlKdPJNIBPRWRFjz2p1B9BMJ2dR2nK8usawGXB6RtXMsXaH\nw8Pr3Lz2G+T+OSq+LhLc9irpzEdo54+StcHVF6E6D84xdAeoqLHKoO2KzfEbaGq61RnanTkZmM92\nuXDuMTadXDwpJY5Wd0V9HI1KUv1W1QRrLcvVMTF4tCrTilJdl5IBCQpF5EzrJH16rcUJ22iM0rgy\nnjv4jqH3rI8OpJ2WgXaBqqsyhi0X8hQNOjEQyKqniolnPvY+us3Az//Tr/H8q3f5+z/7m1iV+St/\n8c+xtz+lXlzizOICsYz/mvLfuIc9WCac/t24DJRSYO2WCKa1vi9zOH0opTFab/8qoKIwFI2294nF\njHvrWMmPWg5vVTqcfl2c+t19P6dAGDr69RHr5V1W994ghRXaaKxtmC/OMNRzUtL06yWKzGz/PNVs\nT6TxMpAVMQ7k/oiQBlzVYqoZaNGwVDmNBmGcQJRjdvL2gQDeyWDQQDKK/ijTDyKGUTVCJ22azKQF\n26hCQ4ZdAHNil6Yy2IkmNwqiIpuIyYHGLbD1eUmNGTDuLK55CvR+iZSW8STJ6RpP2gC5O0HpcUgL\nMoJKEkCUTIMZK52OZrJLbSaoaIl4Uu748pf/CTdf+XnOt9fYnXt2F/vY+jU2d99A+8fZsKGZPc1s\n8UMYM0PZJSrXKNWgdZaxZDXBugZTBnKcrXj06ns5Wh5SOUc/rDl64R4xeNpmQWVrjIHZbIe2mXN0\ndMDB4U0O791A5VicmzU5F7TbWKnLjRV5tSxU1awUOVvQMr+ljaauW7Qa8H3PennIODQDc1xTyxyA\n0TRNg2KPddL0HJO7I+o08MPPfhfLo8Q//YWXuHZzyf/4c7/LmYfm/PAnnmY2rVGI6yacLPy36ibA\n/fvg6SDhtEHXTRHFOZ0Wn9zfp0jfD9R1Lca32wcqVHdG1t/9R8oJirirfuAx3woj2D5CoVdH3xH6\nNX59xOboDst7N9kc3SL7Y6wOKGuwVUte30BlS/SR9fFdQuiYL86zOPswbjrD1FOUneI3a9L6Ot6v\nmOyeoz3zKLreAxyjochYMYy40Pg+/6TG4TsXDCbQlzyuajVVm6kbMGYEQUpzRGuCh5wr3OQMyhm6\n1U1MAtRlMg1KHeHUS8TV/8Em/T6meRfJPEpSD6Orq8zmCyj1uxxSiBVxNTQdmSNSCmg1LTWcoM3j\nhWl0zXx6USTOEQswjSMQCMGz6e6QY8fxnefpVndgEth0iqxX7FYV08bRtBfouxscHj5Hyg/j7BMs\nD26DH8Sd12iqeoap9qjac6WUKRCkUuzNd8lkmqrhyoXHGfySxWyfup7IzuYcztTM2h1cXXHn9g3I\ngaqyBN9TVeJaNPiezi/R1mJcGXU2opeXUyRrgzIKqx3GGKqmRhtF1/Ws14dbjwqlQVVi9WaNgWYi\nXH8SMQ/060ilNT/47Hu5/vohv/b5mzz/+jH/wz/+XS5f2OWjH3oEZw2nluZ9n9B4fLt0/fTCNCWr\n2Spa5Lx1XhoziZREh5C6Fro7ZXbFmG02YZCS4/Qz5ZRFj4I3B4AHD6HAe4bNim59l259h351QNis\nGDZr+vWSfnWMH9ZoFck6Yatj6uoQh6XWDoYNauhYHj3P+tq3oMo0O7vM9h8F1ZDDEahI9lNyGhh7\nLDJ0F06IZgVQPkmxvkPLBF3PMalHDZF2ok6m1awQg3JWZO9Qdg9bXcI030U9/xC6qlDLr0NQVJNH\nsM2CFK6R++dJPrPpAyockvIRuoJKaaH46oyrZyc4i1LAmuzfIIbbkI9FacY+vL3YwQFCrY1hTSZi\ndIsYnUIOK6K/SbdecXj3dfrVPVTy3LwFlTY0FhQDg7+Dz98kT89zsPL45Lhx52s88nCD8gOxv0vK\nS4Ky9L3GzY+p/cMYXUkoUBZ1askorblw4SI+HKBVwhkHzNjmOtqwMz/L448+RUgrjE5s1ivqqibG\nxL17Bxwd3UEZ0NZRVS25bsmmwZpK9kilKaJGaG3QrqJWim7TsV4dCJlHFTPwypG1ZAh1O0FYoDJM\nFHzP2b2KH/2Rp3n+pTf449cyn/vSNf7+P/wN/vZ/8ine+56LMhfxba6Tt8oW3u6SNqduO94+ktHG\n0DYNIZ4oKlXGkHJiuV6y6jYsFgvaqiaTZTgpDOQkHaF2tsOoRwgn/IBU5ltACHJDt2J1fJdhc0z0\nS8KwIgWPcROcqkm6pV6cJ6dClfc9s/kccuLujVu0dcNkvse0ctic6Y5us773Orm7htoEpuceZ7J/\nGTuZ4aZ7aLdbrtNTwSqnkhmrLWb8J0Yx3snMoP4wWt0m+ttY1sID14GkHCHNqcxjKB4jqIsM5hy6\neRxVvwtjDZO9p3DVPlkbEahYXWHdnyX0PcYoKjPHVZeg3mMYjhk292inF6nrFhhrQUUYXqA/+r9x\nw6uoHPBmHzt7Fte8l6hWKGUx6kIB3I5QqtCEVQNqyab/HH7zIlXco81LfLzNYtqQ1Vm+/tI1uuwZ\nNokLLw7s77/EI+9a4UnM976b2fS9pCFjciDGV7j+xlc5d+7dGHUBHTPD+qu8+vo3uXLp+2gnT5HG\nLgIBhSVhMWZKyh3Cp8hkVuJgpBrqasLDD7+bmAdS6Bn8ihh6hr4nBM+t24n1aonRllyJUnCsM95G\nGYXNFWRxRMKKPJuzGtVkuk3HZnmE0a6MGbfYWuji1hiatkWckTNxLUNC73vfBX76r30PP/uP/4BX\nbhh+4Vef5/FHvsB/8O9/nHPndhAWghzfbrGf5h48ODKdH/hbKjwByPReWr/TpsVZ0S+MSQxfxvsu\nN8dcv/sazcSxM23RsUi2x0RICR/OMJnsU9fTMviUtztwCMJP0UaXsgKadoqx0zLlCs5OQBl8iFTO\nYY1iuTzm8OiY+WJB5RzVznWGbiXCuIXw5c4s0Tcewh/eYLXZEFYb2qtnmexfQtumqCdTzIMpA275\n/iwgv+mHt16Tb/vX/x8P5b6HrI6p914mx7U4zKQVVb2HDpD8GbK5DOpJXHUJ5QbWy1eptINKEYKo\n/eShY3N4m2E4xtga7y3WLqjaGYEN66M3MIPH5ZqwuCgz5bmTcePudYbj30L75whxhzT7FNaclSsq\nvELov4ZyZ9HmXZgUhJ6aDGhLzHeI+ZuY/A0acxXaOdqdY7Z3haRqXnjhs6z9bbqNoTVTtEpsDhT1\npKLN53nozMOolLh364944/VfoZp1aPc4090rzHYukdU91vdeZzO7BvkszeQi6r4OiMOoRXFE0pAD\nQ7ghIqrqDCAW8lo1KGdprCUG6WLsnbXYpuXunVvcOzjEarh0+SpVu8/Rcs29gztULqKcQeVKQDml\nyVrjKpE6G/pAtzmWXrlVKGtQpaXnjEVNZiQvHZjkNSZpPvHxp3jptVt8+hdf4lpf889++Tk+9MFH\n+KFPPsVsUj2gevAW1wxvrtffBNQ9cP+YwYdE1w+gKybO4oweNWbIWTFtZ5zXis0bx7x47atUbaKu\nNTZDmxtsSqy7Gyx2HmFv9yLWTmToPssMhC3ahVopJs2MqqoljVciXqNyxpkJWjtE5BXCENBDopll\ncBXVdM7Vd+8Lw7P3GF2RciB0K6bVGbg4kOMGdGB1dJd+6FmcexRb6y1/IOVEwkpXKJ90VGQ+4a3a\nkvcf71gwuHtnzd7+08BVcUyOd/HD6yh1EdIhg3+ZofsqWoGNnsbsoVQD0eDXAdOIS001qRjWgbgZ\ncLbGk/BZYUIi5w3Kb8hxoBtuYzZvYJRF6UTTLoipYz3cJcSGavaDTPZ/Ajc5Rw4vQP9Z1Oq38XRg\nzpOjRasJqrkM1XvI+TyNu0JOPaQeYwfqdJmJOcsHF7tcvjijX7+IZoI254UKnQPW1UzaK6hs6TbX\nuHb9t8jc5tKVD7M4+25mZx7H1XvkuMve/Ijga45Xb2CbXZyaITyDJcKGaBGQU+r0lJdoYumOTMho\nNEKCylkJlz94Fjt7tO2c/d2LHC9XaJ3Y2dmjbnbZWffkqLh3cJ1ciFQZS3IKa8URSlqPQQQ0uoI9\nGIfWjUwMIv6K9WRCMzT4NJSR8Q2ffPYpnvvabdYxc+3uwM//71/gQ09fYfboQ8CbF/Tp74n7L+e3\nwhLG22zb80rJdeETm80GUsW0qbe5c0IGm9pmwsPnrhLjMTeXL3MYl2irWaaeRoHrNxwfG44Z2Jk+\nxLTaEfAYYYdKrnlCW85ojKrQVpakzkItTymxWh5yePcOq/UR7XRCIPHG4SHKVOzvn2F3/yG0tuKa\nNcxQxXBHqcDm3hvcfvnr9DevoeqG3TNX0KWbgFYCeI9CqEnEerZJwncqgDjEC/R+gklnUfEux5tv\nMp3tYczjhHCDIb+CUw9RmYrOP49fXcXYh7HtHq5qwdQ0bUscbnF87wWMPSDm62h7DtM8jqoc+B5X\nr4hWo2tNThs2PnJ8fEg/RJaHn8dlxZUrP0X70E9h63MojkjxLjlHdHWelF4lx+dR0ZN1D6FC5Scg\nvxftZiSVwTqMMmIJbxrq5gKox+lXHoJBu0tofYacHSn1pJRwGFJdMTk3Z3f+A+yeexY3eYwQNf1y\nw/HBK6g0kIcVMfXkfB4QAZFMV6rWSdlJN2SOUaoT1eB8F23mkB2ouUimKUvWDltpwSJURtnE2f0F\nMcmIrvcbZtM5D195hOiXHB6+QUqKrBpySeSV0mhrcE40A0IIDOs11tZCoKmqLVhl65pmsiCHI4KS\n8uThy2f5/u9/H9986fMc211+53Ov889/4Q/5m//WM+zutG/aux7s1T/IOXjweDCYaEBZTa4UQ+/x\nQ6QzGuucBJjS0rdaUbspj118mt3lPi/deo7D/g5qolhrjVaGVTji4GCJvfMqlWqYuAmTasJitsu0\nmVNZQ4iBTbdCI8Fz3R9y685rnFk8wvkz72Kz3HB475A7t2+wXN5j8v8w92a/lqXned/vm9a0xzPW\nOTV3dfVYTbI5iqQ4yBZlWIIlwYCABEici0DITf6AwDcBcpVc5Sa5cYIksALYiAFbchLLlmiIJkRR\npEiRbHYXe+6azzzscU3flIu1q7pappjL5ropVNWpOnuvs753f9/7Ps/vKXqkeUGa5aSpIfiathGd\nTFwlqDxHCIm1LVVd4Zyn6I8xSYrRgmp5znJR01pLYgSDrEdb1ni/pL++S9rbIIpujPz/J0H82IrB\n1sW/T2APVQsiUxKzTbBjFtaQ5S+ibA8jU6I/J1EJOvZQOicbX8TkQ7yzaJ0SfYMwmrl9H2NqdrZf\nohg+i1Y5TQNN2Gc+OeLuz96gsiW9vsTZU5p2zmhwwMZQEeI2Qka8O8U7Q1vvIOJvkKRfR+oPiOEQ\nGfsgc7w7ByJaXcKGhhjfQokBIuZEWeH8CV4JZFJhbEMUApN4EAnIMW1VIdQJtnmd/vouz9/6Lzk9\nfp1Z9YieT2nPTxC6ZnZ6jw9u/4zdi8/y/Cc/i4qeDyl4/ac+MQOtm2DdDKOH3ZHL16uZs8DLiBR9\nBLHDqwuNFCBFhW3nOGznGE0yBClSCPq9PkW/x97BHOssUmUoJQlaEmOnCxFKYRJJjA3ONbT1ArNC\ntotVQ1ArRZYM8GmLCw4dMgSOr375Zf7wD7/DwWRGE8b80z/4Pl/8/E0+/5mrJH/DB/B0I/Dp62/u\nCv5m0Xj6UkJ053QRqZqaqp5jXEJqEkSIlIsFRq1i4Wgx0WJsSX3+CO8yknwdpXqkOkKE2peUYcJJ\n0zJbnDE5P6Qt552GUIF3AeE9ghYhl5jc88VX/hFbG88gtWQ0XicvCmzbrNKxAv1+jpSBupoxLQ+R\nKmJMn6K/RZoOULIbMafDDTJjsPWcui0xQXU7NW3QWPbvv8Pk4QOqyT7nZc3uc5/ihVe/TH+887fc\nyQ+vj60YJOYIaQ0+SXh0/wOEjgi5Rn/zIqq3SSGvkeYFoT5A+EPm0zN6yVW06iMEKBU6hqAZM9r8\nElYM8H5ONC/iosE6R22HHE5yTo8OOT/5AeXsDdJLhky29KSjJzXBDrh//19RTs/o917A6hHSDDDJ\nGG9bZPUyUj4DpkCLLZw/wDZvYDKN5CohzHj08Kf45gH98fP0RusIehh1g8adI8Kc6DsbchQQmBP9\nA+bzb5PmLxPDFwntDNvew4oSq3u89u6PefedPW7/9AP+4W/3eEka5vMlw3GLFgkRsL7CqE5j70VA\nyD5CjZCipLUHBL9Eq0523PEiajqRER0SvDwhtiXOVQjlwYzoFM4SoSDLEiINVVWSZ320MeiYrIhA\nHRPCaEOCoG1rWlujmxKddOnJajWQMUnauT7bluAU0VVc3Mn52ldeZe8PX6M0hvcfWr75rXd4/uY2\nm2vFk2fkb/YQ/rbfPz4Nf1Ro9JiWuSIlSQ3CrezJJXXlmLsS28w5P3mAiBXICCKyrE6ZTO/hmxPq\nWiLSbaTZZLi2TT8bkZgMZMC5BUvhae05h9P3WVaHVM0pwbbo6JGhpd9X3Lz5OfrFoMs16JnVvZE4\nH3G+xjYLQltj6yWumeGqKa2rQOXUdcV4bZe8GJHnPYgRJyTON1SLc5K1AaPxagwdPD4o0mKddnGN\n4z/7Y37yb/8Zt3/0XX7v9/8xyWDtF67Jj60Y4D4gsM3pzPOz2/d54eVX6I2vo9IB82VFf3CVJFPU\nvuTo9KfdNizf7WDGztG2cPfBO/zV63/Kg5OHOGExaY3Rf0KaPJbtR2bTM+aTAy4OHLdufYndzR2m\nZ68T3QFO1AgyBqlkcnyb5bwkH10ky8don+PaGSbkoBKcqXCphfaI6EpUfhGdXicmu4y2XsG1E0I8\nYTZ7F2O2yTNFkgQSlYObQDuh9gVlPcL6hIfHR6h0ThJKFIKqnPP9n36Tg2ngrbfuc7Rf8+qnP8Ur\nr3yFZeupqBDqiLXhbqcnFJ0jM+AIIpAkfTR9okwRooLQImRA0CBYEkLVfWIp/SSKTSd9kt7mKpQz\n60RQyA4uGm0nmLE1rZ2jfY4OGTJ4hOyYhTJ0RU5H3YWrtjWmbT/EqAFSCZK0h2la6nYBImLbmt/9\nnS/y53/xJu8dekRR8O0/f5/f/vu3GAwSEv2YN9GurLjZk1He3xQk/by2mCBi6wU2RIRSuHrO6dFd\nYgjofEi/n+F8ia1OcPUU4SZYN6F159TtIXUzoarmEGZEG/HVAa3STMsN0nSX8eA6/eEaUjjyfMDu\n9gsMemvMygfU1UOinSDjktaeo3XB7vgWg2QTYoOSKU9KWGxXGLauwyHoOkIuQGgFQdS4ZEqwQ4Ib\noHRXYaVRBCLBrRShccWIkwkbu9cROx2dq5xOUH95xNG9H/OjP/ofWXvhi79wSX5sxeD/+F/+Jbde\n+Rw3n3uFlz7xG6wNLxH7Bb6xpNGQG42PAZ2O6Y0/T6/YQJgNzmaHfOs7/5Y37/wIWZxw7/B1js6O\n8ECSRtK0yyDUKjAYKoLXLMuWwWbB3WXOnXPPs9d+lRevfwUtHaGdc358F6+XbFz4JEm2zXzyffbu\nvAmux5Ub3yBJ14k0CBHQ2TbEdZTeRMoUofuM1iS2eZeyvMfx2QekuqZIn2O0+SsYM+iQ2+27UFcY\n/TK333qbv/h2xHx9jxsXNRvDT/OwXHJ+/pCThxOe2Uj5xDOX+OSnb3LpwnNM2j2SeAaVoE4ysmwD\nLbvcP4EiFRtIOiS2EBqtCpzXKwFMixBtd5xopkgZ0ColSQxJNkInYwTFk8l5JFDWM1xb0s8Szsop\nVTnttPO+QOtONShFF1rT5T6qjgLkXBdY4rMnRwUhQJkEk+a0zQJnPbZ03Lx+nU++dJ2j+YKq9bz9\nwTlvvXvA8zc3karGNw/xzQGm2MaYZ7vJCBBXHCQfGpqyQpuU1lryLMV5y3RyhqumLM4eILWmN9yk\nPD9lcXaPRWXJN59n/OILqBQkOSFR9PojfJzRVCdMJpKz2ZLESaSP6NCCO2PZLqhtxdbwRTaHl6n8\nEhu7opvKgMw0qUzxSQKtxog+/cFlRoOXuHbh1xmmA/Cr3AiRQjQoCZ6GGBaYVBBUH2cjTs0Iet45\nFp1mMdsjEukNdpAyQ6gUlRRk+QilU1i1ilcYGGL01IsJ7bLk0qXL5GbJ3mv/gePbP/uFa/JjKwYv\nPv/rbG1tg5NsXd4iOPAsse1iFZY5Jc1HuKDJzDZJtkHAsFjOaMIZ37v9/7J90xKloj/UXec7kQgV\nmZ4H8kLhgybNurPr2bJBmvv09BFH08BO9Ss8e/UbWLugkQ9ZM5os2UDpPmm+RlG8SnQRbwY0bEIQ\nCOdQea+zQNtjjH9EiGCbChlbYnuB0WCbJO+RJNcRdoOQKkIOQWQIOWM8uMGN5wS/9bv/HaPBI37y\n9v/GWv7X/Mk/P0CKmosXFZevBzZ2Eta3HZPFMUEGekmKC5ZISWSA4DGNWK6mDI+3yRIl+zTkRL9A\nSIdwDVolpKboUoacQyiB9TWhXZIkBkmy+sQNRN+g8FzcvoAicD5f0tYzsrTfSUe1pnO+dFDZDt8u\nunzHpibkOSKukn95vDtIsElO8C1BNFTVhM9+5nn+4rUfYZLA5FTwvb98yDe+9jytOySRc4zO0LKH\nRNLhPCPL83vs3/0J/SwjIpBZDxcjcymRwTOfnDI9OyJWHWB2bgrcckFTrt/gFQAAIABJREFUHnE4\nqbnU30DrPpCRZOs8Rug31RQjh4TW0DQtxJSmTfFuSXQtMGJ7/Qt87sV/SJFfoLRHVO4A25xQlfdp\nWosUGVpcRvktZLD0ik2y9AZ5GnDl29hFQKt1kvQqJt8F3YXoBD+hWhzhGocWmvXxkBBTlouaZVlj\n/Sk2lLRuwWBwBZOMyfvbmHyAd5a6XpLnw85zEiKnh3tMTu8zHBgms4Sti9e5c/sd3OThL1yTH1sx\n+OwXfp3GTfAi0IYEKYckMsW17yPVPvXi29iFQupdbPsiYvdlVLHOaDDi85/6Aqf1V/jx/W9SNb4L\n4AzQ2ojUgWIYKYoU7zWT6ZJe0c2Mq0XD6EKE5D0env4BRU+wM/46o/wSuEhTnuHYR0qDScaoXHE2\nO0WGQGFGCJHgXSTJxl0KWnveyV6jxIU+Uo4ZjlOa9oyyWhB8SSxLvEkYDbfI8+dwImFn5xaXd75K\nVS5R/Zfw/gGf+Dt7fOvf/hO2lWN7KyH4E5TPaOcnqFGkCpoid4gmJehtWn+C0CmJ6j+5p0+2yyIj\nSy4DXXCocyVaebI8xftsJb2VRNlDyz6SD52CIbS07YxoW3p5wc7ODlEeU1czfD4imD7Bd8eAgCcG\ngVEr5JiPxFWkeowpPIaYig5emyQ5wVkkUC/OuHKlRyZqkjynVik/+emUsnTsDNYwegOlDIgUh+Ex\n1fL84SPqR+8y2BhQuUA+3kRqTVM3LCanuMZil4GTvUfUyzMGwwEiNoQw5/h8yW4UKANCWJTOkLKP\n8BbqA1x4n/Fgn35uOF1uU1bXWJZn1NUEJda4cfXvcWH9BaRQDEWfEC/g3RFVZahKjY+SIr9ELxsS\n3CHezfBOIcUSEQ4pF/co2xLBBrp4jsHWZ8mK6xitqP0BOh7im3PwiiB7pOkOxeAijfc05Zx6cYK3\nNcPxDdJsA60TnK7xvmM4KgRteUZ5/ACaBcWFDUq7jTlVjDYucubdL1yTH1sxqH1A6SE6AUKvM8Ms\nfkCz+A62eos8KUmLW4j+8xTZyzgfCOUxBsNGb5evvfp77J9NeG/xfbKBZLEMyOhIU0VaKKyItHVD\nYiAtYJhLTPAIUSJjwPs3mJT/hnHvMtZtIoKkyHKWyzOack5MU1JTMMq7JB7NAhk01fwA2CbPh3jZ\ngU+EikSXI0TEugVt45DMCe0MEc6RyRKd3cTKl5BofDWjst8mG61z5cqzSPNFLl9ZcPPTn8eVd9kc\nL5FCkMhLFIMtko11mjahqn5I626TxZbzxW22t3+tw7jxdDe9Mw1oPejO7NGjZLN6+EW3aMXKbCT0\nSofw+N9CU5fMJt1DJ1WgbRrKcoF1EW8bgu+mD9IbOuRgtztQShJERxX2rkPNa/mhAUlKiVQdgDUG\ni7OeLEsxwlHkFVWe8N69Q46mC65cvdixBFfvq+u4d79ZTKecHz9ka3Ad4QTTg0PywbijTDeOuqxR\n2pDkEmu77z9fOqzq4YqL6OwCUjbE+BBvFUKPKef3mB/+a7BvkOgKrSO9/ALD/Ndp+lc4PLtDNrzO\npYuvdFmHgKDDlynjUfF50tjHC4fUa907FhbvR2gzxPm7zCc/gPo9cgVajrH1XWaHb+GHXyMtLtHr\nbdJWjkV9iF086mae5hrpKGM4ukklezT1Ka6e0NQTkmSMkB11qvNdCWxTcufd16inDwmNZ3IUyTNJ\nGK/x3Cuf5OCtHvDW37omP74GIjVRC2LVJ4n3sct3OT/7d5TzN0lFRb75d1H6ZRaP7pCs/zXJ+is0\nLpL3tmmWJevJLr/zhf+a2w9u8d2f/QvSbImKgn4G/VGK9ZqTZYk0XVhK1hsx6hf4MMEVBpWPOD44\nQC/f5url6/hgqdsJUmp6mek+LUNnVpKuQUZBjAlZvoWQirY5RdGgpSAIg42BEBu8BSVSRGyIuiLa\nKcr/jMXpB1h1glJXEHVN5R6hjcHLBhc8vd4ur/7KVVx1jq1PqOpD7KJBjS5S9G+QWMdfv/vPGKpH\n7Pg/JNo7HD36ERs7v0+Rv/qRRtrTBB8lFEoUPJ08Jfjwi1e2ohVMRKKSjOFoi0WowVbIqNFS4YWn\nbSxJapHKE1aBIUQIPqCNQSpB4HEQagT9oSpWSPGE0CSFAC1Adch4O5mDsJyfz3njnQW3nocs6wqB\nX73U4B22XRJcSVV79vZPGA7HVPMZdlFRWksxHKKTlDTtkWSbNI3n+OSI2XzO6MrL/Nrf+8+5cvlZ\nlBJYN8TZGfXiXZZH34X5X6C4SzBgo0ebBwQ5x+hXuXzpGdYuXKLfVwhafDgksI+SAwTbSD0milPq\nZU2MC9IkYrRHrqC7ihGD3lfx8hrRH5KOrpLJDeaT9zjf+19pREJ/9FlGw1uM9HP4NsM2M+q6opo/\noDd6hqxYw9slvpl3hYJu8hGDp2mWuHbB5PSQ6dkDltND2kXJ9uY2y0VJL0/pba9zzf2SjhZlDNAq\nhHuX85NvEVXC2tXfoTf7Tc5O/h2TcgdlM+pDQdrewQVDJMWKbuudNHMuZZbx9S+xM+zzzsl3efeD\n1wltgy0t3kd6mSYxCb6xtG1F3UR0opBJikq32Rp8hd21T5MPNzoQiB0CFUp4nK2xdgmuRUrXLZQs\nIxts4kODb+dd3j0ZiIjOoF2FZwil0HqXLFlH2EtAHxtKivwax48WrG1uMFA7RN1D+h6z00ekvqWN\nnrZZ4tuKZl7j7YLlbIKXD9FpzjM3/1Okf48k/rjLkUiuYEw3LvrbRGZPF4jHHv2n+++dV/9DLpBA\nIVWOMjneNaSJJDOK+WJJbZYURUtwlrgiWUvUk5a+VJLguweUx4CV1f8shei4CWLlBg0CY7r5PzbF\nREMtCv7s22/yW1+/Qi/rP/biIRF4V3P4/k+ZH97BLWruTie8+uoI4WuMj2QidA067xFe4XygaVqc\nXZCbgBYVG0NNEEums4AUa/R6V/D6nDA+ZTb7PkIeI2VABU+IDYF9isHnGG1cJ80FiCM6HO0CESsk\nfbpyVaPjktS/x3L5iFlTkeeWQEmki0qr6gVtaxiMPk3of5Uk2WCUPo8/+N/B3cGIK8AtdLqJtfdQ\nqmQ8vkRQWxiT4ERKiBpWwTGPdZZCROplSbOYEWrH5to2/SShHcxoliVFWmCbioeP7nN52PuFa/Jj\nKwaufUCaPEPwE3TxLDJ7nqz4FHlWogYXWU7ukZtN9JUtGtGyrKbUszP2H3yT0eAavjVU9gyTjbm1\neYNLgz6fvHCL8+qEdx++x9t37mD6AqElxgCiRZmMYbbNSFxlXb7KWv4VsuwaWmadxz/pdx1yAiqt\nUM1pJ+ARqhu9mY7eHBEEmRFi3XXnY+jm81oQwxLEIVG+jXOvQWgwegzqCOHOyc0Orn3Aou4zcFeQ\nMQW34ODRB2TZOiYfUDanICsQjnL+iGLYx6iC7c1bTKcJSl5ChhnKbKH0BnG1kX7iVF3d48eLvxtB\ndnFvnfsxffL33fVh9Ll1geglMmjKqmGxmDCZnjKbzUiSAc43mJASgsQ5DSikWhF4pEQ+zqF8nHL0\nlGFGyS6C3CtJRJEqQ7/I8NUJyD6olPfeO6SqbQcxFRBdF26LrammR7TLI4ZZ4GjieHj3AdevXWQ+\nmzCfzxiaTarFnGBreplmKSPzySm9RHDvzR/xF8W/4IXPfZ3BYANjeqgkp5dfQW9+AyV6tIsfIOUJ\nMjTAAUpdpj/6Gia/TBTL1bSlIsSG1pYIlmi1RqTGcx/n70I7I1Ylzi8p3T2q9hwlwFlNkn0ZZS7j\n4hAl10kGWxTl+ywmDVpfwWRXkSol1wNEOIEIZS2pG0uW9SgGl1jMbWfNFAHbLpieHoGviHaJCCXr\noyELZakTg9I5uRFMTuYsliW++CX1Jsym77O9c4O09wqz5hwh+8TqgOXhG5yf/SkZhyzZJJpLSFGQ\nkCBdRagOmLkzsnQHEVOCnWHnS/pKk6VX2B3scmntBp96LqKyfhc0qhYY0zDI++QMyNgiTy+QJhsE\ntyAEjYimA3xKg0B3HMPscUBLskJgB0JosN5hzAZSdIrDspyA3ycRr+Oqn6DFETK2qHi+CmHtY/oF\ns3If9BrBXmRgPkd5ekSSjlCZJDUDpEzQSUruUmbzR6z1t6hcQ7SGzGwShabfu4iSI4gOJwQuViQi\n/48KwUev2EmY4yFK5ETWgOxJMXis4w8x4GON93OsnVNXUyaTY5bzCQQLoiH4Ch9SnFddExJJIle7\nBKkIq+DauIKSPv16lFRIobo4PTqcl9IaHzvJMETKuadqItY5QvTY0PEBlHNddQgRIRw6Ok73HzHu\nG9a3Rphcs6hqelnGoqpQps94bZs9lbG/d49sMOL+z75DPh7xhV/9u8iwZHL8ADYUg94u/c1v4Iav\nELGrROu7CNXHpJ/oPCmcIOIc8CgZMdLimx/i+SsCCi9rsvEnKPqmy2v0DrnYR7XvI5jiGoHUGzj7\nAD+vwV/Fi8j07PvQPGDW/DlHx++zeekrjMafQIiM6nyPtqroZ53Xoze8gDIak6ScnZyxmO4h2wXC\nl9TlBGLg+OGUWXnO5SsvMhxvkMhAsA3Xrl5nuvfuL1yTHx8qPduhat8hd2NyNYJ4zps/+Et+/M0/\nITMHbG/XZOsJanNIEXKyaBB6jNIS48fdVjXmtL5CKUGMCikjMijW8otsjS+QFltEUVPXx7h2iVoE\nsjRntLZLml8nyTYQIoAUTzWGHiMuFMj+Uw+zZbGcQKzw3uJ1hlQ9rBNkxSWkuIEIKcYc087uENsT\npPFYAC8I7W8wWP8tvA6IoAitIiqFSgZE3Wc82MSHhBDmGFuztn6R+fwu0QiSPEUKQ0BgzJAP/fQ1\nLtQEYTv/AT/Pudchs52dsyzfoV9sY0xOpBO/PG0EinS6BOsWNPaM6fKAN9/7KZPpnLWNzS541NWU\nyxlJCBR904XeBI/3EmU0j7kaXQbBh4WmQ0jIJ85LKWWnENSGECU+xk7AJHKW85qm7gpM67uGpLFd\nXoNta0zs0rd8bDk63CPvp0SpCUGQZn20a+gNN7Ct4+KVm1SLcwgeHT3L8xmuDqRYXDllIRXBbTEa\njTBqFx9sJwJyYywL6rZGJQO02CSKc2I87qzsYY9m+QOCOyLqZ0j7v4ZJn4UgVl4Sz2ho6dczrNvH\nxylERYgNUXwATYkPHhX38H6fanGPeZORyRbVnBC1pJ6dYZsZMi6oywNEuk6vdxGtBlTlKW15ShKW\nHD68Q+sbNjZ2aYNg+8J1pJRYW7OsFkRXk5qE9x/s/8I1+bEVg6J/C88BuugjJzNOHryJ8A+Q6oTp\nWYtbKqZvLCi2llzcUWxtGoTeQ4oea4PPgkxwar6SJxukVkShMOmQbHCDdHCRJO8T/QxfnrGcHq64\n+S+RZDfo9S+tLKUAK5pwdHhbYtuKGAVpNkbrnO5RNqTpCOcEiLoLUBECaVKUKhB6A8EAafpIn9Py\nPbyaE8Mm0lyksTfI4i7BJgjpCHFKMTa0zqBUJ382KGLM0aZPDJcp1p+jskcE9fhsD51bMQc8CoeP\nLS6WJCJ7cm8/usC7QA1PxDpPVVckZsXMW33dh+d6ELKDkOtsk91rW6ztfBZrS2Io8dZjW0HdVlgp\ncWmBUmkXTuIFSurOYWc0Sj1OJXjqNYlOeyBFp/yNq6xLo1JilEgFeMGyXLCsSvASZx3ONpTVnBga\nkkyjrOHC7hpnJ/s4u2Dv4QMuXH0ekyWMRusI05AUBTM3Y/PiZZJMMz05oF5UnN//Ge/89BI3nn0R\nJyRSa0yargpWF6sejEWrMdEZfLR4N1sZmwoQE2KcEGKCTn4TURhcDEh9ASE7V6dS4+5npCxVeISN\n+5hEkyVXCL5PFBGjRgQ7p6k+04Fn4x1MmhGVJMoBSXaFtnyfsDymnN0mNHukoxfo9S4gUGxub/PG\n3m16KpAN1qFt0NmQXjpge+sCy8kpaaIRriYxOefnd1Hxl3S0KNN1jBOUyzss6++B/wHK7vPss457\nH3jefsOzfxS5fENQLh3eGKqyYjxMKQpB8thbH3KkTvBEkAnF8Arru7dIigvU9ZSz2R5a56yv3yTN\nNxlv3CLvXwZl6JBnnQjUB0cElII2VDjXSXwfLyjnPYGADZ4YW2x9Qp5vk6abq5AO3z1M+jn04LcR\nxSfxHoK7SJKOccuGRblgUU4Zb14jLa6isPgqkhdD6rbsYJcx0C8GWFKy7AJJ2ORxVtbTmvwIHTMv\niCfmnp/n5Ov+XKBVQZZvIkl43DN4fD3eFYTYIAj0+mOK/hil+yhlsM2C2XSPs5N9mvocZyuiCHjX\nR8pBl3z8mNUvWFGWn5okrF5HDB2JWArQEryNNLWDIDFZSjACobp8x2q5wNtIsJ7oPdJbVJLiVY5r\nM7y3iNDy/ntvsbVzlcHaLsvG008VuztXOTyZgG3ITY4YbjM/W7Czs8Xt997gX//zP6A2V/nP/qt/\nxOUbO2TpsLurAsChlCUIi47glyXT6TFJkhJlRMohSijaJpKkz1DkF1BUCHwX3hodMRiE6DByJt+i\nr15CyQYpcyrXgkoQyS5G79IbepQcotSbuBgx6XOo9CbGXCLLc4y4QN1UtMGRqRsoMQABWdHn+Vu/\nSnW+Tzvd72AyPoAWeAxtW5MERTs/QCvLbH+P6dnJL1yTH18xUJ5qcUy9eIhq7qLcA4ZiwuBCj61d\nyXA7cLA/ZjpbUFvBvfs5u7s9dnevEJQkSkf0AyJdWrEgQamUtukirdI8kqVjNjZfwDXbLOYTeoMt\nesOLHf34I5vq7uwbIgRnccGjTI5UhtaVhNAghUKpBBkFTV1hXYuICa2sEYkiSXpokUMcEfQzRL1L\nNZ+SpVvM6z3Oj+/Rk1v45Smuv0aablM3gqw3QCUZzjdIAbap8SFHqY5HoOXgyT37aF+ge9/EDOhQ\nXS56pJArKFt3PTUjwKgMrfsf6fI/2R1Ehw8VSgRMkaNVQYwpzjscCmc9s9kpk8kBEDEEvB0TXIsX\nCpPnKClXUuWO8i2fahh0BcEhhcPHSJZlTOeOyazBpAobQWtJ3tMkOiBd6GjH0eNDwAUgXyPfukl1\nlhHn95ken5AoSbtcYJczJqfnpHGO1ZI8HZPHPsFa3tk74NLVZ5nbJY8eTdi6MOLBbJ/YKvJ0BEJ0\naDTAuYb5/BQlIomE+fkJp4f79AYFymRolSMw+NgizCOWVdVxK5UkCk+a9jDJAEGCwKO1R+tLiOCI\nQZFlDhcgxgR0g8r6CLuD7kky3Sft3USbMahATAwyvchIbxK8JMlGRJlj2wrX1KRpn2TzIu/ce4Mk\nNrStJV9fwzeKVDaE5RS1PCCJgeXBAa+98Ut6TEiThjo2jNYKysk2zTwjCMnayBLTQERx6dImZXOV\nujE8fOA5Pwr0XrlCi0SrDBsUJsvQqkBpiw0tVePYNCM6LhzkxSZk6+S9FqHEKq3n8VJ4zBXsAlGD\n9yzKY9rlhEFvh5o5Uluq2T6L6Rn9QYbSDdG2yDAihgaTjZEmJbiGoOcIMcVai1YjEgPe7tGcv43m\niHSouLBxAZ1eIWJIC01ixkTZ4Ui0yEnVACklrT1DSkOi1lcla4Z1Nct5TRs9o+EWRmkQmhg7BLqP\nFoRCkXzkXstVoSCCUdmTA8eHxwSPjzUiOLRU2AC2bdBaEFxLU8+IoUEJj7ULhBBoU4BfRZTH8GQX\n0BF45UemCN336HZPwXt8gGKQsHd0znzpEcoQLYjgSLUgTy2JShAq4lYhMVEkBJeTDHYILuBm97DW\nA4bpdMG7773NxtYWy+WC4bIkmhSdqm727xWTec3VZ65x86VPcV4t+PynvsynPvdlhOg0/T50NKRE\nG1I9ACx1tYSQoUSBqzy2OkeIcwSm252JhlIdYpIhKjVdNqW6jDQKIQ0RBSIHKmycdwawEBAqR6mM\nGAqW9T5V26MYfo5e7wJS9hBRMpue0LgFWT7AZH2U7HU/SQFtVfPg/dcoegnV/Jg77/41iXAkacom\nWyRuRH12gK5nnNx/mw9OFvzpd97h5c9+AX74zb91TX5sxUA132Hcz0FcIlY5VQ5V8z2aeITyDYPe\nmO3Nf8C0hao9ZPdyhtE9ZKJJiWg5ZFGfUYz6pAkkxRyVX6a/8Q2SfB1QRLukLZdEYSh666vv/PTn\nYfdrwHaBKaFFYlHKrQJKAnU1xbXn2OYHHE1+jHInKJEgxCWS3k1c/wYq28KkGT6eQjykbec4n5Pm\nGfX0bezxd7Cyh9r+KunoMwg5QuC60BbRUZuVTJCAVy3gWc4PqZqSi7u3mM/OWZZ3oHUEa8jWb6Jl\nRtN20erLxTmbazsYkX5EcPT4HXahqw6tDR0C3iOe/OgjYImhC4U1JkcGSWWrTokZaqJbgG/AO2RY\nYcVXANvHRwKlOoBGRCFkwodJA92xxtM56aKPRAdK9zg+bljWFp31qK0g1YILWymKmrZKELlBJykx\nNsQYSJMEj6NVGUIIlk1L1huQ6Zxp1ZI7GKwN0a5hdnTIhcs3OGn2oJcRlpb3b7/NpWc/ySeefZXn\nXv4MxWC48nMIjDBIA86XKJNTVYqqCURpKfpruKbCtoIQF2gtiU53gaxyTmwdymXE2OKaml7vlLy3\nQVQ5adrJ1IWIEOe07SlJKiHW2MYiY488u47WA5xPwXbWZ9dAnm9TFOtdIRB6VWgjZyf3mR68xaOT\n+yxm56xvbnNhe5umLklDpD3YZ35wn6NH7+OaJXfuVzw8tfzel/4O/JNfwmLg7B8hvMK6ASa5yvrm\ncyzTSxBPkVJhRI+2WSNPBQVrtM4ioiJPi44LYCM5AimGOJ+RqzHF4Fmy3hpCJJ2BxmiUSkEouhPt\nh1Hsj5uCK40hQiZI4Qn1I+L8A1QiEOYa0r1HO/m/cKd/hQoTsC02gFAZbpkyPUroja8yGF1EKU9r\nKyI1oYnsPzqGNiDbPWTv6wixiZZjkN2i/DAM3CJX53hBstINLKmP/w1nyx+g1DXms3v0e0N8K6gm\nHkODSjKatiLNRp0hSPx8ynAkIIVDqhFdv6AiUqw0BxHiCuwhO0mN1pokMSzbBW2zoKkrvG2fWJ8R\n4ok5KcYIIXbpTELCKqZNPBVmEumOIdAifBdYUleBB/f3iRGWiy4uXSnJ88+NKTKNcxVuWVP0Ckxq\niFhCjKRZj1obKu/JewOuP3+N1kr2fvozziYL1tcv8MG9d3j5xReZ7b/LYG3I81/9Hd67fZf/83/6\nH/iN37vOYPsy2qSU1ZKDg4eMx1uMhht4b2lqS5H10EYyXR4gvWU8WmM5bYna4GxC25YYFEpC8F10\nnZcglQVfMalOmc8ekuRDBuOr9Hq7KLmFMG1HunIVtavAF6Qmw1qJa+Y0s2PausR6GKxdpte/iDYF\nEUWMjnJ+xP69t7n9V9/C1Cdo2bA2GrK1OSZLILYOWc2Yn+4xSCIWxYHr88ak5b/57/8x9+7+khqV\nnH+EaBb4UGPiJlq8zHjzG9TtS0QPrV2SKJDOo5QiF7FjwllLmmaITFHIEc6rbnGJIa5N8bZBKk90\nDUIGyuWSgKY/6nf5iUScXRKjxyQbgOhuNuDac4T/CbOTP+L4QU3WGyPllNDuI2OFVhBFxDddlDl+\nhlSRdnbGeXUbpMD5BCVGJGmknFioB2Rmk6K3y/T0mGxQIuWQyBJBDxBIkhW5sPscl1TIxXep599h\nWg5JzBdRWiBiTepHVMs7zNpIf3yN/lqf2jeU7Zx+Mvi59zpGh/VLEt3vxodYuhDaVciY0EiZE6NB\nys69qHRKkvZwbU2IkbKcM52dYW2DTpJu3avV4hditf0VKJNi0uRJ9sTjK3iIoeP66ySwtxe5e29B\n4wOt16RS0u9Fnn9uk6JnwAbmiyXLeUtW9EjznIaa6Bz5cI124yq9mWdSV6QiIdUpVy9d7gRi45R2\n6igf7XHSfw996VWe/cTnWR+PufvWO3ziK7/L4YMPuHHrEwyHI/Kic4AaJXBiSmtPsK1kc21MjA7n\nG4q1a+Aivl7QVN3IrxOkrTQTQYIF21iEiEQXCTYiwj5ETd7bRsktskwToqMq5wRfQfA4J2jKCc3s\nFCUlw80r9NcuIk1/NUSO1MszDu7cpj1/yNWtPuPeOovlIW1lqU8PcUQKJfCzCZmD/aM9br91j+c+\n8yV+/7/4DeaTc7b7P//5eHx9bMWgt/WvaOu3WS6+TSz/FCW+SxSRJPlPaN0GWqT4YMkzgW2rLuBE\nS7TsEoFiCITgIFqibwhB4+05zVLi3Izl+T4xWNJsSG9tF4ICtdV1vKWhC1V5HLrd4pt7LE//GFv+\ne4ajPchLJPdBe0ISqcsu9jrJBDoRCCm7+G8bkKIh2IYgA1LnVE3gzqOSC9uC8aAjPzfuXQbmV4ni\nNZxfYOs7FMU3EOImcdXyC4BlyfLg/+H4g/8ZkxQMil/lvKkIrcb5gOIOaANB0zYJ7WQDU4zJspxA\nSxeb9tFYEinkqleg8dF3C1I+lgt3pGUh9ROdYgwtdVvjfZdwVZULHu19wHx+0sW3r4JXpDF0gkOB\n95HEKNIs6+jD4sMDWYCOuOQSgjgjzVK++92HPDwEp4qO/NNGLu3kvPDcDohzhBD0ezmLsmI2nZD3\nBmRZTltLZD4mu/QZtrPLNNO71JNDXrz1MsYonAvcv79Pb1Nj3Ax/foo6eZvT8xYZZ+w/cDx670fM\nJxPWNteZ1y150QMB1tUELK4qMTKn1y+QSU7bBvYP7nB453USDTuXdsnG25SLEhkFaWKoyzmTkwOI\nFpMmCKXR2hGs6OAw6QP6w4v0elsolVAULd6e4duOieBNhhxvonVONthFmYLHFvD59JS7r32X+cFb\nbI4MmC4yb2O4QeVP8NWc5ekxB/MZTV3xaH+PbLDJM1/6Is++8mXmZzOslaxlv6TFQCVXSPSzrPW+\nhl+8RDP5p3ju0dMHBL1BdBrpDcG3XeRYVATfgugQXkqAD11DiihoFpa6WtCUBzi3wAhPWy9o2zNc\nfYJM75ENn6E3eg6lM0DikXg/pZ7/e9ry/8aEt0iTB0g977wGjaBrZPTkAAAgAElEQVT1oDRkRcT7\nlbQ3dOdfKTQhRHTS7RhCyGmbPpVNePGVz2DLfQpzRimm9Na2ydcvE8QmMUyZ169h8lO0eHa1KC1V\neZ8Pvvffspt/FykDw/TzVMuGJOvR+j7SzPDhFCkKfPMWpT2A9Drr2edRQn0kV+DpSyBWqdAJQjgE\nLdACAh8dgYgWHRzEugbbLFjMT/B2TlvPWZYn5IXG+wLXRpTMMLpAyy7jUCmF1gapNEp3R4SnX4eP\nkeBdp8yLipNTz7f+/F32jqd4rejnfZIQ2d2KbG1miKhpvUVrTdErEHVFtZwhYiRJcpzzpOMLRDPA\n5H1UMuTw/m3C2SmDZMiO2CTJDefljGG+Rfn664jiXb76lZcoNrYo4iGmrzh9eId8YxclNE2zIE0U\nabZLlmmsdQSlcI1ncXpAZhfcuHSNJBth+mMqG+hlgs31Naan+5ycvwFJQgiKNkqMTEGnuBBoJjNG\n4xQVIratINEoVRCVR8jQIeNIKUNE6SEqWSMgiNU5D9/6Cffe+hFjU7POnIO37jEYb7J/MuXkwZvs\nbo84n0wppzWD8QYxGDZ3PsVodxu5dglvRhy1h4zylIenp79wTX58x4SmQeVDTEghfQbTe5FcDNH2\nKlYMibqCxuGC75j8BJZ13fkGFBAs0dXdOM61xKhIsx6xnREjNA7wkbo9R9RHpOkGItnEFxOiKIhB\n4OpTFmf/Eu/+CCnfR4mGGBwuxs5CqzrTzXwakUKSpLJjegBSRvCOwghaLwnRkKc3SfUORpTU0xl6\neJHehV8nLfcJ+ZdJixeIaoCUkbXxcxwfHrNz4T6OM4S8SBoesr6laNpfYW3jFg/e/mNc/DOGa79J\nOlijahyZuoC3c5RYQJximxmT04z+cBdF8R/pDOBpPFgguJayPkXJBU3ticKjpEKJlGVddnbsYCEs\niaGlqUuWyznzxRJnI1plpOmAPO+jlMbF2GHTtEFqg1LySRV4vCvwFlzbEvwURcoPf3jEw+MTQmxQ\nvsf2eB03OeFzn71CkQeCzWh1pLEd2DVPM1SEcj7Fp55ev09rAzbNYXiJvjG0zYwf/tmf8PL1a5x5\nz/G9U3qqx9H+Gfl4zoUru2RB0LcL0hZ2LryAGPRIhyOKNKduWiYnexgtGK9dxMgex4cP+eBnf0l1\neptH777GcOMKm5dfYOf6J9m4eJP+aJOyLJnVnq3LL5KlZjXh6KYraZoiRPfJHlxDU02JriUnUuTr\nKJVy+/ZPkPUZu9dfpDdYJ8gc51qO7ryOOHqPk7d+SLY8oaEk6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EIa92mO1lg/t8jkyCSB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\nv+3j8qpvhwWF6TsmyabsE1+C94x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FzzNvLUUeNPY7UYZSIpOA1VfGkiSSHlslWq/o8cor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\nQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -975,7 +998,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": { "collapsed": false }, @@ -985,9 +1008,9 @@ "output_type": "stream", "text": [ "top 5 predicted style labels =\n", - "\t(1) 99.90% Pastel\n", - "\t(2) 0.08% Detailed\n", - "\t(3) 0.02% HDR\n", + "\t(1) 99.47% Pastel\n", + "\t(2) 0.38% Detailed\n", + "\t(3) 0.15% HDR\n", "\t(4) 0.00% Melancholy\n", "\t(5) 0.00% Noir\n" ] @@ -1006,7 +1029,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "metadata": { "collapsed": false }, @@ -1016,11 +1039,11 @@ "output_type": "stream", "text": [ "top 5 predicted style labels =\n", - "\t(1) 49.90% Pastel\n", - "\t(2) 18.63% Detailed\n", - "\t(3) 18.26% Melancholy\n", - "\t(4) 11.43% HDR\n", - "\t(5) 1.78% Noir\n" + "\t(1) 49.87% Pastel\n", + "\t(2) 20.36% Melancholy\n", + "\t(3) 16.88% Detailed\n", + "\t(4) 10.80% HDR\n", + "\t(5) 2.09% Noir\n" ] } ], @@ -1037,7 +1060,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "metadata": { "collapsed": false }, @@ -1056,7 +1079,7 @@ } ], "source": [ - "disp_imagenet_preds(orig_net, image)" + "disp_imagenet_preds(imagenet_net, image)" ] }, { From 445a19737bbf1cdc47da06f16cba41026f4a4a4e Mon Sep 17 00:00:00 2001 From: Evan Shelhamer Date: Mon, 15 Feb 2016 17:22:29 -0800 Subject: [PATCH 18/28] fine-tuning: clear output --- examples/03-fine-tuning.ipynb | 354 +++++------------------------------------- 1 file changed, 42 insertions(+), 312 deletions(-) diff --git a/examples/03-fine-tuning.ipynb b/examples/03-fine-tuning.ipynb index cd4ede4e55f..a22b598c9a6 100644 --- a/examples/03-fine-tuning.ipynb +++ b/examples/03-fine-tuning.ipynb @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "collapsed": false }, @@ -76,35 +76,11 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Downloading...\n", - "--2016-02-15 16:57:58-- http://dl.caffe.berkeleyvision.org/caffe_ilsvrc12.tar.gz\n", - "Resolving dl.caffe.berkeleyvision.org (dl.caffe.berkeleyvision.org)... 169.229.222.251\n", - "Connecting to dl.caffe.berkeleyvision.org (dl.caffe.berkeleyvision.org)|169.229.222.251|:80... connected.\n", - "HTTP request sent, awaiting response... 200 OK\n", - "Length: 17858008 (17M) [application/octet-stream]\n", - "Saving to: ‘caffe_ilsvrc12.tar.gz’\n", - "\n", - "100%[======================================>] 17,858,008 112MB/s in 0.2s \n", - "\n", - "2016-02-15 16:57:59 (112 MB/s) - ‘caffe_ilsvrc12.tar.gz’ saved [17858008/17858008]\n", - "\n", - "Unzipping...\n", - "Done.\n", - "Model already exists.\n", - "Downloading 2000 images with 11 workers...\n", - "Writing train/val for 2000 successfully downloaded images.\n" - ] - } - ], + "outputs": [], "source": [ "# Download just a small subset of the data for this exercise.\n", "# (2000 of 80K images, 5 of 20 labels.)\n", @@ -127,7 +103,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "collapsed": false }, @@ -150,7 +126,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "collapsed": false, "scrolled": true @@ -239,7 +215,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "collapsed": false }, @@ -265,7 +241,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "collapsed": false }, @@ -298,7 +274,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "collapsed": false }, @@ -319,33 +295,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Loaded ImageNet labels:\n", - "n01440764 tench, Tinca tinca\n", - "n01443537 goldfish, Carassius auratus\n", - "n01484850 great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias\n", - "n01491361 tiger shark, Galeocerdo cuvieri\n", - "n01494475 hammerhead, hammerhead shark\n", - "n01496331 electric ray, crampfish, numbfish, torpedo\n", - "n01498041 stingray\n", - "n01514668 cock\n", - "n01514859 hen\n", - "n01518878 ostrich, Struthio camelus\n", - "...\n", - "\n", - "Loaded style labels:\n", - "Detailed, Pastel, Melancholy, Noir, HDR\n" - ] - } - ], + "outputs": [], "source": [ "# Load ImageNet labels to imagenet_labels\n", "imagenet_label_file = './data/ilsvrc12/synset_words.txt'\n", @@ -372,7 +326,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "collapsed": false }, @@ -396,32 +350,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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yvUJS3DfmLUsURECnW6oGgUxGBSVh7180Q52jz0UjoWnYDZxRmdmA1bqxNeau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6EmVpSTd7osozItUDOtN5ksBa2bdacbpJGyRKLhrAxEttNG0O8AWK1TShCtYaElalB19S3dVz6K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\ncDPDu2eav33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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "batch_index = 8\n", "image = style_data_batch[batch_index]\n", @@ -430,24 +363,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "top 5 predicted ImageNet labels =\n", - "\t(1) 69.89% n09421951 sandbar, sand bar\n", - "\t(2) 21.76% n09428293 seashore, coast, seacoast, sea-coast\n", - "\t(3) 3.22% n02894605 breakwater, groin, groyne, mole, bulwark, seawall, jetty\n", - "\t(4) 1.89% n04592741 wing\n", - "\t(5) 1.23% n09332890 lakeside, lakeshore\n" - ] - } - ], + "outputs": [], "source": [ "disp_imagenet_preds(imagenet_net, image)" ] @@ -463,24 +383,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "top 5 predicted style labels =\n", - "\t(1) 20.00% Detailed\n", - "\t(2) 20.00% Pastel\n", - "\t(3) 20.00% Melancholy\n", - "\t(4) 20.00% Noir\n", - "\t(5) 20.00% HDR\n" - ] - } - ], + "outputs": [], "source": [ "disp_style_preds(untrained_style_net, image)" ] @@ -494,7 +401,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "collapsed": false }, @@ -514,7 +421,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "collapsed": true }, @@ -534,7 +441,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "collapsed": false }, @@ -618,7 +525,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "collapsed": false }, @@ -662,41 +569,11 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Running solvers for 200 iterations...\n", - " 0) pretrained: loss=1.609, acc=28%; scratch: loss=1.609, acc=28%\n", - " 10) pretrained: loss=1.309, acc=54%; scratch: loss=1.625, acc=14%\n", - " 20) pretrained: loss=1.216, acc=48%; scratch: loss=1.640, acc=12%\n", - " 30) pretrained: loss=1.007, acc=62%; scratch: loss=1.615, acc=22%\n", - " 40) pretrained: loss=0.897, acc=68%; scratch: loss=1.591, acc=24%\n", - " 50) pretrained: loss=1.092, acc=60%; scratch: loss=1.611, acc=32%\n", - " 60) pretrained: loss=0.912, acc=60%; scratch: loss=1.620, acc=16%\n", - " 70) pretrained: loss=0.906, acc=60%; scratch: loss=1.589, acc=30%\n", - " 80) pretrained: loss=0.938, acc=60%; scratch: loss=1.595, acc=34%\n", - " 90) pretrained: loss=1.051, acc=58%; scratch: loss=1.605, acc=24%\n", - "100) pretrained: loss=1.078, acc=60%; scratch: loss=1.587, acc=30%\n", - "110) pretrained: loss=0.948, acc=70%; scratch: loss=1.590, acc=30%\n", - "120) pretrained: loss=0.882, acc=62%; scratch: loss=1.597, acc=26%\n", - "130) pretrained: loss=0.935, acc=70%; scratch: loss=1.589, acc=28%\n", - "140) pretrained: loss=0.830, acc=68%; scratch: loss=1.609, acc=18%\n", - "150) pretrained: loss=0.589, acc=78%; scratch: loss=1.613, acc=20%\n", - "160) pretrained: loss=0.902, acc=68%; scratch: loss=1.599, acc=26%\n", - "170) pretrained: loss=1.065, acc=58%; scratch: loss=1.622, acc=20%\n", - "180) pretrained: loss=0.941, acc=68%; scratch: loss=1.635, acc=10%\n", - "190) pretrained: loss=0.833, acc=66%; scratch: loss=1.614, acc=20%\n", - "199) pretrained: loss=0.740, acc=72%; scratch: loss=1.619, acc=14%\n", - "Done.\n" - ] - } - ], + "outputs": [], "source": [ "niter = 200 # number of iterations to train\n", "\n", @@ -733,33 +610,12 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": { "collapsed": false, "scrolled": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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OrYl3tr9DnV7rRHHj4+i82efR65tfp79/+3fqOrkrvbz6ZWpoanA68f/7/FLq/+SfnC6O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\n305YCTB3Dp7CSnpxcDi4B1ZhIS/PCwTGObjbhxQ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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plot(np.vstack([train_loss, scratch_train_loss]).T)\n", "xlabel('Iteration #')\n", @@ -768,32 +624,11 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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Hn09dS1zIg/oQaj052HFITxUkOZSBUmQlUeXyppvoJjNKxALoeyNp6ec/J3+E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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plot(np.vstack([train_acc, scratch_train_acc]).T)\n", "xlabel('Iteration #')\n", @@ -809,7 +644,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": { "collapsed": true }, @@ -826,20 +661,11 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Accuracy, trained from ImageNet initialization: 52.4%\n", - "Accuracy, trained from random initialization: 23.6%\n" - ] - } - ], + "outputs": [], "source": [ "test_net, accuracy = eval_style_net(style_weights)\n", "print 'Accuracy, trained from ImageNet initialization: %3.1f%%' % (100*accuracy, )\n", @@ -860,41 +686,11 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Running solvers for 200 iterations...\n", - " 0) pretrained, end-to-end: loss=0.695, acc=80%; scratch, end-to-end: loss=1.587, acc=28%\n", - " 10) pretrained, end-to-end: loss=0.865, acc=66%; scratch, end-to-end: loss=1.637, acc=14%\n", - " 20) pretrained, end-to-end: loss=0.776, acc=72%; scratch, end-to-end: loss=1.633, acc=14%\n", - " 30) pretrained, end-to-end: loss=0.894, acc=72%; scratch, end-to-end: loss=1.600, acc=22%\n", - " 40) pretrained, end-to-end: loss=0.854, acc=68%; scratch, end-to-end: loss=1.576, acc=24%\n", - " 50) pretrained, end-to-end: loss=0.925, acc=72%; scratch, end-to-end: loss=1.598, acc=28%\n", - " 60) pretrained, end-to-end: loss=0.642, acc=74%; scratch, end-to-end: loss=1.566, acc=20%\n", - " 70) pretrained, end-to-end: loss=0.638, acc=80%; scratch, end-to-end: loss=1.551, acc=36%\n", - " 80) pretrained, end-to-end: loss=0.690, acc=76%; scratch, end-to-end: loss=1.505, acc=30%\n", - " 90) pretrained, end-to-end: loss=0.799, acc=62%; scratch, end-to-end: loss=1.518, acc=32%\n", - "100) pretrained, end-to-end: loss=0.613, acc=76%; scratch, end-to-end: loss=1.486, acc=30%\n", - "110) pretrained, end-to-end: loss=0.457, acc=82%; scratch, end-to-end: loss=1.596, acc=26%\n", - "120) pretrained, end-to-end: loss=0.440, acc=82%; scratch, end-to-end: loss=1.536, acc=30%\n", - "130) pretrained, end-to-end: loss=0.568, acc=74%; scratch, end-to-end: loss=1.507, acc=24%\n", - "140) pretrained, end-to-end: loss=0.446, acc=82%; scratch, end-to-end: loss=1.531, acc=34%\n", - "150) pretrained, end-to-end: loss=0.382, acc=88%; scratch, end-to-end: loss=1.492, acc=40%\n", - "160) pretrained, end-to-end: loss=0.601, acc=82%; scratch, end-to-end: loss=1.420, acc=34%\n", - "170) pretrained, end-to-end: loss=0.643, acc=76%; scratch, end-to-end: loss=1.626, acc=38%\n", - "180) pretrained, end-to-end: loss=0.320, acc=86%; scratch, end-to-end: loss=1.483, acc=38%\n", - "190) pretrained, end-to-end: loss=0.422, acc=88%; scratch, end-to-end: loss=1.442, acc=42%\n", - "199) pretrained, end-to-end: loss=0.378, acc=90%; scratch, end-to-end: loss=1.388, acc=48%\n", - "Done.\n" - ] - } - ], + "outputs": [], "source": [ "end_to_end_net = style_net(train=True, learn_all=True)\n", "\n", @@ -936,20 +732,11 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Accuracy, finetuned from ImageNet initialization: 56.6%\n", - "Accuracy, finetuned from random initialization: 38.2%\n" - ] - } - ], + "outputs": [], "source": [ "test_net, accuracy = eval_style_net(style_weights_ft)\n", "print 'Accuracy, finetuned from ImageNet initialization: %3.1f%%' % (100*accuracy, )\n", @@ -966,29 +753,11 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "actual label = Pastel\n" - ] - }, - { - "data": { - "image/png": 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WKs9hFZYitTN2cR87zMqTyhlYiOUvdRVeXdJREPOPBUQLuaLGrEgo3mWYO8JX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9p9Ybt4Of19W7OXfbsAgKNmoNTwI0vwBGcQKvGY5rN9HPF6L//O5aJjNCQtQWBMX/OJhfm4G1Ge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\nKJVy+/ZPkPUZu9dfpDdYJ8gc51qO7ryOOHqPk7d+SLY8oaEk6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EIa92mO1lg/t8jkyCSB\nGFIMYnJPMsxizFATp1eZmR7Fnx3h0rkFGmN1Blmbtcs9/uR3P8fkZIX2Wo+lxS1mdjWZ33+QTrfN\nnsZhKo1d+OGA175ziaRnOLp3nuXTF/EPldJtva2cZmOa73zrIkuri3hRhfHxXbie4OrVl9i9dx9j\nsxNcXVsh6Q9wHZe4PyDutwldD7wKcS9mrDqGSKDWGiOxkMYpNkx44L7bCKsh3fUVXn/xVcgz3vWB\n97FZaFqzh6hM7uWhRz9KtdkkKwRJbqih/rPd/792P2vt14UQ89+nX721fQL4jLU2BxaEEG8C9wHP\nvXXHTG+S6xahchF+yGDYx6+khFHEcLCFTWMK0SfRz5Lkq6xfnSdeWePYcYeYJYxJ0Pl+ROVx3Onb\nWH7jD9CbJxHDmCiSNKoOoWdQkSRTDaqhhvyz6NUWI65hTTksLeaYKUM6ALoBzYqPO15jojWJFG6p\n+oxkfPbHMMVeBuLTpPIF/JFjyPAA0hqS7AqplWURlOOQDzWBu5dKaw5aPdJiWPIsOG2GSZvxyUeY\n3ftJEA554dNrv8Lm6r+lGHwdrx9jMsgM9JMCP7f0+wmVlkuzDlvtiGjsOFPjv0Bj1z3kokZhEiIZ\nvfX2vmMT2wKcjgpwlE+mM1A5rdGArTUfYRzyoEpqUpQb4soarhuC9BgZn6bRnMTi4UURjudeL1IC\nTGHQaUI67OM5lu+eWOS3f+cEL58e0I8Fx+8bZ2RS852vbnLk0Dzvf+9djDQq5EKX2YzSwdmmRDFZ\nhut5FFlBEFUQQ0qGZiMIpIdxYXlxkdHxMaYmx1hcWmYzGRK2JnFGx/nG00/QDFxSbZEqoK59tO6x\nvtZldKLGxP5b6HQ2EELh+JbV9jqmClN7J3AbEadev8DFxQ32TI/y2suX+cKXnqNR96kGiixJee28\nodGsIyubNOo+VANefGOBeiPgoQ8/jBAhna0hb75xiizt0utm7D14gI2tLdorG+yamMZzfUwYYJBc\n7fTxPR+/VmGyGjHMDbvn93BXErOydJGrl18mcB22NvsoMu5/94MEzRE6a33m5w8zdeh2guYEwnGJ\nPCBOyG1Blhsi1/9+3eFa+/+CGfwDIcTPAC8A/721tg3s4uaBf4XSQ/iepvQVlJuR6gautvhODald\nsr5EFLuQniWqNhByjTz+CtPTQ9TkGPHwFGma4thdmPwQeLfgVSZpNo7RMScIK23yNcVKsoUXQNE3\nFNkGSrQJIok3MkLh7Ua0JrjzQ3exZ/9DnH/zKXwtcaVk2D1PgMIPPApZI81cXFFnZv4hzNx+dPoy\nQrgYtVXWmAe7kLKyPRRiqOdATm7aCBr47i6sKNmHq2ETG5aMRZo+V9dPMWkznMEm2VZMjiXHpS00\nnU3FeDVEmISt1Zw8Ctl/90dpHf55ctuiUBU8wAi1rSnw/6aV0GJhS2qxNM1YWLjA1UsvoJM+aAfw\n8N0Ax40IgjrGSvxwhFp9Eset40d1XFfdVJxodZk/kqdd8mzAG6+t8+n/+CYnFmK6iWDfvil+8adv\n52tPnWJz6yL/+Nd+jNm5SawAB3WtjgEhkErg+BJjXKwTUGQZXlilcB0KYZBWY1LBxPQ0pshxXYfp\nqXE22ptkacHDD78PESd89+XvMDm3i167S7+3hc4SXNclTgPOvXGaZqvG7gN7yAdbzAeTXFna5Nzm\nZSZ3TTN/62FGRyZ58YXXSa5e4MiBcaYnJ6CwLC+v0817mAReOX0RoQyjIy3qu0YoMs3JM8soDFla\nEIQ+9fooUeRy4c3T2xRmNTrZgF6/R+j51GpN6s0mrhcR+AFJkqDTIcnWFrtH69hhHdcXDGLDWlZA\nc5Z2dZZo+ig/9zMfpzk1TWIUqSnwhANaUAkDhmmKkoo4TQn9dzYIf1Nj8H8B/9P29r8E/lfgF77P\nvm/Lzxz6moQMoToUhcHqGvV6Rpr2yGhjuiE6f4361APUpv4N3fU/oLv+ewRSYrMahW3juT3S3pNc\nuXKRbz/9LZq+Zt8duxg7eCeSKnl/kYuXvo7yBIHrYYIJZPRJ9u75JfbMh2ytnCLNFzh460dQ1gfZ\nIjVD8m5CnvtIGeM5k7hBDnIdB4sbHaCsbxBIvUqRbJHqFmE4RSH6YId4ahRX7in18EiROICL2C4t\nFhiUjZhp7EXnV8i9abRfox7ELC5laCCzkrYJObD3fvpxitO4hcbEx6hXdm8fo2zBNXLTnMwskmYO\nkT9Bkue4josvb0aQLVCgyzRum2OFQSpBPXRZoWC9u0a9PoYrfJQfoNyQJBXU6qPM7j5IVJtGetUS\n0JPXly91ATq1JSmJyXlzoc9nPneKr36nQ2Jzjh4b41/80/fx3DdPc/bEIv/jP/sJ7r13H466jm4o\nIAesECgVlMIggY/NSpq0LBkglEOtPkI66KO1wHMhS2JcKdBAa2SM7tYWT3z5CSZHKtz5wP2cX7hE\nt98nVIJKJaLTHdK+tAp+wJnzy2wsrzMz7hMqn5nGKEOTsL62SmJ9ziyssHR1k13TVRw/oD8cgnEY\nm96F191i5eoyDV3FkYKO3mLP/AxRELGxusHa6gaVSkBYDTFFQX9QkBeSVr1KlqVkw5TZ3bupVCOW\nL1+l1xsgpUcQVYnqNaJai057k1x67D7+HiqtSURlnGP+CFPzB5jdPUet2sBRDkqVvcsgSok7A77y\nS3pAoRHSod3tveOg/hsZA2vt6s62EOJTwOe3Xy4Cu2/YdXb7ve9p/+rffQ0hRiis4L67dvHAnXN8\n59k/4qWXTnPX0aPcc+dPkjBOOgjorb5ENhjHFT+LNgsov1zJ7vfPM8i/wML5mLXNnGHDY3hhyL70\nEkLOUZs9wsj+WarBUSreXrzaHmQwTZJvoswiUcsjEreh8xiTp6Ak1apHlgzo93KqzSZONIoUVcAD\nCiBHs4U1Z+lu/QXGNqiOfAClZhFiEkm+HcOrbQry69a41AXeQOoLdDuvE8oqRX8Tm62VnbQzoFYP\nWL2Q0hqbZO/BD1HoY+w5fDvR6C14UbO8529zPwUuvpzFCywCl4rnfU/Ogd3eEiYjy/oUeUqSlUu3\nkadwlUcQVClMyacsC01BxsTUAaamD+EHdRwvQro3oxSFBqMzknQTKwrOvNnhd//9K3z9+Q26heTg\nvpBf+9X38Nyzp3nqS2f5+Z99kHvvmUU6ZWXjToKSpOyQhQSsRMhtoRYXcmsIonIQ5WmKX2kg3ZB4\nOMCv+AzjPn5UxcQx9RHJ+z/2OOtrK0zOznK0N2Tx4iWef/YvWVu4jM5yqpGgSLrsq1e58567WLh0\njoEuaFQ8lq906Pdhfq7JVMvj4HiVKKzguAarJMYaVrfWSJKEWrOBUhLX8TGyYJD0QUrCapMWJeeh\nX2uSJZqiMExMtzh58jxJ1ufgoRlOXzjPrpndNKemwd3CFBbHi2j3cmw1Yu6+DzM+u59ebvGjBvv3\nH6JSq4Mqn0GapAyTLq6riIIIJRTSUWhjiNOEp//yL/n2898updf+GmxJWPvOwgoA25jB529YTZi2\n1i5vb/8j4F5r7U9uA4h/QIkTzABPAQfsW35ECGEHF/8Z0r+DVIyS6xWGy99m8+pn2eqvMz56nInW\nD+HVK6R0SOMtTAJWu+jCY2z2NoLWDHGa0+utcO67z/Dyt3+fe98dMLtvL0HlNowJ6LZfZ33lMkU6\nzcFbf47p+R8hLxZBr+MyTjLMidOV7Rx7DyMkldoUQTiGEM5291SULIKrlFTjI9tdtg8kFNpDGwfX\niZAi5DqOb3grpl/kJ1lbfZ2RkT10t75INvgWef4mqmdwspTOlkFV7kCGd4ESGL/GIHGp1OaJGrex\na/YIGRk+OxiBxdqMtOiiVER/OKRVHX/bZ7gjlmLJyJJNNtZfx+gBStVxVIUszVlcusiVpTM4rkGI\nKtb4TM0cYW7fvTh+DS/wcB3n2lWVoQYUCfR761jb5dRrS/yH3zvFN19pMxjk7Nnf5J//xkdYXtzg\n9z/1LB//2G387E/fz/hY5ZrLeCMX407T26+1zjFaUxQZOs8p8gxdFBSFRusCz1EM+h2EMOiiFFop\n8pwiy0iGCRcWFmg2mzTqDUyacvqlF/nGU0+QD7sURUElDOgOY5zAJY1zJkZrCM9hcmKakWYTCs3m\nxiZpsl28ZXIc12VsfIxKNcSVEHgBV6+usbm5yr69M5gCVte2mJiYoFGPyNOkxD3CCsJ3CGstTp+8\nwOrSAjOzY0xNT+N6FVY2OpiowcE77+PwseO0pmeRfoDj+nheRFFoJJrA9/Add7tiErr9Lt3BkJGR\ncTxHsaNXAxCnCUKpkhJNCKq+j7X2ba3CX2sMhBCfAd4HjAErwG8ADwN3bj+vC8AvW2tXtvf/J5RL\niwXwD621T7zNMW0xeAptBPEwQudX6S3+zwT6Kt1hm05xFzPjP09qv0M2fBKZZtj8CE7jFqqzD9OY\nuB/pjYHJSPuXGKy/xMnXfouVtRfZNV9jdtcd+O4Egj5+VeGH+2j3IqycJYwOo5QmUGEprGoSjHCw\nRYawFuU2wQ9J8x4m7eG4NaLqflxPY+KnEcUAE97DMOnQ3XiRkbHHCCt7MMJBEiLYIZ3cpiUrF9rA\nrjDMBgSuYavzWapmnWKwSHftGaQu6FmL4/8QTnA/uvAxcUBerCFUgnKmGJm6A6c5S2ZyRqozgEWb\nAYPeKmk+JKpN4ThVfLVDjGrL9OPtrYIEicQhQhd9er1TZHmPqDJDp7vFytUFNlaX6fc6SKHAjdh7\n8B527b6NQkR4YYiS5UqBBDxHUGhLVhQMh+v4puDFbyzz28OW6G8AACAASURBVJ9+nRdPDYjTHg+/\nd4b/4R89ypsXO/yHf/9NHv3AbfzkJ++gNVKe445HwA136kajkO98agxYTZHnaF2g86JkQDJlKbm0\nhjQdllWsRqMLjdY5xbCPY1OunH8Dt+gS99bwVMk1sbjY54knnyMrMvZMj+MGihxBu98jUpLAryCE\nw9hog/bWJspV+GGVbn9AWKnSaDaRWDwFvnIZxhlplpAN47J4zfcIwojQC7BZjDUxwnXIrWB9Y4ta\no8ro2BgLVweMz93CwWNHmdu3n+nZvdQaY+AFZZIbkMSlMalEIY6rSmp5QGtNt9ulUa+RZjmO6+A4\nLtiSdg5T3l8jwBWQaYPvqL+5Mfj/owkhrMnb9OOTtC++yNrCF6i7z5N1E7K+JK/so7rnl2lOjGCH\nrxFvfA2d+6jGQ1Qn3k+9eRSvNkaa9NhYepn+5glOnXyCjcvfZffuPmPzDkJGSMcyPXsUh7sYZhHV\nsTtp1D+AkhqdXyXur5DnQ4S0WJ0itYNUIamOSYYb2KyLJ1OK4irdzrcohqdxwlEm9v0UlZGP4Hoz\nSLlDEhIAikRv4khQ1kWzRjw8TRQ26Vz+LeL8Co49j8jWsKZMDXYouRVTPYLJHsR1jyFcQaLBFgWG\nHkbnDFKHPbc+TnX0dvIsw3UladqlMAPipKBVn8HzWtf4hSya3A6wFhxZip1kRcZwOETqBF1slbOs\ndRn0N1hZeZM03aC9leBHk+w7eB+j0/uRboQXhNdoz6/5PUVOmiX0Bz36/YS/+tJpvvBnC7x5NaPd\nW+FHf/Qe/v5//TAvvnyez3z6JR57/6387E/cSXM8uuZv7aTA7BiCGz2Enb+d/fIix+gCpSi9giJD\n5wXCSrTR5HmGUgpdpFidkmY58XBA0dvA9Fe5eu5FfNOjUfNZWu9h5ShBdZKllU0WLlxkebEsVPN8\nnzzNaVZrmKKgKHLC0EcYQxBFrG1sUKnWCIKIPEtRShL6IVEUEUQV8sJQaEu706Xf71OtVojCCD+s\nYJWiFw/RUtHtD3DcgPsfe5zj73qM8dGJkuxGCowRWGMJnG0CGSBOUqy2BIFHHCf4notyFEvLy0SV\nCo1aHaFk6QEgUFJcA3eNNcRxTBQEOMr522cMCp1i9TKvfOWXGFHfpujndK5qlq8K6hN3894f+hQD\n36fQbbZWXsWNJNbWyJM+9fpuVDiF9Ko0mlMgJFne48Qrf8STn/9XzE60OX5bhfHJOwgb/wWydpyg\nNo1gBIsLZFjTo0guo4fr5EVOZoeYXOB6FRxHkiZ90kEHEa9D/ALdznOsb27hRJJWawxZu5WJfb9K\nJbodJTOEChEiorAF2A56uEU2vIJbreEHE2Sdpxl2fpuqOEuRGTKrybXCOIKk45BuWU59S3J5ocLx\n97+XXbfdt80ulGBMm6SwiNodHL7jEwwGA6JKSdWudY6rPCQB5gYq1CzPWG9v0Gq0CDwfjSbXMWnS\npt9Zot9bQwiJtIIi6bG6tsRmb0C9uYeDhx8gqk9jZIAbOEjJdQE2CyZPGQ47ZHFC0vP43OfP8idf\nfIlLVzcZaTj8yi8/wqMfuZOvPPkyf/qnr/DYB+/gpz95F1PjNy+Baq5rKV4XeCvbjjG4MegqjEEI\ngTUF2mzrQxpLmsQYXWxjMhahM7I8x1hBHifofIBIuoTSsLx8mUGqGZnYQ0Ep6CKFQWcD1lcuc/nS\nJa4uLjHsdXGsZXNzDV0UuFJQpDHSQr3ewFqIogjX9UBJNJYk1/hRhSCs0B8m9IYxOC7Tu+c5cusd\ntMamaI6MUau18IOQsFonCEOELFUZS96tbWTHWjTiWigAUOQao0sx3DRNqNfrOK7L6uoKSipGR0dQ\njqLQlrTICb0ylNgxtkk8pBJV/vYZg2H3EquLX+bk0/8NMw1B0pcsdxzieIqHfuifElX30S8W0Lkk\n3koRfkilXiftbwI59dYU2oZE0RjVZhM3qIHUDIcdNldPobiA44zQGv0gKprG0kUxAFpYPEx2lbz/\nHDp5jcIajJygKKoURuEEFWzhYhJJkV1k2P8iw/a36bcTOluWRrVKNBLRmnuUscn3Y22KdDp4zgyS\ncfLsEpgz6MF5hqmk3vpR/OY8yfDPofdbkHXQeChGSIYuWSboDyaI8zFqtfuwcozCv1DmOaSSeJgS\n1GYYmboLtzJNWKmh8Ngh5nynbMOdpinI8pLyvNe+hM5ijBZk6ZA06dLt5bQmbmX3/mPghDhBhHSu\nVyAKysGYpTl53KdIC65eGvJHf/JNvvTMApu9nNldPr/wKx/k3vcc4+kvn+SlZ07z4cdu4eMfO8po\nM7wJExCUKwc51wOqtzMIO5I2O/UOBsiNxZFQ6JJgFGsp8hTIWV+5Sr3SxPNCkizB2LykajMSU6RY\nk/PtF55HG83x43ejNSDUtmZkgbU5RZFRpFmp62B1OfjiIWkSk6ZpSTrr+GRZTpokuNukLlG1TrU5\nSlip4/oBSjlEtSphtYrj+viOd+3ahSgJ+KQ15fUJedP9ybP8mnK1vYEoRmvLoD8AKSmMJgojAlex\nsrqCMZaxsVGUs83PSFnVa4pS8boUthHf1xj8wGoThu0FKqEiS5u0NwZEnqF/WSCjCq4JGQzfQMdr\ngIOrNNkAjJqhWtmFUR7KrxBGVSpRg0K36W+eJqrMUKkcpLL3wFt+zVKi+jkwROCQZosMOl9Empco\nsPjiNkLnAVI7jc1qGCUxTobIutjBBioztAIFvuHi+R5TqUOe/RmuPoXj1+n3T+O7klpjN9KpYHUH\nhzaeHZK2T2KGHiocpZdGSDfEd3bRH1ylcOs47kM0RucZqx7F9Y4hCXG8nJXll+gmy1Qnx5mYvoet\n9atEdYtEkdsCF4UUf70psBgwBUVRIK1fFlc5mqxISDJFUNvH0UP78StzWAXS2y7PZrsTWtDaUGRD\nkuGQOLGceHWR//QHL/DCqx0KIXj8Q0f4L3/xvRR+xKf+3bfYvLTOj/3wcT74gQPUa95NYcDOE9nW\nrbrOk7j92Y10tTcpMu3sL0VZ1qxcKLVccV0XXRTsmWuQFQVa5wSuoMgdhFIUeY4xDgp478OP8sKL\n3+aZZ77Gu9/zHnxfoaQD1sfY0sSqhiCOYwpdELlqmyBGoDwf4boo5SGsQKFAlicRRhHKdZFS4Tnq\npuvdMdoKKLbp3x2hUEJi7A7n1vWQyfFc8qK8MzuiuQZQSlCtVNjqdJBKIkXJWDU1OcnGxgYLC+eY\nGJ+gXm8ihKCwkJoCRxc46p2H+w/MGKy+8Y+pNo8RRhHLlw1TUUbFqdCcO4L0I9JeH0REng3QWqMz\nSXttlcakhxeNYXIfR/pIp4HvNRGigiQE3q4yS1Aag51lvoLBsE233aHugHUsa9k5nGiEVmOy5CO0\nkqLX4fK5J+m3T7BreoJ6K8QbX2P6kKa/lTAYZHQ3+ozM7GNz8U1Wriyy5/AWe275EH74EMP2F8q6\ndt3GZBu4RZWqP4ZhHuF9lCLv0h8IWmOP4VfqJc4hA4wwDNKY5sRdjO66G0yCRFEfG8PgAgJlM4bp\nJqE/hZTfP+VohwbdWo0jDEppkjyjKAzKrzI1MkG1tRcjI3Alzlsoy7CWrLCkaUwaD+huJnzzqbN8\n5nOvcm65y9hoyI/8+Lt47GN3cPnsOn/1xHdI4i4/9VN38a6HDuCHHgVsn/XOOd0w0wGJMXiiHGxm\n+70dI3CjV7DzJD2gENx0XLut1iRUqRuhHAeExTNg0KhMo4Qgz8vViYfe/QhvvnmGbz7/bT706GNI\nxy3Fd4WDQOC4Ls1xlyIvMAY8zy0Z4K3AFinkfYo4ppAe9ZEpXM+/aZVl59zLbYvJC4wos1QdsaNT\nCcaWwjJs/y/vS2kaPKc8YmG3vT+xbRAcwdhokzQvyLXBVRaEYHR0FMeBfr9X3qcgIggCAuFjjCHP\n83cckz+wMOGlPz8GI+9ifv79nDv9Cv2LX2Xv3PtpHfkI/V5Mlm+RZ10oBiVj7FAj8BFBlYldBxBB\nDev4NFpzhNFImUCjLVJ5vJWz/3ubpcgusvLmH7Oy8CxRa4xdBz6KXz1MlsaksUXaNpfOfJbFU5+j\nFm0yPhvhV3wqVSiylP5WihKCqGYQnmBrQ7J22bD3lgr+eB3PUUTRUQY9nzy9SM3fJDcFRu1ia1Dh\nzGXJ2SvfpbOZ40UNQn+MSjjO5MQcY6PzNGq72b3nAaRo4nku1+cZibY5vc4lirjPyNRRpPjembds\nBm0ShvEWRmuszUmzHoNBhjEejbEpHL+BEUFJuHoDNiBsyZqcFznDOKc/KLh4Zokv/MnzPP3NFYaZ\nx933TfGTv/ggrdE6f/GnL3PljRUOzLX4kU8e5/DRaXI0tsxYoMxpvFGp4rpBKLb/nO3PE23JjSFy\nJM72s9yZOeG6EdHcbFRcIN/uznJ74LjbxwbQphSEFbYUdnUdxdWlRb713De5/Y7bGRsdxQ0CPD9E\nOV4pSCNKXgZjLMWwy+bCCS69/g2G65eZmd/PxJEHaO2+FTe8Lk6zg3XsnK/ZHmPm2lgr9Q+UAGMM\nRmuEsCjlIIUs+TJE6ZHt9GV9w3XdWCZudCl0u6NUJaWl1+2xublFVK0yMjJCrg2O46KwSCn/9mEG\nJ574BHtu/U1i3cC4a9C9xObmKv7YXtysw6C/hkCjdEqW9cniDLTAqoCRqVsIR3YjA5eoMkoYjWFM\nQZoMcJSD6wWU9Ogle+/3NoO1CZAghCHtvUY8eBonECg7i7Q1NjZOcvGNP6doX6JWgaCuaU4qXEeR\nJ4LN1fLBRHWBEynCoIGJDZmyeJVZQn8UzzlMu9NlOFyhWonIlc+V7jpfffFFNpIhwyygu6XxvBTX\n1/S7ijBQzExMUJGj3Hnso9xx9HGq0RyOqt9w/hZjunQ3lojqu3H9ynZsfbMjbkjJ8phet43n+2xt\nbSCUxA2bJQ2cChAuyOtMZUgD1lgKk5FnMXlsWF9OeOapE3z2C9/lwqql2XR49EN7efQTx7l8qcdz\nf/EKyhjuOL6bDz92C/v2jJUJMdYSG4sSAm0tQgoCUWbK7bi9O6HA9bMu30u2Z8obPYq3e5L59nEc\nrmMKNxqcG1dAdnIXBJRFUdseUG8w4I3Tp6jWq4yPjeG5HqFfEpJ6qkyTzvKc3sZV1t58nvbi69Ra\nLUZ230pr5jai+sS1s/x+4c7b5VTseEBZus205XpY6ZUDG0izrMwulGUooQuD40oKbXHUtmbF9jUP\nen2yPKPVbBDHQ6SQOJ6LtQIrygDLd94ZM/iBGYPTz/5X7Dryy+RJgFQxw+Qi7aUlqtE8WbqCEQk2\n15BnFDYnz1N0WpaiupW9tKZvBcfFC0NqjZGSqizuYYscIz0cN8D1Ihy3ehMiC2BtQp5dAHECRy3R\nW3sWm7xEGDURZhLkKGmR0Nl8jbS7jLHlY0sHLlFFUq9PoJwxrIrx/FGCaA8bnSso2yGq7ke4FXQR\nQdFkc7iCsofIgz6vn3uBv/j6N3Arkqm5caQ6jNUD2p3TbK2n2KKKKTKEsYyMCcabY0zUb+PBu3+a\nA7vf95a7WCYWg4OlwGK3dRR3PtXktkTZ8wKSJCu1IdwAHA+pZLkWbbdnKGvR1lBkUGQ5WR7T6eS8\n/PxVvvhnr/LiySsUgeD4XbP88Cfvwam6PPXZF+gtDpmbH+Xjn7iN+4/P4zo33+vMGIZ5jnAcrJJg\nIBQC74biJrh5oO9gCDnXcYK3Axh3mqZ0pQWlgVaUdK83ApM33rEbj7Xz+0mS8Ob58wyGfQ7s34+U\nklqlhqvK8MMChSlI+x2ypE9UbxEG9Zuu4Zon8JbXb10y3XlvB+DL0z7ttcuEYUittQvhXBfRhXL2\nLwpdYgRq2zAYiyvFNY+gKDRplhEGPnEypNfp4ocBtVqdLDdYIYk89Y6ewQ8MM6iHITL2SNUqgXEo\nEkW1VkXqPogMYwyOLAEfbcpH6AiF0ANsfIG841AZmSMdxkBeCqvYogSYbILSGcaWsI3rhdu/WjqV\nQjh4foRFgtkgqLVB9SFfITfLOP5eTKpRpkN9QpAaxeqVHJsqwjAgL8bxwqOElRGE30A4klq1gSUH\nuRtrxshtjvInqEvLxvoV3lxdJq9OEU7M8MYrCyyeX6DXWWDv/BgH989wx93TKK/G8uo6eRYQhQ5S\ndMtEFX2jeu4OFCUo6d4tqd7p4CnWWpRUaJszyHKyrEA5Lo7fQCoP4QjsW6bYTFt0kaP1kDTO6G4Z\n3ji5wRc+/zrPP3+eWEa0Zsd59P1z3PfuQzz/nQu88FdnGW9GHL93ksc/coyjh+e+J5NQQCmQ6/sM\nC02xnQQTFwYrwVfXQcobp6Sd2XsH4dkJCXbi8J19di5DAp6AQaEJtoG7ndDhRs9AUHb4nd+6EbSL\ngoCjR47QGw7JkiHGaDq9DtWoiu+VoaeSDtX6KKI+etO57hx7p+0kU70daGptabB2PCMpBXlhEW6D\nYVbg5QW+Y7dhw3KJUSqBsJAVGZ5wcVRJ75elZYGWVBKtNZ7rk6YZvheShQW9ThtdaBqtEQySNH9n\nFeYfmGdw8okGWs8SVY7hVedxo91kxTReOIE1mjztYtM3KQbniDNDoasIrbGFIUkUqCZTc4exyiOo\nVHHCAIODUB5SCVzHw49q+GGpUce1xCAXMFhzHm2eQHIWkV+hGJ5AW4Pw5inMDDrJSPqn6fcvsbGU\nkvYt9bpDc2QXzdY+sIIsdnCCEay/yqDwqFceIQgPY50ISwWjLVsb59haP8FqfIU4spxbWef1117D\nJaXXH2BiEFYzNePRHwxptRrs3XeAgphQznNg+nEeOP5J3LcFRkv9wqzokwza2GzIMDf4lRaOF2KE\nh1UeSrrXpsNrqap22xsoNDbPyJKY3mbC+bM9nvjyGzzz7FnaiSUa97nrgQM88rF7kTrmW0+8wPri\ngJnZMT7ykf2898F9BK577Xx2BsBbBzeUs3c3SSlkCZg1XJdA3UyrfuN3bgwjiu3vO5SezFvBSOCm\n3E99w/cV3zsoDWVMnhmLr65/qq0Fa4nTIXEyxGhDpVIj9Mt8gLd6FDcag7d6AG/1DApjS+0LJRFS\n3PCdUpNDIK55ITvf3wFSS3xAk2cZvueRZSWVn5SSIPAQArK0QCpJkqZYLNUoJI4HaCuIKtVS/O5v\no2fgu5CKM+SDiyQdSbV2J+HUo2gPhBH4ekicnqCbfhXfv4Wa9yCDfkxu+/gVn6hSpSh6xLEh0zFe\nFpWhQVhDqRIE8ryA8kaX2gpClpCTtV3S5DzDwTKepwi9aZRr0FpSsB/lHyTpXSLpvUmnp9nMS80/\n40iszVhbP8vqZkxr8ijDfp+pqQ8yOfNuYBTHa4LyEbh0e4toG0HhEeaK7soa02GVyu3H2Vxv0+6s\nUSSCIo9xVJtaXVKpwcXLF5BylA/c82Hec/wn0cjvmWUor4zcpOg8ZzgYIoXFrzRRfh3lBGV9hbo+\nE0E5AKwxWG3Q2hAPUvq9mLNn13jySyf5+rMXWe87hPUqx+4e5wMfv4dqKNi6uEh7qY8e5rznXbv4\n2ON3s3u29bYd6EaDcKPL7AoYCX22hgmFkvRzXRYnKfk9IcBbDcqOR7AzeHeQ+oLrqP3Ob+14BDvb\n2oJ/w8F3DAQCPCVuytVwtrXkA9enKHK0KOh2O2RhTq1SA3Xd89jBKG70PAC0KZf7lLz5iUn5/zD3\nZrG2ZOmd129NMezh7H3OuTfvzbw5VGVmDXbZVeWhymPjtqHdLQtXG2SGBwsEjcSoRjzhRrzwBq3m\nBR4Q8AKNGLoFtJFALQOS225L7bJxueyyXa6qdFZm5XSnM+05ItbAw7di7zjn3swq6IfMeDn77CFi\nxYq1vuH//b/vU7hB5CdmK6EXAkMCFgysCwkWSD/LUnoxVGXJer0lBE+MjhgTzlkSibKqaLqGbdMw\nGk1oug5iwocPjiZ8aMIgxJlkppktdJ7Fxe/wePH71NPPcOf2j3O1fJerx/+QqgrYWFOZY1JV0bQr\nutSx6VZUtmA0noOpSNoS8KiwhlASVUVMI3Sq95MtU9sQ4xVaF0yP/gJdaNhEyXE35YzC3SOkElN/\ng3VYs9g+Sz1+hqPRHeqywk6PsFrTXnyDN7694NM/9Je4/eJfwbnedOyXZEdRjZg983E0HVxa2Mxo\nlaFKLevwTdrLEqUKIayMJlhX0ezgmemLfOkv/Qd8/O6nr5nG/ZEQZDymyLaLRF1TnryIcQUaI/UW\ntWjQvU+eICXpldg1Dc12y+X5lte+teA3fvOb/Ppv/DEXm4LRfMrHfuyUn/jZT3DvdIRebfjO1x/y\nrT97jVdevsW/82//Rb7vU3efQMyH0YH+eD8//2RUcf/ikqAsm1QyKaV34817HLoCCgH8PIltSIyy\nRWGAbYRKywgMElGw6hCd8OogIG6OZah9h5856xhVY1brFXVl2KxXpOCZTWc4K52kArKseuM6ZovF\n5ArRIBu+xzJuzo9WIqh6Pa36Gx+MLSSxGqxWpARt21EWcn1jjDzTEFFa6nO6QhKVNtuOs4sz7j17\nT7qJKrDFBxdE/fAYiGf/NW+++fepzZLl44ekrZamFqVnt/CospSJtc+iyy/y3Mf+Ij5EFpf3aVYb\nNJJMEpUmKs3R7Ihmt6XtGsrxLerRCVU1w5hKSltri9JDisuTxmNKYlyKb9eRUqTzEZWiPEyF9CLU\njqQ6lGpJKWLUKDdOPegMIZNqurCj61a07YLzswcUlbTj3mwbXnj+4xRmBmgWzSVVWVPw9AIUCfas\nsgCs2h0hRZwTNyAlsf9dvqVDw1MRArqLNF3Hdt3y+J2Wb3zriv/rN/+I3/xHf8RqV1KfTrn3yjGf\n/f7n+cyrzzMtFa99/TXeevMt7r10yi/8/Of4yc99/H2f6dC0vWmS3/zbb/DFZsdqu6MoK2ajEp0F\nwk3QT0FOSmqwVnPeNMzqKToJ/75JYFSkXW/ZbDfU89uMTMQojfSMlvM+bdMPx3bTzO/H2rYti+UV\n3rdoZTg+PsU5t+dE3ORC3BSSN4+h+9D/xueGtqT+mSWMAjJAGCJYrfYCRyN9HYV4pNhudzhX4JwR\nwDsl3njzDW6d3gIU9WRCYe1HM5qwuPwySWkszxB35xilccWYRm1ofEKFEeNyJF17iLShQcctm+UF\nTQvWGWLYEkJL9BGj5X9DJKmScnzMeHaHspaux8ZIItHTD4GoYvT46Am0JL+ha1bC3Nu1JC8TXIxq\nbH1EUZ1gzYgDRNVbHk/3fg96C6RTnhosU/A02EEkvt/IAoIqvFJsG2mCqq1DKSPcgMEVYzYnAaFY\np0T0ia7puHq84PGDDV/5vbf5+//7n/Cn37rA3prhbheMa8crL9/iC1/8OOGq5Su/9SfE1ZJPft8t\nfu6vfJaf/rFPUh1ggSeOIUoOTxcIgeubrl/Q7z18RBcj0/mcqnBUWj+xKQHazZpH7/wRJ1PL229t\nOLrzApM7L1GUBpdn7Q//5Gt841t/wi/+3D+B326w5YhYVLjRyd4EDumAOajB2IZjioj7kRDrQgPN\nbsdqvSAp6Hzk9OQUZ11+nk+a9wxePzEfiRz9YR8eXO8a0DpHB6SudUwRa6RPh1IKqxU+SojWcBAa\nbdtQFAXBi7WotbgkIQRQ8vsy17f4SAqDb3z5X+P4+Iexk5cx5RwfKwpdoYs5nd9Sq4KgpHVaG1sK\nW1JYzfLyEaPJnKRGLJbnELbosIGwousu8c0OKCjGtxifvMj0+EWMGfH0oBQkPCGsgEY0bCyEzUZL\n12xRBAgbgu/wXswx42qK+hhjRxn1NRwivkO98PRrPjmGJISUhABISdEpAfiarkOjMYXtP96ftdd0\nGlkUIQuOGBNd07A4X3P2cMW7bzX89m99i9/+rW/wxqNL7L0jipOa05M5n3v1BZ599jb3v/Mef/Z7\n38C5Hd//uTv80i9+kZ/6kU9Q2oO2/sc5PAdTvffxh7O02G4JQGUMhXOgFE3whOBJnceEHe9++X+m\n3l3y3//tX2f+6vP84l//j5idPk9dWEiaoCC1C976yv9EPD/HTe8yfvaHuf3qZ1FIuLEBVIy4FCkH\n9NzrIb9DU9p+rAHYbbdsNgtJBuo889kJLtcVCHkf9VWihySpw3mFvBRBkp+Mls2ev9N2HpMzD5US\n8kcvBLoQhQ49aFKjkozTey+cDGNZb9aM6gofgmQoIlRyYxQqKexHMYX5wWv/DeeL32C9vuT4+Ed5\n9tkvocxzuLFDpYawOWfZLtHGkWKJUdDuruiawMkzr1KMb0uyR2jZXL3N8vw1ut0ZwbdoVeJGp1Sz\nF6mnz1HXR+8zkkiIW3bbh2jVYI2haxPaTbB2TIzS3NU3GxIeZcAoIxrBGDAOsBjl0Bh87NBqmC9w\n8JpTCrl3grwvml8eZpckCy9FRVKOgAYtxBIGZ+oX1MF0Digk7OR9Yrtbs7zacv5ox+P3On73d9/g\nt377a7z+5mPS9Jjqzi3KmeLZ50a8+srHqMKEN3//dd57+G1mty2fevk2/8I/+xP80GefxWn1PSVA\nQY9hiHPcb4YhGt4fQw0ss3+4N4DHiwXb3Y7T2RHGOKFArxecn5+jNmvOXv8tdg/e41M/8KN880/+\nD+790C9z61M/TTk/QUVNaRIaxeOLN2nWl9w+fQldz/fkpYRYWpvtGgWMR4euxCFF4m5NWF+QrMLW\nM4ryiJQSPohVaJ2jbXcsF5fsdluUspzcuo2xko+Qrfy9ACFr7pjnZRhybLtOxpWLxYR0oBwDUgqQ\nhDViLYTIHjtgcJ3O+32jWxDGZEoSjo8pUhhHjEHyIbxEGD5y0YTpK/8yc36FFJq8qDWRQLQGEzu2\n3Ypmc87x8fN0XYVvN/JAbEnXeXS7koaf2lFNb9N2K0wxRisj4aCjW4zmz6H05ANGIeaYtQUphy1J\ngXZ7SauWxKSISWO0Q2sLCUJSqKBEWyuF1ooUO6IKNK34bVYXol1SQimHQuNDJ3H+nJ0WUiLGXH4k\naYx1e3NQ78c2QK3TEKFP6JDodi3dLnBxtuHRow0PGkNKuAAAIABJREFUHq34wz/4Nr/z5df59rev\naJVh9MyM+fe/iJs7Xnr5Hi/eucej19/h//m138E6ze27Y37hS5/gn/urP87z92YCNPH+lsBN/xpk\nk68l/Y/aHoqk3vTRDYfw39OE2+NHj5kejdnstjgdqKqC0p4Q247YXbDlMbZ8myPzDJ//8b/A+JM/\njZ7cpmtanEvsYsD4xNhvefjOt3F6wqScYQ3olEBpQpLMv8l0LOCcUugUSe2Oq2//Actv/DZ6ekT5\n0o/wzMtfIAKrzQaVIrPZnKKoODo6Ztd07JqGzXqFtY7xeIzO/Ql6+zCmSOcDGI3KTMZe+ZbOiQDN\nYxiCvamPHmTl4UNeFzlBy+bzBKUkB4ODyxD3eIPkmfjOk5I0gU32gxX/h2YZrFIaGNRJDO0kiCx4\nUlgLTTZZtpuGdreG1GK0wmqHsXLTrjzCFhOk8+2AtZ0UqO9F1kUSG4K/IjRbog9IfQhNQmOMtBiP\nSbw8rQwpKZTWWCdlwn2IGGvFZVAG0NmqSGhtUdriU0RpQ1RPak3FdbQ7DRDmPrE15sD5ZtOyvNzx\n8P4VVxcd77y15Kt/8Dpf/cPXOFu2rJOmms1RFZTjxLP3Tnnl4y/QLBv+/I+/zuJiyfGdKfeem/KX\nf/YH+Kf+wg8ym4vva3iy+tBQk183pQ/vtUl+U6iDdlFcxzAYfD8OzjG0EvrX2+2O5XpJ0gGr4NE7\n91Fn36Fa/SG7i29y+96r8PxPcvrqz+GV2UOuDYnL80ek7l3GdU01eglsJeXeQsQad+2+upgFa/Sk\nruG9174Cy7cpi4quusOdV38YXZTEENEG0f4cKgl2Xct2s6ZtW6xzTCdHmMxY3D/XDPqqzB8YUojh\nIDCfmNdEbiqs8DEKcxCVyXiKLgSMMXuLI0QhJ3kfxO6MYX9N0DgrdKuPZG7CJib6aNI+Ppx6Hzjt\nK7zIg9vzsUhEVIz4sCOGiDMFzlZ783R/jf8P40mpwXdXxNAQE5LYYQqcK0EZ8fOySa8w+aEIkKO0\ngZwxh9IoZa6ZynDdPB4CVkPNGVPKDzbRhXynUdHsGtaLHWcPV1xdtLzz1mNe/7Mrvvq1b/H6/XMW\nDaALyqJE20gaw2w+5ZmjY5rVmuXiMXWlOXnmhMks8clXTvjLP/PDfOrlu1Sl2QuA/VxwANAYjFsP\nXvefK8CnxC4kCq2otLqGB4QkZnv/nG9u/i6xt0TS4NoGePONb1HYQDk+IgTL8vF7xNU7dN2aj33i\nB6lPXyEqtwf5+rnt8oUsifV2R1WVuGxG9+tMxLrKBVPACUuaECNKJYqsVHotn0KUXIZcwLXHaXpX\nbbvdsN1uMcZS1zWuKEFnbkjGgmKMJIXUKBisj2GK9vBQQAwiSEw+l2j+RIoJbcUyjVEsTKPVns2o\nFaTg88aHpJIoq5hw5iMoDLp83es+MEKK0TE/roOGDIOVdDOE8zTCyvcC4e0XZgqEJPhxUhBj1gJZ\nyw8l9s3rDx/kTRN6qPnj4Ds3hYOK4vM3PrHZbFldLFmetSzOG967f8Vrbzzij7/+Lq+/ecZy42mC\nJtmIHWl0cbAmnC3QPhIaz7h23DodceduzUuv3OIHPv8iP/5DL/PS6WQ/tptaaXj0G/MmENbff/St\naC0MXQRnBOgaBmyf9rvhfd98rxcwBmi2G84evUeXYDyZUE/GFM5hdXmNktyfYxgn8iR8kIW/aTsm\nRe7aDagUSQjSbvf+eiLGiI+glKayh+pAISV8ShQ5yhFTklTkHJXoj6ZtWC2XxBApqop6NMJZi88b\n2mopz5ZQEg7k+joVPONgSSkgdF5ITjm82HYBYzQxxsyGFAXSeTmvlbRFUpRMRo2Ah7awgjMkhdMf\nwWjC+f0Fo/EYW2iSBVRO2xyYYXBYlNeERn+ewWcM/pLN7JvMsJt3OgwIDjf1TeDsu83Q8Pw3x3ft\n2kkeuA+Rtg00m5blcsfiYsNy0XD2sOHROxd881tv8dqbS77z3mPaVrPuOkxlaPCYStPEiAoKOoNO\nFt/uiDowv33EvdmIF54b8YnvO+bHfvwTfPb7P4ZzBp8itSsY20SRuyUP5/Rpq2OorfeaN0aILd3l\nd9Chw4yfRRUTXI4APM2tGL5+mqAIg+cV0iHZyMfIV37/93jhxXso56gnM0rjKJS+TuzhpjCA7a6l\nrop9eNZqjUqJZreh2azx3Y6iqhkfnZDQeN/hrCVmFD/HboTWnMRazS4+zqgn7gHAdx3L1ZLtbktR\nOCbjKa4sJZCcRGPvN/zAlSDJb5PS2Iy5DNOUfbaiE0pyFZTwK3wn1ZCs1oSQ9lEDYww+BozSe/6C\nBkzmJHzkhMF/+h/+PZ59/g7P3B5RzwvqsWN2NGI8meBqR10WKGcwBpIGpdN+sQ3NzeEmvikYnsYq\nGH7nJs98P77v9T5uXL8/Z4piXfiY8F1gt+3YblvWix2LxYbFxYbzRxsePVjy1juPeePtxzw4W/L4\nYsNmJ3Sl1rUopSn0mK6V5KOu80RaYrdCqYpJdcTdO3NObjuee77m05++ww9+7kU++6l73JmPDqg2\nUips3XlaEtOioFQHssxNn/XmffUCIfiO7eKc9vxN/OOvQbNAn/wA5b3PM5mfXKPavp9w6f9es4yQ\nsJ95yvuBxKOHD3BOE4lU5QhFwWRUPZGI1B/XCVfQRY81Bkfi6vKc+2/8GZVLRFvywqufR9lCtGno\nxOUzGpUiVkvYr8ssQJ2tRKXEbR26P71w7UJgt12yujojxsTR/Bb1eCoYVHYt925CnpAYE5v1Buts\nzjM4CAqxRnLORK8olQgnpRS+a+laT13XKKVo205wi/57RhNiwntP4Sz2o4gZjN2XKAvL8fERt+ZH\n3Do+5d5zt7n33Cm3To+YH8+YzmvqiaUcFVQjRz0qKUtHWTnK0uGswRYa4yS1UxJAROj2deP6VTn0\nVYekkJtavX89/L9fxf3iIgoiHX2gazu6LtA0Hbtdx27TsFu3rFcNm3XH1dWWs4sNjx6veff+OQ8e\nXvL4bM2jqw3bqAidRxuDcpY2tPLgfcDqEhUghh3WBerKMpmMmM/nnE4qjp8Z8dLHb/GZz7zAK598\nho+/eIujQu8TdEpuFMHgAPZ1SfzkAg4hN65jGDdN+S4ENssLNvdfY/nGH9BcvU1ZaE4//oOcfPJn\nsKM7TwXCbq667W6HMRZr7TWT2A++OxQGvda/vDhj06zQrsAWI2bVGOsOAPFNaxIksSnFmC0bQey9\nb9hePobYMZmfYKvZfjPHGGhaT1EUQt65kYegUnYdYkJrhVWHtdRXcU6Ajh2b1QUX549BFcyPb1OP\nx6BNri3AnjQUcgRAqxx+VNddht5ykPcSKbsnWilQCd95FlcL5vM5Wotd3XaS0u6cFSG0X8B8NDED\nZ34EsBjjSDg0FSmKyeO0gIKjUcn0aMr0aMJsMuV4NuNoOmI2HzGdjqhrRz0pGI0d9aigHpXUtaEo\nLLawOCeCwlhDobVMVs8r3k+HvE4kSeDJIE0MkRACPgQ6H/KGD2Le7wLtzrNbt6xWazbrhsW6ZbFs\nuLhcs1isuLxasVg1XK42dEkRsslprJiN0Wk2zQ7VJUqsgFRNR2EdMXZMj2qmRyNu3x1xelpyfDrm\n+XszXnjpHq+++iyvfOw2s6NiXyjEw76yz3BT9bp6uNkCsEuyuEf6sPl6srbiSX7Arm1ptiv87pKw\nOqNdXlCoyPzZZ6lPXyEZwSKe5ooNj7PLS8qyoixLrD5YekOLZOjCDK24y6tLNs2GoiowOOq6oswN\nRYebcijYdl2HD5GqKvEhUZvr17w5xn4jom6QpPLGVTfBP3WYrx50NSnRdg2h3dFuG7oQKMcj6tEE\nrQWA7rNHYxIQFg7C4NpOTWI5oJUUf83WQVISGSD1NRITIQjvJEWxCGK2HoxW4kIohfkoCoPx+AcJ\nnSTOpGRAW1IU0E4pg05S9cXqkn13oyRhuohkZxntMMbgjKV0jkldMq0rRqOaona4wlKUlrK0VM5Q\nGoOzWjpM6ANBRmlISTr09Ew+n7X+tvPsfEfrA7tdy3YnJn/bBFofaIIXzas0ygmKjBHkFx9pd2J6\ndiESgtCPlTbopNEERrXl6GjMqHIcTQ3z+Zj5rSOOTh3Hx1M+/vG7fOb7XuDF555hPrXXtHhfUBQO\n2j9yqAJ5E1iNiLYEKSq+iQmrFJXiA4uNDDdOAHwMpK7DGI21Dn19+V4LTfahyqdhCX39P5817ftx\nN4cgZtPsWG6WKALaOMpiRFWWoA6j6LWqhOE0m85TOivJPTewpHTj7/B+e2tqyJoM6TD/cAPwyxEn\n00fCUiKFwGazovUdVVULD8XYPVFof614+C0DzKDnHMT8ZaVk3kKIuLzhDbBarlguF0KCMm5fK0Hq\nKgrOEEOSiMhHTRj8/M//S1wtdiwXW1bbhu3W0+yk5HWMHSQjsfWkQBlSZokrreT2lUbrApJG5eCS\n0gqt3V76xpRQWswkYQ1kK0ADWlwLqR8nZlrKNljSKYeBLKSM/maOeMoPOmYTlNgJ8OUBDF0XxFVB\no0KSv1ZhnaEoDVVZMDuZMTuquHtnyuntI45mNdNxyUsvnvDSS3d57vk7FJOCysr56tJg1cEUlfr6\n10NqfUOSfvG6G+/34bsuJbYRRkbuYxMghUStwWbq8U2kuz/v0PzvN8vw+ze/tzfXYwYFb2i9LmY0\nPGaat7oejWBwnsO1JaNjs74Si61tGY+kUYnRhi7JZjFaUPbKmoPG7sedJKtxeI3+PobvDV3K4biG\nwm4/tl6JNDu2l5cY5xjPj6XqskpsNlJq3VpDWUr4MelDanpvJQzLopNDs70w6IVZiOIuCOEtoFPi\n4YP3ePT4IZ/89A+AsflziYrFINVvCm1k/3zUGIj/4i9/gdXGc3G15uxyx/nFlsvlhqtFy3IZ2K6b\nDI4EmjbRtYrOe2L0pNBnGDYC/EQJD6oo4NseVspWRspCQJ56P9siAVQPMgjEi0QTJSaclEVHJXUB\newKHyvZ1jusaQLmCwlqKssQ5Rz2uGNUls8mIyaxifFQxP54wOSqoKsNzd25x99k5z79wm1u3jhnX\njpAiVaH3G7yLUGvoEN/UD3zIIXp+U+PuC4VmP5T8P3khGaWwWnCDAhgp2KbEOkBlxEror8HgGr2Q\nGa6iJyyPgXrtX/Zpvv04hqCl0xLLt+bQM2CodYfnGf6vgel4xnq7JcbIcrUkpsS4HuMjVE6Av9Ka\na9hDiELn9Vmox6x2UzrgS8Nrq5SuVWzuV9Z+vnsrIfvw3necvfcd3n3tNU6fvcdoNhelojST8QSt\nFLvthlW7pB4FynqUG6IO5jQd5uumcOhDmSbPW0LCnlZpTk5vc/vOXZKRFSTFUg73FWOfu/L+x4cm\nDO7MHM8cO/yzFT5CFxRNaFlvI6tl5PJyybZpaTtYbT3bbWKzjXRtJLSBtu0IPuK7hO8SXefpUqQL\nUW48CKIfE9KuKgWIQtjozdNeEAjVUwt3yOicqqywRYF1FqMVrigoRyXOWYrCUJSO0aikKAyjcY1z\nBq0SR7Mx01nF/GjMndNjTk5mnNw+ZTIZUVQ2N81Q1GMnLDFtZbNnodZ3L/JRuhH3pcH6zWIRU7VT\nBz9/SBxSCPGmQayD/gH3NQE1IgC6JALHaBiXml3MzUmUbNIuJRrvMSgqZ58wpeG61t4LkHTdAtCw\nD5X1WjkOFvhNkHNoHovcjmybC84v3mKxvE/brbDOYFQFacJLL3yOVYTdrsk+NAQjJe2UHgjNBK2P\nKKslHp/HYiCvmUjdJ4MN7m+fntwTfjKR5wA7ic8ek9QpDMowvfMcs7v3UFYQnP7ZlWWdrZoN6/WG\nRKKqKrS2RHU9OkG2bsjXHoZte4EY85kDoGxB7AWbOoQxdRZGGFlfH3R8aMLAuIIYpRFkqSMxWRIj\nTqYBnvG0jaXZbAlJYVwFpsQHR4x634W3aTtSMrRdxPtEGyO7EGm7RGil551PCZ+bUeyjAIl9WWql\ntLC5nMnmmEjasiiEG18XuMJQFpZ6JHhEVTnG4xGTcUVRaMpSGIBNuyMRMQasNUyqWsCyakTTBZSW\nTLJ225I6zaSw+CSb22mDD4f5Ke11lN+pQykvqw6fDewgyH8LoFGS5486lAqDgVBRgpX0Kb2VhiZI\n8QyvIDrLzkdsAqMNJEmcUoNFOSQtJQ6mtw9Co1VaXdPMezM7yWa3T3EdRBgkNu0Z54vXuVi+x6r9\nJm8//Crv3P86TXvBeDxG+ZL1YsZf++X/gsnoJRq/JYQG7yHEFmtHVHV1MOMVWJPj9FndmuweanK5\n8cE4RRMfNnJvEIo7IBWRlDpUpE5AUda88LFP7kuiq9Snqcv1tNGUZYW1js16yXa1pG12jMZTYS3m\nzdyf72nCl8F7Gk1hNT53WEaJ1dBXWurrQxitiCFrmg84PjRhUFSVmFl9/zwE2EtJ/MeyrJmOfe4K\nrCickk1rC3y0tG2LKyeU1ehQD18nUIf200Il7oEq3fOyJX7vSlmsSoPWYq7pvLyTwhiLc46iKgQv\niCk/zBJIUoraWkxOgy2qGufmrNdrmu1WaKgeogEVoXIWHyRWrY3G+0BrDIU5LAB7CA9fA99C1kQ3\nwa7+9U3URyEPtk/ZNVyvFNxrYasOroQGaqPYBsW26XDaMLKasF2ybReYcoox5bUFec1FYKCxsvnc\nL66+R+I+dJbE7elSEA6Jkgi+ARp/xbuP/pS3z/8h711+mceX76DKM5QFc9wxUoHd9hFKdzzcdLz9\n6Gt8/tVPktqITpHdbk3sztm1Gnf7OXQ5PWAbWu8jAyD1CAsr5e+tMQfgkWEDlHyvWmFR+xqJMRdW\nOQCJipjt+72QTCkLRrDG5NJlEgInjVj6jt2uwcfEdDylKksBohV7ujSwz2d4P3TPZi7Bft0o9kK7\n5zY4Y4SA9AHHhyYMnC1AaUKvDrUIA4U8NJQkMo1GE9arFb5rBYTSCWUMu23AasvRdLKPAsSY1R2S\nSIQSskhfbNIZt//MWkvKmEEEUpQyUtbYbJYJgGiLQpprKg1assSMdQdTNmUzLEmprJPjYy5T4Ory\nEpPk++vtjqOjiURAjMLmXnhdTMQQKAq73/DDTR6BTdMSlaZ2h7h8X/evBwWHmxIOFkShMmCYEmUu\n5tkfKUHHAcHuz1EWgl80ywsu3/w6izf+iPFkzvTlH+XolU89IXyGi7SPsxdW06WeOSc+eg/e9pZI\nYWDdJkkU0gpL5Oz8O1z6P+Krr/89Xn/wmyi3QRkNbWKkb6NtjWLLerOgLBW7VqGZSI3Dosag8FVk\nu9rR7jyXF4aTWzXK2qzVhUF5SA1PtJ3HObsvL1aY6/ME14WwzvUFQkwEMmtWqWsbdr8RFegsJW9q\ndesKxpMjiq5jtV6yWFySJlOKakQyg5qXSYhX+wjF0zYTYJQ8mUNtDfYp8r3LZT6qloExVtJ5I7I5\nel+y9+GNbOqqHFOUY1arK2LwIr21pR4f4QOUxYi2a+gbWSaMEDOMIcQOsiVgjUUriUKIFaBkE+fm\nln2/O2ut4AdKiTuhe09brAkhjWhcUaC1yS6Lhyi168tCstcuzs9Yb5Yoqyidoe06KVFmFDFqmt2W\nrm2k6YuTzrl9Oy04+P7rRmiytrCyyYM4+r0vfBNsgwOn4JDNN2wsl3+npES6j5HK2b0fHFIEFUh+\nzeLxfTaXS6piLolZXN/8/TWH/++R+4xLJMjVeg5huZiTg5yxtJ0HVrz5+Hd468FX2LnXuErfQI0i\n61VHWVY4PaXdFWizY7e9RClYNxGl7nL39AcAJcVCrKUaj/HNKcWx5mq94XJxQekqxpMJnfcS2TBW\nrBRjaFqPDpIVGFLCRyk35lPC5e7IPdGn34w6T0QIUdKItdoDfb0Q37MprdmT1YZhSKM1dV1jnIj0\n7XbDYnHFOAbq8eTQMi8LFDlv34qtFzpyXq1gu12jVKKqJmj03hXTOrtGA0vj/Y4PVRiAoii0hD9S\nkjTfLFWNsmhjCSFQ1mOOq5LNekXbbIkhMqpKYhCCReEqfOxwVvRlCAlrDQ5D9OJ1t11LiC3ToyNh\nv2m9LzaijMIWjoj4VgqDsVl4IDnhwYsv3actp+ilS3FZoKyV1Gcf8TpSVjUnp7dZLi7ZbJZEFdEY\njDIYZVFaUThL2zREBV1OQOmJK730V8CkLrGZW54QtBkO5n5fjWy4KYehQQvsYiL1wOTgs0JJt51d\n50kh4qxh0zWE0NKGyPHHPsXHfvDHsNWU+uj4Wg/EoYYaglr9ZrCIX92HxEA0XEqBGBXBJwpraJr3\neP2dX+PP3vlfUUWLL7Z0yqL1nFFt0Noyqud0jcbYll3rCZ3lauv53Kd+iVvzZ6WJSBbmCcX01ot0\nzZaxrnnw4F2O56doY9DG7hN9Fqs1s9kRzhmazlOXBU5rKXKCKIKnuV/9vQu4J9+XDNPso+ffDYuc\n9gBg9kCvAZTWOsaTKdY6FotLlqslIUYmkykm10fQGXtJ8Xq0JWZ3Z8+MRV4oLRfa82i+i1XRHx+i\nm2DzDYjkstZRGC3JF0iyhbCucs03WzJ1Jc16xWZ1SYotVTlGk7CugqAhl3ZyRjrHgEI52eBt16G1\noa5HYjUE6XW/222J0TOeSD1DYySCoFV2B7TkgnddS7NrUCRKU5G6RtwMV1KUTkA3Hwkx4hMc33qG\nyXjMg/vv0G23dFgKJEFIWUNVlYzLgnXXCnFk0JJ7b0oCRUby+0NbjUPwgGF/wuHCHT5UDdh0MM+H\nwkNrRaEM287jU0LFRIGSCEcxhkpBfUR01Z6vcJNQNMQ3GHzHc9CmbRfQWuGDcEhMMnSNZ6sW/Pk7\n/xtf/fP/kvPtO4yPZsS4IHCMs88QG8/V8pKm22KdhsbnZBzL2H6af/KLv4JH5qN0jpBdDp/AuYrj\no5Ltak2KkcurC6qyZHZ8mvkhUireakXMWJKkkIvPTs/DWK05vzjnzp07FEVx3UVSStyfLIiiz26D\nlqT7/TPITMswACH2URPELS6rmiOlWK0WrFcrurbjaDbfJ4AB+wSl3hoQGSORjHo0Ram4dxG0ug7a\nfi/HhyYMYvQYIxWEOt+BVriywroSUiRFKVCqrSJ0LVpVWFegpzNQifXySjRYs8O4ktFogk+Rrm0E\npLEWKU4i7bJd7k9fFGUWFB1d2xAywNM2O5qmxZU1x8cl1kplGpRYDcootDU5fi8WSdt0FLbEaIUp\nLJ0KhBDYrDeMRxV1PebWyW3eeedNKd2tNTGNKMcjghbgamKl29Oe+5XdpSG7sF9DfdX7vmxqQITC\nsC4zXDfltVLUzmTATt4bIvhGSVxemUxIUZA6zWh2SnV0Ihl/1tJ7ME/TMDeBTcipvyGitSL6Fh87\nUmrodmLZ+bDl/uIrfP2dX+fB6hHRGtrtjtR5nN0yqyu8Nmi7ZrNbo7oWElg35urC8gtf+Ne5e/J9\n+40yvHZPuFJG89zzL7C4vGSzXXF29hBrLNOjGSfzOU3IeQta5SangyhJSlLkBglH9xPaXyMiG9Eo\neUohJkKSpjRaK3QW4mowsH6D9tbTtWemFXVdo5Viubiia1uWiwVH0yNcIQLhJm+kz2PQSuoaaHUI\nQw/nY49vfRfJ8KGGFvuij33IQ6MwhSMQ8cFDl3nVXUvMmt06x2R+ijWG1dUVbbMlKYUrHEVRoXNV\nIrSVsJE1OYtLuN199KIoSoyWLLFEyDXjFE3TcnFxwWx+iislEyylJOCiFUZi78q0IUg9+8wIK5zF\n68RutxNfWGmms2PmywWb7ZKmXdN1LT4ERtMprdF7GnDPSQ9I9V1rr3fvCRyaizJ43XEAFIdZmv2C\n6LWI+MHy3SEnoV/8fWShSZFVs8VFx3Q0otR2f749JyBKTYCkB4j34Jq+aXOFnyjmdGjpdku69orN\nasWuXdCpSx6svsJGP+SibbFYxtUYY24xqub4dkZRFsyLMe8++iY+XFJVkdU5fOET/wY/+f3/DEo7\nxLmTZqQ6N1dRSp6N0lIafDaf45yl2S45P3sISjM7OsJaTZd9mJQzEYdRG6VgNJkwnkyuCbvI9c2W\n8gM04j9es556ATOc787L2rDmUCOhv3ZVSZ/FFCOXF1cs4oLp0RRXFPjgs/uqcp3DQaVkdV3IMBxD\nP8bvwjb+8NyEaiRZVQnCagUhokIkqZBNNIUrRxirMPWIs8ePcTEydkfYomZ+OkKbku1qie8aNssF\n02OLtY4QY3Y15H+hYAKqDy0qjNbY0hKCpfMt2jq0KdCbLW3n2WzXTJ2T1mQZrREro4+E9xaCLPg2\niOXgColWhCj176wz3Hv+JR4/fshieU5RaJpmBSim8xleawa4IU4J4aj1QQQZhw3bb8aeydcnJfWL\nc4gbDBfB/vTq8F6MkV3nsVpTOkuhxIwtrGVUF0KgiR6n3T686UMgeqn9p7VmNBqhTF/+/bAQ2xBo\nmy2FFe78dnNFs3nMcvGQtvN06ZJl902W3Ws4V/LqCz9CF0qKegKmQEVLE7c8vHib8WjMaptoQ6RS\nL/DDL/4i//RP/JuMiuMbm1LtsYo9gp4FYVCKejRmPj/lwYP7LK7O6dqW+ektSZZKGh8CxuoD8Ukd\n6hLugcM8jT1eM5zrXli4QSbl0ywmOY+sH6kEJWNtu4bCWowxlFVFSomJjywWl4SrwHQ63dc77AWV\nEOpSthrU/jkMLY7+EBLSB5sGH15HpQTjskYrTQyBzXpL27bgwdUVZH/IGEdVFrhqxW67we0KKlOi\nyxEnd+5xae+zXS7FFN1tKcdWkj6yRI6dp6gqbFnQdq3UsxvQdLQ1OFsRQ8KYiFGWygdZxNu1hH+c\npLQmJEqhMpdBIcxHRcSZMoNIoJTGWY1GaM1tSkzmt1FGc7U4x9jEZrdCryy2rCQlWw0RaE0Tw95P\nv1k9qEW6RipEIAx7EsBAs5EjBPl1n9HXn1fdWDV9IpMxBdoeNnigBx6lZPdqtRINGDyj0XjvS+83\nROGE8Zk8bbNhuzpjs7xP165p/ZZNfMROP6S6Hbs6AAAgAElEQVRREW1e5N6tl2m6xNVqSdMsKeyE\nLizxesub713g25LPv/pLfOL2z/JTn/4So2JGSJJk1T9Ha65r7MIK+NaGgDWGoDXT+Smb3Zbzxw+p\n7lrWV2e4sqKuRuik2LUdReEOAjbjCP3cDNmRPZrfz7cma+eUN7y6/kyGm9RmmnTIhUeMUjQx0nhP\nmSNZKMV4OgadOD87I8VAWRZMj+bCZ1DCpOyZkSEkSeFX14XP8NAfLAs+PGHQtS3NdsN4PKGsxyhT\n0DSttBDvOqqqkvLO0eCT4mh+Itl+xolcVWBtye0791iW5yyvLtnt1lhnKaoRXYK2ayGCK0qRtgq6\nps3kF7UX9UZJS6rgA9oZjBVG2raROou2tvgYBACKYGyunYB0TGpDoiAQ05Kr9RXVaI5VUwpn5JpI\nvH82vyVJTSmK9bFaUcVEUVg8igxv4DQoba71EYTDwxpaAkPO/HDBMvjdMBV3jydozSg31ugPq2RB\ndyqHyvKq32MMRmOqknR0xGazYbVZo7TGGMF9+iKxRksYtusSMSRSSLR+yzq+izdrutSQ9BFV4WiD\nptl2eN3gwyWNf8DlynO1OqNyc169++O8fPeH+dyrP8np6GMUyuQ5keKgw9j5kBE5dLt6+jna8Mzt\nuyQf8LsV5/ff5vT2Xdp6wmR2ggpPJ/cM5yhj3sJIHMznfgNmgRAHnw1lbv/dHnNQiItSFAU+RELO\nh5BzScPUFBNdu6NrGy7OH1OPJ5RVTeJQbzOq66O+eQ/9+vig40MTBlVZSrfYpCirmqKqcPWIrmkI\nvkOhsFoYhCFErCuYHM2kYqzNPeZioKoqTu88hzKOxcUZi9WCqTG4UgQCGhKRZrulbRpC6ICEc1LC\nXBqyGql56AyJhMrYQq1zP3vIYU6JFuiMIRijSKEgelmY3q+IaYU2NaQJbUpUiLmprWLrW2bHp6gQ\nWK/XPD47JxSWdm0oxyN8VGJZDB5Mv5B6AfC06MHQMnhaX8bhYuxtoi4mtj6JYNOHvIUyuy0+xoOQ\n6Re+gmQMo6mU81pvNnKerhOWXU9V3u8ehTGKuhrh4wkpbUCPUa1jtdlQ+BVtXOO3LcrCxExwVcls\nXPLynVvcHn8fn3z2s9yav4xTDmIippA5GVK2PtwQCP1c9ULRGYNPKWMJEv25dfd51pePMMWOkBLN\nZkXShsn46Np89U1srMm4Uy9U+rnguiAY3Pb7Wmr9/30kQMYr7NZCaynIkg5z6L1nPJkQQs1yuWBx\neUEIHpUS9WhM0nrPbARxG/roRT+GmOKgl8f7Hx+eMKgqvLd0PuB3u33IrxqNiCGQYiAloVm2TUtV\nl7ii2CO7RmuICd9FyqpgfnqLGBOL88dsri4ZTaGoj0hKk5Tkwe92DU27FbzAWFCKEKRUtrZgiuyF\n+wAqYp0wCGNMmMLm/IEczVYyhlIXNNGj0Fh9TKFnGF1ISXUGG1tDpzUdMLKWyXjMZrth10p5dmeg\nqsd0HDT4sIefj4fEFTgsLMuhWxFcT1rqvzdcGMPfBQ1tjKiQGLlDVR+LRD72AY6Y8DEzFSW3C1sU\nHBlJj01aOgPZvIKt0igLMTmSLQlERrbi+OhTspC9IhyXrH2gDVsavyYYjy1qSjdjOj5hWt+isjMs\nem/eSsjOCvEKifX7eN0a6o9h3kbP3hPtKMK/ns6pJ3Pa6GkXSzaLFSqAq2vqutrPYR/+huub+v3A\nxKfN9XBM/fv79mhK3K/+gz4bYo9TaC1JTM5Rj8YoBZvlgouLM9quZTqbSa8QcmGUgetyGKd66nhu\nHh8oDJRSLwB/G3gmn/e/Sin9Z0qpE+DvAC8BbwD/fErpMv/mbwD/KrI+/3pK6f982rlTlDbp0+mR\nUG4ThLaTCjjO5AwrhYmBuNvRtZ6qrLDO5O5DkaSFedY0iaoqOZpN2S0eEXaXbPwGpaEYz4lJeiq4\nsoDUQrfDeItzo5zMYzDaYpDwmnYm16rPjStiREfpqNPnih20gMrjjWg9ljBPXjEua4ielTe2h+k2\n1nJ6csqji3O2ux1XK1hvN7iy4ng6peO6n2/UkxYBg++Qr9MmuW4MkfVux2Q82n9veGgtpc27KIk3\nw3qCw4UNspl86Nh24lO77FdrYyiMyQVTDr9RcgGJ/beymEejIybjE9quofM7xtN7nOiKLnkIAaUT\nxjicKbHK7BdyiMPGMnnsg0xOo9Q1TXrY9Aet3c9hn26srCFFIYAVpkajaDdbdrsNXexwTuOMNLWx\nzu3L9rNnuR7m6ea1hvNwc94TOZOQ62HG4W80as9/SFpA6369VVVF4RyFK7i8vODi4oKUEkfTOdrm\nUGY/1uF8fY+kow8sbqKUugvcTSl9VSk1AX4f+CXgXwEep5T+plLq3weOU0q/qpT6fuB/AL4A3AP+\nb+CTKV1PnlRKpW987XfpfGB+fExICh+CEEq0oa7rnFMgkrHX6NZaXFHIBOWQkNZGyDNlQUwdFw/f\nolk8xncdbnLCaHabopgQU0763D1m++h1VNgxOb5DNX8BO74jNfjzSta2yBZFhJT29etdUUifhCSm\nv+3j8qpvhwWF6TsmyabsE1+C94x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FzzNvLUUeNPY7UYZSIpOA1VfGkiSSHlslWq/o8cor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\nQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "batch_index = 1\n", "image = test_net.blobs['data'].data[batch_index]\n", @@ -998,24 +767,11 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "top 5 predicted style labels =\n", - "\t(1) 99.47% Pastel\n", - "\t(2) 0.38% Detailed\n", - "\t(3) 0.15% HDR\n", - "\t(4) 0.00% Melancholy\n", - "\t(5) 0.00% Noir\n" - ] - } - ], + "outputs": [], "source": [ "disp_style_preds(test_net, image)" ] @@ -1029,24 +785,11 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "top 5 predicted style labels =\n", - "\t(1) 49.87% Pastel\n", - "\t(2) 20.36% Melancholy\n", - "\t(3) 16.88% Detailed\n", - "\t(4) 10.80% HDR\n", - "\t(5) 2.09% Noir\n" - ] - } - ], + "outputs": [], "source": [ "disp_style_preds(scratch_test_net, image)" ] @@ -1060,24 +803,11 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "top 5 predicted ImageNet labels =\n", - "\t(1) 34.90% n07579787 plate\n", - "\t(2) 21.63% n04263257 soup bowl\n", - "\t(3) 17.75% n07875152 potpie\n", - "\t(4) 5.72% n07711569 mashed potato\n", - "\t(5) 5.27% n07584110 consomme\n" - ] - } - ], + "outputs": [], "source": [ "disp_imagenet_preds(imagenet_net, image)" ] From 3439ce817456fc205c6dcbbb3ef1fa8a2ed05c3a Mon Sep 17 00:00:00 2001 From: Evan Shelhamer Date: Mon, 15 Feb 2016 17:25:53 -0800 Subject: [PATCH 19/28] fine-tuning notebook: no chdir for idempotency --- examples/03-fine-tuning.ipynb | 31 ++++++++++++++++++------------- 1 file changed, 18 insertions(+), 13 deletions(-) diff --git a/examples/03-fine-tuning.ipynb b/examples/03-fine-tuning.ipynb index a22b598c9a6..b468b7280f0 100644 --- a/examples/03-fine-tuning.ipynb +++ b/examples/03-fine-tuning.ipynb @@ -29,18 +29,19 @@ }, "outputs": [], "source": [ - "import os\n", - "os.chdir('..')\n", - "import sys\n", - "sys.path.insert(0, './python')\n", - "import tempfile\n", + "caffe_root = '../' # this file should be run from {caffe_root}/examples (otherwise change this line)\n", "\n", + "import sys\n", + "sys.path.insert(0, caffe_root + 'python')\n", "import caffe\n", + "\n", "caffe.set_mode_gpu()\n", "caffe.set_device(0)\n", + "\n", "import numpy as np\n", "from pylab import *\n", "%matplotlib inline\n", + "import tempfile\n", "\n", "# Helper function for deprocessing preprocessed images, e.g., for display.\n", "def deprocess_net_image(image):\n", @@ -94,11 +95,15 @@ "\n", "# This downloads the ilsvrc auxiliary data (mean file, etc),\n", "# and a subset of 2000 images for the style recognition task.\n", + "import os\n", + "os.chdir(caffe_root) # run scripts from caffe root\n", "!data/ilsvrc12/get_ilsvrc_aux.sh\n", "!scripts/download_model_binary.py models/bvlc_reference_caffenet\n", "!python examples/finetune_flickr_style/assemble_data.py \\\n", " --workers=-1 --seed=1701 \\\n", - " --images=$NUM_STYLE_IMAGES --label=$NUM_STYLE_LABELS" + " --images=$NUM_STYLE_IMAGES --label=$NUM_STYLE_LABELS\n", + "# back to examples\n", + "os.chdir('examples')" ] }, { @@ -111,7 +116,7 @@ "source": [ "# Define `weights`, the path to the weights we just downloaded,\n", "# and make sure it exists.\n", - "weights = 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'\n", + "weights = caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'\n", "assert os.path.exists(weights)" ] }, @@ -250,9 +255,9 @@ "def style_net(train=True, learn_all=False, subset=None):\n", " if subset is None:\n", " subset = 'train' if train else 'test'\n", - " source = './data/flickr_style/%s.txt' % subset\n", + " source = caffe_root + 'data/flickr_style/%s.txt' % subset\n", " transform_param = dict(mirror=train, crop_size=227,\n", - " mean_file='./data/ilsvrc12/imagenet_mean.binaryproto')\n", + " mean_file=caffe_root + 'data/ilsvrc12/imagenet_mean.binaryproto')\n", " style_data, style_label = L.ImageData(\n", " transform_param=transform_param, source=source,\n", " batch_size=50, new_height=256, new_width=256, ntop=2)\n", @@ -302,13 +307,13 @@ "outputs": [], "source": [ "# Load ImageNet labels to imagenet_labels\n", - "imagenet_label_file = './data/ilsvrc12/synset_words.txt'\n", + "imagenet_label_file = caffe_root + 'data/ilsvrc12/synset_words.txt'\n", "imagenet_labels = list(np.loadtxt(imagenet_label_file, str, delimiter='\\t'))\n", "assert len(imagenet_labels) == 1000\n", "print 'Loaded ImageNet labels:\\n', '\\n'.join(imagenet_labels[:10] + ['...'])\n", "\n", "# Load style labels to style_labels\n", - "style_label_file = 'examples/finetune_flickr_style/style_names.txt'\n", + "style_label_file = caffe_root + 'examples/finetune_flickr_style/style_names.txt'\n", "style_labels = list(np.loadtxt(style_label_file, str, delimiter='\\n'))\n", "if NUM_STYLE_LABELS > 0:\n", " style_labels = style_labels[:NUM_STYLE_LABELS]\n", @@ -492,8 +497,8 @@ " # Snapshots are files used to store networks we've trained. Here, we'll\n", " # snapshot every 10K iterations -- ten times during training.\n", " s.snapshot = 10000\n", - " s.snapshot_prefix = 'models/finetune_flickr_style/finetune_flickr_style'\n", - "\n", + " s.snapshot_prefix = caffe_root + 'models/finetune_flickr_style/finetune_flickr_style'\n", + " \n", " # Train on the GPU. Using the CPU to train large networks is very slow.\n", " s.solver_mode = caffe_pb2.SolverParameter.GPU\n", " \n", From 8673d53ff8856a7ab69b2a76cbeca5e5750027ea Mon Sep 17 00:00:00 2001 From: Evan Shelhamer Date: Mon, 15 Feb 2016 17:57:53 -0800 Subject: [PATCH 20/28] update completed notebooks --- examples/completed/00-classification.ipynb | 1009 ---- examples/completed/01-classification.ipynb | 825 ++++ examples/completed/01-learning-lenet.ipynb | 1089 ----- examples/completed/02-brewing-logreg.ipynb | 5847 ----------------------- examples/completed/02-learning-lenet.ipynb | 1288 ++++++ examples/completed/03-fine-tuning.ipynb | 1634 ++++--- examples/completed/04-net-surgery.ipynb | 6911 ---------------------------- 7 files changed, 3020 insertions(+), 15583 deletions(-) delete mode 100644 examples/completed/00-classification.ipynb create mode 100644 examples/completed/01-classification.ipynb delete mode 100644 examples/completed/01-learning-lenet.ipynb delete mode 100644 examples/completed/02-brewing-logreg.ipynb create mode 100644 examples/completed/02-learning-lenet.ipynb delete mode 100644 examples/completed/04-net-surgery.ipynb diff --git a/examples/completed/00-classification.ipynb b/examples/completed/00-classification.ipynb deleted file mode 100644 index 69af2671a78..00000000000 --- a/examples/completed/00-classification.ipynb +++ /dev/null @@ -1,1009 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Classification: Instant Recognition with Caffe\n", - "\n", - "In this example we'll classify an image with the bundled CaffeNet model (which is based on the network architecture of Krizhevsky et al. for ImageNet).\n", - "\n", - "We'll compare CPU and GPU modes and then dig into the model to inspect features and the output." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 1. Setup\n", - "\n", - "* First, set up Python, `numpy`, and `matplotlib`." - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# set up Python environment: numpy for numerical routines, and matplotlib for plotting\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "# display plots in this notebook\n", - "%matplotlib inline\n", - "\n", - "# set display defaults\n", - "plt.rcParams['figure.figsize'] = (10, 10) # large images\n", - "plt.rcParams['image.interpolation'] = 'nearest' # don't interpolate: show square pixels\n", - "plt.rcParams['image.cmap'] = 'gray' # use grayscale output rather than a (potentially misleading) color heatmap" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* Load `caffe`." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# The caffe module needs to be on the Python path;\n", - "# we'll add it here explicitly.\n", - "import sys\n", - "caffe_root = '../' # this file should be run from {caffe_root}/examples (otherwise change this line)\n", - "sys.path.insert(0, caffe_root + 'python')\n", - "\n", - "import caffe\n", - "# If you get \"No module named _caffe\", either you have not built pycaffe or you have the wrong path." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* If needed, download the reference model (\"CaffeNet\", a variant of AlexNet)." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CaffeNet found.\n" - ] - } - ], - "source": [ - "import os\n", - "if os.path.isfile(caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'):\n", - " print 'CaffeNet found.'\n", - "else:\n", - " print 'Downloading pre-trained CaffeNet model...'\n", - " !../scripts/download_model_binary.py ../models/bvlc_reference_caffenet" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 2. Load net and set up input preprocessing\n", - "\n", - "* Set Caffe to CPU mode and load the net from disk." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "caffe.set_mode_cpu()\n", - "\n", - "model_def = caffe_root + 'models/bvlc_reference_caffenet/deploy.prototxt'\n", - "model_weights = caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'\n", - "\n", - "net = caffe.Net(model_def, # defines the structure of the model\n", - " model_weights, # contains the trained weights\n", - " caffe.TEST) # use test mode (e.g., don't perform dropout)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* Set up input preprocessing. (We'll use Caffe's `caffe.io.Transformer` to do this, but this step is independent of other parts of Caffe, so any custom preprocessing code may be used).\n", - "\n", - " Our default CaffeNet is configured to take images in BGR format. Values are expected to start in the range [0, 255] and then have the mean ImageNet pixel value subtracted from them. In addition, the channel dimension is expected as the first (_outermost_) dimension.\n", - " \n", - " As matplotlib will load images with values in the range [0, 1] in RGB format with the channel as the _innermost_ dimension, we are arranging for the needed transformations here." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "mean-subtracted values: [('B', 104.0069879317889), ('G', 116.66876761696767), ('R', 122.6789143406786)]\n" - ] - } - ], - "source": [ - "# load the mean ImageNet image (as distributed with Caffe) for subtraction\n", - "mu = np.load(caffe_root + 'python/caffe/imagenet/ilsvrc_2012_mean.npy')\n", - "mu = mu.mean(1).mean(1) # average over pixels to obtain the mean (BGR) pixel values\n", - "print 'mean-subtracted values:', zip('BGR', mu)\n", - "\n", - "# create transformer for the input called 'data'\n", - "transformer = caffe.io.Transformer({'data': net.blobs['data'].data.shape})\n", - "\n", - "transformer.set_transpose('data', (2,0,1)) # move image channels to outermost dimension\n", - "transformer.set_mean('data', mu) # subtract the dataset-mean value in each channel\n", - "transformer.set_raw_scale('data', 255) # rescale from [0, 1] to [0, 255]\n", - "transformer.set_channel_swap('data', (2,1,0)) # swap channels from RGB to BGR" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 3. CPU classification\n", - "\n", - "* Now we're ready to perform classification. Even though we'll only classify one image, we'll set a batch size of 50 to demonstrate batching." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# set the size of the input (we can skip this if we're happy\n", - "# with the default; we can also change it later, e.g., for different batch sizes)\n", - "net.blobs['data'].reshape(50, # batch size\n", - " 3, # 3-channel (BGR) images\n", - " 227, 227) # image size is 227x227" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* Load an image (that comes with Caffe) and perform the preprocessing we've set up." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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bDiLJjThnR3GxOHyko5tTt3PDlQpuyj6MsY84dInS35UDR4GyctnzvY3R08G5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\n7rq3SzgKK0NUQs+WdylhrpddhZgikkeuX7hDR4KLM3wdqnXSOMZ3HK1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UOnXn7oKK3fdx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\n4rycWYDToK9fLexV8mCUQxQX0209uJVAZNSiomrGUsnkosiDFEeGMuFqZI7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6zyDmqjtamL5D0lB5ZxhbpggdTV9fVph+pyTVlxfHs8sJUz1FWG/nsSK0tebI1H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\nmO4cLbgsU5sCOeUI6m0ok5lpvmfs13bwgSUpXow6FLnQXO0ME0Kg7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0b60rPkJ9ojg/ob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\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3Zip5oRhyLMTaH7VB2/i4wGb3hMWyw3FYf6YjM2KlB+tqlExdjBo7a5hyKSB+HtGJJMQo\nwkFsrDiLCZKaAUspXhdrI3tDg4hmSE3dLBfmkYQxjlIG7SJpL3nOPINICK0WvbUFjZuYKYJJqW5a\nLZERZ5tZuFjKlusr4ebpXV597QWW7SGhXu9hGLj/4D0uzxMLv+RocUpb3//V8Zp1e0Am6QY1Jqh8\nmzLqqXozXOK7BR994WMEp5vGu+++wf0PHuJtw2Z7zpOH77HstLj56O/4fr7v9c9weHSXYgMXF2dc\nP36rft+7fOuNN3nnvbf4yMd/gM9/4ffyhY9/BICm9Xzw8D6X5xcYA08vL3j1NQVzvnj3Zd54601e\nfOVlNpcbQtPhqwX88dn59DZzdnnGzdu3uDhXrVHf96xWKzabHbt+ZLU6Yqwn90ePHrE+foWXPy78\n3Ud/k+BhWeNrutunvPBPvAhWaFaF08Vths01V9dnAIRO7xMpjuvrLefbay5qUVhixq8aguloQkai\nx1QK//KwsLYeEzyuXSq+ohZa7eoYs81szjccHh7yuc9/nve/+S0Azs4uSRSydaxuPI8AuYrzx+EK\nsY4ejURaHqznGJoUVSw8XA0cHR3hbMflVe0uypblcsnTJ2fcuBVofGCsov5sMovlgtQIXc7YvAfr\nEhwueAqW1nYMpVAGfe3m6po+FUZAcsFbYDqc5Kg2/7DAlo6tW1C2Z/WaCcVlstmSyVivHfbJrp6K\nw7hAqPdm17R7PSww5IExapGO94Tp4DaOtN6AQGud0iOyjmOtyZCv8HiiJNUjJm3dSOzweFLeqfSB\nBvuMPjXnjDhDKoKRBmqHvJQBjHZuStK4qGkUn+MOZ61KQLJHCHPuaEHoh4QzmhdZjJtNBOPQ11O+\nw9oO653mks6vvuCDkMtYsQBVgJ1bgl1QWlO5XR3eTsynkdxbfLdkiAkpYb6eMY2a/2mnmDRHTuOs\nqdLyNJHJFSq7nI0CkhKtBZO1oBIj85hUD5IOyYon8j4jZRrlaXdGxFRx+l5SomDNrIJu6b6z25cL\nKao8xfmWIm7WvRlTqePF4bwh5a2+P4Ay00S5X7ko23HiEmJ0gmMhRsHacTZeOdci0laZkIrUw6SL\ns1MGqYGieKY8NxDqlkFBC4XCy59c8/In1xRRNMXf/oX3+I0ev100wn42Bhhjnnvma/8S8JX6578M\n/BFjTGOMeQ34KPC//TZ/x4ePDx8fPj58fPj48PHh48PH/+8evx00wl8CvgicGmPeAf4M8HuNMZ9B\nS7i3gD8BICJfM8b8t8DXgAj867+Rkw+oDgIVCdbvx7ctHqnz96ppgerwcyoGp9pgZ2mMVUGeMQzD\nFmsMbXURSdHcPqTDGM3tm1qhpc7FS9ZoAIVWVueGVB2BaRDTUbKjqadsS9AKPjh8Y8CkfbyLRJwX\nWlG3SYxp7n74OqM21ABckVnUVib6dgKcQ8aGMo0OrfZ6jFUHmnj7jOhZO27FDKSiOANTdVhZRoaU\nwSYsQokZ62QfgFkyRQxSYadDZiYvYy0pJ8ZccGIwRWbRpA8OQ2EcBWMj3pu97b9oiC/GkHMkyl4Y\nmEbBBCWq933P5dVjbhwd1DfRkZLVfypSE91rfI2x4Et1Gzo85ju0T6UomFPznxwT1lA7nElBn1nP\nA7PbpeowrFCdPW6OOAi2ZSBiEZxxtKFjnNAIcWCMG1obSGJx4mabc5GMNQZrDFkGLAvGcaAfNND3\n+eef54W7L6vWhczjR+/x5EGN8ZCe4/UpN28eQVIy/Ayoc4HdqM4UHwIFYaziZawjkrhx+xYnN444\nf3zJr7/xTQAaa7Al8OD+PV566QV+4LOf5fYtPQctD+4S08A/+Ht/h69/7UtsdxdcXl9Nl5Qv/MgX\n+bE//KM0i2PGIrz51tcB+OqXvkrXrrnz/F12ccsP/eBn+MRHPgnAN77+DT7+sU9ytbmma1d4H3jw\nUOkpzz3/POv1mqurDXdu3ebJo8fcu3cPgMViwY2TE3IxbM7OuXxyycX1Zv58Hx+t6dZraDrao0NW\ntxV94NqOJ5eX3Dg9ISdDwRHaA0zV/TlrNPg5g/GZkxurebyw2wy0bkkuGd96sinEKsI2dHfAkAAA\nIABJREFUoaVddMgoyLhh0bYThhrbBPzhmpPwCucP4HpzRqhjxc44DSTf7XDOMWRheVg7EHKbYbdl\n4XRNS2MkxymfbcR7IEbOL55ycnTEyZFqn66vtZvUtQ3D7pomtITFYr5Hi0n4IBzYjkV7wPJITQvN\n6pBduqZrDpBs6KZWDCqLSH2PDD3bzTltCNNEnSKGVGUUq8WSkxun5COFsu6uLhiGS2IeKbnQWkfX\ntUiVFfg0zGBItfkzQzRzTNiYsCVpk0/2IfbOeqLX8c8oGZ+Etp7dDYHeLonxuoayWyxTrJVmCCIt\njQ9MyJd6cZDidI+RFrGCCbpmbNLAOA74RnWoSFFtFlDq2NJaQ04ZwZFnHSlop0MozhEcpDI5dRUo\nbYzhuuxYHzWzEMlZMCSs8Swaz9i77xC7KpjS04SOlD2WKdrFEaOrjvGWbb+bwbpFemIGlwM+GN1j\nMgqFBZyvFn+TsKYhpjzLRjJTt8mQEyqUr6M1yRVG7dX09B3uaKNjQGdbdUGyd3pa20BUY05bocHj\nqB3EXHqEgb6PtAtDMWHW79nWkKrOzrjJwTiBZxPOq/EhjQqKtW4f3qwSDYgjjMNTMPo+LbqOJixI\n0VKKxft2zvh1psVbr8J7q+iJUmUh1jkMQkrq7La4GVgbU4R/XM2UiPzR7/LX/9Vv8u9/BviZ3+rn\nAjpmcQFbM3UET5YMLmmmUt4/+UnX4l1D4zy5xL0bS2p0S9/jTCLLiKQ9Z2oajU2Mpu/4mTiKWGVN\nGTB+0kKp7V4EGtfijJ/JrI3L6iixFu9D1XJNeqKk4kYjKl4k0dTRUhxVwNcEfS5q1Z0qwoaUEikL\njVkgxZPiXriuRacSiL3Ncx5ckoypbdNxiHi3nMdKCdWR5agfZmsXGMnzwmGN0zEhNbhXCiVOQmsz\nc61SJdFPWqwgHm+95ghSiLHMRZjG09S2c114eMaymrPMDpRdPzK0Os5o2jUiWgwD5GJpJidQEhrf\nkrHVXal0XmB2d2TRsaAU5lawnS3PZW5HP+tBnd2goq4gSdPCKHWELBjR/yYR/WLhwQwqNrcZpVzU\ncaTTBVz1YzueXj7gzs2X+dQnvwBA52+wuX7Ie0++yS5eExqjiy4Q3G0t0pNVTZ73mPr5Hsq1BjnH\nhjIUgrNz4TcMPTdu3aBtDrh3/xHX54/USQNsr3d89BOf4of/qS9QSmG76fmHv64jqffv/TUuzp+y\nWi2wucdk+JEf+f0AfOZzPwTB8O7bj/nSl3+FMW5YHeg9enR8m6EX3nz7HX78J36Uo+Wav/wLOuX/\n7Gc+x9nlU3ISFt2Kx0+ecLuGIB+u1jx98pRhGPSglApHhzriHceR7XZLP2RsUY1eqOOaIReuNpeU\nmFisDzk6XEMtsj+4f8bT8x0xqVfnah1YLRtOVjqu2203XF1fcPPmKX6hoduLhRbvpyenON9xdrVh\nuVpwsDqcrfMHiyXOGVyjOJDxaqcKWsAsHSwtQsf61h261QFNLWDaiyfIECkLLYDGVDC+3vvDyGKx\nTwMYhoGrCx1zxiwMu2tIiTiMPHz0AaenWqCtVisMhaG/pqGFkql1PW3oMDkoIf2gwzUNrps0JXoQ\nMHmkmBEZC6Xm9vV9xprAcr3EdwsMhd1Oi9cxDjhjKWng6nzHuPHkRq9Zu+zolq3KE8YE41A3mXqQ\njAZwSBJlCQFG9sVGsIbDhWbkpYpmANU27tLISGaQTPCOhZkkHDAYRzEWGwO+FKRqMIeyrVTuDsqC\nrj2aN/ecBeegpBGygeIIVkeHB90JRiyGEUtWzEs9nAWnnCdByFbJ/3Ea8VuhJFE9kQuUxu/dXsXq\naFoMLCzbTaTtpnXIE4IG8VpryFPqBSAxEnOPNxbnG1Lcm6CapsWwIJZI4wI51NcDlBgx6EEyparJ\nsnZOKpgwPBin0gsxc6KCHjonE0/dV6YirRRMzWLFqORmH7pdcDZo5I0zpDHj/OR2U/NeSRmTFEPT\n1LF5TIWUI/1ux5BHmtBO0aKkvGecYdLMwNLrpnvFlDtorZ+TNrwLOFv/azxtG8iyrc/FzjFvoUFj\nyqKusxoa32LEEmPEOz87JBMJ52qCBdSD974gfgZt+V0f39M4mZgFbKatm4ZzTgXUxSFIVeLXTTOr\nI8Iaryp+2aO2nNeK0tiCd8oFyXXRco3VosBnFTdX9wKglaYU1T5Zi5VQbZoAUqvSTM6Rpunmk51U\nK30IKsKeRG4APoRq2TRYk4CMnUSYrdorsySwCooUmRhMisUvxVNSQKyfnPrkpAWV1PxBfRqTG4S5\nspcasju52bxrtHLPlpyd6otyQVx9jdZqV6qIWoel4iLq9Z5E15LyjHuYrg1BC1Uo5DQwOX0Nrl7n\nQoqZnBT6qO+TFmkiAlbohw3n1/rFlSSsCZQ0VO2cmQsf74TgHMG3xBhJucxFVClFi0ETSIOtBdRe\nKA81z8loDtXUAdRNTXPJ1Aqb59frbECMOm2srdEt9fucbVkeHOC8JZcdwoiIbkS+aZBiuDi/xoeG\n119/ndXilMtzjRt54943cLZnfeRZNy1ZHE3QBd6ZA12oJeN8z27suYr6PjY0tK6h4QBnG4xroBba\npyenOAv3799nu70mi+PVl14F4O7du2SXeOutb/GVL/0ddhfn3LyhIvPnjtcEm3l4dsH3f/oH+fTv\n+ByLypl669vf4Jf+519EsuGVj3yc5dHpvIi9+/ZjXnr5NX7yJ3+SBw/v8Vf/x7/Cj/+hPwTAgwcP\nePLoMR/72Ce4d/+Bas9q6/W9994j51y5MsL5xRlx0E3lzp077HY7zp+es1otuXHjxiwKHa6vcKbh\n/PISi+FgsZxNEqHpyAibzTVDv6UfF+R8xL377wBw4/iExjc8fPyYcRw4Pj4mV/F6u2hZdw3row7j\ntSBZrrQDM/Qaf5HjSBOWuNWaPGrXKp1f6ifLZnoKu1LmTeP5519me3HF9vqAXb/BSc+u127fOIw4\nSdqxGgYaH2i7Wkj7JbJouDo7o+s6DIXtVjeG4+NjjW4RYdj1DIwsDw7rZ1/YXm9ZLDqarqXtOhUC\nA5uzM8S2LLtA2zlKEqjd+vbGISZmUr9VN673rCrQ01vNozShwXhdV0qvn9/NRgihZXVwTLM6rC6y\nxLjV11iCJaeenAakFMYx7tci2yBWl8lcImMRhiqk73NkGyOlcQpfRgPvAWxS/ECQBZRAHDUTDmCM\nmSI7YuxJFaXQ5MN6TX1dy3JFyTiMmdhGHmdbcumraH83nc0wNmPtCGjsyLwdoAVxKWq+SSlhbKEJ\nk6g/IKLru5SGYTfsHXJ0GLE4Et4VnJd5naXa92MccKYlhAVTZmHJ9boVDyXTtX7vSDQN4pLq15Ka\nDwxu1lQF70il4IynBKcaoxlMWjFBtsKYS5wjr/YZtbreq2lq0imJastMg7Ee5+U7NEw5awfNiAcB\nP/PnRI03BMZ0Ti891OD0mKHtVH9cZKjr93QIFsDg7IKF78DuCy9rPQrpNDgviCxwNcsVx2yA0NdT\n1HUPaJtazVoewVKQ8ZnCv9g9YCDv2YPG8VtWU9/TYkpwmtVmn/nwuFCFYNVNN5WwOYNo5yrnROv8\nMy1lDdztuiXFwLgd5k5EGhPWOVIaaRqL1JtLv1Er5pwnANvk9tNNX7OeCkLSgqoumpPbztWAyKly\nBt2IjREyERsM3hqKmxYGzVHLqWAsmthdAy+TGB1RZYi16HMT2M0KvhZL1joM/5egX8BIN7uRJhq7\nx1TRdUMxDTE+Abe/OcRo4tFUW0qujC+oP3+fd2TUojZft1wG1azmrK69qT4z2kKNsa8kYUeeXHlJ\nW/o+OBS0WdgNWojEHFl2LW0I6vDMzG6Q4oQsFmcs1gacGKSKFEvu1ZZrCyUHdfvMROaM8wbrFOaa\ncpldHaVoR80UtaPPpyOgzHlOZS7A26YuxN5ixBNs0Aw8u5tv/d12YLu94rk7r3D3uU+w2Wb+wZe+\nTBbtQBwfNxyEQ3JMc5fV0dX3wpGNhu5mkyAElo1uDD51tOYAkz2LJiClECZ6+PKQd956m2GIvPTS\nKxwcrGdR+wcP7/OVb3yZlCLP3Xme7vkX2F5rJ/Dtb9/j+Vde4p/+/X+QdnXMN7/5Jr/6y38DgH53\nwd3nn+N4fYOMYRgz9x/r9/3I7/k9/Mt/9Cf5H/67/55f+qW/xr/z0/82H1Q335e+/GX+uX/mn+Vr\nX/sq3WKF956HH6jTLTQtl1cXdJ2KU6+vr7l5Uzs6fd/z5MkT1gcrFqsDroYdF3XkaIqwu97w/lvv\ncO9bb7NadhzXjd+tDlm2jlgyTdsyDJGYhL4Wmk8urrl144SnT5+S8kg/GJpWC7jVoeWDJ1ccHh5z\n8/QWJcl8yBARhqEniIFmrOPlKkBvFsTdFnzD0eltXNcxXOs4I5bMZohsRQirI3B2LsLG8QoniVQy\nU4bjBHXsDlrSTp2uMY10bcuymU7100nZMY6ZGHv6+jOPDk9YHRzQeI9kIbRLmlpoNesblLEQxx3b\n6y2+CTPCwJiAWRqaLtC2gc3VNduNXu/d5po47Cg50niPb9w8jvPG4xD67SVx3IIPgKX1+n4MpmCt\n0C00i26MeTbKjHFHSoVUBHF1BD+tLdax8A3ZCLlkRpmJMRjjaHEz0dqaBbkK0NPoGZOallLZEvyW\nLhzVdQEwkYkX6J8ZA8bUo0y7iqdoGiYsxpg2ygq0ah5KxH0HGyoSomasVo4d6MFLUCH1bptpFwUq\n9kRywRSrOJtWA6FVBYNiN+oBUxCM7BE8saQZ7Fyy4nKC08PQsmkZ4wbjpE4sdtXyv58QWBzBeazz\nM+YFIPi2SiA0s09zX58JOZ++32purtTnWrLBekfKOxrXYP2++WCdY7FoycliykInNTIhU9Sda33A\nIqS8IVZ48jj2FBnwQfdDdbhOonaDq65xDW0Oe8xMMeCkNhkEcDyrKCpF8D6Qc2KM/WyQMka7skUy\nxsG43T2TmWpqwaajcHn2uhhB/t9w8/0/9TAmgJQ9lZpQR0LaXZEyziwa6/SiOQzWBUou89ekoDRr\nuyDmgrcLYl1wsk2E4IhO8MWTs3ItQOf5ypaSvftgNiBMM/SCMZkYI22lTiPM3yO14JgYHrP70ARA\nMK7gphaqeh1Q95wWE1MVbJ0jWR2p5Zyx0c2xGZ2rNFfAmMnVMI3jlIHUtJ5xmDQR001cqe+2pUiL\n+DMNE57GYFYXNYs65Rw8M1qdfv50Utl/WFMaNWZmuvjscQypZHIWxlF5WJMTBJT5VUT/TZMD3odq\n74WxjDg7YmSFM0sQN0NLQ+cZ+xqnUBwlO6R2GGzJ5DEjWLIUHAnnp0VaIYHGChjUXlsBk0otK3pK\nHvW5OdvW935q76qN1lDwFdERHFiTtG1OwTvPmNcALLoDXnr+JRp3k29+8w0ePfk2R0cns/YrjhDF\n0jiPyIBhQEp1l3nBBoskhzHavvZTiKhL2KKnqVgiJUVWK/0svvveGzgfeP2jr+Ns4MHj93j37Xv1\nNRpevPXctLPw8MFjhlFfxxf+wB/k5Zee595bb/Erf/V/oqSRW0cVNXJyh8XBAbsEYxq52mz4Iz/5\nxwD4F370X+Rn/txP87d++W/wF/7T/4J37r3Lz/2lnwfgp37qp/jmt95gs9lwcnrK++894Maxjqu2\nu8186NhsNpycnMyfp0ePH7JarbFod+vs7KzeJ+DFcHlxwfnTC3LOPHrwGL/UguGgW0O2iIVRlDYf\nU2G1njhUEItgnOP05Dab3chldcId3Wy5eHpGyVeQPZuDgYPVWD/DgvNw3K7VjZfHWRcUA7Qna3Ic\nyX3EFs+yglClGF761AlXmx2Xjx6xGbYcrvS5Hh4ENk8fkZJTcKMI2xqb0YQF6+UhwR/Qby8r+LJW\nE1IYY4SiRVXbBWztzFydP6axjpODU7pmzUF7jARFP2Tn8EcrXOzJ2612GqbWa4xK37eqGxljz+Wl\nFvw5jnRNgBAoORJzmeNkjEmEEjUxIBblAYklLvR3JiwljoyujlhCmMNucS1Lf0CfBrbDlpSEUMfR\nphQkR2LsyUUoTuaDVIOH4nCpR4l9BVfhwZK1+0UZsDYTxy2lqzFbqJ1eYc1ulnTo/e3Io2pyVT6y\noKo7FGcgCXJfN3EzSwq8VzSLMo5sRQ5MgesOQ6OxMEXA9nM8k8HT7xTIbIynGLt3oot2AksCMQlJ\n417TSgtZwc4utIzjqIH0AE51rNSweI12GZnGUjlnEIPzBkcgBShxGjWoM905dZ9770m10JRn1v0J\nGzGRwHOJ5OzAZJzRceyEIBKMjtyMHjbF7Nd9Yww5JmJOuLIC0+KbKkWRa8T0OjGoWJ+pCw4CySBO\n9FBsw9ztc/UzpjISjw97p3bOmTFO0xQIwVBqjeG8xzpDHNUZPQw9Oe7q7ysUY3HB6t6IzDopDU3+\n/3Axpc/NkEf9QIbWU6TUkUvCEuZqOiH4DG1lmPS5J9Yra0XANhhR6nbbClMXNZMYJZKHCEZoQzOD\nzUppZrtoFrUsOz8VDEJJhiRKQy4mMdZ5dRu00t7tMo03moJtJkvqiEET063xxGTnWbW1mWSLbuwm\n4IzfM1xweD+NxrQj4qbOTFEOjJgRjKuap31bVt94FctJcRT6+n2a6ees0tW9qF1/OqG5SmPPc2G4\nL4qUSbSv9M3EZEFnyRoZUzMBn9GhpZTmk/ywq4L+WhQ0weK90XEfDkl5lrCZIIyjYGVk0a5Ammmy\nRtM4JChOQhkve82B8xZGKmclkWOeixBfu2t+puwb8mQPFs1zkmLJYigUQpggsBaTBCNgvaUxbo79\n8TZjbMSFSBMCMSdWrXZYnrv7Go8eP+TLv/43cU3m5MYBcYw4u6jXxhAl4zvtLJYMqWYzJjvgTUvw\nDU481oiOIYA4bhnTRuMdYsPRwW2enulGfHx6gxefe46nT8/4xq+/iTGOg1ps2CwsupZcIg8ePODG\n3Rd45ZWX6uuAX/pf/jqX52ec3jwhjbu5uFmuDhljYdP3ZAL/2p/8U3zsY4o/+Lf+9J/iy1/5Ev/x\nn//PuHf/Cf/lf/4X+Vf++L8KwLe+8S2+/vWv88O/+3fxpS99iZs3b7Naa0F87/1zDg8PGccRjRoa\nOX+qlvvdbsdut+Pp0zOsteyuN0ypEXHQ0fSNGzc4OVJNzOZCu2SX11ecnB7x2muv6QI67BjHhJ90\nIw6Wy4710RFt17E6ucX1VT9/Tl977TX6nUIPyzPFTUbolq2OcsQq4mTq+o6FWAohOIY8YovMeptx\nHLneZfphS3OwoF29wvVDpcjszp9AWNA4obGOOIz4qiXMYyYbT9sF4qAbf4r6Gvo+6ibuVCQdgsPW\n0fDqYE1oO5JJFJfZ9de4+vlulmuKe6pyba8wwoomwzeW/uKK7cUVRiKxH2jrYUHjUyLBORqv46c5\nQ88avZWLakq88YpgmGQaBUoTCEGRFOPYz4e+grKdEplCvbfqOuwEAp5sA8EJAUup/LnRKuhxR0uK\nl4x5nMfx+lwNgsfRMA57wf7BwSF51A21CR0IM4bGOYezgVwGNc6YMsfeUARvFCmBjDXGpcZzWS1C\nUs6IKd/Rzc5lB6JxXxZPHD1dW0en3pNSpN8K1haatiC19ZZiJpeGOEQci2qGqftM67AhVOBmQDxq\nKKoP5wI+L6qgXLVrRaacTIejnUd1TduS7CTh0P3DTAWUZKZNKqdJG1uwdYoh80RCENni/YIxbnAu\naHIFYEyjJq2wUFq/C+SqW44xYoumDezGjGQzd4OaZqGSnNyrTnTKkAUsBWNdxSV4QlghTOaxhEFo\nnKuj2T393ViVBCmJv0p4zKRtKwyDdknHcVT938S8SqPuBcVgvRZrbtoPjdXJzW/y+O2iET58fPj4\n8PHh48PHh48PHx8+Pnx8l8f3tDNVokYDpGedBG6h8EMKkuw8pUzKBycOFkegbZb0uVovUVCi9wuC\nTTRJGMIE39xSRIWWDFrBTpopI3uxdikjWdLcudDumAItxzTgnWM3Vh0HCe8WlJgR1+oJy06XMpNk\nxIuQch3BTXC+vAUZcaalAFL2Ic9JwFiPsapziiUSpio8QTE7GjdoMnsKs4tEo00GxDp80zD0zE4v\nxJGyEEJROq9rkVJIEzBNvHYAitQxxr7y3s+fLRNGf+pa7bMU9es5x2f+vUFyqSfTRIqyD6QuGnDa\nOUOMA9Z18+mlDQ0kYZQRZ0aCDXNHK6eMtUswaiawFs3jAnJ2OmKtwn4re/egZuhJ1Vo4NS1Mocui\nY5ksDkRxBnbqxNmCZENBO5bBN4T6ObGi1mHnCkMcOT465eREY1/u3/sWDx+9x+GJYRwbclojOc2u\nJedgSNfYrLZeUxEQ+hqvK/Yj0zQN3vlZFOuDra35zLhLGON46SVNafJk3njjDS7OzjlYLeg3GVe/\n8eTkBle7nqvNwEe/7/tYLRe89c7bALz35pscHh7SLjrKsKFdrumW6toaB6Hvr1mvjvmJn/jjLA4O\n+fd++s8A8Ma3v86//x/8Oba7yM/+7M/yh3/ix2cp3a/+yt/i9/2+L/KVr3yFYdfz4ot32VRxMqiD\nrZTCOPa89ebbPHmiWqvJuZZEOGqXDCnraAtomoZm0dE0DcY4Yk5srnQk5bPl4uKSb3/7LW6d3GKx\nbCGnGVx4cX7Orr9mtfBYH9he7bhZgZ8ewFm69QJjHIeHK3Y1ePl4vWY39GyHnuN1o9mYg3Ynlt2S\nNBbiOEDJ5CIM40TJ1xGRG3bsri5pj29x/LxG25zcvcv28op33/gau4vHyO5aqeVARG3fi9DQhK4G\nCe/jqYbqUg6LQBMCTc0QPD29y83nXiBZR8LQLpekKbPx7BHF7iAWHa8nxaAADCXhkqH1DcOuR9Kz\n44vCbrdllzJtaGi9m+8Z7KSzCTRNR8HU0OD6ZV/1KxV7YEOYES4pDfRxgJQxkgkooFPvRUUYGCNE\nNBcuTjBjmbJD1YrvJFPy5PgdKZJrAHM1MFVR+zD0ikxJagTqum5ex3Q9Uf1NkQFKodROSR4LGTWs\nGFeh0ZPxZmrQTBKLLPulxmSMiZCXpATOLMhRO9Kuc1i7wNpCv9mRU8LXTmfMaoIqpcbc4PCTI1Ec\njTuc1zPvG9KUQmENJWUlkRPoo0FcmddMWzUcTkKFRJZ9SDBORQzWauKIjOxj1BQ7VEhQ8tyl0pef\nQAIlRYx1jHFLGXV6slwe0C5bAo7WdITQECvMOODZ5UxxwrL1DMOA1NFx6neIG/T65bTHPEDNNY14\n6+mHazCexfKkXm6FdxcS3haMaZks7pYCLpHzSK6U9jy3n4q+T6gWNqZErCkFs4bPKPImVW0rVJmR\n/c17T9/bYsqopXQikG7Hga6xeBcQY0llnF0dQiI5YVsE6zxt2zyTdG2r8wolkDStulcAO2aSGAbz\nVPUxEun8pHGodlRRnY8R5oVFpKjrrrg6RoyUya497MhO8NaSi3I7Zlw9gmttdY3V1zahCGyj4m9r\nlPcUtGAEDTk1RhBnNW5pP2EjpZEkO1yjgnHvHGa+aZTw640uJsWkeeaOdYwpaZs+T9onP9uVQdEC\nyRSN5IF967eU+Qazk2B0GqtaHXsZZylFHUpTQrgmpEdyyZSs3zO9v0jBew1dth6SneynQIqE4CkY\n+rgFr4JcUK0ZiDqPGq8evbr+BwPrboklsU09uWRSmnQT4BtFNCA1LZxpNKwaK2P1Z0mBWF0d4h1G\nhFQSBU8czYwbsF5wtiPFgZOTIw4PD7n/4Jv18/sB6+Ml/e4EUwxjUSfaFBnkrcXSMI4ZISE2Yit5\n2WalKYtZ0I+BgGNSDgQaQnfA5mLLndvP8epLH+X++1oUvf/22yw6z+HhITE5bt5ectjpmO/ee/fB\nGl5//XWGoeerX/06Jerve/6Flxhjz9gXmsWaEBx91X9sUuL2yx/h0z/wuzi/3vBzP/df88abypn6\nE//GnySEwJ/9d3+az372s7z4ynP8/M+rZurzn/88H3zwAW+//TZf/OIXefr0jLOzs3o/GQTVHn7t\n67/OowcPuX1SCxuxdMsDmq7j6uKCxXrNaiZZFLqwJHQL+rHQeY/U8XeOka51XJ5fcHVxyXPP3eHw\naEVoqtMzZ0qyXO4S7UpH3Q8r9+pgteIoBILX+5n1Yg6Ytd6wCAuurq6I3YKD5ZI+TXb8RLtasru+\n5uzimqbxNHUdur66oJA4XC4ZhjPe/fqXqNM6Fic3uX3nBT7zhS9y/5032T5+xNVjpSlfb+4Ttz1X\nD88wHhbLwEE7iZAFY9V3tOkLYFi3+nnaba/ZXG5Zv/QqzXKBLYbmoAqinz5i2F5iYqYrDryb3XPD\ndsP1dsTahpK3xGFHHKYQ4C0lZ9qmxQdLLhkzRY0YPxO3Y4xY73lW+DuOiRD8TL621mLK/ntXBiKR\nKNQ1Qp/rWEY2ccdoElkyPY5YF8DrVBiKYxd7ch5VL2YqMyiNmBIR6fBOw+4n3aiYQZ9LGdjtroCE\nNVrc6AixrtkCKTtyNbQMY6QYBwFMccS8J7xryLqGVeccSSURqs7SmKBsPOdAbI04qYtUOaRrWoxN\niD1ApJ9HRhKvKNJTRIhpoxm9deQaR4PxLW27II71cD9pUEtS6YXVXNkpuNnNKQ5m1gz50EFxs9Uo\nSkSMjhyty6Q8zu+hsSrQtmZRi9V99qghqC6MAV8jv6QWd0M8p2ktzt/CsqQUN8dz4Ta6d4lowdRa\nDbpHneopJWyrRbnEcTZsgeaxJilgCkM8ww16TZfLY0qubj7jKUXm11BEc1hzjpRscdbN+AN1FKsu\ny1qhCY5cb1IbXG2gGL2mZi8zqi+E3+zxvS2m0Hn8lG+Us3aOMEGV9UZm2NaQe2yK1Z2QwB3iazaf\nNY1GeJiCWIOzLU1Tq0y/Yhg29L0q9cmWKJOmJiMykEusALjEUJ/LJEgvRfBiiAy4yi2SXCGVLuCc\nYG2aHXQWwOr2r4BON1tSdZbr1EKLcpBmTZs1FGfUcSNOwXBlmnFHrK2hvc7U2fjXBy9QAAAgAElE\nQVR0Woh4Z5CcsNbQNkvmaAi3LyykBH097hmuB/WpTW4S0WRz0G6I6qhiFcQ6xUMAiKWYQtsEXLCM\n/TCf+hQ/UOGkVvMHJ7ElFUHgip1/Z5rck1Eqo8uQTcQ6waTq2rJrrE11Xq4CQuZ5v/7MJnRks2BI\nZbazZsk4amCzASMyw1WVKahFmq7bulHp9S40KGMlxgEHpApQ7WzDMEZu377L4VHLo4f3mFAMXdcQ\nB2icJ0rBFd1YJtZQKQXxICUxDBkb7NxhJA8YGrzvtfPnBFet7KnfcXlxzWuvfpznbr/AP/zq3993\ndW4cs/BLcrJ0i4YmLHjjzW8D0LiG1z/5KR48esQHD++zXh/NJ61+3GC8Y3V4hMGx6zdcbdRZ+epr\nH+OjH/kE19fX/O2/96u8/+AdfvTH/nn92ssv8Z/8R3+eu3fv8v3f/2l+4Rd+kddff12vqTF8+ctf\n5tOf/jQXFxd88MEHc/7eZrOh6zrOzs6QMvLySy/MURxN61guW5bLJcuugaLoBIAuNOSY2O12HJ/e\npG0D3UKv2dX5BTmNrFYrrq+vefLkCWfnTzg6UkPAer2m7Q4o1nC1zZyeHLKprzGMiYuLC27duqWo\nhvNzVisVUj99+pQ7d+7Aes319TXeOZoaw5OGRH+9IzQNN2/f4sGjx6R8Md/fTx4+ZFh2HCyW3Hn+\nLqbe4G+88QZv/B+/ysc++Rk+8vFP0x/cpV0oiuHG9g4P7r/DYr2D3UjsL+iryzV0a5p2hYiuHRhL\nmq6bLVwNj8mPM4vj23TdTUw9ELh2yYG5hfTXDP0OYwOx10J64RpO796kj4mzhzuGHIk1asYa8F43\nEWs9z5y71ITTtpSiAbG2FGzJtDW3MISAxoFN4EtLrHrYYRwoRTc53egtU8cjxkiMGbGC844OPwe5\nJyNa9mTBZMGLp6nMN1d1ZCYLGMNQCky6oLEHOtUr5ZFhsLONf9aZ2lzX2f2BTwwMKWJtwmo4UAVg\nanElFa3jvFccQy3sNDdUD57eN3jXzB35vu8JwdH4CQG0j4WRktjsRnIaVdQuYf/eBwuyIeVBHWjF\nzlqjlNQUodpVjfXJquiqr9FhjcPZFhccJTKjOMToIdZaQ8kZaxp8zYIsVccMGvNSSph1WE2rxq+S\nCmKX+NDV2BltIux2V4SDA4xVjEGsYOEZrVALPO+EOGnpSsGgxWnbWspoZ0iq5qcaXLEYX8i5x9p6\nvZ0Q/GoGuaohrEYClREwihnKC3YbaCt/zfua45d2WGvxAdZrLbLHqNd5HBM5Cc75GRkRx3F+z36j\nx/eWMyVb7UxN3QJXwJZaERuca+YPqzASpVfL/Jho25bG6ALnbFOZGeqEsN7P4mmTDX3eQfZkCtnn\neUMpVplFmm30nenhU3FBmVKO4ixwC1hykWrlNYoeqKd6MRabDVpDybQ/zz9Tn1SBaj0t8wdNnXdS\nDMZrx2jCWji005VzJnuLycMsiA1ON//8f7L3Zs22XNeV3jdXk5m7Oc29516AAAGKAChKJEVKskp2\nKGw5wi65wv6l+guO4IuiynaVFCXJEklRogQSBIn2tqfbOzNXM/0wV+a+cFDlh3qAH5ARjGDg3HN2\nk5kr55pzjG+4YnbmuFkDNnOeTrtI51oyfHnl/TRRqZiDstZkhQpQsqzvSxygJ1FsjI6SMzEoIbov\nWIe9OIoIWluqfWk0t/Z62gSs9v7ySfhYrBCLnS0Ix7msgslahKHb4GSgVHCEddcTYoRaUQn0alDE\neYXDHNFqbsvQLLR+GVmoCTANMApGCz45WarYAiEUcjkyN5jpnI68/tqb7M4v+PUnP8dzPOUSlktz\n+HA0AeNkbsUF6JrKaJ+3mtkhls3pO/WBuVYkH9j0jpIKt7amUifHd373B3jt+cmP/5YyJy4u7drv\nugHRHd5ViiZ+9rOfsd9aMfEH3/8DfvrTn3B3vGO329HF3oKpoeEedlzsz7i7O3C4v+a73/4BAI+u\nHvP86TP++ef/xOdPfsUf/bd/wO/94PsA/Pmf/zldN/Bn//O/46/+6j9zdXXFa68ZmPOHP/wh7777\nLhcXF/zoRz/i6uoh42ij+Gma6PuezWaDc8JmGCCdXFLH8Ra0cHV1Rdd1bPdWSB8Pd00gbZllXehw\n2xY6HC6Zx4mUzNE0zxba+/SpcZFiNxDmSr/bcThO7PdlfcDtdjsOhztzSIXAzc3NWkwNfc/Lly95\n/fXXeXocub6+Xsnx3W7LOB5JtTDEjrffeJNnT61LmO8rZ2cXfPrZh2jOXJ5fcrFrWYjf+DqXUfjw\nH/8zP/+nv+cb732XBw+sg3h3GLn6+mvcXN9zn59wsX+d450VaGVOuB625w9wsePBw4drh2Wz6bm8\nvGSWTJ1nRO6Y20hoenlD56E7O2PSxHR7YNNcUhF4+snH1Ojp+56UenZX9jfH4x3TcaTrh3UNXIh+\nxv17pevUHo5Lt1e1NvSMNPRIWu3kMfom7O2MEt/OFcB5DGyk2EbWKXMV5jX5QnAZxlyYNUFR4sLt\nk8oQ1CLxXGREEHfiz83HI7I1DMBYRpxvxpxyev+lFOY8rffFNB0pJINj6mxdzmXjKoAvyw4UH+or\n3ZBKiDssu3ND7AK+SQNSKozjga7ftA3q6RkUfGek82yNhOALuXWPU74HX5DS0Xc7K6RLc6ljU5NS\nm4mlCeKXbp8xDC0VotaMtoB4+1mwqYOaW7G2QtB+VtHaQt/F/s6yAVUtOO+ptTPel1c2rZtL7Umz\ncH9/i995Oj8YkqadC5FWVInJLpa6ZGE8eudJaUZKYV4KwpLIOmN+xEiIhWluJpGsxO5I8N7wIVJX\nhqCN2yOie1ChZH/CQsRImopltVLI+RTyXXOxFb8Y/7FmMQQD9jzUVwxZv+n4cjtTag8aWWeySi4V\nnMdJh+p8CqbFdjVJK8Fj7cdl1EVBJBowrArVe1xjQrn2xTrpkVqsVbxIfpxDMX5TKdWgZ23hmEqG\n2mbmpdrYfAlEFGe2Yi1rAVYXNoYIWgNVZpxvyIRlVl+S7dzU2ZxeWTVbQCO1OwvmlHbD2AdE1YNv\nN4eUU9TIwnASj1LJ5bCO8VJKzCVbW9NZNAJa1grbLnBHLhZq7DRQF9txraTZbh6lEpyu0oFaZotM\nyQYllVLWBadqNftycEjxeM+qGWqrUZvLO3wMa+dsmo+U6pA2Cq1jgr7tUPQaQek7R8D0T2seczWa\nuuaMFyPkLvEuRY1gTQVpHbnlu1HNIBFxpp1S1dUejTozlKjRjqnw4qW5sr7+9TfZnQnvf/C3+C4R\nZKZMrQhze6p25GJtdCP6CssFVzEn0MLJQaI5ooCiAS9G0s/lnvmYkGIP4n/zg/8JzYGf/sPf8fDi\nIdv9I5ZdvRCYpiO1FF68eMHl+QXf/e7vAfA3//ffcHt7zYOLc5wXDsd7llVzf3ZBF3rmlHlxe8u3\nvv2dVft1f7zng1/+gpcvn/L222/zP/7pn/EXf/EXADx58oI//dM/5Wc/+0eg8u1vf5sf/vCHADx8\n+JDXX3+dn//85ydcQPu+9/tz+r5v7LHMpuu5bztwVeX8zLhUx/GWLlys31FJE48fXTIMW3LOTNPE\n0EZgXewZHl6RUuLm7prb21v8wTM1LMr1y5fgHfvLy6bXyitB+u7uhvPzcw6HA5cXF5yd7ela97Hr\nesZp4u7ujvPzc46Hew6tuPHbDd3FGXmaubt5iUwHtkPjLN2P+Jx54+EDXr54wic//yc+a+f+9UeP\nCZ3j9ccPefHiJZ+8/3eUr9mY0/cODQNXV1c8fvyIT371IdqawGc7R4yRuB3Y7y4JoefqoRWvtesY\npaPvN5R8x5yPxkwCdm++zjQlXrz8mH23AT9x89K6mV3wzFq4ef6SPnpqhnS072W7G0jzSJpGNAS6\nRQfFaYN5omtb3MgaQSUB7/zaKVlcZPazal3etvaUovT9MssVOqe46cBxntBc1g22+ECvwiCBY2P4\nbVrBmKpyVOvUZYSunjrWLjpyOjKnxaFckXrqENfi28hSmNPEnEyHNeeRpCOOkSiZWnTVGvlWTNot\npOAKTpaNYWkQT4EWiuu8ffYhWKEwJ6HvO3KZVn6RjfhyK3CUXBO+TVzmcUR1YvAXTHNbG/2yUT5S\nqxiKRkdcqOv3Dq3w1ZlUK15MH7Zs6gwC67HuU4uVafrj6COlPdd8ENtIr8+ajlKsI1i0mlaXRTJj\nz8+UD7y8S+w2D+li6+ZqprpMdYlSJpNPyKlLN89HetkwzdViz5qTM5VsrncEsM6iX56l9Y6Sb+ii\ncbTwbnV52mivo5aCloNp8cZW9BUHakimonnlUNnn860bBmiHcGog2Jj0/8edqZrmL+xskErNheJp\nMDIltE5CR4crtlMrRTmOtwwb24FH8XR+Sxe2VJ2ZpRKaGE1jIYaBkAxclnPGt5uj1laEqGvp8gbF\nBNv1mEgcKnWlukLL7aPggkHhRBZDsnWUggYWDL5dxO3zLoVXUWq16tq3MY8PYi1WNcZNVV0rbefa\nOKuqkcZrsdY2IN6otw4D2I3jcd31pHbDqlSK2MW+5tDQLLEIqCe6DdILeW4agJCgcyuwNHi3FqGI\njT6dCuSKViW6U/epVsvAy6lBLxfJFPa5a3EIkegjMSy0dhOlz+NE6HxbuG2B64fEcXKN3OtwPqwd\ntFwSTosB33Sm1nQit+uSrWTnITi3QllFFOcdVTw5LVmQJx2aeA/JEVzP7fUdV024fHn5gJ/98z8w\nDDPSZVKulIWpIgFw+NhRx4IL9torlLbSxptyikJaMsFqoLgRT2KadpTDwL/5g/8OgOPxwK9++Suu\nLh+w6XfkVCxzDrPV9z5yuJsZug2//d67/O3f/jUAt7e3XD24BCovXjxjvz/n7OysfUajQj9//jnv\nvvsum82Gu4MVN9fXL7g/HNhuz/mzf/u/8s//8nN++o8/A+BP//v/gZKVX/3qQ/6Xf/dv+U//6T+u\nu9pvfes9PvroI+Z5Zrvdts6nXTRnuz2pzORsYuvD3T0XF9aZGYaBruuZ0kQnnsPhlrnl5F09vEQE\nui4wbHvK83ndfMXgSPOBfrPl8faK3X7Dk8+fEY9uve7H8cDhcGui2jxyfmbdp75vI6Bs4uR5ntbv\nNKVMPwzr/dt1Pbf3tiM+ix43jYhE+mHgs2cf427sunnw4JKn04Fnz15wcXHFRRy4uTGMw/Pnz+kH\nx253zqbfcHt7w+3zpwBsN3viZeDzu5ecb8/59rd/l8NkC/yLz5+avuviwgTqw4ba1sSwHfAXD0Aj\n+TbgfVpt9bfpwPb8IefDG1x//CH5kMgH+5uHwy2pJnwMHCfT/YT2EJ7uZqQKpVqsiW34FkRLbdw6\nQ6rErjNuz8KYK4YGMEaRmSyWtS+X08ZTpY28WwM517kBcg2vQNX1wVTV1oyd76Dbc6wz901nGOeJ\nQ4s80TK3eJFFLC6o9+Q8NRTCwKmDZvf7oiF1zphYAOo6i99q628umaFpN30j0TtRRCyxYhFLe1Vy\nGeniBsSEz1mWbkhP1zsO02i8L38qbNaJQ7bxqla3Sji62JHniaSHBhJN1PZ6qY4g9v0gGVosTF07\nKaaJOj2HWLW0KpGqFe87e46prtFVguB9pUqi1ITD+E72iwEvHUVHQrCN+HLPBCIijlInS/LIt5zt\n2+/JUniNKDOlzqS04G3s/c1zwvtIyvOaVyvSMR1nQrQBZtKMxmUK0oTFakVfUGW5aoSAk56CkEvC\nO1nX/VKUGCMiAUdundM2bs5zW68cOY84EZbc4Fo9VRcV628+vkIjfHV8dXx1fHV8dXx1fHV8dfxX\nHF9qZ2oNH141N84AmM6ZOFDz6mna9JFpggkQKaSSSNl2r/1wjvie6PckDnhNix6cqtb9cp5W9Z/a\ngTm3EZFWai1miVxGYGpt5EzG4RppdXEEVETyWolWOe3AKwU89I2uXWoxwTzWkSklU3KxHYQsuwrb\nNagWDAsnaDlZcNM8keuMl0JVtwIkl0OwcE4R64ilBqArtdj7UQUJaC1tVynrbwoD3lk0jzSnJNj/\n9/22iabN9bCYAWrNVOb2+9EcF4v2KylVTVNl07+4hgRbntKCLgigHbRdZhc3dF1H1YlxBUi2WJys\nTCTkeI9sBRe7deSIFggZikHcmL9IqlW1XUmtpoBa3guST+OIUttY4oTocL6iRI7XiQe71/nmW98C\n4INf/BMiFrZNOeKFE9RQPEUVT0G9I9sclcKSjWHnW6UCbdTZRgGKI9ejuXyOHf/N7/1vHA72ex/+\n8u+4ujwjzwpeqOkleVxG3IFpnhnClrfefod//IefrhDcN1//Gj4YcXy3O+Ps/HzVDmyHLTc3Nzx8\n+JD9fs/9/R1dGxG9fPmSYdjwh3/4R1xf3/Af/8//i+9993cBePToEf/+3/8H/uRP/oQPP/yAJ08/\n44//+I8B+PzJp9zc3DTRuRJjOKE/8szheEC1Mh3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cGDBZExRDE/kGH/XtHIlLzAu+YMET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nauh8OBlGaLjZkmnAtcLuYuG4HJOec+WnOcTibCDeEuWrb/DT8xewwnp3hnItbeXbL7pgLKbbly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\nqplaKjBm0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KbKTK3NOm21KLO2JdVbgzcr9+iO2N1ru1904nAN/haUhGwV3moT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\nSDastWGDsC7XPTbjcDhRSmG5z+oKawXpsUdC4zbXnbw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IihbxRU1iACkX1SS30iOS2v5c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NtclSx8NC8pxfJ4ecf1+riLBg2uP5wanGyxyHZCyw01ogpJ9FTjxz6OXWYaGgRZXVSWVQdM\n1rVQWuLLNz/lxV0mFQHRoiD4BG1W9lFrNBOfuwjMIA4nE7WtGBpi+gOAckgaatlelxWkj7mkkRLk\nbDqOwu4bWGuWhsF5YY4X5g9vWeff7zewJdxPWAngHLUIWw6oEGjWcP/xj5DBsmYVXAJMhwNu6yYy\nQDV7671koI2UllhjxTvw04SpW9aWwVlLsxZjLIM/Qe84rTxhq+3ZVQ1co4OHSdIwNjAOtzgmgkyM\n/RQs3nOV9+T8XplV1ZByF0Rz7Jv+iomuw103HpghlUwqiZoL4+GgeZCoANt7z7wsOOf49NNP+eIL\nPQ998/o1f/kv/hbOG/7u3/1tpuOB75+UM3V3e+Lh8R2v33xJjM/AS4AxDKQcubt7wbt37zDGceqi\n9nldSLkyTZ41ZoK3ezfzcDrRBNY1Ybwjlkzq3+90umFdCrVWbm8HrBWWdYGdhKybZQhBQ3+vV7b0\ng+lwQNA1x3sdj2/dP+8DMSYO05F5XnDheZmUTcxtLH4S6rru5oTr+ZGnpzOHg6YDtAbGb6O8VZ3G\nNSPtwhQGLh0uasxEPK+EYHHG443dJQwzOhozzXJ7e09ObZ/WuHHSnLSmC3lrbe8wpaTi96rzbFpq\neyFZcyOPiWEc9ekqmwdOx/ZFGt4ZdXy19jyqqzra3KCuxqhF3nSjTKDR1ojIiA0j1QaaPKcR0AQb\nbnAvCvXxHelR7fH+5vtYN0HLZHnEMZE355kcwa6U+kBdLsjc9tzhZdQN8Hhzz/38xNv1Hf59L+zK\nWbsuGF3LfKP2CrVaoVRLbQFxAwcJu5vROg2Or1IZvMVa2fMlgxGViUShRKNpGr2wGwZHLguX6wNS\nVlxW1x6oUaBIIdVGSoXUCtLXS2kJcZlSG3j9e96p+3m0J4LR+7RU5f6Vzu1KJWqnJ+p3HnPWgmnz\nwiQ9GnqvRH1r27OhiYY3mj/XOgJnmwpYqx3a2lZSXknJkPvzlFDRd1w1oSGltMtURESzCr2AKHR4\n+51NDM6HfsiMVPLucHamEa3mclYszTRq7a45o27zhJDaSkOYOi8n1UKMC9YM1NYURbJl7JUCIj2N\noHG9nmmhf4cOclGHcy1KNY/fLl69o5iC95ngVz77Cyc++wsnnFPDzP/wX/0ev+z6k6AR/lHgnwb+\ndxH5O+gO+1eBf0pE/hJ6hvoc+Bf0xmm/IyL/GfA7qPnwX/zjnHwAcb6yGhgH7aSkohV6yULJhmLb\nc+WrmI4+6nkglsjWt1ziFdqKNR2+aQZ1W0DXtAhQ+yLQWJJqWGpZMFZnq5VGNY5lW1DNQDU6OxfT\n+Uvb2zAVWtU9L3hGc2DtkThLvODrACbgwoAxlZT1z5xziAnEdMVU1WHUflp0zTGEEeMcc98QDqOO\nRvL6jms+68LW+TdbW1rUkKEnXgvX5T0vb3o0gFXwoLET0yjc37/k6ek186Lv3xhVWuWaCM5Sc2Pd\nbuQ6Y+KMDZbBDdBPLNvP2ZC1ld+KRpr0gkFESGVlnhdiVjdk6yylIVScERyG2oSG3UOZERiCx4dA\nK03HrdvDURXZ8OJwQ62Fhw8Lj096ysQWTBO16VI7VX2zlac+YmuIOdBSYV5Vi/H1m9+n1JkXt59y\n5CUex0bnKzlT8kJJK4fDgdACtm2PiqXiaNUw2AlnRxobK0o0aLoIpTYe8wURw3izRSdY6D+7rlea\ni8/Ee9uoJeJQx09pjbK13p3BjwdCmAjV4aRitw6qvcGWlVSfqG5G5IoxWvSnnPDN6qIpBsHtyepr\nWjSlPWe8HzidTjsXZ12WvYP06uVL3rx5w+ef/wEAf/7P/ybf+973+B//1n/Hu3dv+Cuf/cM71+nx\n8QM/+8M/IJeVly9fcHNzw7ETy7exWkqJx8dHbu5u9/HQMkemSQN5BQWeSl+kgzMs64INHhHBOo/0\nDWwcJkWGNEWHpHhV6/O2gYs+8ymrvlJEnjdNa4nrivMDYRjIpewn6SYQxgGxFhM8Yq1qZUBHr85S\nm2CCgdyYxo3mLLx/+44hNA6nG96+e73jCMJ4oBS9RyUlYmX/vGOMHI4jy3LF24pDcRcAseiJ3org\nrGcMB1LZEC2VZsFYx7quWPP8/mqt5BiV5l31Adu6Udf0xLt37zkcB47DiUbdO1PGGKQ5IgUrGiy+\nHVxiyiCZQSaCOMQHfV67Rq0EjxhRVhMbOPl5CoAIBYO1t8iUSB90uFFEmO6+B2bFMNNqxvdRl8HC\n7S2lRZY3hfndVzvoNuUDc0o8xjPDMPDy5gWfHD/aP9MoFe80mNrQdkmFDYFqAjRNSwiM+0FCN00B\nUS5SGJz+//bZEIgiVGMRAtKL/nGyiEm8ur/S1ifS+rhHhS1x0c6GqaypktdGSZ04PgYyC7kkjZzx\nbuczTe6EN06dgej+uLnNS6pQYYmJlCu5KSZnk6m0khApDF6w3msXyjyvtT5YDK2v4VU7NtAxAVqg\ntSqIeMy3ihQRLZaMNQzG7/uzMRkfdP/tAKvndId1ZXSWcRhY16wwzc6bEGD0hlC0iKrN7Do0SqWk\nSKpCKQZTnjsIIpow0UrT0GkRXH/vqURaqVRTVYtoFacD0BKY1hArRBpLTZQt7is4mjdgE9ZnnHfK\npgSalG9NX/7461cWU621v8XOgP0j19/8+/zMXwP+2q/63bXC5fr0rSw5jzSLmABitXqvnQIN+kDl\nM7II61JpfWSR24pBGMyR4A9Ye9gzg3LrWVYVmpkxzjxnW9VCrU+IQLAHTPMsy5b75MAbaid92Jow\nrQMI+5danYcqHAaH3OnvfLi8J86PZO+YnGEMbgd/SbU0kyit0nCoTq5HB/ijLtptoBbLGjOlb+DV\nH7BSwWW9kSk7YFKaRyokIrjK5fLA9UY7WuPtPZVKLVfERo7Tgdv7G+a3vZhyuk4anEYgtNyjVSDX\nxBAsAU+aGwRhU0tbN2FaocYF6wccYRfF5tK6ldZyXZ6QZnaLv2kWCQr4aE0wxiGyRVFoIeacoYgl\n8qK2AAAgAElEQVQ+WFtEjXWBwzhxGI9IK4y24J0yeh4e31AL2sqvymjetG1SVW9VSsN4p/wq0cJ2\nns+8/vAFKSVe3SSOY0TKplXoGxpaZHs/Mh11w7y7udcxSEwYtyIyUeJTv6GVAWUqpFqZUwE5753C\naRp6vlqhRt3k8tZmyCNiMrhGbZmU077ZNuMpdaFZ8MFrNtiumVugLlgqdBbNRnNuplFLIcZIsI5g\n/R6Lsq6rsoyqbsClCW87++VwOFCrFlmvv3nLh4d3e+bbr//6j/g7v/2/8vXXX/JXfusvY63lZz/7\nGQAlJSyNl/cvOUwaY7KNx5a4MMig+VrjAcHy+KgjGecc03QgpYgYedbOgdK3nYfasB00uv3OStd9\nGEOpSbtQg30er9Sqp9ZSmOdZdU/bWlMF7waYrB6ynN3HIKk0fBgxwWOKYKzF9/t7iTPeO+brAsZw\ne3/HuuWauQBG+ObNW379eODuxQvevdHPtEnjME7Uol2Bp8cPTGHYX+c8d/J5iVyWeT/xD+OBXCLB\neWrWPAjXhbA5VyXH16qsqVr3zlTuB1P9rmeNrOmtV288g3U8vn3P2b5nmibG/lowhtI0S25pFcaR\n0q3x3ntcbYg4lnkmx8Lh9hbpRVr1AWMdFUcCJEecbN03TzXaLQdH9bcMfc3M15n48AZ/GjHOa3el\nbEwf1SuGF6+oCO8ePpD7YXA4GIqBROaL11/z5Yevecq67hvvGPtozFmLCHtsSGt6sPE24NxR/3zb\nCkX3FWstYhti/G4SoRedIk5ZXMbtn/GyXjFSsA0mdyTAnhiRUqSmmRw1xkRa2SRDSBPl7hktVBEh\n0wumEhWXJCO1WlKsOgIG0pIoqbLGyJKyHswbbDrE1gq1VaoETMuIMzu40liLdRaypm0YY9jwe5v5\nKybtLgl5J84bEZypOvo0FsQzd4xDrp2B5t0uz9jyTFsprFc1eEi1xFl2/IiIRpVV0Y5za41x2BI/\nGrUItVlyythqMRsWRHTqYETwzUApu17M5Kpoh5SoFMRa1v6ZrsYgTgGcMRWa9bjQ6whb8E6TQIYg\n2AHo05FWK3aLlvkl169EI3x3fXd9d313fXd9d313fXd9d/3y6083mw9HrYWn83sAvB3xMlKJ4AbE\nHvakbz0xKIF4bApAy6V3GdYnvBn46OZTqofUqs7aAUlXiiSEitmqzA1/gAZC0sBWC6unF7AUIGcY\np5EQPFLyPq829gDNUjNYGWh14TjoOCN0fU5tifn6iKmJw6DiRusDxnqWWGgYrJ9IVU9ZsSWCOeLN\nEdMcOS6cu61avKfhkVwQrxXw9sXlUtXpgVDKSmyW94/aPj8d7zAmUGqkSQKpGkTcHWQ5LwzhVgWG\nYhDTMGU7LUdSzkx21CgZZ4ltEwUnfT11wLXAYA/YnjGYqgI5U0ZHBaXges3ujce7gZgu1FoQMVjX\nxeJNnXJiEs6gZO7+ZRyPNzryLDrG++jFwNR1KnG58Pj4iIRBx0aenR7djIMWyHVlENsFhD0oVxKm\nweXyFnImnq6MTjU8lhOtJLwTcgHrBl7caSTQ/fGOuDbqYLkeGjFbaunCZbEaaNoaiUo2wtNlxXnt\nog2jgMsELN4JqbT9AN5apdhMC6Kn7er0BItqxlI+M6czgw3QMRgApkbNPSuatSXOYvfQWgvJUZLq\nRWrN5HWDfRokVYxoNMYvvvpy777s2VZ5Zpkj1nh+7dd+CMC7d2/4+c9/yp/77MeINP7e7z5rCG6O\nR8QLJSXM6Gi5PmvN7k5cr9d9VPD4+MjdnX7ep9ONWvCN7VqutHfQfBgpqSDWM44DIgbXx0opJUr6\nv9l70x7LsSRN7zE7C3kX94jIyKzqqcao0fr/f0gS1Krpnp6pysxYfLmX5Fn1wQ55c4BW60NrUPqQ\nBAIBhIe785KHh2avvUvi46cPOKm4sCvRBjLHg4Qu2qklHaiW0xGbsiyH6eohu/YOP58GB6PiXGQH\n5ycfyaOrjj4QfOB1s/v7dL6wbZmvX7/y8eMzLjqenmy9vb+/451wu914mq+0qqwjsPd6OdGrCVKc\nU+J0PTIUaymcTldyrhTEUIaBoNl9amxpM3TJTwefrA6UqpdKyQu1LIdQ4r5Wgvdcz0/GFV0zy80Q\nhjlY8HEPAZ0m1rwiwwW6zqZqzm419DMoOVfCnhpSC9U5XIj06WSq0EEbaPlOb84SIuIZCQ492b44\new/rjXxfkfkjPnZ2H9zes23G/sz84Sc+/fjOr38x/t62vdAkkhO8l8xfv//C99vQRTVQmSkuEf30\nP7zoUl4MNvFGJbCx8DzWgMXJuBhMGU49xB4OT2uZ1htziIjmI+S5tUzvntAapRZSTiwDsaw1E9Sx\n9o2cFzrp4OHVKiY4cZ3g26Cd7ByeBBRzmG9Xs5wY9ze1wj3dqbVTU6ZJQ9WzY7rOqaFMvRF0iIBG\n1Ix3auitepyoIcF1jGpbRlyjDtQzeo87HBWU1DeiBkQ9Eh19UAre1xtbN0WjU0Mid+Wdtk5Lyn0t\ntF5tzLlPd0YA9ukiOBdJWz/2PecsRs7CmCuisnPzaeMd3ksliFgs1D6us3RYE1z0gjFQhspRHWlb\nSXXFu8jpcjqQR6cNp5nLHIknh7h2WGb4KuT/6Jjvf+ahFGouj+iEnJDgaaL0VhGfj3ntPJ/wMtGq\n5+31HXEPGbA0oYvy8fOfEIHb+s6Sd3+qkRPWXuisVNoRbOhUbLzSPdutQl0PB3Anar4q0TG5gAvn\nh1Q9G58geG9qB3E09oy5QIhP3NOLFSR5g/nBR3DiOYfIlgudBR3y2Z4dvTuTbaoSwsTbOiIH3hbz\n8PAOL41KRvcipDUQT9QzvSaarLzd/wsAX188H57+RK02xmuyUsj43d29KU4z6ldKEUoOx+bgudK2\njffWmKaAK3JArLU6ZDi9WxHqOFjZEpjmiM+VoI1WyhG1I06NzFntJeBdwYVdklxxIdn/kYor+Rjj\nxklwvtPUJK+dymlEUfzww5neVmptlJZJWzQIGpOxNxp0aF0IGo8cyBDOMFQ0b8sLS0pczuOF4k/E\nOqHd0tin2fFh+CXN8ZlW7pymximZD8+enO6JI3bImXqnVULQURjC92938wwLFR8dGiu7bCtthSwZ\nP/hiXiyrEIbnVF/J+a9sriL+CfaRc680sc3UeHSOMBZxFEeWBNGBTOSymeoPoHXW7d1sCVKl5saH\n8/Caub8xny60kpBuHlX76OzPf/5nPj59xPvAP//zPwOdEPZ1UcklEYKjauN9ufF0HSqpLjZujJHv\n31+4XC4Hv2fbVnq3cV8InnVdOQ0vIRFTfZ5PE10c95SMywjclzunacaHSG+VMOJL9n2hVlPb7rYG\nvQvzIMRXjH8obqgg24NvtJOsEWcu36qkPdrHW7xUnCdUlff77bAqaK2zlsySC/ctMUtkvuwE/Jm8\nZtJWuLuF6/XC64s1kRdOuGkmNxttTNHD/HBjFwGh2p+uByesd1sroVcrhk5y5Oi1bmrBt/c3tEHJ\nQphGJJJk3t9fqT3zw8cfiDGT09gva6GmhdQLYEKEfb/UopRqo/wgFXWFUm/4sp+P0mul5YDjQp8u\nlF11ur0S8p1WKz3fkPNE3d34g0fDs41l2p2cLPjYzgeg0+orWhpP5xPfZru/f/m2sZWVtVREKnOY\nuDor0F+Xr2z6ClOAvIIX8hi7tdbwquQy3PS7hS/behNKFSSBbiN7bx7PoWaLNKmNXhZOp9PhqE8T\nhIrD4QSonp527k83x23fOeFYuztI1orgZSimWwUq9Ptxf1sffn15pVdTDwNonxASrd1NWV6htHLE\njNE6KrDmlSnO9CbHe9acwy2cubVGzpU6XMdTN04UVcjFOL1xd/8voHq1iJfWcaKHN9tcCr4BtdG6\nRWrtNIXSbG9IKY2kAkcaCrpaBXFCnE40b95e7TeBxZ1CyUqqFSMwDEGaCtpBtOBEmHxHdn8ulVFX\nJDaxkeIeCZR7ZssJ7wPh4i0yze/NfmWKHq8O3535Mu5FX6+k9T8eJ/M/7QhecN2yfMBIdVtbcEEQ\nb2RVp/sMuNHJvN++EEdn6n5DprUurSM4Jn8ijsp/LULZXqlLJsaOdxxeHa2qVenNGepVb4RoXVgc\nYb01F/IacLNjcPSo9U7tlRA8Ljh68VCGbUJJqGuc4xXRQm9GuAOITixJ3TmiD3ZT97YOobaFUg1B\nUFeHLNYI9qoZ38Qkq1EOL45aKupMrouCxE4dA/nv919RF1A5UYuS84JIR/ZwzmB5V109vVvX0Hei\ndVNq3YmYjb7pCEm2mI3eHH4kuC8pEaddXRbp3XgcZpzGY5jcG70WU1BWY/102QmMGTRT+2oblPbj\nG+85EfxnnF5pRXG+Uwfh/3qd8fEnejNp+Mt389ex+9RBK0UyvkUEfxBNA0pwivTMUjfeb9+5D4n/\nNJ/4HH9AcgKUDz/+pwenBNvkvI+Uaj9bzuPFl5Mp8kQI1WT9cY54t/PQXnh5tXDo2CdcK8e16WoC\nAOkK3Uj0uzplnmZmd6LURK7vNBZ2Y7O8NWgFFxX1QmjTkZWm7gU37j9UaP7BC8qbiRMQ1u3O6RSO\n4OGaC85H1uVOyp2//+FHfv7Z8tDu9zt/+PEHvn37Rs57QT/QEDUfnOv1A9573pc7l7H5vY0Imd47\n5/OZy+XC+7td7xgjHz/+wDQFcs5G2p930r41TT5MZi7T5CDv9goxzmy5WsyKCzTXj2LK+EOeGCPb\nttF+kz2Zt43SumW/9Y4U48bZ7xxpZKqodzgXDmLvbg7qnJ1rSo8Mppe3Gz4aenZfNgtlHufqNJC6\nKQdzzvjnD4fS8X2582n+ROtCrplAPzyKUsrUarmcxo3yRxbkfk7eR0pZeXl5If5GdTpNE19Sog27\nkJ1kfplPeP3Mstz49vKd549Xrh+t6G2p4EXNEFQV78Ph66SqMEj9iKOUQu4J0SEwuZ4GgblS3l6Q\nlgkfRnEXhbY1KyIEpPQDnek4WgcfIrkkel53ShE+N0MaU6PcVr7d3o6osGn6xMvtK1+/f+Gev+Fj\n4TTidLp84PvyjZwygtBSow3cJrc+pPMTa0n2HOyNIn2ges38n7rjdBoWLbNlybamBG8+Uvs9VBRt\n5q8UgVxf0XFddj1caY3oPaVtxgUE8/xrIN1DrfRUqcN7D69DCT3TMbuNnaO1o63eObZqzag4Rxm8\nsDgFau+WoRc2e6fupq3BGtLWGzmlYZHC+PxQe0WHgpaWkfO4pjUgeOIQhmmX410spyupbPTKoazb\nuautGb+vNSi5G9cvPxDUVmWEuXu0PyLkttUI9euy0LOSSsMN30nnEtoy0TnmqHgZGaQYmlm1I0XZ\nUienOooxyFWoTYizQ0NHwnZwgacQCM7hpJp4Y2TIAsZXLP8+Z+pvWkxd5hPrbxLZnbPMt1wLYWyK\n+0b9fns17xRxbKu9OKYRsnjfFiPryYyqUFo78pu0N1xwxDzhnGJw38hFko56cF1HuOQjsVpVETHZ\new0yFsHevThSWij1ZoTY8AE3FBhb7vRW6a0fgaF1GxW6Jnycjdgnhd7SQZqb45VtSWy1Ij2zpfdD\ndbfmG0JmEkfpNuBRtxeZw73ZT5a9lTo623VZt8x39ytzuFLSRCrvlLoesGZuGYeaBYHK8CQZN0cN\n5u6SKa0itR3nKs0Cg0tuzKfhvTI2qoCgap42zgmijjrOVbCu2rkxss2Z3HcZbAafSS0SVMBZUDRA\nvXeiBJ4uZxiw9G5a6n3j4iMxnJHykehvfPlmpN/UViN0tsKSBK+F88nuU3DBjOCcJ54nqPDrd0MK\n3t6/Ec6Z4D3BXxAeypQ+SJKosK03Sl2Yr0NBVTpsnZ46XhqXSa1jHu7CwTfUe1w4EYK3l+dABDqC\nx9ln7oq6cHRhJXdO85Xz+cq6vbKW+0E0Tmunl8BULsznSLLyyM6nL3idCU4pVW3THq7Eot18j0qh\nlISn8/ZuSOjT5Yl1ufHy8p0//t1/HgiHuZU/PV14u93YloUQAqpyvFBqNWWRC55aG+fr9VDBvX7/\nzjybn9Hz8wdyzryP3/fTTz8ZudlHXl5e7OXm9ySCxnw+08Xsw4KPD2J1siC81qBJN38acYcB6G/V\nezi1jX+MUBjda3AeJ0LRh8u5iAx1hhwZgm3v+MXRsUItl2YmqmP/WpbF1IUi5C2xLAt5jOs+f/5E\nCIEtb/TeuK/LcW5dGrk0/DQjqXFbNi5jncZ5orc+SNN7WsCOMNhLykJfPa1tfPlidgPx7Y3n52c+\nf/7El1/+yrItR8YcnPjw4YlpCqSygfPosG8JXuyajM/dez/2C6GjY+20Vmji8KMgB5Dqqd5UlNoy\n7ftXah3mox+v1MuMvldKWaElpoF4MM+WE1cKQaB7pY0xL04gV9r9zvvLd76+fCcPc9l4unL9WKkv\n/5W3t+/kvrCb6FUqOKVtG1vN9PqwKqi1kloBrAn3LprMC0NyWq/kUqglIa3zvuxotgMMzTH7gH4U\nE7MPnMOJkyhT8NS20N0o+lsFTEku0gmq5DHKarWQsyAIqhO1JqRtx3mqTATZ17zix3vGuWxpnaLQ\nOl5tXfY9lHgcrTXzXvNyfKVjPkw0E6jQxXzRgLRtNKxZrEnIteCGwWjUiZQKUSLT5GzyvY/U1ZG7\nGto7ntVdcW74Wx+ekXXYKOxfGQV6H98o9TjPUio5dbP5aPac7r4Y2g31n6LHO1O79lEstl4oW6GI\nJ1dlSfVw6W9d8DEgviO+0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YnlRgiePmiwMDiLo5B2IeI0HDmg2izfs9MQJ9gUcpdPK6Va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ud9b0RszmYA1J2eGLAWmOl5cf+4sokqKe75b+Lc+fPpJKJVarWWTdrvvh6e/ZasS8/JHb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5UYci/zOK/Q1vB4fOVxf+U8DqiW1aZqYZALykgJTzc+JDufwhtLiglViohaQDgoa9jR03XpfQTn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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "image = caffe.io.load_image(caffe_root + 'examples/images/cat.jpg')\n", - "transformed_image = transformer.preprocess('data', image)\n", - "plt.imshow(image)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* Adorable! Let's classify it!" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "predicted class is: 281\n" - ] - } - ], - "source": [ - "# copy the image data into the memory allocated for the net\n", - "net.blobs['data'].data[...] = transformed_image\n", - "\n", - "### perform classification\n", - "output = net.forward()\n", - "\n", - "output_prob = output['prob'][0] # the output probability vector for the first image in the batch\n", - "\n", - "print 'predicted class is:', output_prob.argmax()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* The net gives us a vector of probabilities; the most probable class was the 281st one. But is that correct? Let's check the ImageNet labels..." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "output label: n02123045 tabby, tabby cat\n" - ] - } - ], - "source": [ - "# load ImageNet labels\n", - "labels_file = caffe_root + 'data/ilsvrc12/synset_words.txt'\n", - "if not os.path.exists(labels_file):\n", - " !../data/ilsvrc12/get_ilsvrc_aux.sh\n", - " \n", - "labels = np.loadtxt(labels_file, str, delimiter='\\t')\n", - "\n", - "print 'output label:', labels[output_prob.argmax()]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* \"Tabby cat\" is correct! But let's also look at other top (but less confident predictions)." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "probabilities and labels:\n" - ] - }, - { - "data": { - "text/plain": [ - "[(0.31243607, 'n02123045 tabby, tabby cat'),\n", - " (0.2379719, 'n02123159 tiger cat'),\n", - " (0.1238725, 'n02124075 Egyptian cat'),\n", - " (0.1007572, 'n02119022 red fox, Vulpes vulpes'),\n", - " (0.070957154, 'n02127052 lynx, catamount')]" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# sort top five predictions from softmax output\n", - "top_inds = output_prob.argsort()[::-1][:5] # reverse sort and take five largest items\n", - "\n", - "print 'probabilities and labels:'\n", - "zip(output_prob[top_inds], labels[top_inds])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* We see that less confident predictions are sensible." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 4. Switching to GPU mode\n", - "\n", - "* Let's see how long classification took, and compare it to GPU mode." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1 loops, best of 3: 5.19 s per loop\n" - ] - } - ], - "source": [ - "%timeit net.forward()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* That's a while, even for a batch of 50 images. Let's switch to GPU mode." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "10 loops, best of 3: 121 ms per loop\n" - ] - } - ], - "source": [ - "caffe.set_device(0) # if we have multiple GPUs, pick the first one\n", - "caffe.set_mode_gpu()\n", - "net.forward() # run once before timing to set up memory\n", - "%timeit net.forward()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* That should be much faster!" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 5. Examining intermediate output\n", - "\n", - "* A net is not just a black box; let's take a look at some of the parameters and intermediate activations.\n", - "\n", - "First we'll see how to read out the structure of the net in terms of activation and parameter shapes.\n", - "\n", - "* For each layer, let's look at the activation shapes, which typically have the form `(batch_size, channel_dim, height, width)`.\n", - "\n", - " The activations are exposed as an `OrderedDict`, `net.blobs`." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "data\t(50, 3, 227, 227)\n", - "conv1\t(50, 96, 55, 55)\n", - "pool1\t(50, 96, 27, 27)\n", - "norm1\t(50, 96, 27, 27)\n", - "conv2\t(50, 256, 27, 27)\n", - "pool2\t(50, 256, 13, 13)\n", - "norm2\t(50, 256, 13, 13)\n", - "conv3\t(50, 384, 13, 13)\n", - "conv4\t(50, 384, 13, 13)\n", - "conv5\t(50, 256, 13, 13)\n", - "pool5\t(50, 256, 6, 6)\n", - "fc6\t(50, 4096)\n", - "fc7\t(50, 4096)\n", - "fc8\t(50, 1000)\n", - "prob\t(50, 1000)\n" - ] - } - ], - "source": [ - "# for each layer, show the output shape\n", - "for layer_name, blob in net.blobs.iteritems():\n", - " print layer_name + '\\t' + str(blob.data.shape)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* Now look at the parameter shapes. The parameters are exposed as another `OrderedDict`, `net.params`. We need to index the resulting values with either `[0]` for weights or `[1]` for biases.\n", - "\n", - " The param shapes typically have the form `(output_channels, input_channels, filter_height, filter_width)` (for the weights) and the 1-dimensional shape `(output_channels,)` (for the biases)." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "conv1\t(96, 3, 11, 11) (96,)\n", - "conv2\t(256, 48, 5, 5) (256,)\n", - "conv3\t(384, 256, 3, 3) (384,)\n", - "conv4\t(384, 192, 3, 3) (384,)\n", - "conv5\t(256, 192, 3, 3) (256,)\n", - "fc6\t(4096, 9216) (4096,)\n", - "fc7\t(4096, 4096) (4096,)\n", - "fc8\t(1000, 4096) (1000,)\n" - ] - } - ], - "source": [ - "for layer_name, param in net.params.iteritems():\n", - " print layer_name + '\\t' + str(param[0].data.shape), str(param[1].data.shape)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* Since we're dealing with four-dimensional data here, we'll define a helper function for visualizing sets of rectangular heatmaps." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "def vis_square(data):\n", - " \"\"\"Take an array of shape (n, height, width) or (n, height, width, 3)\n", - " and visualize each (height, width) thing in a grid of size approx. sqrt(n) by sqrt(n)\"\"\"\n", - " \n", - " # normalize data for display\n", - " data = (data - data.min()) / (data.max() - data.min())\n", - " \n", - " # force the number of filters to be square\n", - " n = int(np.ceil(np.sqrt(data.shape[0])))\n", - " padding = (((0, n ** 2 - data.shape[0]),\n", - " (0, 1), (0, 1)) # add some space between filters\n", - " + ((0, 0),) * (data.ndim - 3)) # don't pad the last dimension (if there is one)\n", - " data = np.pad(data, padding, mode='constant', constant_values=1) # pad with ones (white)\n", - " \n", - " # tile the filters into an image\n", - " data = data.reshape((n, n) + data.shape[1:]).transpose((0, 2, 1, 3) + tuple(range(4, data.ndim + 1)))\n", - " data = data.reshape((n * data.shape[1], n * data.shape[3]) + data.shape[4:])\n", - " \n", - " plt.imshow(data); plt.axis('off')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* First we'll look at the first layer filters, `conv1`" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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TQgghhBAN0MuUEEIIIUQDDs+ZooGcfkl69vvzwe9/1GhinpOvYm1o2OeBuxD6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\nIYQQDTg0AT0mrufTn7XBk1c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OQ+JcBO96hRDCPlFC1k8dMeWcfC4nv/unHRsyNyUrr7NA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NImptzj+dlUZhJnfZGVNvOCfh5CCP3QCtLj1k+YGEYvUc+HdiIHyck0QeOwaxPPL42QHkII084/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\nr7LvQFt4H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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# the parameters are a list of [weights, biases]\n", - "filters = net.params['conv1'][0].data\n", - "vis_square(filters.transpose(0, 2, 3, 1))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* The first layer output, `conv1` (rectified responses of the filters above, first 36 only)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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BDHe94/2ChWSrbuhrrMtra2ux89Zao61sIQyXkEmlUp4wnSTyelDzBQQEBAQE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M7K1IV3Ux/Wfr8vvcu8qU6Bhawq9Q57darFNgvozVapZrVwUoMIH7/RaNToi/P5fGUSMDtPr4L3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FO3q1koQfkNmF4nVuZ5AT5sO/LGJpdr6qxbNL2A1GbPdWInIWC3ktDdlVgNP36elpwxH8+Pg4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\nOVV0cMYtLi6arh94V4WlyUSS0aH4raVY8XkG4YSDf0JT/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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "feat = net.blobs['conv1'].data[0, :36]\n", - "vis_square(feat)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* The second layer filters, `conv2`\n", - "\n", - " There are 256 filters, each of which has dimension 5 x 5 x 48. We show only the first 48 filters, with each channel shown separately, so that each filter is a row." - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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C5h2abDWBNoP5dx4+W4Navno/NF/8LnJUmq1q8BgZdl5C82l5ebmTEdYkn22x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nyFQqFQKBQKy0PV5isUCoVCoVB4srFqPlO/+7u/GxERDzzwwOOE/P/3lHvttVdE9Hee1M+hHhZe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\nddeI6NcctbaohzfNj4XafPCcMUGDM2e//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qFQKKwAq54BHcvML/3SL0VErz2j7QNOmJye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\n9oLN8nuLvlq9IzefcS/9y8oX2WuMLA5XYk57Tq6vrw8Sykw/x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IhvfOMbE23Ah4ZesCWe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\ncBacPVAGp+LjjjtuYI0ATqG04bL2WXl4TujI4gKUgPf++9//7tr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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "filters = net.params['conv2'][0].data\n", - "vis_square(filters[:48].reshape(48**2, 5, 5))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* The second layer output, `conv2` (rectified, only the first 36 of 256 channels)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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vvfVW4mt5ZO0npbL2cdLP8eabb7a8n7yGhoYq2xfys9dvnv57TWD7A+qxa7+h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\nNr1Cdh62JEETJvjVc/7d7343eE1LHrz55ps+ts3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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "feat = net.blobs['conv2'].data[0, :36]\n", - "vis_square(feat)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* The third layer output, `conv3` (rectified, all 384 channels)" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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VTf2YmVO8yKXKjvbkNVKssLbCfFbnnoNiiZNUpJbu+7mVvTEvFBz7VmaF8Dnm\nsvAydmjvXoJgk2xcfOBcnSpqeVauNqekmmuu8H/XLxaMOrpUUaGMOQ8l7bQ46fOPxt6hYp2OOwsv\n2dt+5j52dKh5opWppmmapmmaHZyaMkWRkCUku8n7y9zZ2SqS4uR76d3wSkd7g41qsMBxM8tJltTe\nfYGOi4xlEYukPXgn7nfuPbHvue/cc+7555+vqqqvf/3rVTX1nzpdb3vb26pqaseR9/3ss88e+XlS\nuB9K5qHiNrTbXDxC1n3Sbrx816ffRmqIv4ujcVyqwaga9F/5K3+lqqp+/ud/vqrOj4eh/F511VVV\nNcVAGWfGgfHyzDPPHPn5p/7UnzpyPorlKOOKnTl/7hvG+83q21CfrOr4a5RREbfi+r7xjW9U1cWT\nhZZzR+7ZR6XOvmHTbNNPNvGtb33ryOeNSXGWbO+6666rqsn2Pve5z73h9XpWGBtsfG3F+b1kZrL4\n0L/zd/5OVU2KGzvw+7XXXltVU3tkpi/VOe9raS26Q5HjTf96BufuIWufoTmn5nihlJozUpnOWD32\nqN3YrTmYPYutWqritzLVNE3TNE2zg0tO0Su6ONyxpmmapmma3+CCqdCtTDVN0zRN0+zg1GKmxGLI\n3LArvfeW3suLzfFe813veldVTe/lZXp4X+o95zve8Y6qqvrZn/3Zqjrc/kFzUPrUYcr3sbKsVHS/\n5pprqur8DBXvl1VrFTuiXcQDPPDAA0d+H2XuqM2RO2bn3odL7097ave5jJ6tOJ/34OImxNaIt8g4\nAdlkvid2SyyR9+L6wXlk083Zi/f0+lV8x0svvVRVy9vDebVjZkEaF67f/92f2DTHEYdjfOTxsv/g\n/GKdHFdcB2RGadfHH3/8gvd11113VVXVww8/XFVTbJfzi6NwfWKv1ETKGDr97b5SUT835uyv/bW/\nVlXTWMt4K9l0xpprFZtjLBpLPmfMGGt/62/9rao6+bll6/lGWY6jDNS951uL83k2sEHI3BYrJO72\ngx/8YFVNGaePPfZYVU0xRPpdjAxb1L8nfX8yoZ988smqmsaCuU22pvs3Zz/33HNVdX4MkBgrc5ux\n4nOOKxvTmDOneFZpp6985StVNT2DPKO1m2eQ8SC260tf+lJVHX97Znyp+E7371nn+jxjzXHuz7OZ\nvWmXr33ta1U1xUqZm5566qk3vK5WppqmaZqmaXZwasoUxQUqNVOerLatnnMfKF6G1SNvi9Kyt0rx\nXqxiR5kB8snQAAAgAElEQVRFL774YlXNZ6SMeOWVV478PldLhjc+qlK8Fl4Mr2qkxKTXNAdviNcA\n/c+7kFE12lvO9WQdMvDSeX+8xKVkpfKnn3561feTUfXrURak+8/surXcdNNNVTV5vx/5yEeOHNf4\nUhPpT//pP11VU9beE088UVWTCsBr/MEf/MEj50klKbNJqQ283ERGk3ZKFeXc9qNWPvjgg1U1eaiy\njDIbj604BzXNvfiesfz+97//yPe3VpKegwK2tDL6HKO56KTrBCWZ7WbsUxjMbakMevvAdjxT3Ke5\nx+fMQTl3njQ5VxsLqfKqzzVHZiJnJrtnzQgZ2RQeaG/253ryfEvrpOkPP2Uqu15zv/GYzxTjMxXL\nrLuWdcvYh+Oxd/aifSi07o+itfT+WplqmqZpmqbZwakpU96r8kp41pQHq9cbb7yxqqZVJa+C90HJ\nsnqmOGzdb0csCu+IYrZ2/yHvrV1negviM7bua5R1it773vdW1eRlHHeWJi98pAxhqSIF3tBojzvv\ns+fI2jWJfnnhhRcu+P/jrqJ9KPbWPaP0UnKNG/3GO2Onn/rUp6pqimniXfIWxTxt3X/MeLvzzjuP\n/N3xxMW80f5y+s61gEKR8WUjVZKnKmYk973EcY01fbO34rq5zHH27nt56LFhroexq38oCanQeSZo\np9xn1Jwr5oUSsXZOSqiwnmFrj/ee97ynqqaxy37cp+sV60Rdpw7rP3OkGm0vv/xyVZ2/L+Yc2jXn\nXP3setxnKlNLdzfw/VF7uf9RbTz9vHT/U3OS447G6Wg8e8uVit2IVqaapmmapml2cGrKVGZYiM3I\n96q8SV6hWI30QnIn660eO2/L6p4Cs1ZB4lV4H2t1zwvgTfByrLrFNPGK8z2uz1k1g9c15yV7L+1z\nvNVDxWUcityZPtFue/cgHMV6nbQidaj7GZHeP9wnL469UTN43+IGRvED7IqdzimDI8ST8E5549ol\nYy1xofsbKTujtkjMPdrIPeW9aStjSBvs3Y9QHFva4lpbMVea0ygDW2O8Dj02cs7KWJoR+X8KA5uV\nYcs251T0OYyN66+/vqqmOXitMkVxy10rkJntnh2egVk5P5XGfFbNvQXxlsN5nFc87OjtCii3ezHm\nnXd0vlSuMqPc/eRbqnymWiuM+oG9LI2/bmWqaZqmaZpmB6emTOV7Z96DekFW27wq9X9GO49bhVpV\nb40zsPp3HVuz33i/rje9wLkMi8xq006jVfTSjINU9PbiOo/ruBC7w6vQT2uVHMfRv6edyYTRfVBs\nqR5b1Y6RYmmc8D4zW3ZpfI3+5wWmCpB78+lf5816W84vUyf36kx7p0JUTYqBuCrnEGsxZ6vGXMZK\nGcOp4mbbHQrXq01AQVhq+2w8s55GjGJW5j6/VbHK+Fb1oygq5uC5tw3Z/tlP+nVpllxi7tD+W2vr\nUZYSY50ik2OTKus+fG7OnsUVU6acxxijBIkx9Hfxi6Pje8ZlXanRPpw+z27z/6mA5bNFe6QSxv70\nx2jOMg6uvPLKqpqUzLl9YZcqj61MNU3TNE3T7ODUlCkKUlZr5Y1lxkB+j9eRO5HzSq2218JLcj1W\nyWu9r71xCSo9+5n3k3WY3mykN8Sr4X3OZWuKyfO+W5yLbDAKD2/npKogr2U0DtYyUuCMG14dBZi3\ntlbNMP7SaxeTJSYqvXvjzfepE8a5fhplHVK6z/1b9inbmYsPZDu5ywLMQTiuODfHTcVlrwqsbUd9\nm/c3gsJhbtJerk87UtZGyh21GeJJKRP5lmFpPCwbFoPERraq0ZQa9pX1sZZiLmP77FE75DOGgnOu\njb8Rafc5h+Tvxjzla212Xo4PKnHalxhE/TcXhzyKi84s3awMwC5HzwjPgEPTylTTNE3TNM0OTk2Z\nsjr13tKq06qcV2YV7fPpVVpVZ1zB0lV8ku+BeUlra7NkzE8iHkANC17PKAuKN+lzWWdqKdr70PEd\nS8l2HWXYpPdkX6r0KlOphPiG9LIOHdt1sTBSSNl17n23tk4bL9W4Te+a3RkXxuuo9lF6tT7vOOyH\nd3+uvWQcJU+VQpFql/87JyXAvezNyksoOUvbOM+/NPNWpXA/2b45hwqYc8Hc3AXtPFJP2VwqBvn5\nVPZcp9gm308laC5eU7v5njlza6Y3BWZut4k5RjE4WWtRbJD2yQzuERmLlMrfiDk7N17mPjd6K5Tx\nkVtJO3DctDf1vDw7lmKeYFdLx0MrU03TNE3TNDs4NWVKLJLVN4/TKtMq2KpwFJeQVYmzmuxacn+g\nUTbeUrIGBihnYknmMkzSu5bVtBbH4V3sjclZ2y4ZDzEive9Rf6ZXym5UAx7FuFFi5mrZvNlhB1Sc\n3Cl+KbzfSy+9tKqmfkbG0VBllqosOX7ETVA2z1UbqMvGmN/NEe5Vlhh1k0Ljp9iP9IT3VtDeq44u\n9exdt2wuanjuQZgceky43lGMUd5PVjZHjuU5hYQNUqnNVS+99NKSyz413L+sv727HBiTxkxmylPs\n5t6+aE/Xo/1HSlRm9S3NOB9hnKYdpPLmc1sVMM8G12+PyDlamWqapmmaptnBqSlT376A/+8lZoVv\nq2VepVgOq+JUKqxCZQllDNVSZBNabW9VpChAVsk8fp64Va/rHFX8lrXnfbmfW2OmePJbY8qSpfEk\n7p93OlejZalXMaqePLquzGTKeIq3GjJseJ2ZObS02javl2qTGVi83qwOvrbyPq809207VwlzzcZu\nzhU+a8y5N2PST9/Pukt7K4Dv3W1gaQyM63S/YqXMsVvnNozqCSXmuKwBOFL4XLef2ivPM3f9zkOB\n8TPtwRzrGXNWcL36W/u576VZpD6XMUXac2ldMc/ezIrMtyTOo/39zu6WPjPyrQ47yGy8VKLYpWel\nNcFcBfyMnTQ32q93jlammqZpmqZpdnBqylRmdcFq1mqS1yBWiLeS3gUlyfthGSxboVRYTW99/5px\nClb3WbHddT/11FNVNd2n+7KqtkqX1bcVsVprvYWt6FftuDejY45R1mJmS/Ka9sbBXKywQ4qsuAaK\n8NxOAtqZt+t39pWfW1rrKcl4iRz/59ovT5xnn/GPFClzTO4qnzFWVDfXfOONN6669kOzNB7UfWeF\n9ldffbWqlisbI+Vm6RhmW9pb+xpz+RbB/7W7fly6Zx8oOrlnm37FWdkFITGm1t53kjXZRnPxnNLo\nenIPvYyZ8v1UDtc+YzJ+GZlNyY7FBlLK7HKxdG6nTFHRKWCezXO0MtU0TdM0TbODU1OmrF6tmnkL\n3sfySnLn7FGtDatIq8v0PtaSitlaJci+YFl3hzIidkc7ZPaiz4/2BhzVo1rK0srWe8n35kv3k1p7\n/PR6UpHKOBhkvaM3C+6LHd1yyy0X/BwvU38YX75HEeYdGodin2S8OZ+fGdeTXrXxSe2Zi0NyvOwn\n13/99dd/+2+u2d9cK0+VbZhr8piuiapMZWM7S7N7Ruzdz3KpkkJJevrpp6tqauPPf/7zq87HM3/+\n+edXfS9x3drP/We8qLmWLRq7bIBCMhczZW6lSB5XRfnjwpjZGv8Lz7LrrruuqqZnpPbVTsakse4Z\nnNehcrn2z2zDuX5Z2n8jO89McGsIdpP34X5HmAdGc9DSjPc31xOkaZqmaZrmhDn1bD7VSXknVpVW\nk1bH3qPzjFU+B2/S8UZKw9IMFErX0tiOrKEy58XxCpxHTNRZfX+/lbnsukMdf44777yzqqoeeeSR\nI3/fuvP7ofGeP+snYWn1Y9x2221VNcUzvO9977vg5yi/vDs/s/o3VSD3D6NwPvnkk0eOa7z+1b/6\nV6vqfO8/la65PRcpYMav+UJ73X777d/+rDkkY4KMUTEXudcaeKIPPPBAVU3qFw997+4BuUfZXCxM\nzmVimJbOFdRtHn3uiTbaRQCjdnQfFL85xLTcfffdVTXN4TmGxVhl3aO19ZZcJ5s5rZpy59rmFvbO\nUVlTkBKjfYxlypOsz/y/77M7c8vSdmV/5pC57MmRcpVKpv5lN37meUf1tNilvRyTxx577A2vE61M\nNU3TNE3T7ODUlan0iCHj5LLLLquqyTu0s/UIHvALL7xw5O+q4H7oQx+qqilryerY6psXYFWce4lZ\n1fNORxkpc/g+BSvfy1ote9/94osvVtXkJS6tDbIV2ZDuN1f7J81SRTER77G3NtBWeFG8Q/aS7/H9\nn+qQdcr8TEU2oQhlLFh6j44ne3RuXGUtGXY4Ukd+8Rd/8YLf93n9sXSfM/fhOt2Pn+dW8+ZhGlu+\nm/FcPG91ZPSBeERzQdaEy0rO7s21uLfMcKTC6VtjK/vG2HZdGf/p+vW1311/7qYwt6ec2LJRpqQ5\n8Oqrr66q8yuqm6tfe+21qpraja27H9dnbmbLeX/URrFqrjtrEc6h392X+8iYm7vuuquqJkVG/5hr\nzH2UTAqe63J8zxjZnhkXiKy5t3UXiqWxdxQ9zzr965nrvm+66aaqmnY/eOWVV458333mLgfsEFde\neWVVnT/mtavjPPPMMxe8fv3GDnxPO6a9zD0THH9U4d0cuJdWppqmaZqmaXZwyXHX+3kDTu3ETdM0\nTdM0G7jkQn9sZappmqZpmmYHp14B/bjJ6q5v1fPJKBEPkhk94jkcL/fv8vfM/Fia7Zg7jie5D5P7\nEWchPmOU1aa2UO6vhLmMJWR7ZqV+1zfKOhuhfb2/Fy8jBuik7UUcS2bMiH8Q/8FexD34v99H+12J\nFROnoP3YT2aIaQ/xOI6b9dQydjFj+V5//fVvt+Uoeyd3hRezIvaIrakVN4oL05ZiTObi2fbifLlv\n6Fy212g3gMQY0cZibK666qqqmmKjjgv35/xixsQGsYW0uYxXzUxRMWEZ+yMO9azN1Yc+n/ZR38vY\nt78lPvzhD1fV1N9f+MIXqmqya7FSxp5xpT88U85ae/6JP/Enqmoap1/84herapqLZQrLShULl/Ww\n5t7itTLVNE3TNE2zg1OLmbrkkktO5MS5elUbRaYIT/uGG26oqsmr+Zmf+ZmqmpQOq/X03ni5v/AL\nv3DB8x03S8/3/ve/v6qmTKfM7KFcPf744wc536FwPv21Nasw9wObO1/eHzugYvDulmYJylDxkzfE\n21/anvpxbRVrLO2/rdmTW8+HpTu8jzKZXn/99W//j8JEydFn/i+LLjMm0/PmcetrNuTeZG+N6tQc\niq1jb2nFaRgrlKmzNpetJet6UerMgRf7/S0939LsP1l9svkos7I5jZOXX365qia1P89HGfa78Xfz\nzTcfOR/7pJwZd8anLFHHpxgvbU9zruunSLoemetzGc3nzIUdM9U0TdM0TXNoTr3O1FYyxmYpaoX4\nSVmiOPCMebXiKLKuFO9tbWVqWI1TGtResTo+tGLIu1ADhJctnsDqfE6ZguOo4H5o0tvICvMJL4iq\noNaO9/z6d+kO4vqd18WrUwfq7W9/e1VNXlTGaPGC2BlVgFece9fNQV3h1Xm/r52+7/u+r6qqfuzH\nfqyq9lecd51rY8PmGMUxYU6RYgdv5F2zbW1vrGpDbcMzzT6Cz7Gpkbo5V0F5L3O2P8dSRQrHtVcd\nm5+r3J77baYqvBT967z6eW6vtjcr2nUuftRejuwuK4hrz7m42VGlccczx3jrkHXSjDv2m3GWS3Fc\nipR2MIevraw/opWppmmapmmaHVy0ytSh9lTLSuLiI3gvVucySWQE8JJ4wWsrkueO25lp4b3woVDl\nNXfUnquOPGKpwrOVVOayqnPCC/K9rJy/NhNJ/zpeVrrnvafXTwnjfTk/ZTMV0KVQiMRKaY/77rvv\nyHGXKlJUmlSeeK3+zwuda/+lbN0fjfdqvI2UraqpzXme1C7foTC95z3vqapprBvjWQFdH/vpWnDc\nWXxrlSVoB/F5mb11+eWXV9X5qmoqQEuVISq3sWes2C9V36cylXsPpg2Pzuutwsim2EpmMa7dreLQ\nbFXa9rL2mcnuKFIycrX32meAdvfMc/8Up1QMzb0qqZubtipJOYeICTzUs6yVqaZpmqZpmh2ceWWK\nEsR72avYiPWhDNj/x6rXe3Xva62OrZ5zny2ZIrl32VLEHPGanXfO61oLbzC9QhkZa1mrZO1lqeLC\nG9eOW2N+co87P8XS6e/cl423Q61wPbw7XvLWvRXZIcXI/laPPvroquOM2kX8Ay9Wvalrr722qqb7\nSjVjKRS7pfXJIIuTyqKdL2QXPE976KWyxCOm1OQ9Opc+olYbOxnPR3k5LrbG+GgHylxm9TnuXJbX\n0uwz8Z633XZbVU3tSRUfzRlzY3uUjai2nLFFUczjZazNaStTJ61IYW1WJzwDtTfEjxqLI7Kum8+7\nHsoQNZzy5Jl4qBg+SjTl1Fz8wAMPHDnvVlqZapqmaZqm2cGZV6asTq0ms2bI0h3EZavlDtdWvVbH\nvFB/58VkFdSsN5XXsbSmB2/XcSkq4g/uv//+Jbe3mFF9JB7/oWO1ThpeELTn2rpQ4gP0Y3rxvDKq\nBqVIbBbvy/l4o46TO58vhRf+vve9r6qm/qI++Lk1zgaUNt4+r3Eu226OzI4cjY/8v/Gh/ZYolXPq\nF1XYT/FuWaXeHKRN04aOW2nI46+tAWauNGflWKDWv/TSSxf8/lz2HbTTT/3UTy36/FJGtpwK28gm\nUjk5lNqfsFnteor73l6Q0bNqDmPeWxtvZbT7SJmiPJmzKIQUSiq3ucXcrb4VO/fs3puFqaK765rb\nlWMtrUw1TdM0TdPs4MwrUxQj2USy3sSuPPHEE4uOQznIaqwZR+F8foqJyXiJ9Ioyu2ipV5Jep9W5\nTJtDr54z/oFCwju42OGd8oL021JFCrxM/ZgKJu+W0immjz1kJW/9zCvaWgfq+eefr6rJq2PX1113\nXVVNXuAjjzyy6fjJr/3arx3kOMmcYut+xOFQiSiCa8i96fSRttOnzqVveNyHyhw+FOaubENtNKrH\nQ6nLOZDaT+U8rZietbCFtRXFt9YryqwyY9yY+/rXv15Vy2N8siL/UgVwLdrJdapRt5Ynn3yyqqo+\n9KEPVdWULTuqtSge2RwqFjGVMeNsNNew28z63Ipn96EylNHKVNM0TdM0zQ7OvDIFq1sKkFX90h3R\n87171gtyXF4HRYj3mt6pz1Eo8j38nBKSmRWOJ+MAh1KkRnWFtNvW7Kyzhn5iL2J+1kKd8JP3q1/1\nNzvi7Ym5y6rBrofdbs3mo6rwrilje2OkzhpUktzny/2uyXZN5YLyYuxnpedR5utZgUIiWxFrs57c\nH1vKPQpPi6X7aC59KyHmhoKyVYUXV2qseXtAMVlrL+aS3DtP++dc7XN+rs1wlo1HCXqjWm0XgpKj\nX4zJjP/Muc9427onof467j0Nve1iJ2tj3lqZapqmaZqm2cFFo0xZ3fpp9bsU3pe4Ah6+VTvvwu/O\nk+9xVVGlgPje1swN77O9X+ZFHbqq8qiuEC9Qu6zN9DhrZNbXXnj7+ps3OKrQ7qf+pGzyBvXD1rgU\nimnW0zIe9u7Jd1agOGWMFOVvTUaWts49ybL+1Bxz+wqeFPo897qbi+3KOD4/qasUutNWptbO7XPs\nzUCFsavd/b42BsvclHsQ6h/9mXO2sb/2flyf81B1zWFrsxtlfVLW0u5Gc+9cTF+Stf20Vyqyh8Lc\nspVWppqmaZqmaXZw0SlTaysnw+rZ+1CxSFkpW8YBbzU9fatXypHjrvVW0xt2PWJv1PQ4bryHPq6s\nrZOG15Lv6dcqhxkjlXEKFCu/U6IyrsD3Mp5iqzJF4eKlZRbh1hixswavVJwHr3zLuKDiUX3ZOpXZ\nT2Nbn5oLcFbqBqUNLkVsi7nH7hJZofq0sxcPve9nxq9uVRa1mzGnHpK5e2sGN3yfQpiMFKmMw8zj\ne2amIrRWAXR8ymXWkcrzmZM8Y9mt9pqzM9envSmCZzU+tJWppmmapmmaHVw0ytRWRQqjDB3VWJfG\nmuTqfq+iI0ZJ/Syr9ZOq9TK3r9LFinaV+bS2pgjv1XF4RbxcGSY+l7FUc/23tWYKtUTWZ2bUvFkU\nxoxJpFRtmQf0Wf7k+bIRfa0ienJclbOTVB2pcnjXu95VVZPHnzFO5rjcM1DbOR5FilLge6cdMzWq\no7UV6ibVmiK3FhnPWWtwbZyiMcuezBk51ywlM3xH5K4eWDo3ekb5ScnNLLuML9Wf7m+psuR+7KHJ\nXg9lF4emlammaZqmaZodXDTK1FrER8yRla7nPF+rcjEyFIGtGQa8ZN4iL+HFF1/cdLy3Ou9+97ur\nalJweHmq9apyPYf4BHaR9qTfxdqJoVvqpW5VplwPL815Dx1nAl6lrM9D1T1bihjCpd73heAJZxuJ\nLxtVZj4tssYZ9Rxsmi1rm/wpFowSQdHKSujUaecZxexsZW3c4r333ltV09zI5ighS9VX6u2NN95Y\nVVN/b6mif+71jHCfN998c1VVPfXUUxf83Chma1SzcI6lY4LymHGXSzEHaAfjZRT75D6p9H5fagcU\nY8/GvW+njptWppqmaZqmaXZw6soUr8kqNPfGU3XWapqXqSaHVbzVMo/97rvvPnIeXpqd4TMugSJk\n9Z41J66++uqqmuIJrLZ5gfkeei28zK2KhftK73ppTRJeR1aHFpdx0l5BVtWdQ/vrjyuuuKKqpv5a\nqkjhYx/7WFVNdkkNyJow2u21116rqqndxFT5XRYpexXHsRVeL6/0UPtWJakOnBS5fxz1aIsCpw9H\n6tZeRYrScVLxh48//nhVnR/rYgxk/Sk2S+2mPF122WVVdX6W36GypcwdKoU/++yzi76nHXOXi6uu\nuqqqJsXJdbINipW3Bz7Phn0+96ajZntGGLNimyhaL7/88hte9/XXX19V5z9jUmkaKXXmBP012vMO\nYr/McXPxv9pz696EnonOk4ppYs5lb2uzRPVrZtUm3hKlsmpuNi60k/HuuNpd/7M/vy8dD61MNU3T\nNE3T7OCSU6ydcjaKtjRN0zRN0yzjgpsEtjLVNE3TNE2zg1OLmTruHaBBebvllluqaoo1kcV3zz33\nVFXVM888c+TzH/jAB6pqes+vxoj4CJkJYonEavm7+xOv4f2t99Wj2h72IZrbJ8j7ebVkvv/7v//I\ndYgL8F7Ye3/xFO973/uOnMdPcQLiS3xe7NWTTz5ZVVX33XdfVU3tkzEu2lG8gzgC7/O9l84duv10\nXtlqx20vWdvmpO0zz6fdvN+/4YYbqqrqHe94R1VVffaznz3yeXEkjpPxKeIGxMSJl2Gf/q4/ZCmO\n4hwyJoy96GexTezwJNtz77nEYOib0Vgd9d1x4Xx33XXXkfOKnRGj83M/93NVNc1xf/7P//mqmmKH\n7r///qqaYkh8z9g315kzRvfHptJGjKW57De4TnPpddddV1VTDJTz6Be2ZY4wt4pjTNtlo75nDhLn\nKMZqlJHtPLmn3lwsD3L3hLX24vxi0OZilbDUPtmBdpy7r7SbrCtlDhAzJRPaXJZxj/nMEKOUteWu\nueaaqppi/3z+L//lv1xVU9afWCe//+iP/mhVTXPiJz7xiaqaYuX83fFkvZprPfN/8Ad/8A3bpZWp\npmmapmmaHZx6Nt9JkZkRvBWZMZnh8PDDD1fV+XuBjSpbjzx4q+Pcl2jESJHiXfDOMmODcsS7euyx\nx6pq8vrcr8ySX/zFX7zgeSheVu2UoayZwutcus8V74J39cu//MtHritRF+qkWOpFHxfaRXtkhhkv\nTQ0b3ql+11/aNXdoT/vUb8bF2kyb3NFe//IaT0qt2YK24UG7ZmOFik2ZWVs9/7iRHSdjlSJDaYE+\npV7zvFV4pwDJmJbVtPR+RzazdizlHGAOyyy43Df1UMxlPI92z0COtWRvXPKdd95ZVdN1LlWmlvLe\n9763qibFaE6Zmsvszj31qNgju/BMy/ph7Mv32WfWYKR+e7bKuvTszWfuP/yH/7Cqzt/PlEL5wQ9+\n8Mj3vC2ao5WppmmapmmaHZx5ZYoX5j3+Vkb1aUbexNpd6nm5idW1n94Pr/WueI+q+b700ktH/v/Q\nQw9V1fmK1dp9jFzX888/X1XjSuxZud0q3vv09F5G8QhZc8X3TzHLdBFi03hf6f1krZ852AcvN71+\n3tMTTzxRVZO3JD6AUsRLm6slc1wV07fGhZwkbIuyA3ONmnLGwFkj60n53dj1dzbx4IMPXvA4+ihr\n6KXtiNfLOLzc824r6fnfeuutVVX1wgsvVNXUX6lMLFVTU51PllZ8z+OIBRKz9rWvfW3RcUaM2nPU\nf4fCmFWXi5JpPHhL4Bkzh2ch+2NXo2feqKK9GL45ZStr7l177bVVNfUT5cuzfKTsUek9u7Ie1Ryt\nTDVN0zRN0+zgzCtTso540rywtRWt1+7ttbRaL0axUFlNNzNNZFP5OaqyS5mzync/kIlh9b+1yi0v\n8ZVXXqmqyWvJCtu8KDFk6T2I/RopTBQY3rHjyGI768oUr4XXk/0/iq0bwU5GdiR+RIwf74nd+P4o\n/iMr9POq56osr0V/UizPApQHY4Oa99GPfrSqpjnG3z/96U9X1fmq9KEqna/dqy4R8+Q6jMVvfOMb\nVXV+PNsIMSJsRxzdSEHIStLmoDnlJ8lsv4zRolTkWPB558u5IzOhfc7cOBobc+qx+2YfnkXsau7t\nBaVwhJi3nDPER5qLM46SImauH80dcyq5Z6n2Ezd70003VdX6fWJzn9vcm28O7ZoZw6Pve5aYy3xO\n/y+NMWNPlC52I4ZyjlammqZpmqZpdnDmlSle2NL3liNGe+et9apGjHb69ner3lEWlPgNtS0+//nP\nX/B4lKsrr7zyyN9l5vDeKBhr4dXx1nkVGYvFW3n11VeravI2fW7O63adPp/ZgXv3OjxuKI25/1fW\nzVrKXG0eSpL4Fd4kL54dj8gYtuNq36z9cxZIpSUza8WEUEUpL8mh9t5jG9Te0V5qI3yPrZhjlipS\nYHPmJjaUMUyp0lPVt8bdpY1n/4yUEOdNpRGZCT2n1i6F8uH4rn+pPcztMzq6PnGZH/nIR6pq6q9P\nfg1HoCQAACAASURBVPKTVTUpUnP24/xU9Nyb0BwvJir3xBtlmFNqE/3ELte+JdGvxif7HClM6kLp\nFz+Nh6V7b/oeuzFnLp3LWplqmqZpmqbZwZlXptQ52svovbX3zlbhI4VpjpGiMFejhHcnY2Nphkpm\nfDjOnHfqvb/ryc9TvtQe4a3m+3j1jLC2tsxcTNHaukcnTWar8Rq3Mtd+vKXM1uOlzylhmbF0XNl8\nvMCzHPMmM/LHf/zHq2pSolQW58mLKRplG+2FojBXpyjhKVMXU1UfVSZPjGmqpzlSjM5JkfGfGMWW\n7a0zNacULb2OpczFTI1QK3A0V87VLEQqTckoa26unpTryrnLcfzUbksVIuhn7T+asxzfMy2va2lG\nNXzeszLjhUe0MtU0TdM0TbODM69MbSWVgtGq2PvgVGhG7+UTq9aR98HrOm4lZpTdmLE44kNGcRa8\nCbFbsgjT+z1UrNmIUe2X4z7vUsRGHTobbgQlcmtNn/Qe2evSDJu1zHm1Z4FUnKitH/rQh6pqiks8\nLmUKsqbsujCngJgrso4PlipT4irt66iK/nGriq6XQpQxKX7PONO1ipRMV3MgZUPs0FLM8ebEjDma\nY+tctVftXoq3M/ZrZYdf//rXq2pqr4xZMkeP5hb9rB9Hz+DRnJ6190axYc7jvK7Xs0xsmxgvP8X7\nJsa7dhnFUCatTDVN0zRN0+zgzCpTo/fUVpVWs0uz/EaxRKP3qUu9IN7VyItYm6mzFO+54T78PTN+\noKrzKEaHl+r7WfMDvF/extq4j62clcraS73/EdrrtNCfayu1L2WpN3eWOW5bU0dI9pw2m7OpjB0x\n9/i+vvU5fZzKgDlAxWtz5KHiVEdQILRvZpZmnaLMesy5NhWNtL2saL02difnytEuDyO2ZoEunUtl\n/W2N91VpPms4egaKHVQPLGOUcpz43c85exablAqwZ0/W98r+c//snrKZb5esFebqTqX9LH2GtzLV\nNE3TNE2zg1NTpuZiiUbvYykvc7EjuZocReTnPlaJVfFoJ3XeyciLOPQO5xQ59Y1gNS1OQO2S9J7m\n6hjxJh599NGqmt4/q9IL7ZleY3olrnfOO0lvIs+HsxKL437n7GPu+2tZGsuXpPefKsZaZWrOOz+u\nbMHjROVnbXxc8WT2PFMzTOXypSqnvqfQ8NT9buzog9Hc5PNpU0uvY2k8aEKVNXekbbLFnFMoImzW\nnGWO8T0KTdYTw9qxai51HRnP6XrWvv04FHvHmmepGCmxYfpX7JD6Xznm8+2R9nbfczF4o+vXrvpx\n1I7s3U/POPbs2UKZGl2P/rWjgDluaf+1MtU0TdM0TbODU1Om5hQmq8us0uvvVq0jz5hCk7/zWnw/\nY19SuRnVQMlVc1YNhtUtL8z15nt+/894h8T30hvUTrljt2wz3islToXzl1566cj5vd/P9+/5ntp1\nuo5UqtZ6uRlztbU2y0mhH7bGQyytXZKwJ+NnaaZZKlnscG19sPz+iKU1cM4SVEZxmcbGoaGMGENr\nlRKeNhv00xxkX0R9LksxPWx1te6+++6qmrIXl/bdVpWYAug8OcemraaS4PPaQX9RkMx5o8rVW7MV\njVkKiD355lTifBYdmkPF5cpsv/XWW6tqshf9tLS/U0mai58cxbDZ1UMMl/jk/HzG0KUyKaYKI3Wf\nXZkH1FocPduTVqaapmmapml2cGrKlLiBrFKa7529v/Qe1/txGQgjMmLf+dSWcB5eg9Wn6r9W4Va3\nVtfOby893pDfE8qX1TEvMutCZS2UOZ5++ukjv7teXq7jpAKindPrtpq3Oufdzu2I7v7mqtTyEkf/\n5234/9Z6SifNVi93a9YjBS+zKymN2i/VhfRexQ8cV1zQxQSVL7PF1Fg7NPreXDBSv0e8853vrKqp\n74xpx0nPfZSxScGRvTeKEcmxu3VPQZhrzC2pHFCaRqqv+6bCgwpujl66J9/S2C9jRqwW5r4nG+5i\n4Z/8k39SVdMzc21MHPvMelz6LY+XdqT/HMezhWL0pS996cjnKU3slz2lMpbP8Fxr+LxxQdFdWies\nlammaZqmaZodnJoyRRmZez9PYbJK5UUtrS+FVBCshnmf3sfme2EKic/7f+6kPqpJYzXu5ygWaG38\nQXqPvKWvfe1rq47je7xz3udcLA5lbWnMzZwSkzFaa/v3tOAV8d61pwytQ1dqp0hpT4qqeBd7PCbp\n/R1XBXnj6LTraC1B7MvVV19dVZOqO1eHZisyY2+//faqmtpobdwadd0Y1JdUYmNnbm61D6fPUyJy\nb75Uk/fG6MgKQyoEc3GIlI1nnnmmqiaFyly+NtN16f343FrVfO1egGcN10/Bo9zOZYmam9gl+/I9\nNQ+z/cVKvetd76qqac4zXrNyOQUsYwPZAaXKs3dOabPGsGaQzThHK1NN0zRN0zQ7ODVlyirRalPs\nUtYl4vFbHVttZp0f///mN7955HMYeR+8GnEA3pdSGHh9qdRknZ2lWVWpQIl1oQxZZbsfilbGQWSG\niHYUJ+B7vAn35/29Vbf4BF6d6/N3pHe61ps+7v2+TotsX3Z2XPfLK2b37JCXd9q475PeO3FLxhQP\nlSJF6Vlb+Vx8ISWIJ+zvxqbsoDvvvLOqJmXI532OJ6wNM67ty1/+8qrrm4MydbGowfCMMGduren3\n4Q9/+MjvlA3Hp5RlnSVztmcUxSWzDNnBaaGeGShFnrVi1zzDzO2eCdR3x3Hf7IUiBPHM3jboF8cx\nRziO3zNr0N6R3/rWt6pqGif5rPWWy3Vnxn5WcqeEyl40Z5vLjUP9t7RifitTTdM0TdM0O7jkFBWD\nN6dU0TRN0zTNm5ULStetTDVN0zRN0+zg1GKmch+c0V5yW8kd2LfuAJ/7Qs3hc+9+97urquq7vuu7\nqmqKx/C+2vt37/u9D/YeWTyH87sf739lRnzuc5878rnjQiaSmLLjPh+053GfT/wA+3O/3uPLMMks\nTmSmyqiqtbgBMYNi0fSv+/V+3/kzc0amjPpmsjjF2bgfsX/iIhz/nnvuqaqqJ598sqrO30fr/e9/\n/5Hr+uxnP3vk/LfccktVTe2VO82zX/8/SXsxlsRGZFaPWIjM2vF/WXb6RiyGuCyfF8sxd2/iH2Vc\njmxoyb2dez4xHlkTj43p+4wxMQf5/Ci+LffC06ej+NOPf/zjVVX1iU98oqqqfviHf7iqqh5++OGq\nmrImZWm5rieeeOLI+bSzdhfDIk7wqaeeOnLd3/u931tVU7/df//9VTWNGe1gLImBOam5BXm+m266\nqaqmmKxRPKR2N2f4fGanmZtlvot5uvHGG49ch897NrJj5/VMljXn89qR3cl6NZ5c/0k/i9jnXGyT\ncWHuMyfKvFbL0lokM+bn1gCtTDVN0zRN0+zg1JQpHFel60MpXFtjyqzOKQQUJ1lfFCmrfqt93pNV\nN+/j5ptvrqopM+S493tKjqv2zqFR42RttmF+nldL1ZhTE5ZWy+Y1pnIlq5OXxFsc7S/GnniRqS74\nfVTBnhc68uZkmsl2ZXe8f94h9cb17t3BfrT/1hpy13ge/jXXXHPk/64ZPs8jpQBoax742kxF90Ih\n0IYUFizdnR5sI23JXntvf/vbq6rqZ3/2Z4/8n+rIA3/ssceO/H+0b+RcPaaf+qmfqqqq7//+76+q\nae5io+prmRtlUyUUxcymy8rxULF7xNwuDqdF7mIBiulWsp/c/1zdMXY0UtU9k5K1druXfBYtnSuM\nb/eRdqHdttZRa2WqaZqmaZpmB6euTJ02o32r9sLreu21144cn3eVVVhHe6T5Hm+ad8Fbbo6SO8jP\nMapOzOtfuy/VCIoZxTSrPKcCRam8/vrrq6rqueeeq6rJfsQJjO5TXAw7SRUga8MkWXsmd4IXX+Q6\n9ypSuOqqq6pqUm/cLwV7pGacS3qqlJasB5SM/q4tqdRb91XUh7fddltVTfFu/j5SKkaM1GJ1d7SD\n+6fQ+R71MUnPfK1K+Nf/+l+vqklBopCJI9WHo/1VR8oAlX8vWyuSq0fF9o2hVPaWcu2111bV+RXh\nqb6eTWt3m8g5KxXVrfZ7KIwn9dSo8UvfAuXeiOa4pfuMZnuDciy26jOf+cyi46GVqaZpmqZpmh28\nZZUpXprVP8XA33nGW2OFeD8yUbynXRuDJd6AV827EGOzFtfD2zyU8nJWSGVKbJD35Rk3MPK65+IL\nxH1QnObiaHiVo3gI3pD+Eavkd96YTCj2xcsUQ8c7y4yvhCoiPoUdUIBcb6oEPmecjBRd170W1Yu/\n53u+58jff/Inf3LT8aqma862WYq5Qdss9YATypNYLXFoS9S2NbB9NqUPtQMbTDWRTe3dS058IVuV\nmUpxsUtF7smH0VgaxfKsZWs8njhXc8ootmwpFKdEVhkFzHlGcZmeDfozK8HLIj2UMrU2wz0RC5d7\n7C0lK/VvHY+JDGnjxZw7ihVLWplqmqZpmqbZwVtWmeJtZsyJ1TvPeysUJe+Fnc/74szkGcFLFC/g\n+xSRteT9Oh5vYQTv8qxDUdJeaop4Lz9SnHiByPgESiVvmqLJe+H1UzLX7hPG29I/VIuMlaK8OT/v\nn6LjOJm5kvAu9bv7cH73r13EeFE7XEfGfrHLURbiHLxvShQF9hDep7Zh80uZUymXkpm4WR9KHNxI\nsYG+0kdsj+JCOck5wlzk/lMRUystlbtUPpbi+sxhbMfx2a6xOYfr0B8nvXsHFVZNt70xXDl2kHvn\nzc0l2S+pPIl7HClhazntfVa37sE4R741WBp3i1ammqZpmqZpdvCWVaZG8Kb21iaxeuc1ZlViGS5z\n3gIv1XtzMTCH2uF9ac2ctd58wit2vuOqL0ahAQVHjSFxF3n+udoivD39qF95q/plq9eUagRvMuM7\nnI+CQzEbxWKNYppkUonfYfd5Pt4xe/Y58Q4UWGTW6VZ8309K8Z76cdp4bQ2yQ5H3QmlxT0ttRzwa\nW877SZUUYkIoYL6vXUaxRFuVKdlubFTsjt+XKjvmTD8paFRX9zGK/3T9FLKtmdA51jPLc237jLLQ\nzGH6ZS6mLsdG2sPeulVnDXP6ofEW4L3vfe+m77cy1TRN0zRNs4Mzo0wdV72ntWR9m63wlmS2UGTE\nmix97+y9LSVAHMRJZ+HNxVTNQQHZGus1gmKXypIaLuJUeH8jRW+pV5nqge85D9Vg7fv2tHtxL7zK\nrPPk51ws0ah9UuEZ3f8og8rn7VmYMVR77SWhLuxRZDMD87TQdrkf4lIoI1RSKrfjjZQMsT7vec97\nqmqak/ykJOnLvN6t8PgpS2qnUauz7o+YMsqV69Fv3hoszYJ0vDzuWnxPexlbFL+typR+czwK5tL7\nM/f4XmZjLs061M6Zyev7S7MgM+Zr7bOU8jjKXtybbTrCXGeecJ5RbFvSylTTNE3TNM0OzowyddqK\nFA61px/vhXKQO68vPY/jqHGSCgh4qWtjdrJe0YiltTbmOFS8SmYG+UnRkX2oAr1+WBojll4onIe3\nxrscZYdCvAhlZRTbpR/0C69XDNVSePHsJeNnxDqp+ZMxcXP24PodN9WeQ+0cL5vQ9e5Rpka7D5w0\nbGXP/oNV5yttbGhUB4jNGoMULrE5jmNs4VDZW6+88sqR84r1Sdthsz7nbYHrXzsXUViopXk/S7Mo\nKWLmXj/X2lMqWvpDO1CI2Ovcdbn+jMHD0sx0CoyYIddFWVxKxgsnqWKzV/vPGuvuP9XxvB92sndc\nZz027dnKVNM0TdM0zQlwZpSp08KqmBJxKGUqPfPckV414KWe9tVXX11VU+VqCgzmKlIjK74vVab2\n1t06NCMFLhUin9PevJ+s8yWOAyMFi9fluH4fZSeKT+EVi9vIOIb0gpzf35fGSIGXuzQ+KDPMeGdz\nSqKYrlQ1Mu5mLdrHflmHUDQpQVlT7KShAm69Jx40G6FcjJSXhKqYsUPi3xLqK5tfm30Ic5b7F8M1\nagdzkzkr9xgcxeX5v3bI2J0cE2ze8eb6xVgUo7Q281v/uS/2qD0pXq7j+eefr6pxTUDHM+byGbBW\nJc76Vmv72fWMMqTZj3a3H+cNN9xQVfM7FayNR12L+10b99nKVNM0TdM0zQ5amfr/q99DKVLghXmf\nTYHyfndtRoLPj7ymtdmQ3tfzgngDo3Y4rqqzS1laZ4i3+MEPfrCqzleARpktMpmgPbV77mGXUA6f\nfPLJqpoylfT3XNyBfnVe7U0VcP6lyhSvnCKXMVfp3VHMKEv+Pxcv4DrFtVA99mbz6W/3e8gMvKVx\nc8fFXAzMHFnnSB9r88z4RCpLaUuUhBxjbGBvXCsF4o477qiqKYYqMRZyrLo+MTU5ZuH6tYsxJDsu\n5zI2u1Qp1A57axF69hjz+sNPc7SstlGM3VwM2tpsunxWrWWuHc2h+kE8MIXOHD7aFzffkhx6PGv/\ntcpxK1NN0zRN0zQ7eMspU7wUq9n0gpZ6X7wKHrmf4G3IRHj55Zeranssiayrxx57rKrOrzwte23u\nfbL7o5hRMOYUn0Mrd3OkV7r2/GrXiFnSD/fff/8FP59qgXbi7WcsESg+vGD9SzVYmgnD21IziFea\n8SrpDev3VJ7Yh/3P8v4oUeyWV2hc5F6QqTRRsMTwsXff36tkamf9dkhl6tA1sPZC/RQfxvaM5axf\n9NJLL1XVpKiwGUpCxtnBmJItl/GaauIlo7GnT5Z68GJibrrppqqa4hSzzhSbp8SwAWNr6b6PFDXK\nxyjzdK3ixva151plRD9lnG7OzdRt/f/4449f8HhqEHom2e0BS8fO2jjLvbh//es+jE/tnJnOmW16\nqMxh52HP+mXp8VuZapqmaZqm2cFbRpniiVt98lJ4FWv3+8n9mHL16j13en9ZX2gpWWsjs8dG8QMj\nRhk9Z4V3v/vdu77Pi1GTZqsiKE5jrt+efvrpqpoUJdWeeVtzsE/2mEpn1hLi1Yt5S2VKlh2FKPfn\noiiJT6BcsWv/zwrqYsKyLhX7Y5fuZyuZdTqKn9gCm1+aATuH41Acsu9HNctg7qC4aNtR3ae0xZFi\nMToPpWYpo+teG1Pi85/5zGeqquqzn/1sVZ2vYqoNt3WuBIUjbSevW/9QZ41h36cG+38qZ2JsPvzh\nD1dV1V133VVVVd/4xjeq6nz7oro+8cQTVXX+3G7Och416sR82U1idD8Zi7a0Mvull15aVZPd5XkO\nTcaA5fkodO985zuralL5834OXbtQv3U2X9M0TdM0zQnyllGmrDKtanm8FAteAI/a+/al2VOZ9TSq\nH7W02u5ack9B3i2vOVfzvM3cyT73/UL+jlHGzV5c11qoAtrDfV922WVVNSleSxWjOcRk6U+/i2X6\n1V/91aoa7zMFyhEvmALEWxQDJR6CcuS8Gdvk99GO8Z/61Keqauy1UoYcL6tn+8m7TpZWqdZOvHN2\nOcpIQ46jNQrroSugUzLMAWxXbBJbNNe4VjahLbUBj929La3APMfWukHmBvcxpxLqm4wtUi+Jijm6\nLzFkqUyZm81Rc9l0t9xyS1VNmdVsKefeO++8s6qmbMOMyWLL+sd1uz82zA6MuVHtOYz2vTQGKFHa\nnzKWCk5WAN8aE0ix3DuHaw/2zh60m/b0u/amirMXldjFjun/tRXwHT/nOs8K48F1a/e1angrU03T\nNE3TNDu45FD7Lm3g1E7cNE3TNE2zgQum97Uy1TRN0zRNs4NTi5laWxsiK3Uvfa9LeVt6Pp9Tu+Xy\nyy+vqilbSr2nredbWsk7EWchvsJ5/PS+V1yD+ADtlNleyGytxHtqcSDeL7s/sTzOK95DrBB8XnzC\nM888c+T8rt97f7FfYs+yBoif4lKcd3UGxv8/v/Z1/kPVLpljZC/s/f3vf39VTfWxMoZP3MYoDsb9\niRmTKeV8WYU596VaWllf+7EXP9UuyvsT57G1LtUoZurXf/3Xv73HHBvURrKi7AkHYxxsT8yHGJis\nrC124wd+4AeqarIdY9xxxGO6Z8cRDyf7Sg05NqGqvrpSYjhGtjmKDdlK7m13qKyphI3m3HJcOL45\nb+n59rav9lQBXhZmjmG2/X3f931VVfULv/ALVXX+M4N9qGE4Ot9pz2VvtvONaGWqaZqmaZpmBxdN\nNt9J1UPKej68hL1emQwVCoxV7pzShXe84x1VNXknqfzIWKGo8fgpESNGitTtt99eVZNX/fnPf/6C\nnxtlrMg641W730ceeeSCn5/z9kYZWFuz/uD+z1pVbKqIzJ1RVumcouP+RtmE+iVrvhhvaryoUp2V\nz9lX1mmbq9u2N6MuM7IuVAtJLS737jvXXnttVU22rY2pq5Ql/6d+UobS5rWB/7MlY5G6KitJW/se\nBcvco0+oyaOsL+gTc5Xj7B0bmJv75tTtOdZ+TwV11yVLcClb44RHe+OtJW0/lbms+faBD3ygqqo+\n97nPVVXV93zP91TVpF6PlKnmKGv3r11LK1NN0zRN0zQ7uGiUKV4dLyzjIfbuBUYJsNp3fPtjrd15\ne3R83g2FSrzGXB0iNTFGNTbEXYhREdextXJ0erVL21etFfuMiZH6yZ/8yaqa4kbEWqltwqvWzqeY\nZXoqUD+0O3tY23+8L/EdVJK11aQpPcYXO6XWUMrYhZoxfm7dcf4QqGOkLg+VjfppLlGLi83deuut\nRz6nzdQfcpysIE4tzj29KERUPbXNKA/6SuwLxYKStbSKvD5wvSe1txrUbmO7h6xWfyHMoSMbW1vL\nb+kzhHLpuPa91I9qw83B/szVI2Xul37pl6qq6s/+2T9bVVV/4S/8haqangVf+cpXFp1vL1vjfOcQ\n65T1pQ5VqzA5LkUKrUw1TdM0TdPs4KJRpnib6fWMvInM0JmDx33vvfdW1eQd8rZ4o/6+NMbGqt7q\nW7yFVX56n2KfxEnwesRPjPZL4hVb7e9VBlzn2mqzqsdSVv7cn/tzVTUpVGLHfv7nf76qJuUPbzVF\nCqNq0KNMFd40+/I5v6/tt4RdUmkcj/rBviig/s6uD+3FroEH+uijj17w/1RR8YqunXKUarS4v5Fn\nq+q92BXKkLlpFGsj9kempewubUvBsCfZHOaAk47/s5fZ3rcDSzEXqnCerI1tWpoNluquOXLtfefY\n9DYkn23O9+lPf7qqqu67776qmpQbGdHwDDvUHMqOj2ssux/PBGr3KK72UFCknfdQsYWtTDVN0zRN\n0+zg1JQpMUOUFzFKPOLcd2npe3geO4VnKd5D87TF/Ihj+Imf+ImqGnt9c3vXUWxA4co9/DJzhzc8\n2usvzyNmabSP01LEBYi9yT345lCb56mnnqqqqo997GNVNWWH/d2/+3eralJk1h7/tJGplVmVW0nv\n1rhgxxmz5/PieNjv0j0Hb7jhhqqavFlertg+3i/vlBcnbsT5Ugmj4Pr/aSBmRhwaBcG9jlQ7f3eP\nPHyeubGojUAJ0UeUjlGGqj41Vs1tFCnHke03pzTI9M095cRqLSX3eFvKSSlSMDf56VlC4Vmq5GFr\npvbaOERk5unc3ouehWKsPJsSY3VvzJGxa7yIxz30WwN25llFaZxTpsw5azE+jG/nbWWqaZqmaZrm\nDHBqypT3lryhubo0c1CGKFtr3/PyFnhzvJvM9OCh80YpKv6eWAX7XL7PX5op4f/aLVfnrp+XxSum\nXPBWtnqRa72dvE5xKFnBPndE55Ufd+bFXg5VZXrEnEpA/eCVpyqRx8n+0x+8XaS3zX5V606ljKoi\nphGjuljHheusmrLv/E1buVbqL08+6zTxzI05Y3d0T2KGKFtseTSnOf9DDz105Lyu1xjNrMHEXEdN\n19eu97bbbquq8+PcxByl2n1cWVTHhfbWnuYS7ZIZpxi9RdiKbMalqnDGaM3FuPk8BcV9q/Xm++5z\nr9JCkaL0ZdbdoVDxX3/cddddi763NYbL99j/aFeQrbQy1TRN0zRNs4NTU6Z4tpQaq+mtq2qrcoqG\nmJ2l8NJ4Od5T8y795M1mlt6oQnvGnFCOxEvcc889R/7u/Lwc9+H/vFjKD3i1vEvt6vpcB69jLgYL\nSzODeIOOqz+yEjsFQ3upsZPv+zNT5axx3MoULyrjK3iLqnhrt8yKBEUp+3tp/+tX52GXfr9Q5fGq\n8+1Gf/s8e91bvw3nZq+6N7EeuU+lsUj1Y4Pa1thnqzxn2XV5zWJ3fC7rEY2glLkuY5MSMJeVxgbd\nh8+L6XI9mTksizB3NVjr8Tu+690ae2ROW4r+075syv1RbNRhSmUq5869uO98azGCcrkWdkmJpEqz\nGwrk3vhTWamOf9yKpf756le/uun7uWei+8+fx53l2spU0zRN0zTNDk5NmZrbb2orWxUDWVn5Ppu3\nyvsbZV6M4il4n+kdyTDixVhd8+BHGQu8hFQEeImOxzvODKG1q/NRDRZKnXZJb919P/HEE1U13Z/r\noZiosaM9ZD2eGwPzVoTXnXZAPdDeWXk80Q/ZP+woFaMks06pPPqPCiKOI5VQ8A4zVvJQytS548u1\npK27JsqAjEzKlDYRy5THHu1S4HvaglKxNO7P2FD/KpWmkdLBFvS9sapN2Y7/6zMxYbIAM3M6GcV1\nsh1KifOufbuwtFI52JL2dn73xeZHNn2oPfbyepYelxK3tOJ3xipl9qf+OXTl+0ONzRGp5LEv/TqX\n5YhsH3ZprtG+x137rpWppmmapmmaHVw0FdCPG6tXiogaNWKb5jJr0ivgJfKCM6aF1ySbSv0lWYS8\nllQORsqb9+a8aErVyDtbiuNmnSyKHa/CeagBfsqY8Hn7WfEatAtvS4zYcccknTXyvT8y/iGrcrM7\nXmoeZ1QLh53P1cpxvsxadXznT+8wvXT2wSunbB5qP64LqUCpqGSFcGNbHNjWukHuNavQu9eRCp81\nu7QJxcj1feELX7jg950vs7n0mb7KjNq1dXrMQenZU9D03dJK4sna7+X9iZFiA66LbWYs1yjzdS3X\nX399Va1XPNhLxtgtVWK8BRHT5PyH3hPxuOfgkZK31j5TQWNPfp5UHbRWppqmaZqmaXbwllemJ0lA\nfwAAIABJREFUeAcZ08OrtErmBfm/2iK8yFRueOpztTl4UZSarI2ydFXNq3U/4hb2evwj78HftVPW\nbuEtuD/xIN6Hi5N44YUXqqrq+eefr6rt1W0vduYycFLBofSkd8uOs35Uwq6W2ofjik+hhqixlIxq\nGPF2edOHyhQ6tx6XsTCKYzQ2VIGnvMzFcYqxSgWL+kzFzfOMoH5rW31iLpmrh2RuGWVmUmrMWcbc\n2tgm7TnKEHbdW7P5ttYvEht39913V9XUjrmvaSosh4qZEmu2NlZJfxnDa98esDeq/1zM28XG3jpZ\n5ib2eFK7a7Qy1TRN0zRNs4M3jTKVnnvuDcbL4z3KbOFVZK0TXm2+D+eZiwHiZYy84LnsOXEMvIyt\nlcqzTtWhsiVH783dF+9Puzqv/tC+vEFxAbwPMWLa+bgzLs4KWZdsFK9DcUnvKuuJ8W6Xxv3MxWe4\nPoqsfskYra17Px5nzZc5pYASIjvv1ltvXXTc0T6MaetUwrkq8OYOSlRWKN9bD4lN6Gvxilnjbw71\nm7Qbm6SsmVsPHbOzlMwU1Z6juetQMTTaY626urfytrkz4wRzt46Llb3X79lsPJnLRtm4h6KVqaZp\nmqZpmh28aZQpmQ28Er/Dqp03SBHKPf3s6yWThuLDK6W88C7m4gRkFFglZ6wIZeepp556w+P4nOPk\ne2W/Z/wEb+3QSkDWwBl57bx1/aI9eMuHrvlyKA7l5bErO6JT4tQ2Wsqc9ztq/xG5czrvTT+xU2pG\n7j1JnaDoZjzNSXNurN1SVVaGrrG8NfOVOqcPjDm2TwVnS86nDe0OkLFHa2OQRtlrzuN+1x7X93Nu\nyVpop6WIfOYzn6mqaYwceu+9EUuz75LM7Ha95vi5+k6pSIlHvfzyy6vqcNmKOK69+Y6LfFuytV7W\nKB54RCtTTdM0TdM0Ozg1ZUo2HK+HV2g1KUNhblVpNc7T9v6csoSMxbHK5qXxyDMrbyu8UzVQnIey\n5L5TYeJdah/H8Tn3l14Cr1G2nFU15UE8w9I92WQp6o+5+A9YxVMy/G6fNHEMvCfKBy/XdZ6bnXUS\nZEySDCGV2bNOEiWGCqJ/ZXy5j7w/50kvPuuJLfVWqQIqybue7K+s5aNGjuOyC9597h/GDqkqqQBT\nPqk07PC4oOyxsz3xRXtrsWVW1sh2s6q/tp6rAD7ayy1r0ekLc4g+NXcYe6kyzmGPwhGnFefIpjOu\n0NsFKvBZI/dRFYerX3IusFfeSFHUv9rhyiuvPOj1rlWk9At7FL+c48TcRdHNt0V33HFHVU3PUP2b\nKrzxIV7UT3OC9jZn+H7Oqbk/rPZeqvS1MtU0TdM0TbODS07xPejF8QK2aZqmaZrmN7hgyf5Wppqm\naZqmaXZwajFTspwys2ErmXEg1sf7ZO9V5zIwvK91vHxP7b2t97BiX3JvutF+UxkzBXvzuf65vQC9\nD3Yc9yd2Rru6noyV8h7b/fm8637b29525LhiZLTfJz7xiSPXKZZIrNrXvva1qppivz7wgQ8cuQ7n\nc/325MuK8D/3cz9XVVX33HNPVZ2fMZXVrvWP9+biUbKOmPvK/ZtkVi3dL+zee++tqikbM+NS5rIV\n9bfzyczRDu6L3SDtR80f7/3ZY8ZO5fmOm63nu+mmm6pqsjf24TijOKfXX3/922NA1hMbEcOR8XnG\nslgV39OH2jDjxMR15q4IrtHns/6SzxljYpLYqDo5+pgNiTv86Ec/WlXT/ozOd99991XVtJuAsf9D\nP/RDVTWNmc9+9rNVVfXiiy9W1RST43re+973VtU09k7aVq677rqqmtpNTJax5TrNmfova/WZ29iQ\nn/7ufOJDzS3swDNK3CScL2NuMm5P+4sfNCeJwTFX6V/XZW5W4X0p2sV9Zv9rH3bGvh955JGqmuzg\nB37gB6pqstNHH320qqZnoznenON8P/ETP1FV8/YiVsr3M05ZnKm6UKMsUf0nbjpj+xx/b0V1djZX\np6qVqaZpmqZpmh2cmjJ1KEUKGfuVHvnSmiBztVJ4PXPHs3rP+kq33357VU2KDm+ItzLKJkzl7Tu/\n8zuP/F9GCG+KtzOqT8S7yvO5jqx1k7U2KDivvvpqVU3txsvj7dh7j7f9xS9+saomb/MjH/lIVU17\nvD3xxBNVdX42Jq8vM16QXgPvLivVu07H165Zh4s3OdfP2utHfuRHqmqyO97s3//7f/+Cx+ftwP2M\n7Mv9UFmoEvrlmmuuqaqp30d75p0W9sHzkwKnX770pS9V1eRd/8k/+Serapon9C/71l68XHZWNa7K\nbqyxASqevk5bMDay77LKvP+n8jGqCG7M+JnIOqJ85JxECXPvqQr/9E//9JHr4Jm7vk9+8pNVdb4i\nZ0zOZRceNxQbtpFKR+7yYE41drJdtY8xlNlgqQBRPVORwiizdlTLL8fyXIb6WkUKo/pq/+Af/IOq\nOv9+ctcQsJ/R/xPjhzI1BzvL9vI2KfeqnGNUY2+vIoW5bFa0MtU0TdM0TbODN00F9JNiaSwM5SGV\nH96i1bw4gGefffaCx+GpW6Vbbef7+Yzt8vvIq+B1pBeqUrcYFYpAHocXxCvIWCfw4v/23/7bR66L\nN8mbTqUylUVqA6+Nt5mxUODduy7Xyct1f9QJ7YysMoxUrNyfv/v59NNPV9XYW00llTec9Z7A3tRc\nyVg9iIs4tLpADaH0ra24nrFxrs/1sjP/d//6XTuqIaTfsy7dGzHydNmAsTVXay5VUb/rU7Eaqay4\n1rnjs33HS2XDGNMGPHlKVdrOj/7oj1bVNNewGd+77bbbjtzHudXkj5PRLgOpKMxlnFMlR2OW7Y3u\nK/dSXKrIsBvHHT0TqPUjck6ZO78xuPTtTtY3w1133VVV01hOdX/pnoNZZ2xu1w1vUfz0dsIzk6ou\nDnWu/9X2W6ogHRetTDVN0zRN0+zg1JQpsR8jb+KscuONN1bVlOEwgrdn1c7DpujwUnna/p5elIwK\n7eQ4o4yJrG6cWWDgNYgjsLrn7Tr+yDsR+0JJGGUNIpUzihQ7SO80vchRZo59z5Ivf/nLF/y7LD5e\npPPy9jDKFst201+5P5j+HHlpo/iGVD5dn89rX/3KflzvKE5nL+yB6rJWmWLvvGTtlvEj+ln1au1G\nxaCeaJ+MdzqXuf0V9dXSSuRIT1zbGwvGUH6OqnjrrbdW1dRXMl9B7Rx59t/85jeraoq7ZIuy/UYq\ncuJ62JQx5XhrGe0NOIKtU8ywNtZlrt/0f+5ygFTBs/3YFiWPDbKvueuda49UHkdzLiVn7RjPeFft\nnvGkc1mE5mrXl9mKMMbTfs1ZnmXOQ4liz5SozIIccdqKFFqZapqmaZqm2cGpKVMnrUjNeU1zXiys\nztW2GNWe8B6f15MeuFU3b4diwsviTcrAcN283dHO8LwG3vJo3yze1LXXXltVk3LA69E/o5oqrp+X\nwxsfeX8Jb+SrX/3qketG7oek9ox2cV2jmKlE+2bNEF5PKnij++Zt8ar85FXJNrOvFGXq/vvvP3Kc\njK9wfopd7nUHig175tUe904G7EFtorXkXo3ub2Qv6dUal6O6WdqjampL5zKmKAy5G7wxtnR3+bk6\nOiOlRIYrMiMXI0UKMmmNVTa8NPsJGTfJwx/F2Myh3ecyiZGKFPTP3v05zWmppKxlqUIy4lCZ61tV\n5xwz2lXW46hemjnNM8QcYC71DMp405Gqb7zlODOHpdqu3UZZrWeNVqaapmmapml28JbJ5suMDYgB\noSiMar/AKlmdHN5CZrGpQpzvn3lHYoJ4CT5nNU4B4wXwDnh96R3nDvK5o3ric97D8754+NqJl5He\nhPfs/u48qtfOeVEUDud1HbykvG737/O8IYoHb0r7UiwocOkl629e+bnKRtXU/kvVCoqZ8915551V\nNXlZDz30UFWdX10baQcj744dZwYaO9aO+ofCt9WrTniHYuZGWaiJquTUAorbkiy8c6HKyJByf9me\nVef3uTbTp76rTTObys9RpuxetioN7iN3aVir9j/88MNVVXXzzTdX1flZimuZi7NcyqHaF+aEtcpU\nZjf6yS6M2bnsOnP4cWNOy7jVzB7VP+Yac6U5z1gavdXIeM5U2UfPnFRsjUPnt7OA/jdHnHVFCq1M\nNU3TNE3T7OAto0xZ/WZslN/n3s/n3mdWz6O9+PJ4eV7eTWZrwSre9zJWKlfr+Xde6ih+w+eymjIv\nPRWQ9KJH3loqPHPwanglFL5UZpw/Y8hkIeb7/RHaReYKZUS9I2yttaNdKZOyP+13psJ7xhlgruL6\nKM5Ef/EqtdfWOJE5KIQUwTlFlwrEPlL9WUpWG091qWo8ltOmeOJUM3OEMTNq663KiT53HtcpRmht\nbTDH2br/ofNTN/XF1vi7UXutZeluFZQj8ZSUFnNEvoUYMcq4TVWewsRutLc4R2q762fr5ijks2Au\nnpfd5H6wGU9pLl86ptyX69Hv5+4msIS0l7k5OGF/Tz75ZFWdHz98KFLNNu60u7pWW2llqmmapmma\nZgdvGWUqV+FW9+kNiOlIr4b3QbGQ+eL76Q3zdkZVcpdmKPhcxkIljpNVjkc4DgVDLIr7cV5eUcZT\n8M78PeM2ci/BEdqN1yXmJ/vFe3/v+12335d6Q7xW/ZHZeciaMtpzaS0dsUTsSByD4xwqLsR9jOJm\n9mZEJfqV96jm0Rz61/eNj63xJLzvtVmd56LP2Y6+WVq3aC08cNdMUWHDVMs5Rraz1abYqPs+1J5m\nc1BRsz2XKmPeFlAc7Fe5llSksgK5MZWqtmxMnx/VTMs5m+27T+2QsU7ico0Rzy6fT2VKP2bM2mif\nUZ9zPPcx9+zI/++Nkcu5V3vN1b1ai3ZUm1Cs26Fq87Uy1TRN0zRNs4O3jDLFCxjVZ+LZjrL+KFa8\ng8zcGFXw5oX4adVNoZrLsrLq532lUpXnc39ZpTevz3m95/e7OkxZnXiudoj7492KFbJH3QjKl7gC\n3kh6OyPvZW2cBu8s64OlN+y+sv3EJYyy/LSbfhjFEq2tID6Cd0xJE3dwXFx55ZVVNak5uRP9iIz3\n0K5ZT2wp4pwomaN6b0tgs3Me+YhRTbLEvRtrW2OdRqjAvhZzhTlwawX0tbChrUqfOUFW4tb4wBzj\nOddmnTKKEdsT7zrqR5XpQd12XvZjLtMuzkOBM8d7FlGFPYscJ1X6zFZ1nfrdHLw1RmmvMpVkRvah\nMDdTqCh2h4rNamWqaZqmaZpmB28ZZSrrOoGCwEMexQvwPngV6QXlKtrv3kNnHSfeg2wyXtFoz8Ks\nBzU6Hy8hY1NGO5q7DooLb4g3k/uGwXX6KaaMV7s0hsUehmqkZHYg8n73VjWeUxF4cWkvc99zH6NY\nLKzNehyhn7dWrV4L9WNtTSKfN87U32In1ICldadU7rcTwZZ4GTbrGDIw59ROygAoB2xlaeySMW4M\nJRmvB22YteAwqjc0Qm04cwxVecSh9lU9VNzg0qy9EakoZf0jc+Mo+y7n8CTn3pw7jYHcp9TcnFmE\nyPNlPSmk8pKKqPvbqmyO9n/dius9dLynGCnj17gZtdtaWplqmqZpmqbZwVtGmRqtcnkXVqcjZWqu\njk6S768pLbw5ygfvYi77zXWpp5TecdbIWRr/wfvlXWfWVe44ntdDgfHeXQzPSAlLtMszzzxTVdP9\nbY2lmcN9ui/9IbMKvPuMtfP5zACjAPJ+/F3miONR1LL/tsKOlqoQe3EfWfF/jmxH8Qv6QzvNKVPs\n03iWVXuuAkg5yL3i2Jo+YrNsYaS2ZYZv2iZFx1gWRzYXSzK3J+BoDN99991VNY011+X8+mZU/R9U\nbu2i7edqrJ30vqrHTSpk+QxgRxn3lxnUS9F+Yp20dypIlFL2662B/ly6q4Eafvn5rEu1VQlau4vB\nHMaXtxy5K4c5Yy32g82dAx577LHtF3sOrUw1TdM0TdPs4C2jTM1xXLVVsrqwVXZ6M1nXiJcgrkMW\nlXpQ6c3yzH2fl8NrHilFFA1eivPOZVI88MADVTUpSeBNLfVe//E//sdVNXnpo8wKKkJWis94h7nr\nzn4Wh5DezjXXXFNVVVdccUVVTe0ovsH16g8/M0vvu7/7u4983/UfKmPqUDVY5hC3wctdG18hazS9\nYMra0qxAiqCsRe2p/asmZYYnz6aoavpQ1Xs2O7KdjMnJfQCNrVGdn4QtU3Uz+2ouJomi8YUvfOEN\nzzOHtn/wwQeP/P2RRx6pqqqf+Zmf2XX8swIFTgboc889t+r7FEL9Zizon7k4SjFpyHpPI7szZ3hm\nZH2qpYxUcHPh3qy5VLQobeYK12+csN9RvKuM8nwmOe7W66VM+XnoWK9WppqmaZqmaXZwyaFrOSw+\n8SWXnMiJ/x979/pr33Xd9X/kn6BFKdD4fr/FSRw7rp1ENGnSkFRAE+gDCAEqBEJCog9BFVCQeFQh\npCIEUkCFqpWipqQmie3YtWPHdnyJ7dRxEhdMBUhIiP8AlN8Dfi/W94zvGd8511p7n/01jPeTo3PO\n3mvNNW9rjs8cY8wcVVc9b856W0EpogBZbbN+WMhVzpEq71NFjvzI+a08D2Xltttui4jF0s/5rbJ/\nAIXM9eV7ypEqPkfJ2nuO14h8dqEII5nFDw1rk7rAL+WHP/xhRCxqRlY1Rn4LrB/1Sknit8Pn51C5\nhkYcOrdRRW4/4+NQ57dV/OhHP7osS7uxykJnKYsAXNuHWdxUSGOHBe1ZKU6zviiuK1KR8qHPqzsK\nS86AfWjUC4WEz5DIS35ulBb1UZ1xRqG59dZbI+Jyv8WvfvWrEbEoivxYqfY+tzYKkG/ZDTfcEBGL\nf6brH3ss5NMW/m8b6/l+d999d0Qsuxb5nVWRz87L757qfhf9fBFx7g1bmWqapmmaptnByZSpiDjZ\njZumaZqmaTbQylTTNE3TNM2hOVk0X/ZroJDlSIdMld2XL0vOLM0H5hOf+MSZ/4vI4dfwUz/1UxGx\nnPH1la98JSIi7rzzzoiIuPfee8+Uj78F3yRZlH/jN37jzPPl5+XvwFcG/Czsr+eotQr1xm/D77OZ\nwflB8HGp6v/U+/7202fPtJs9Lw18zuzvX3fddRGxRK3pp3yAqrxOVb4w/iH8QTzPCy+8cOZ7mT/1\np/5URCy+fL/7u7975v+/+Iu/GBGLb9eTTz557nX4jfBjuNr9Nvg3+Tk6e48P2v/4H//jsnvljNVb\nyf6Onk1fc/089v7yX/7LEbGcU5nz2vDDrDIxX/psEUtdVlF/os74KOljMNb1Qb5X/PrMaTkH3rHJ\nfYWv1n//7//9oPf5s3/2z0ZExG/91m+dud+xOZWPz+h+3oWzuQEzfJy8O0Qqm1P1z5GPH/9S7xrv\nZv1clB8fxDfffDMiTuIzdS6tTDVN0zRN0+zg5HmmKD+sPqvXKuN4pQg88MADEbGsbnP+I5EiFS++\n+GJELBEEVqGsIuWidOTM4CPryfVyuTBS5EaI4rNqZ8mPlJlZ5SZnY6YEHurE7REismbPBZt9LlR5\nxrTbbD6nynph5VNKZzOIixbM16WUUSF+53d+54rXOXYU3SxVvrDMRz/60YhYFLlKmRIBd2n/pPIa\nU+q6UqaoXyxhFnpWovT5PFZHY4DlXp3HSDWslKkqGqoaA+q2qmN1mpWCWdV3BEWCwuC51ipNVPz8\n+erMQopbPoc1q8WHyuCuPV1/9tSJq42tihTy3JLfkTmHXKUUa68c/WpcZsX0aqOVqaZpmqZpmh2c\nXJl6+umnD3Idvi1WxWtPgmZVZAWA0mWVzQplndrHneXY0ZOsXPepsv3m7LLI+91VLp7qzL5joZza\nqfJNyvmvqA5ZeWLdUjGynwsF8dDWpv4z69NGmZLTBxQ6PlSjDOJb+53+QJnb63+U1ZLKX4gyXSmM\nfNqoELKYR6xXjpAt9GwBV2f3jXjllVci4vJM5+ryosfSbE69tWR/Vv6B5pK1vi3VHF6NSc+T5zTt\npv737gJ4jvvuuy8iljxgOVP+/6t4t5h789zEv3j2vFsqPIX5alUAW5lqmqZpmqbZwcmVqUMhI/Xs\nGXsiGFj4ldXEkq72f0Xo8FmqqPb511JlUOcH4PmzNc5KZNErj4ztfFJ8b6Q87LXu1jKrNFJgPF9l\n9WuHygfvUO1VMbvvz89E/6Qq6IezZ9rNnjCfofzcddddZ34/1EnrVT+rsmhnzvMnEqU2e5p91cZ5\nrLlu1WcqRB1R+UT/UUVztN2I+++/PyIWBUZ5coSwOU4dU2YOrUiJhP4n/+SfRETESy+9FBHLGX//\n4l/8iyt+vzoj7VBzjPalbKz1ueHnR1HhA2eubEXqLPk82uznSmkSpTrKkO565uR8jurVQitTTdM0\nTdM0O/i/RpmaVaTAOkQV+ZLzNsnFkvNiVdYJa4hFzypaax36Pp8oJ1+DQlH5SLFiWVdW+RQ9sMar\nSJmrHe3CCp/N15XZm3tlhPYcQVXwM0cqzULhyoyiMvkiivSqrrOVrf2Kv5Gfl5bLGWz+py9kf0cW\ncz53MUcnGcM33njjmeug8j+E673//e+PiMUi54e2NoqOEpUVgIw5i++Kclfl9ByVfx0lTV80NtS9\n5/pLf+kvRcRSb5UylXOvVf/fi3KY89f6bok4N2fzp8xzcPO/Ub+Vguvv/EC9Eyv1PPsq7lUCjRfv\ncnPcXt4Zb8imaZqmaZqrlJMrU5SSUYbjWeyn5tVs3p/NGdBHyGfje1bHVtXZirL6pSSJSvL3tT4s\nrEL1lXOvjPw4lFc+LeUVrYcqYuLQfhaV71fF2ozme79f5QQ6FLN5n7KSuVWZqvwMZiPd3H9tlGwm\nt/vWCDntyY8p+wtdem2Kk7FHUeHDwZI2xnzOGDB2jNncZ0dt4T6uQw3eqmywpEdtp5w5Q3tV3tFz\n5IhmfOlLX4qIZS6hVFXRWsaW8lVzv7nW/Wbn6owx475r5zLPTblrH6kro76yYppP2/CTD1X1TtRv\nzZl7d0m0/6HyqqGVqaZpmqZpmh2cXJmyKl2rVFSwZrL1kZUj1qG/56iia665JiKWCBxWCT8HShC/\nhOyD5bqsPYqI39c+L98fn68iYEb8x//4HyPi8jMRwZ9k6/VnWdvOs4oSJVAOGN8T2SX6csSsT5P+\n5vOHtlq1B2ts6zlUVJcMv4FDW2kVud8bp2t91IwjUbSXKrX5/M3sO5XnBvcc3Vvbrs3675mpZ6Mz\nykasvb++v/dswpFfqnxLI2bLYW7dqkghZ8JfO4bMvcbKoVX6Warcelcb+nuOrM456szNo3dBzlwv\nmnIvh27HVqaapmmapml2cDJlKmf/XatUVFFI9lWzT4rIHbgvazRbLaww15Hd1+f8Loou+xtQEpTT\n87qf5/W5nGujqg/W8VZrbZQ3KWcYPxTHyrqcufbaayNiUQrl0VrrazXrk5T7wSy5P1boh8q/NV9U\nVgP0f76ElJ3ZvFqsw7Vn/mX/JQpojhAbQS1Q75eOH4qGuUFfdo+tfZDCUZ2SUPUZfXG2zQ/NXkUK\ne/0W11L501Ec1fdse+oXs6cPwNjISuehdlNm58acyf1qxa6HclKUzC05InjkO0hVN9ccK8J6L61M\nNU3TNE3T7OBkyhSFZ6uVWFmBs1lzszXB5yUrU2BR57PcWKU5VworztljrEPKEovafWatG/ffG21W\nWZfV+VZbUT/qY2vep1lYOZQKfhzXX399RCxnKZ4X/XUplBf9KdeHfqIe12ZKr9rbfVl1fPtuueWW\niLj8rLxZsp8OdWVr+Slaa5Wp3G9zVOwsrFPfZ/1GLG1GxWPR71WG3CtbxqMIS+XZmrk519mpfGcO\nNSfsRV81F2qXkcKjHdYqa6In8+6EuW2tD1umKi8lzHNdlCK4F3OCd6Tn87t3Ikb9WLtp71l/1oum\nlammaZqmaZodnEyZYolutXbWWrKXWq4Ri7VntWzVb9WcFa7sY0VhYSXlCANWqOfzPavqvMq2Os9R\ne7m8Vvlb8/PAc1I4cv0cCs9/7OhAsBrf+973RsTl9Tm73579bDLaa23mfVRWpn6Rz5XTn/TDWWVK\nfbzvfe8783f9aK2vF7Z+Tz/WL/xk9c+qLpRiivCl8wilQtvre76zFWe0rR0rnuVQ/m5XezSXqDd9\nfOsZe9o09wl91xymXmd3OeQMnMV9jckcHXoszFWeUz2sVYMvGvVFWTP3Gjd2D+64446IWOa8UT8x\nDqjiVxutTDVN0zRN0+zgZMoUq8M5R8dmpCBk6zHvv9sX52uTrcWcGZoVy+eFkuCcrHwm3gj3++53\nv3umnGvJJ2+zdg6Vgb7iorIGZx8teacoiLM5fnzuUJFQmRzRwpr/qZ/6qYhY2tnfP/WpT0VExPe+\n972IiHj55Zcj4vLoOO3pfDpWuLxpma3K8NqIKBE+rFXoj+rZOKz8X6gCFDffuzQrch7rxiK/OWqw\nuhyhD1E7c51t9dM8FDnHXVYC1lJZ/tT30VxKaVjr15fxXDkqLGeyN6dql/zc+lzlszOLqD5zzFo/\nw63w9fPcF6VMbT2fVPsbb+r9lVdeiYjL5+JZ/19j/mrx3cu0MtU0TdM0TbODk2dAv6icEVlhYMHz\nQWGtWFXb72cVXXfddWc+zx+D1XrXXXeduT6fkhw1tlXpcHK5cm891+uP//E/vul77xRYOV//+tcj\nYrHSKXGVopIjRNYqL3v54Ac/GBGLNe45KDVPPPFEREQ88sgjZ75HRciK20svvRQRiyqzVcnMsJKz\n9a8cyp1VCepBjuakPOXyVf4vxo/PP//885ddl/+VsSqCUxtTWEb5oXyeKi2qa2tdHsrHxlxEOfDs\nOYu9czy1iTlp5HuTc95hpEhRGd96662I2K/EyW7v1ALtoG/kPm8O1zeVRySsuXirnyMuWhnRvsdS\nySu25ho01tV/zveGPEcYt87bdFpH9i/d6q95bFqZapqmaZqm2cHJlakMZchqdta6kfna6lfm64q8\n2mXVVWeUVfv/TkbP++es2lwuz2f/uMLn3/Oe90TEsv+cT6DHbHZiVoPPUz5mIypOhfxJ1R+XAAAg\nAElEQVRK+oP+oZ75E7Aa/Z2V43sUlGx9Z9Xg/e9//5m/+7z68lN9sRq1U1ZqWNHKd/PNN5+5H2ve\nc/Fhcx0/+Q1oP9ZcttJ9Xnvn59Uv+VK5v/7DGs71lfs5n6x8xmZWrqoM7qPx7f65nq+kLvAzyxmv\nnaepDm+88cYz/2fxehbPpg2pctnH4957742Ixf8z+xapi8pfUhv6njpUZxQmuM9I6TKXUWWVY6ti\nRBHL/mzqS580J6ovc4s52d+N0bw7wW+Q2m/u9bxVBDUlK+eTUu85/xFuvfXWM8+nffQHY9L1KtVa\nPZsbPN9W3zXKo/7qd89zbIVm664R30LtpJyUYO80uzral58njHWK4rHzS+XI+qqfVbQy1TRN0zRN\ns4N3nTBnydWdLKVpmqZpmuYs5zqTtTLVNE3TNE2zg5P5TNl3t78K++r8G2axD8/Hwn4vX4+f+Imf\nOPM7vwf74fb9+RPYHx9l1eXbJGrK/m+OXLDfLS+QnCXV9bJiyB+B75D9XP4Trnvs6Ejl2hrpsfd+\n2jlnqs8+Qfxm1JdILP4o/A5ye6jPi34+40H5/J2/RG5Xfjr5RHbX8bzZh+5U7SeKtMrzxbctZ37P\nyM9VjZ8f/ehH089mDhhFSWkTc0POd3PRdak8o7lJH/+5n/u5iIh49NFHI6KuY75DfJ7y8x37TMBT\nzy246aabImLx7TEnvPHGG2c+Z45RT1UUJF+gH/zgB2fux4dI/8v98POf/3xELJHJ2Z/XXMi3T3/g\nb7m2Pj/zmc9ERMSXv/zlqc9nqvvNjrOt9+P/Kfovwzcrzz3qT73xmaqiXEf9vpWppmmapmmaHZxM\nmZL75cMf/nBELIpUjvjIkRBWj5Qg1oDVv+ikf//v//2Z71XWmOtRpmYVKVCMRlFwlAU/Wbc5MqRa\n/SoXa8jPfP2tUGj2noCO0QnuW1HfWWnMViFrUVRazm9E2aJc7Y1ivO+++878Lv/RLKxg/Vq9iRBy\nPVZTjhpklbECXUeWbyrFqRhlnh8pUqgUqfMQkcmip36pI3lwROtQ99Q9BUidq+Pbb799ugzHwNxh\nrqjyHv3Vv/pXI2Kp+1EdZ+UlY450/3zqw6HQd7WTsW0smOtyO/mpXSmJOSprlEHcXGGMVdGPObK4\nImeoxyhflf/LMZiVKf/XLz1/hnI1OnVj79mVFbOKFKXOLk6l9GWqz6kPz0+tN27y2sLfR/nnKlqZ\napqmaZqm2cHJlCn7uv/qX/2riFgUopGvlFWrVaXVo/w1lK2s+FSrTblLWFk+N8Kql1Uy+z0onxws\nrsf6qvZ/f/jDH26634hDKVI4tCIF1iorqso3RBmrrDEKB2Vn63lXFNSPf/zjEbFYYa+99lpEzOeY\noZDpD6xv1hLrVjmffPLJiFiseNY0/wHX46uU2yP7KFGujn2GIkU6nwwA/T/7Lqpn/hijfGoRlysn\n+Ww2lr42YsGydN1DnVzUaQ0jzIHmAHNfVmz+7b/9txGxWOQZz+t6o1MVRn2D/6tzI7E2h11WkSlh\nlCXtZQ6wG8Ff1dyZfbxm729M5fLog/pmlXstc+m5kWswxh966KGIWHy5vv/970fEMpa8SysFbaRI\nefc+9dRTU+XKPoSHwrt5rSJUjUu+Us45lb+sek55xvi2raWVqaZpmqZpmh2cPAM6a2J2v5ZVkpUn\nlq5Vema02nVd1k/et2flsuCzIsKfYBbWSj5h2/X9X2RN5tBK0og77rhj1/dZP/m8prVoR8pSdU4a\nK7JSOlm7lJCt2XX1my9+8YsRsfSXSpFi1VHEUPl8qS/lzNmZcxZkEVn6I6UsK1PZqhxZ14eiUqSg\nXDLEew6RaGvwzOog+85oA5a+OYWlS7X2fb/PZkTOUJL4O5pT1o4FfVpfct3cxpUiBeUYqXwjJUKm\n8r/+1/96RET883/+zyNi8fNb649oDMlQ/+abb0bEMhcaE8rl+tl/0DvF57PKW5Gz7KtXSpe5eTaq\ncUZFPQ9zCP9fEbw//uM/fua6+Z1nrpjFO2jUX7ZyrGg+5JMAzBn5BAJK7C/8wi9ERMSnP/3piIj4\nh//wH0ZExKuvvnru9Wfrs5WppmmapmmaHZxMmWI1sEApDRSFvG+OyhdKdJd9/VmrIfsesUJYO6xZ\n16tW12v3j93H95yMPqvcZOXD6rnyIcpWMeuGdTzyl+CDsxX5gdTj1ggYVgdrhL9H9h0aRY+xxjyX\n68Dfs9+Fc9JcX31XimhGO+VoTL5L7qefq4dZfx39itLF2nT+G7KiddFKZ4V2UJ9rovcy2cdEG2Zf\nF21K8aGAGCMUD2rh1rPWcvTVVrJ/XVavnVGXz6f8yle+EhFLXzDXZB+RPPZGypS55e677z7zc21E\nay4/ZSr7yeVzOc0FxlTlV2cOymcrZqinOXeb+tb+lSqeWeuP6T6i+Ixp1zGH8Al66aWXznxfe8+i\nXUdRbFv9KkfKlPvKh/bEE09ExHy0aO4HVbvIn+UdYjfo93//9694vSudA3oprUw1TdM0TdPs4GTK\nVM4BwkqiTGVriHXo/1aL/Besmq3KR8oE3J+1lk+yzteprIytUVAsb5EErOfRieDZOh6tnlkbrAD1\nyAq1WreqtzpXPznHyVpm8wghW5WsNQokazGf5K7fjKwaz20fPe+LZzUiZ53O0aSz6Kf6ey6P/2sH\n98t+ARX6K6tLdF+Vg+ai0e+0V/bzoQaxYrMaor1n6l0buRZFg+rs2sqUM0qzqLWFMX6s/EqzjLLA\ns7TNjdQ+fY4CV/kyVfl3KmQIpwBWKq3IUmM5KwLgu1L5sMAcpZ2o61V51ddI7VRv+qa51ZxjbsiK\nUcVaZUq7PP300+eWi78n5TWT30VZcfK7qFbtV9Wbd6OxufZdN5tP67HHHouI9Sp5nhurHI7eZcbz\nL//yL597Pbtms3MuWplqmqZpmqbZwcmUKatR+9N51cxqZLHbR2cdsMBZqjI9s9pmIxPcxyqW7w0r\ntVK4si/N1rxKrGarf7+P/BS2Kg3qyc+KfB5XpZTl/eVjoT1Y2Z5fu2Wre0R1zhUokznKbmt2XLDq\nqsz3+Zwu9698CDP8Z7L1eWqfKO018jeiRrC6P/rRj0bEkrto1n8hYpkrsmppTFEMWOba1D30faql\nOt17Np3rsvRHeYCq73s+Y9DvnsPzPfPMM+deh6X+wAMPRETEs88+GxGXzzks/Sri01j6lV/5lYio\nFSeq62w05OgUBXPOoeceY049qo+c+4xKTonLY7pidMZh9X/t6ad3XM7jlZUw0ZZ84/iimWO840an\nb4gUpkAeOs/U7ByXyc+f2yFH2o+iK2fbMdPKVNM0TdM0zQ5OnmfK6ti+d14V5t8pOKwlvjj2wSkK\nedXMGhIVlf9vH5U/xEjZYvFTbPZmJGcVUlg8J2swW+THzguU6z0rNKzGi/LFUS/2s7UfpYoila2O\nSkliTb711lsRcbk6UEWe7D3RnvWV+4t+qR9TcHL04ixZSdyqpB2KtfWmvMa3emM9V34R593TZ/QV\n19anWfK572RLnQWcVcxZzBkUDVT3rzDHURs9l76iL+c+k1Vknx/l0Zktl+tXkcXaY1bRMGfPRs3t\nZTazt3qvVOZM7vv6VRUdl3PQVWq7saFfIpfHXKZ9fN4YuueeeyLi8qhAqA9zknLP7gIcm9H5qsb7\nrOK0da5sZappmqZpmmYHJ1emWEn2xbPVR4Gx6pRLhPXj+5QL1lb2zfC5kdXB56Syxigy2QfFKn8v\nFCnnTTmLL7M11w3UE0VkrdLlefO5U8fKdst3jnVPqVBflfXKauEXg+xPkyN89EP143n2KlPqPfcf\n9a/f5WzbyjPb7p7PuDm2T9uItf2BclhFhs1YmSx+dcvipD77f27brEjlTOhb+3b2G3PdtWOZMpWp\noqyMkawkGDPy+uyF8vHggw9GxOKXKa+WdqC86NtVtNveOW4t2t/c5nn0tfzu0A+8e6o5tDpdoVJA\nPHdWqDLul9s13y+XM+cUFGXJhy+r2r7vFII89k4dKTzqJ9VcUY337KM3O+e3MtU0TdM0TbODkylT\nVrNW0VaXrCirQZY1ZYIV43usTKvPymqc3S9lfVitZ0WDz062pvbuH7ufjPD8IN5+++1zP783ooiy\np16VP1tL2imfpG71vjXyYS2elx8GZUf2au1OWfQcVeZweZhkGXb+Fyhg2VfM9fSDtVFyok35HUA9\na3f16zkqxXV0H75Z2a/iaoWyyYreo05oO31jFC1Uqar6OCVpq79iLo9nWxsVtValHM1N+nSOElzL\nG2+8ERFLPefM7JSo7PNVcdFqqnpVD6N8SuZQ7Vd9PitFxnqlTOlvxqzdmFGuP3NKnvNyuby71D9F\nSpRfFbmd5/q1/fBY8B0zfvWzKvJXe/g58gmc9YduZappmqZpmmYHJ8+AnleFrJr8d1YORYClnvMl\nbc1VAavsyjrL0YeH8g2y6s++P5UVPGvNVrlaXJf1V1lJ7pPPs6oUqWOdDM46y+cvsa5YY1mJqepP\nzhVZd7MC6X6sG7lYKGH8KvK5ZhXypL3vfe87t1ysPNYl65hSS0H0/FkxyxgnrpsjyNYy8gs5FPqP\n+s/K8xrUIQvUGNB2VMA89nyezwrLXR+44447VpclYhljxuTseYsZffzQigD1d2v+oJwHKfPCCy9s\nK9iBqXx89Af1UEWHwVgYzXl57h3Vr//L50Rlxp/4E38iIhaFTz+olDGR6eaE/I7hl7h2bJ9akUI+\nl3eUi87aoaqvPNdN+6lOfappmqZpmqY5l5NH8+XcJ1mRsi/tc1aT2Wco5x+q9ttZ/ix2Coa/2/fP\nUUSs3BtuuCEiFgWM9cLHZisUj/e85z0RsVixldI2m+vGKpv17TncB/wqqmzDa8/WOzSvvfbamd9Z\nH9orW1tVrpsMP4RsTVMNbrnlloiIuPfeeyNi6Yfygs1y9913R8RiFWWlRf0rR470GkUtZr797W+f\n+/d//a//9Zpi/x+OrUjl8+ayUkhN4uumvtSn8X8pPkthokjknGXuyYKXfV3G56xG77XItypSWJMF\n/iKZ9e2ZZRTtR62lKBkz3hHaVwZwfapSpqigVfRdxukdI2YzvmfMxdVZkMZMFakM/beaO049t+9l\nNk+bcW3uqOY0/WPtnNfKVNM0TdM0zQ5OpkyxKux38omiFPEJYV1QVCg22cfH/63ms8JiVSpqjnWY\nM46zgPN+9R/7Y38sIhYlirWQT/JGPi8ol9N1KUw571NlLWRrbER1Bpwsye639WzBi4LiyH9F/ihW\nGCvC84ysd/3AdbIPknrT/7Sncsxar9BfRj59WVH1+b2+gGuh5nh+1lqV9ylznlIUsURP8vthLbMu\nc04k9SzSiPVp/Bt3l/r0UYmNMXl1sj+kMvquz/u+e1BajJ2RKmlOcR+q97vf/e6IWPoaHyzPnPNQ\nbY0YdT3q83e/+92IWOYY95+NmKTyui7lx9ylDSoFyZwnUtnYUq/V/XPuQPWRc6+pZ2PMGPL86pmP\n0Sh/k7nQdf10P31Qe418pvL/3b86VSLnXKT46Qfqr4oyu9rn8kNTKW76bY6EzjkFjcsqon2WVqaa\npmmapml28K69+Yp2cLIbN03TNE3TbODclOitTDVN0zRN0+zgZD5T9tFFsYlI2Lrfy5fIPrZ9VMrb\n6Hyd6667LiIW34xHHnnkzP/5PfDNqfwYZu9XMXtyeb4f/wL783yB1IvzsSDvkWi4rFDyG7G/rF1m\nn+/aa6+NiMX3K+9Dz+Yt2lufo4ig6n78LbQzPwl+CvxGsq/eLNqHn8fo+fgW+vn888+vuh88Hx+w\nXC/VeVVryScWuO7e61d50/z9f/2v/7X7/ESMfJb29s21jO53qGg6EctyqH3mM5+JiMWn5Pbbb4+I\npV7k+uNXyj/V2BdZag71Ob/z//zVX/3ViFjmBmNtFKWF3LeqvoKqPs193k3K8dRTT517Hb5NfvKF\nypHqo7F3aNyPT+DsO2VrP8r1aY7Tft5N6pcvW4W5mx+sOYUvlNNB+ERlH8A8h4/8Pb173TfnoRrN\nWa1MNU3TNE3T7ODkeaZmo4NGzFovFSJ+rJ5z3pvROU17sVqnqK3NQpwjRkZRYL//+79/xeuN8k5V\nsAaVp4qMEE0n6i5HtmRrkfVRRW5UGelZlWutQNdRLu2RI4+2Kiz5rMMRrPjqOagJyplPhs+MrPW9\nVONx7/VzpNWanDBro+PMAWuj6U7FbITvCMoRvvGNb0TE0qbPPPPMud976aWXpq5fqaqUKWN5reKX\nlam13xdlZy5WjtHZbDlrvz6aozNxbEUqY05QH6Ivq7n5UHnCRE+qPwrd7DmhuZ7M/ZQpVJnq7brM\nks9YVO7Z6L6TL6auFgxAi7sq9H3r4Y6+R6q0SCOFmrBnG851KvaGx0pBYGDNTkzuO0pop+MaCFmS\nzy/dUaJDL5I8sHIY7CzaZbStNnusUF4MVon4Kjx/3q6FehstorD1yJCrBYtLYeKXLqZym2hDLxF1\nlNOdaJuf/umfjojLx7o23GoASgD71ltvXVbm8/Ayljx0hPI7bmQ2qSTMKXnus901MsDWUqXPqNLf\njMhznm0fi6PRIoHhpP+YU0ZJLbVjfne47w9/+MNzvzfahjwUDDeLGMlpZ/mjf/SPRsSSTmct2lF/\nzou6nL6nSiuUr3ds1t6nt/mapmmapml2cNUqUyzPBx98MCIWa1Jyz+q4GGSrJzuQ+z8pMsOqyffZ\nmlDP96x2WQsf+9jHImKxojlrjhSG2SMK1jq0I1svs8fXjJD4b611P7Li9yot+YgJ25yjbanZg52z\nleP6s1SKFPJB1CO0514rr7Kuq/5C3cnH5ayFinCeYpr7gu2C3KdtjRqL5gLBE48++mhELG3Fks5z\ngr7jOpXqyGF29pgKRxDNuhjYMjd3rcU23le/+tUzfz/W4eVbt09zMtTq0O/R0WKoHNe1q3aroOL/\nt//23yLi8rm5qr+LSq6pfJTHtcrUVkWq2sWhCAtk0H62j0cHTF8tByxnWplqmqZpmqbZwcmVKZYq\nqyhblfa57V9Xq/kcnpqVKdaBVS0/ikqZGllN/r923zuHq/Kf8PfKqvV59xkpCpwpWdNbrQtsVX7U\nj/Jkh/itR2Zk9n4/P99af5MK/fZQBwVTHaTw4Mfi+KNZDnVYbtXvK2fo2YOafZ969Oqrr577ufOU\nw/y36p7f+ta3ImLxMaJ0PPbYYxFxuTqcD5SFvjPyg1ur8Mw6dOfrV75BWaGg8o9Y69+3lrWO85Qk\ncwpF0BxHiTTmRkcx5f7iekL3zS1ZwbrvvvvOfP53f/d3z9x/75x7KLwD9I/qoOcR6tu7p/Jj5fOU\n65XjuOv4nH6pnV5++eUr3v9qPS6nlammaZqmaZodnFyZqqzG7PmfQ+4zFKf8eeRQbfvbe9m6Smbt\nzZbDPjxFYaTEsMqyFcKKWntw7sjvoEL95PvxS6mUwa3MJgO9KEZRiGvJz1VFxIw4diTR2vJk1Ful\nSB0Cc0al6rGcqad7lQZRXsfum/mgZVFln/3sZyNiiS6rlKkcKUztP5SamVl7aDglcFZZW5so1tyc\n3xnqVX8Q5Vb5VHlXSQNzKvRjY3JrRDrfJikgKErZn9MuSp4DKHYUX/1T0le+UqJHs1+t9juUz9Sh\ndkXQylTTNE3TNM0OTq5MVXl6+C/YJ2Wpzkan5WiirFixhvYeb2F1u1aBWHu/rOBlpYjiZHXPCsiR\nPRedMK6CP8JWxauCD576WOtL9E5hb86fY/sdbPXLuBqgzIg6kmeIb8/WCMhjJ/+kUvIB4+PlvlRg\nn6vIisxan6a1EcR5jjq0arp2rlVfFBD94X3ve19ELM9nDquUKXPtbOT1sfBOkHMvv2u9A//G3/gb\nEbHMLU8++eQVr0dBysqUd6t2NF4oVZTRKgqT4pWVKeVeG7lccagExWhlqmmapmmaZgcnU6as1nPe\nIatkVg0rwU9WQuVrZRWcFQ+p4XPm7b2rU6votQrL2n3rbKVRYOA5/J0Vklf/e31ZIDJjqx/FoRUp\nsAaP5d+xFX4rx46MulrI4/PQ/gmHhApuTOrbnuHYR0kdCnWcM4iz5F977bWIWK80rVXi1kb+5j5x\n6mitvMtAqaNQKp/fR3P41rxfh4JCWZ0GQUFyMDAFqFKm1Ed1ULF3rXes3/MRXRlKcD4uBub2Qx2b\ndGh/1lammqZpmqZpdnAyZcrqklXod6tkq1/Zh/M+bIVVcI6Y8b1DZ091n7URKWsP4aSAsfooemD9\nXJSvikNgWWmz+YOOzaGUt1n0N9Z/dcDvoazTvT5+2JoZfyvG97GUqdG8cCWo3X7q02sVEnNAtsy3\nQmmajf5j8WfLX18RRfXud7/7itfJh3Af2rckkxWCyo92a993Pe2zVZGoztir0OcPHbG8FrtAlTJl\nDnAwsH6n/FV9VZHoogcpSRRf98lzNEWKr19VX55j7bvzomhlqmmapmmaZgcnU6asdlkfrCGWaz67\na3TyN6WEhZp9U1h3VtuuL7Jlq8XM2lmriFSr/RzJkveb5WvK1hkfoYtSpigw2kU59/oEsT4OHXW4\nNb/WCP4kcs5UytShfLgOpRIYB8eK7sxKUeUncSj2+NnoG8aYNuVDkuccbV2VYe9Zdtmy36O6RSxz\nm7lupLDceeedZ34/ts9PjrzOebLM1ZRDStPsmLrmmmsiYmnnF1544Yqf57NDAcl997rrrouI5Z1S\nnZaQd1lOhd2fEaLyPv7xj0fEkk+qyudlDsnPR4HKp3Z4R2pf/+fnSxH77ne/e+79XGfveDgWV2ep\nmqZpmqZp3iGcTJnKq2XKBivAapffgVUpH6pMtR8M1o37+um6s9l0YXVNmRmdo0XBGkWxZQs7R+Yg\nWwOsqENHKFRQAilJrJStyhRrgzV+qFwirFn961iMfPEO7Ss08mcYcegs3Kx1VrqzA5F9s1i9ldK8\nB20+qwjIl0MRGkX65kzoLGt+g/qu8z99fuSfxjL/6Ec/eqb8a3OKVX2Dopbz92RyXqRD+5lm5BKE\nOZVfqGjKfK6pPjzbzt4tVTuYQ0eKl7lKe/2RP/JHIuJyX59TK1Ko5uS8C8Jnytgd7XJUfrLqwTs5\n+7pRSGWG144+V133aowEvpRWppqmaZqmaXZwMmVKjooqV0XGatX++lqL3Pfsm7MmcvbWWShNrLaR\nz1RWpHLenbxP7+/VdbNSxS/AOUeHJkf4sBaztUDxW5ubJyty2e9EpId2nM1sTnU41FmMFRedi2iv\nAnnrrbdGRMR/+S//JSIWa5/yuza3EKtfO+Zo08xIkRJxJpfPGtYqApQKcxFl57nnnpv6vs+z6Km2\nFJcnnngiIupnMReJalIO/n2jMwHNRdTyao6kUBjLVOA8xzz77LNnfteWx8qRlucQz2/Mmhv1Ue01\n286zUXiz/ohro/oumuyDVvW7POdSlP7ZP/tnu+6fd4mqer3lllsiYplrLiqyeBbvnMonLtPKVNM0\nTdM0zQ5OpkzZj+XLMtoPzTlbKDgPPPBARCyrcavi7APlPqywH/zgBxGx/SR4itRWZQueg5XA2lq7\nSqd8XXvttRGxWHWuX1lx1TlY/E5YvVmZ0l72vd3fap7fA+uXEqGdcsRStqKzjxM/Du2WYb0qj/Kx\nqiufOs+XzyubPR/M51jN6jtHrqz1Uaru73rKq13XZhjXv/KZlVSVnO1Z/atfSrH6U785p8xaPMfe\nHE1rYJHze6TazT6Dvk+dU3Z5nSplQBvyZTIXjVQ7aivfJ/f3M/cBY9HfqdivvPLKudfPY4U/nL6m\nb2srY9iYpUT4e85pxsdMn8s+Uz7n59Y5+v9Vso+b/qL9KkVyK6OM5Ln98xl9diH83bjYWz793Hhc\nG8k9q0ihlammaZqmaZodvOvY2W2vwMlu3DRN0zRNs4FzU7C3MtU0TdM0TbODk/lM8dXgo1H5tIx8\nQXKG8BwFRnmzT599Mfja2E+2/+t7s74b9oXd/y/+xb8YEYu/hIgF/hB8rW644YaIWHy/RIWpDz4y\nysV35Wtf+1pELDlRLuq8IvWy9n7VeVuZ2267LSKWqDL1Vd3Pvvhe3zV4Pn4m/GlyLqG95Fw5a+tz\ndE4ZP5fsO+jz9913X0TU2aAffvjhiFj8DOQ6Mh7lUNI+OZO6yDQn1m/tn3zeqvxyuPTsv7vvvjsi\nIl5//fWIWJ75wQcfjIiIf/SP/lFERPzNv/k3IyLi5ZdfjoiIz33ucxGxZID+5V/+5YhYfJP4g/Hx\nEQmZ/f8q/syf+TMREfH0009HxOV5iUT16RM531Eee6Khsu/JLNVpA/kcxarttvoDZvLc+dBDD525\nPp8pP9WLTO33339/RES89tprEbG0p3cLP07Pw5fN3O75qjFVRZZqL/1Be+Z2MHfksaA/zebxuumm\nmyIi4q233oqI2qfPO40P32js3XvvvRGx+Ajld/GsD9Pad4N+pv2eeeaZiFjeld4F/GnzHJ/vx69X\nfxzli9Nu/u/58lmO/j/yuWplqmmapmmaZgcnU6ZYRVbFIkvkMhGB4HysJ5988tzrfPKTn4yIxRqQ\nxZX1gUphytbfVuUhWwkUJ9FQLPicb8rflc+q3PP8+I//eEQsVozV/NpoJ9ae1fZjjz125v9VFt9D\nMWs1U0ByFuaM8h7rzLccoaJfbD25PlPVxygzOCWONVtFOuX+nxlFqrz66qsRcflJBaz7KqoSs/nj\nKvR3Vv1ImbrUulf2DEXor/21vxYRi3IF9/jGN74REYsilTOqZ4ViNt8RJStHqsp4zhL/tV/7tanr\nfeADH4iI9ac3wFyT+/RsjjFzibGozZSH4mQOq6Ia89xpbjNXVrnzKFF+ZtS3nyOqMU0dzeVXTv3D\nXJSj16q5elaRoqCYk0ZRpqO5KecjE01KTf7KV74SERHvfe97I2JRAO2GUNigfeG65o5qjqI4aZ9K\nEaSMUZyqdxSF2FxNmaS85vqmrlsDKI/6cf/ZqMJWppqmaZqmaXZwMmXKavGrX/PooDcAACAASURB\nVP3quf9nvY1OvGYNWD1utdJGVP4FFXm/lrWSV9+s2i996Utn/u65+e5YRVM0RvmPYP+c4mf1DlYE\nJY1VepF5fs5jVM+sj9EJ4iOfG1ZVzpDuuqw29aS9ZhU812dVjRQWVr79/6yeaBfZtiurL/uhZEaK\nHisu59/K188nAYzQH6vzz+R48n/9Mfvn8N2i5vAjmSHXKai1WRUdKU+zKuXzzz8fERE/8zM/ExER\nP/3TPx0REX/+z//5iFjUvqxeVz4oWbEYnfuZofqZaykEs3NL9mM1ZuQiu/nmmyNimXtms9m7jj7O\nh+W73/1uROxXhddSKXXqL/vSzOYno0Ibw9VzffjDH46I+XfbKNccJU1/0b8pUZ/61KciYlFq9Nus\nSBmD+RxVY1S/HJ0jWp1mod/YnTIHqPdM9qnyDq3OGKzmAWuJSvGsaGWqaZqmaZpmBydTpkawBkaW\nPCoLGjniZq1143s5Ks3qN0e0WIVTMDxPPjepwnWVk9U6UgqyVcTC95MCZZUvcik/T450OWE+snOZ\n3cce9Z/K6pyNDhxF5Kw9E5B/SNVPWMGjyJKRdUxxq3yn1C/rkHqhvvj5iCTjXzTKHF8pUsh+N9QX\nahFFjfVdRSPuoVJF1dmo743qgBpPoaJMPPLII+d+vsowrW9vPReSsrA3Eljfz35y+kwVqY2sbBgz\naxWtCnP/WrWdilqpu7NnFVKbMyNFCnYtKoWFOkxpGkVXGoPGlP5KIeJzOPI1o57nOVR9qR/jZTQu\n8rvV/T13dR4scgZ+uwKul/vn7DtktLZAK1NN0zRN0zQ7OLkylS1e+H0UdWQVbtVb5aU6lA9QtlIq\nq5CF7TkoCSMrDVbpnkv5PV9mdp8+n3j+9ttvn7lPthoqq6lqt8yhctFUbLU6UbXfbH4j7cyKHZ2r\nNlL69K+9+axynqzcrpWVW1GNz1zvs/42FfoJa169Vv4N5zHbN9cye0bcbB1QqKjBlQJVPQc1cCv6\n4EgtHMEHJ/eFPNdk8pyNfL5lRt4oyooI4Iy5h7/pm2++GRGXj71qrKsXio8xNatIoZpj1qr91Ry/\n1lfO+KC0qp+1Z+F5p1V+zbNRrsjvVtfPqn+lFOqH5k5KlHcElZvPlXqrdiEoW7PKbStTTdM0TdM0\nOziZMiWPlNWfrLUsU6vJ0arb56065coYKQSZrSdVV8oLnynl8LOKaMiwZvIJ6rOKwmzGbvvjsuvm\nnCqV9TRr9R9LkcKxog5Zv65fRe7k3DIV6pdVW5W7svLXwtqn7OTr7fWTkRdurfWJSj0yTii4Vb4q\nqgYF99J5oooAROVfuJXss7IWUWpf+MIXImLxm6O4VOWsVOpZZue6qr4oaSOfErnRtK32oSzlvFv6\nrM+Zg7IvmzHlHfLNb34zIpbnEk0oXxBFIytxo7lMOa+99tqIWObm2fqr+sXWd85WtKOf2a/XWOIL\n5V2QxyTs/lC4YG7RP7fOEcaV9tVPKj/UPDcb955Dfx3lq0KupxGtTDVN0zRN0+zgZMrU9ddf/78L\n8P+vhq1urXZZJ6xLFr39U6tV+71ZUVl7ThXrIGcuz7k9ss+L8uXcNBQh5bCqzqtc36eE2L+lePjd\n9XLkC7L1qD5nfW/yOUdXW/TeiEOXm3+ETOKjfFYjlSNn4a0+zxrbi3avzqQc+f/oZ+qhyvp9zz33\nRMQSeTObf6tSA4wTaobrZuve+LySwlapoodSpLBX5TO38T0xp1W+QKiixGbRJ0YRxlV95TmwQj4l\nyoG2d92sTNllUL6co40frQzXFBC7Evqud4wxZQznOWKUlylnhj+UknTRipT69g4yhswF3nXKRYkb\nzUlZlacAaUftt/Z5jXntblxo90yVz8o7mLKW+1XF6GzKTCtTTdM0TdM0OziZMmW1n6PWrCqtInOk\nCwWKbwmryPetvivL1yqzyhAtAoVFnqPFslWjvHk1TBmw+qe0+d2+u9Wx7LI5EiivnqscOOrR88/m\nSQKr4dBW+0WhnQ5lPWb/gpEylb+X63E2Vw4rXj/XH9cqbpSjUR60CuOCdSjTeFZLWJ/OxNyLcS+L\nNgU6Z1/GRVn3V2KvMmXM8w+bjfjd61dHJd3re1Wdo0k5Mzfl8uqjuW9TIqjzVQ43kcg507V3g3bR\nlykwayNlKYd7ox6PDcUmK23ekeYk9a3d8zuQj5l6rTKUI49B72r9wvW98/Lco518PvcT3zNO+HRl\nzEX5+mv9p/N9Z8dHK1NN0zRN0zQ7OJkyZZVsP9bqL2eUZplaJbNWREKw4igTVt1Vrhf/H/lUrc0l\nklH+nAeL4pBzj1QRH+rJ81bKUVZO1kYWyVnDV+Wd6jt1KKVCv9JOrF7+HeonW82j9vH9qn34lRgX\n+ot+P5vDiEI3e55XlWdMPVR+Clv9ISqUm5qhfo1/yuyMgsrCVtezik9Fzh2Xy7wV5Zz15YC+NIpO\nrMayv5s7tf3Ihwja3HW0kfowl4zqJ9/P9YwBz6d+lNP91Zf20Zfz/2fPVa3YGq15KHKG8EzVv71b\n1WMe4/wc8+7PrN9x9uPVL7Pfs/akDObdm6xIKYf/Uward5LyZx+uvbsts6eWtDLVNE3TNE2zg5Mp\nU1bRrIgcSYDsC2R1ynqxavR/Z9idGvu2OWqKhT+bB4rVRqFzgrZcNDiUgiSHx+h6rNCt54KNqE4G\nr9ibMTwjGpKVlaPwsnU3yrrt8/prFSGT9/dzzhcRS3yXDmUtV1Yr30HZozPGL3Vl7zlq+b7qm3Vr\n/Of7nNdfRHNpk73KlDbLauTePFPyJXnG2YhIfc6cwtcoK1vVWFZnfE3MqVTQEVnJUp7sI1ONCWMh\nZ9CmpHieHH0Gfdbz+135tQffLc85OtfyamVthDr0B/WRfdi0A18zuxSUpRH5HZBz72lPCqj7UJKq\nOUN/Mud5t1cR7f7ueXzfmmJWmcy7AqNoVbQy1TRN0zRNs4OTKVMUG6vSyueCdZKtEkqEVS7r5djR\naKKtRhECysH6y+dQsbxFMLB2PVfOCeI5KVQ5x8yhziGbzfbKqjiUMsUKYhWIHtvL1nPacrt53sqf\nhII0Oml9dNZfhhXNyqPMsPJmVYRM9pGq/HQq30F50T7+8Y9HRMR3vvOdK95vrQ+e58t+FlU7nvd3\nljhL9dZbb42IJdK1ihIDi3SkJvrcVmWKgmYsVRmeM9m/dO1pA+5HiVjbl7Spuvf8ovRG/nRVzjVK\nlTavcqL5v/pSH3LDXS3+nsbKVqr8Sfn/6j8rKdnXSv1qF3OLOdh9KgUok98B+d3l90rBzO9wcxIl\n2f/1q5yXDJTH7MuHPHebA7Pipx71u1GG//9zvalPNU3TNE3TNOdyMmVq1kKvVuNWu1X+mYx99b1+\nE7PWGwXBPq3VtedmDVjVV+cX2dd+5plnIiLitddeO3PdtbA28n5yjp6aJZ+blDPVz8LKzPmiUJ3Y\nzupTr7keR4oUX58cDfnCCy+cuR5FkZKYra5j+Y4hW+9bFSk4G3NtPjL87M/+bEQs9TZ6/rUqwe/8\nzu9ExOVWacWl6sf9998fEUseInXHAp3tm5SV2UzJa6GUUTOfeuqpVd/PEabagoLmp76inNT1rLqq\nl3zWWoU2zXNqPrOP8lWRFT3nhc6qyXv99O64446IWOrlpZdeioixb5UxxI/12WefjYjledZGxVWM\ndgtyhHq+X/ZhorobUzlaErO+e3lsU5b0A3Ozd5Z+kU8x8Zx8o/zf81DcXDcjJ18uN8UtR3vmd17V\n32YjlVuZapqmaZqm2cG7TrWv/K53vetHEUsuEqtiq0WrUPueOReGVWtWMuyf56g0ETOsQBav/8+u\nwjN8l3zf9XJ+oIznzKvstVmN85l6x2b2flb/fIlYF/7OSpD1ufo+VeGDH/xgRCzWhwzZoNjN9ufr\nrrvuTPn0F2rG6PlYV9pva3bk2fqkPuQzKLfe7yMf+UhERDz55JNT33P/fGLBqL+u7Z/mA+Nav6Gy\nyMZcWes/+tGP/o8PkjPc1voSVah7lvbVOvYOfb8cUX3s+1F/KWmUE3+nnJlzRwoSXxpzsb5EcfgH\n/+AfRMSihlKmMvokheUzn/lMRCxKSo6whvrTD3P7VXnCHnjggYhYVHt9PqvJ+fmgPs1RxjBlyrtw\nr3KW73eq8TDyy9QO3v12G8xlfKRyfbjuJX7b5z5gK1NN0zRN0zQ7OJkyFRFXR6hF0zRN0zTNHK1M\nNU3TNE3THJqTRfPZh8zZd6soP/u8ftpPz/vrObLk1Pu4V8v97r333oio/QFGGazlJuEbxOfpwx/+\ncEQs+8yPPfbYme/Z9+eTJBpPeUU0iYDh+8YPwuc/9rGPRUTEo48+eub6/BiUp4r2E7Ex8o1Tn3z2\nRv4EOR/VWt8p9+PPIBLtrbfeiojFr+GWW26JiOV5Hn/88YhY/DCUQ9Qj/4nsT1L1F/XIj6DK7bMW\n9+PncsMNN0TE4gfC3yRH0vBp4+egXyofPxB+L+rn0UcfjRtvvDEilj6Vo8lGGctz/qbq3MLR2PM9\nZZO1PnPnnXdGxNKWIpTViT54tc4tW6n8TflDZn9K7faP//E/joiI3/u934uIiC9/+ctnPvfwww9H\nRMQrr7wSEbVfX/bRGkWM7iXXpyjCN954IyKWPp0jtb/whS9ExDJmnnvuuYhYym1udn2+gsbwrD/m\n3lyF+fmM+RzVJ/JXNCSMUz5N99xzT0Qsc6B3iP7hVAb+0+Z+cwQfxyrin79sPvdUP8vnkY5yCLYy\n1TRN0zRNs4OTKVPO26lW47BqZrWx0nzPathq1Gr49ddfP/d6VsNWo2uj596pfPrTn46IJTswBYUV\nb3VfKVPZavH7V7/61YhYFJEMK1HUmPvj+eefj4glxwtrIasAVR4j7Ve1IyttLbMRLoc6E5A1J7N+\ntoJECnnOHKGWT2KvsnVXjOpxL9qVCuE58wnvoDhR1swPflI0Peel11F3VcTfKFN5zkOV++IIKp+5\na5QTjoIgH86HPvShiFhynY3UTnV7rDPnqmizvVTlrSJ8tdvf+3t/LyIuj16j9FAuqJ45Q3weG1Ue\nIc+d3zFYe9ZbhlKjXqvrGdPGpjlaRLFdBc+xNu9ZntspqcZPzsg/q2DlMZvruco/RtHVvjmaUUQv\nvMMoU55/VA/aJY9v/Uw9V3PUZeWe+lTTNE3TNE1zLidTplio/BNYVxl/51vFh8I+c17t2m+tGGXj\nPdT+8QirYorEbJbVrfDXyFYuK54VV1FZ89dee21ELNaR+qMIff3rX4+I2lcL2W8i1z9fm29/+9tX\nvM5aWLF5X32vNS6rL6tndJajz7Giq9wxo317bD0nDp5fduc/+IM/OPP/apxU/kXweVY2FSdTqRNg\nraqPS63/rCpmH6hDk88wy35n1PC/+3f/bkQsOdFefvnliFiewRjIpyTks8H8zqfDGNRGlbpc9Sl/\np0g4bQF5LPAnpPRoc3PAqO30Hc+R1V1/r+bEKndfPue08vvzvPDO0G/y2XKeVw40c5HzKPPYyFQ+\nS7mdqjnniSeeiIjL+4H653vGz3KvgkghNYa3vgv1e9/Xbt7pcgZmzA38n/Vz/SH7tm09fWI0J6M6\nCzDTylTTNE3TNM0OTqZMsQJYdXnVzcqRzTifBJ2z2GJvRMaxFSl47tG5S3thrVXW6uz9K+tK/bOO\n1D9lamS1IWdIF52G0f76Wr8WVJEee62722+/PSLqrMgZSpLyaLcRo6y/W/H8lcrAus/WXdUO1AK+\nedD/WKOziqD/mwcoaBGXq3JZkcrZ1feOQZZzzpANli2L/2//7b8dEYu/4C/90i+d+Txforvuuisi\nLp/TjDmKVo6AraCwZFyf0pLJ9Zn99fg73nzzzRGx9MlqbKn3yhdFH5n1dzRWRHeJdsvk0zVASVR/\n+R3geSmKa31pqnrn4yWjufJlpYWiQ2HN3xe1Romr+jM/Y/Vfqdf8WrOv1FoorfqrcmovSl/2dYK/\nG+PVu9198tyR58bZd4VxWrVbRStTTdM0TdM0OziZMmW1ab/aqtLqMa9S5Z2RO2SrErG1nHt9UDJW\n6azmY2WiZ41YZWd/B3mLRr5k2iXDOhZhYd8erKycUyaTTzTPysSLL7547vcomsfyh9kKP4fsTzPL\nbKRQPvfr0FR+K7P+BvA8fPZYmXlc8afIvncZ/WhWwbsUffG+++6LiMt9jUY+PxkWtDLlvmts/K2/\n9bfO/L3yE8Wrr746df/ZCEwWd87Fpg22znF8vCg6VEtzeM4dqH6qaKtcvhGzY4Uik9uXz9ZoV0L9\nUTyUkw9V5QOUFRXXEZHq/+bqKrovz3E5R53rVmOWcqr/i8Dmh6oe1ipS1bvBeFBf6p8S593Kb7Xa\nxRj5E7sO5U59ZkUqR70qVx6v5ij1mRXBilammqZpmqZpdnAyZcoqu1JEKBqi0KyiWT2si2MpR7CK\nt7qt/ADWstb63QqrkNWdfZ9Yh6N6zMqHehFxoX6qSJyRfwHrQFQhKw0UmHxdVgOlcmTFuC6/AtmD\ncw6ZvSgH37980vuIUUQTtMuhcwHJ18b3i2Kovqkmxm9WR7K1yu9jlL/Lc4+iclmdnn9Nvi99noXq\nmbb2AcoAy9/1R4rJyMcp99WKasxSPrTdbO60tZjLKXDmmGr3gJpYKWoUoq3+gFT/6jSNzGy9mPP0\nl7ybMosx7R1gbtCPZiO7+YiJwtT/8ikgoDj5KeL4ULnyKryzja+c0d9PYz4reepbv8njSn+pfKr0\nB+NJeUbjz1w6u+vRylTTNE3TNM0OTqZMzWKV/bWvfS0iFgXl2Ktp8Ala69lv9Wv/9Vg+USNYASI0\nKuVCRFIV9ZehXNgXt+q/6aabIuLyfFBVzpecc0Y9ZwWNdZH9LHxupORQiFg59udZMyP/lbVQA/j6\nsUJnfZt8f3SWIKp2XZtjST1SQyhK+ZwtvnY5Gg9ZlZj1cWQtjrIXV76VM7DMlWmtj06GRa3NDpWJ\nXJ/cOtdRUkZ5fUZQPColieKgHqroLPjcyNdr65yZM4OP5rTZXQ3vgpzPatTeOVK9GjNrI8mVm/+i\nObLKw5WZzVlXYQxWiq65nUJoLhJ5+/bbb0fEMjdWuxfWAHYRsjJVzZHaybj0/VkfQ3PqbP9oZapp\nmqZpmmYHV70yha1ZTg8FRWxWWcgnaLPGZiNPDk2lXLCGso/SCNaW1T7knJmFwiFHDWsv+5S5D581\n1nKVbyzjLEjWEmWKcnfo/GLUhFmrJvuszSpSFaxU6susX4j+rT5lrlc/Oe/bbHbgWWWK1T5qj/w8\na84UNDb3KlLIUXzZ92U0Z/AHrJ5pax4s3ze2c6RkruNK3R2pmlRt5R+phYfyb63KS3mcPZ9y1s+Q\nak5B0S6jsVXNTYeKSOc7ZQ69qEh396l8xnL/8u7TbvrBSIE0PqrcdhW5XdTTrJq9VvVuZappmqZp\nmmYH7xhl6thRexUUJb5AozPmwBq1el+rSNnnPbZvGKtgbb0qF2vXdViFs9Foovf4LtlXz/mZ+D+I\nHtMu7juyQl2PFZ05Vp4mfisjf5pc//nsRr/P9qPZSKZMtmpzPjjWOOuctXjoTOxrrevzzvhTRiqd\nuqO0UGxGud4oOfpQFTXEP9J13Tfn7aGy+llFNKuD3Dezn2Cl4lFfsyJVKVP6alaF8/3zXKxPzPrl\nHcqnbKT4HFptzn6X7r/2edQfP0Rzac7BNot20057Ve21zCp7WWGlaI2+r1/NnqYB49m43eJfuYZW\nppqmaZqmaXbwjlGm+OKMMnUfGvmt1uagmT23qeKiohVZrVVukgoRI6xkq/+cy6OK4suIuBH9lpWp\nHE3p/qwP1lkVycLqE+GhPVkrsxEws8iee+2110ZExMsvvxwR81Ysq5/6kNWVvVQ5Xapy5Mg3ETnq\n71TRqjhPhVBn6jBb7BQClnGldPDrq06thzpyPX0q+5Tog6O5rPID07dG/n7mEKooVdZY+Na3vnXm\n8z5X+ZIpd76fes3naf7fhjloVnWvUI/6i3eFMwmN8Vmfvs9+9rMRscxpjzzyyKrymMP5Q1LenEU4\nwjgbod5yNC30z/wuorit3T3QPu4zm7ctY/yPaGWqaZqmaZpmB+8YZYo1dVGI/qKQrN2vPVa24a2w\nfigSrNaf/MmfjIixlUz5ASvU9az+nQTu+WeVKfi87LxgFVJC8j77yGrhm/XGG2+c+/9D+0xR5uz3\nb40cY11pH/VrPGwdF2v7pxxFrDuZ0b/zne9MfZ9VOsrSTMWhRIvcGflQXdp/s4KQo39ybrNRpDCL\n2eeMmQpqnj6aVerR6Qcj/zN1YSx4Dj+zoiUCdpRLzmkTFSO1/aLU9BHm7kOfMkGR807YqhJTgJzp\nlyOiKSdPPfXUmd8zVG/tqr+tPQ+UIuY6s3OV/qa+RxiXlCxKmv4+6+s1Oisv579Sf9nvs8L33Mec\nO6KVqaZpmqZpmh28Y5Spi7Z69lo1x44cqKLXciZx/h2sn9tuuy0iIp5++umImPcVylZypdS9/vrr\nU9erUG+UpPz3KvJjZE2pr4tSDGWc/9KXvhQRl/vZbPWpW3vGX0XlZ5N9qShR1ByKGyVv1ofxfe97\nX0Qs/a1SpnLuGifKj+5zaf3mrO/6DHWV2jfqM1npMSecFzl4KbmPGjss3JHKnftqvl5W0kY+X66j\nDv/wD//wivevOFSuP8+nfg/lB2hM5dMT9l5P/aq3vXOIvmoMUuMpqLNjSn/87d/+7YhY+rN8ShXq\nP/s6Pfvss1P3hf5WjWXKmbmQiq59fF95Zv1Jc9Ton/yTfzIiFvXcePXOqDK9VwqmOZDC/OSTT06V\nq5WppmmapmmaHbxjlKmc24PysjWi4qJg2Ssvi3utr4t9bavtyjpWH7leRADxRbnzzjsjYt7K2pon\ny/4zZZHy4O/qg1VS+caMIktG0WRbs0jD84jsYFWyJv2uPiur23NX+a4uGvXPWvRTOeVX8zz8MfQn\n9cEqrhSvZ555ZlW5+PnMnol5qTKlDNl3whyS/QeNFcqLNtQXs9q6ViV3nVm/y0PNaeae733vexEx\nf+5mRsSvuSfn54I5SvnVM6XA/6mcxuyh/GEpSPrOLPr497///XOvh/y8+uZaf0tKjXqg7OifFBM+\nROpJFKAccnz3lEN/NjYzvm9OWuvPWlHVt+fMUKerXZG1OSVFFptjqnxn5oP77rsvIpZ+rP3yGYpr\n27WVqaZpmqZpmh2864T5YU6bmKZpmqZpmmYd5zrltTLVNE3TNE2zg5P5TI0iLuQZqjzxMyIT8plk\nlLd8P74eWyNbMva7+ebceOONEbFEGOyF3we/gxyh4/lno/PsG/NFqvwf7OfzH1Cfn//85yNiyU1j\nf/u73/1uRET8hb/wFyIi4sEHH4yIiF/8xV88U26+Wx/4wAciIuKtt96KiCVazX3UZ24/9aveX331\n1TP/5xPGL+GFF144tx5yxnWRMMo38iv4hV/4hYhY6kF9ip689957I2LxreKX4/eqfx4L9+NnoT34\nhKnPfJ5cJkc68fPgl5DPG+PPkXPh8HUyHvXf7GsmEs7nc04a5fmf//N//h/fkBxBeejzPXPbKYP7\nGFPvfe97z/zOhwnGWs7Z5qc+rG9+7nOfO3N//1cOdWVuePHFFyNi8dPT1n66P9+mv/JX/kpERNx9\n991nrnssnHlnrtcX+LToK54zR5zqC3x3fN/Y1geNZf6Z+sGxn09/VL85Ijb30zvuuCMiljk9R5Pp\nX76fd5fyu2jv843ynjlj0JzGh+muu+6KiMWHSzvKTWeMf+QjH4mI5R2n35qj8njwrnCdi547K1qZ\napqmaZqm2cFVG83HiqjOQcpnq2VFagRL+lDKVF4dry3PCM+ZI0Gw9my5559//or/Zy1VeZ0ef/zx\niKiVwy9+8YsRsViFOWqQFZPLIbKG9VHheiJaXI+VSgWo8n1pL9ZrjtwYKTP4N//m30RExD333HPm\n7xQo19E+2bo+Fbk9qCqjyKqf//mfj4iI3/qt3zrz95yrJUcUsUpZ1fk+rGjqSVam7r///jP3ycrU\npf20ygB9KEWqQhmyykuZqCJnWbxZbUaO3P3N3/zN3WW9EpQTytSxyXMlhckcT2lSLzkfUc65Z06n\nZFDg9PG1fsLqvzorcUTOcD4aY+4jT1PmlltuiYjL1XhU0WxbGdVXzj+m3ewu3XzzzRGxtIczIUWX\n5jMmjXHtTumiVB0qL9mhaWWqaZqmaZpmB1etMsXKs5+ec1mw9rZmGreaplBRNqyiKQeUk5EPV85j\nlE+KPzRVPp+9qI+cQT3DyqNAVNbW1772tSvejwLpfjl7bQWrRobsnPtn5KvG2nK/nN9qrfVaKZyj\n887Wwh+GksaK41/CX2KkjOqf/DJYwaz+KidSdUI86939c30aT8ZR9mGjLlSZ/bVT9Vyz+aguZeQL\ncihGfnfGTpWRvVKHj8VFnzZRzWXmFopilSGb8uQ6lAt/97tdDmNllrVn3WXWKqKUGnMv/1DnYXrO\nSplai7mgyvFHvTf29Fdjzjsa1HfXpcp7Lmq95/t3/+7fRcQy5+d3jvaieM1m4tdu2d/3WLQy1TRN\n0zRNs4OrVplilViVU4RyhMtWKFGy+/ppf5u/QI5+ysoU/4Lss7Q34/apsE89Ot8pKzE5uguz2ZzX\nWh05S/XWrNHajWKyFVbbj/3Yj0XE/MnraxH96Jw5qocs3fr1CPUmWpM1eOutt17xe7/2a7927t8p\nSpSp7PfDGqUOZFWI71ulSD733HMRUZ9peKnP26xavdZSrZQsljt/xvx/dUspyX6gvk8NzErGsc/5\nzIxUvqxkUA48h7af9TGq7mcuqNTx/DlzgneDOdj3+eOt9X3KqjvFgxorYvfRRx899/tr5wLvmPyu\nMbeMToNYizFb9TP9Nfv8GXNZxfa57LeqHvMcX9WP65ujzDGjXZkqM/1WJXr2tIpWppqmaZqmaXZw\n1SpTrDiK0Qc/+MGIWPbz1672WU+slbw/7Hp+ynfE+sgRGagUKKvovNqvA26rNgAAIABJREFUohOv\nFtaeoQaKVI6yHEFhYS1qpxtuuOGK3+Mzx0oe7fuP0N/2cux2FQnDf+Lhhx+OiCUXTWV1j5Rc40ye\nsLV47sqvRf8wrjIUtsqfhXU6k1Nm7Zlas1QWLZ8R6mQ+h5J/n7bJfYRPz6xvzaHzZY3I+ak8JwXC\nGDZHfupTn4qIRSXlvzh7NiB1nGJCWVJ/uY/7XD4DUD0pVzWHj8jt7rmp2hfl02bsV36iW8lzdc47\nZjzNRtGpD2NVf3e92fpSLkpWfodn/N871vhwnVlFSv/TX2bL28pU0zRN0zTNDq5aZcq+qH1i0Uay\n+a6NkmJ5iwqkZFT7r6wqP2V5zbBS+E7l8mfcl39Bzuab82axbu0D780hQjmy2t4aFcgaVB5WCGuQ\nFeB5+cTYX3dfz5/zBo2iyVjLrGL1uTbjPP+HvRE7YEXx7dF/1Qcrr1JwRvBV8/Oxxx6LiLEilq2r\n7FegvNV1WGnaPUeobc39ot+wNq+//vqIWHzYvvnNb0bE5eMs31+/3nLvvVE+oqpGSkFVR+qe8jO6\njrY7ljKV5wSKAnUw47n4jGVGOdWykmjMqA++NhQH7WXMyruk75oz+emp35Hv1Vbefvvto1w3YwzI\nkK6fHDqnod0ZCs3aOVV729XRvvrV7C7CD37wgzO/m+uriF/veHOw+2e1u+rH8G6h0M2ewtLKVNM0\nTdM0zQ6uWmWKVfGrv/qrB7lezvvEumH1jFbLLPKMM9yyMlUpSP7OmmDxs8b83SqeUnWorLYsfkpF\npQCNYH0oV65PSgFrUIRPtnqr6L1srWofCiEfINYHa4JfxqzPVqVI8YOZ9fPIqF/KZvYD2apMZdZG\nS0I51HOOvsuwBtdm2kcV9apc2oHPlmhe9zUu/Z7P4ry0v2Tfiqz+4lB5ZygEuS9VGc8z+ors/9U5\nktgb3WfOqcZefo69foBrFSHKSD6nMZ/Rx2/SHECBMrYoEPrDVn/Kiiqn2rHIPmD5nXEojK2tc1SO\n5qOgmsO146yyqp4pT9lf2lwhEtl4zP60OQK8qje7JOp5NnNAK1NN0zRN0zQ7uGqVqUNjvx1WqfwP\n+GqwgnK+nkrByCfGz0LBsR9r1Z1Xz4eOFMn70BUjfxKKQrX/nK3nyjplfWYlKEdt8Z9gNbGWlY/6\nMKsGoDp5/dAnkbuPDPPZ52dvNOKIrEytzdBfRaLNUo0f1/NTf6ryZalHCuWMMmVsHquOq7w2s7Dg\nKS3HZpTL7dARqdp+dmzmcyzNlcak62T/zJwpXXv4+6HHtOseW5lSbrsglJmtZwWOME62+phpNz+1\nl/ZYO0frP1nFhvHufjmXnd0Qc4V36m233RYRS3+xG2YNQK3Pa4eKVqaapmmapml28P+MMpV9nqw+\n7bdbrfLtsG+araCs2Iiq2urTlKPY7NPORvYcC5Z/pRBs9Z2pyL5JOWIjR2awVlkpIi/WWtWsHd9H\ntspy9OJa1COVJFs7oyzEs/d3XfehzmQlajbTPGajPqkrOXItjyuwVmf9EvhHUCKNl0vbLysFFIRR\nHWf4MHl2fTQrUJ5565hQntmIyL19ccTe0yWUz3WM2cr/MI/1Kq9TxhhVb+bK7P+nnqrzQ7finaH8\nexXKihx5LiJ9NspsLWvnhrwr43ftn88/9f9ZRU//sSuRzwdV7zlS3RxBefJu8Hf1mvtb3q2Ynfta\nmWqapmmaptnB/zPKVBWZYNVM4eDTIuqtigLMZIt7lpwz5j//5/8cEesVlkP7g8iya5WfIyi27tfP\nWm/5+hQX1g7/AZnSWfdr/TPkL8v1lq0zSqHrb82rpH0zo/pgnVVqRM7gnhVNyt6xUS85t8soj5fx\nU/UP6o9cMxRh7XSp0udZKUX+t1YxUObR99f6gGSM3dlTHdb6Z2L29IWs4lfnblZkf9TR/bI/n3KO\nzjfVx/UFCkJuD33xWGcc3nzzzRERcd9990VExK//+q8f5Lrmuvxcdg3eeOONqetQbfkEjchRdtdc\nc01ELHPlK6+8EhGLD1I+z1N/zvnFzLHm7ny+66j83s1ZeaRQmguyb5b6o0zqz/wz87jTb/W/zoDe\nNE3TNE1zAbxjlSme+LOZ0Ef7y6xYigxrSZTd2iyws+RVNOVhrcLEl2RvzhGKnNX+2jMQR2z1J2Dt\nUKz4KVBCXDefHzbi5ZdfjojF6kHOTeQ+rPatylSF9mOVu4+/U0Tzc7G6ZZj//ve/f+71v/e97x20\nvBWs6U984hNn/p6V23y+HGub9fuNb3wjIpbxR1l2BmHmUiWTfxYLdq0PCMwtlK4qwrU6K27k00T5\notyMcn1hra+UsTOrdufn8f1ZC139G4uVGgtKANbOYT6v3ikZFIitueJm0Y5vvvnmQa/rVAfXp7Dk\n+hpRKXyj3Qz3vfHGGyMi4qGHHoqI5XxN9Z53fYxZ7a8djMO156BS1MzVOdO+8eAdrTze4eqLr9mI\nrb51rUw1TdM0TdPs4B2rTB3rnCWrZ74ZV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1NN0zRN0zQ7OJkylfdvrWatjp0Zlq2v0f7t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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "feat = net.blobs['conv3'].data[0]\n", - "vis_square(feat)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* The fourth layer output, `conv4` (rectified, all 384 channels)" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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4C+ZVumsf1UfCVu8nY30yrkItGteXdYmSjAGD+A9KhONlJfP0XpZeH6/SdeT3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\nvJ6yh1F9sLksUaa2Zg3dKsoUGxrVUzI3M7OS7Rjzqcrjp7q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Qa0Q5g35mN2Ks5iqLOT4Z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pR/p0awtoKa+MADD0TEFBlasepdBKWKpF4alKhsLeb/+DMuFX3JnNW5m82HuSytSPGs5Vnden1t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\nc17/r8/Qaq2pFOVWBc3KlDHGGGPMABtTpnqtuEyJg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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "feat = net.blobs['conv4'].data[0]\n", - "vis_square(feat)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The fifth layer output, `conv5` (rectified, all 256 channels)" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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gnzx5Muyz90nXC9GJTAEAAETgYgoAACACaT5IaveCnGinJqb5fO8rW+TXpydy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\nmzfxuOyGyBQAAECEznRAH1W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Xr1+X1L/mmBXw+XYOoxqtAtB+vujbovB+QkdVbR98QfbE\nxIQk6eWXX94xLh85IzJVLSJTAAAAEbiYAgAAiECaD5Ww9J4PM09NTUnqX9SVNB8wenyaKlevwxT8\n+WttbU1Sf5qvqgkf/pjZagW+p5T1HxymzxSGQ2QKAAAgQisjU3ZX46Me1vHVd9xGPtblfHp6Ouyz\niFSudemANrDzmo8+2BR7v6/NbS4mJyfDtq0t13Z2XvPfS3VE3Ww1hdXV1bDPis2vXLlS+fPj94hM\nAQAAROBiCgAAIEJr0ny+N5H10zh48GDYZ2mlDz/8sN6BIfChe0tL2OKfknTmzBlJ0t27d8O+d999\nt6bRoWn8Z9pS9/4zbemLNhcol2WTMyTpS1/6kqTixV2XlpbC9gcffFD9wFCadSD3vaU2NjYqf94b\nN270/VsXO8fHLJTeJUSmAAAAIrQmMnXs2LGwbesc+ULmmCmgFj3xdxSbm5s7fs+m+1uxO/otLCyE\nbSs8f/PNN8O+S5cuSRq9dgg+6lD0vhpV/nNkUc1Hjx6FfaMQkTL+fWERJ796gJ3fujJ5o+xEId9G\nxc7PvsDboiJloyP+/6ZmLQp8dLVJ63KmVhQ5HWVEpgAAACJwMQUAABBhLGMofXRi+AAAoAsK85tE\npgAAACJkK0DPXbzmI3KjOhY/Nd0KXH1R8KgelyKMpVgTx5J7HFK7x+KLtK2ouog/f5SdVNLm47If\nm8i0tbUV9pUtjG/jcbGfnz9/Puzbqz3DhQsXwvatW7ck9U/6ihmLFf1XuRbhflk8IlMAAAARuJgC\nAACI0Jo+U6jWfuFWdM/4+Lik/tB4lWFytMNeqT2p1/na/pXq6R1n6cei8dl7WeqVKqQek+95dfz4\ncUn9KT1bsHlU+hBamtf6Pu5mfn5eknTu3Lmw7/79+5LKL9bt03xF6bYmnLeITAEAAERoZWTKOgO/\n9NJLYZ+tzVe3V155RVJvXSZJunbtmqR61mWKMWqdyNFfXPzqq69K6r/Tt8LQXJ8nSEeOHJHUf7fd\npPXPBu06nsprr70mqRcV8tbX18N2VWvU+ehIUSf6UYlImf0imMYidn5dyUEL7VO1cLLvaRtTSkSm\nAAAAInAxBQAAEKGVaT4Lp/pURB19JowvvHz55Zcl9dJ9Ui/82fQ0H0aPD83/4he/yDgSeL5kwQp2\n/eLulpa4e/duvQMrydI2qVfUsGMhSadPn5YknTlzJuyz5/vRj34U9pVNPw3K99UqWziN3qLWVnQu\nVfca7WdhYUGSNDExEfZZaUMsIlMAAAARWhmZKpJraqQv6DVNKhYFhmGRXqkZ0467zu7epV4Uyt+9\nr66uVj4Gi7j76FLZouqq1ni1yUZS7314/fr1sM+id1a0XyU/liaxqKCPnOWaJLCXoqL9VKz7vP8+\nLorifvDBB5L6I8GpEJkCAACIwMUUAABAhLGqwrP7PvHYWJ4n/j+pFmi18KIVtknS+++/n2UsKYza\nWHzPmkePHmUdS1l1jGV6ejps7zWRoonHJfc4pHaOxVIffjWE1GmimONi51rfU2p2dlZSf7F+2e7a\nbXyN6jDoWBYXF8O2FXb7983t27clDdfXcND3rh+Lday3vo/D8JPNXLlD4WCITAEAAEQgMqX8dwO5\nxuKfywqO/d3DqB6XIqMyFmv14QuP9+oo3cTjknscEmPZTVVjOXv2bNi2CMLy8nKWsQyjK2OxiQCp\nVlBo4nERkSkAAID0uJgCAACI0Jk+UxjcMP1k0D3j4+Nh++jRo5KklZWVXMMBSrP0z+TkZNhnxc/7\npfmQ3igvkE5kCgAAIAKRKUgiMjXK/BTypaUlSdLm5mau4QCl+TXWMLqsNYYvVN+r1U0ViEwBAABE\n4GIKAAAgAmk+1MZCsHNzc2GfdStGM6ytreUeAlDIulH7BX1tBQPfAZ0U9eh5/PixpLxpXyJTAAAA\nEYhMJXLgwIGwbesEjfI00SLnz5+XVE9h4IkTJ8L2gwcPKn8+ANWyKJRfB9XW5vMePnxY25jQLDlf\neyJTAAAAEbiYAgAAiECaLxHfp4n0XrFnz55JktbX1yt7jjNnzkjq74hMmi+NF17o3XsdPnw46WNb\ncbF1r45hXdwl6cmTJ9GPl4otJv7ZZ5+FfTZWXyZgi8VubGyEffbZ8ez18I9nkzxiFrBvasmCFRdf\nvHgx7LNj8N5774V99+7dq3dgaAzfZyrmMzAMIlMAAAARxuq+egtPPDaW54n/j/+7/dVsDoylWMxY\nTp8+HbbtTtXfwdc5ltT8WKampiT1R41s6rj9TOp1Ob9x40ap55ifnw/btnafn35uY/ARgaYcl9zj\nkIrHYpEVXyRrET4fSbXXzb/OFs31EXCL5q2urg48lrJSRgxjx1LEon2//e1vs48lBmMpNuhY/Hkr\nRdsd/7zu+6NwMESmAAAAInAxBQAAECFbmk9S1jQfAADAgEjzAQAApJatNUKK4jbf5dqmQPtpvR9/\n/FX1eZoAABSVSURBVLGk4sLjphYUM5aepo7Fir1TR3VtGrrUe+/uN5ayx8WKx20Nq1j2vEXT8nNp\nc+FslWwsvsi9qFN0TDG3vb/8e9MmQvi18uz90qTjwlj6tXEs9l6ztiJS7z1e9P1f9lxbNJbdEJkC\nAACIwMUUAABABPpMKX84k7EUYyzFhhmLhcGfP3++5+8V9UJKPRbj+1bZIrZra2th36DppjamJ4yl\n2KTh0mwpx1IlxlKMsRQrOxYrvVhcXAz7bBFs3xF/ZWVl1/+7Xx9Cd66jAB0AACA1IlPKfwXOWIoN\nMxabgPDlL3857Hv06JEk6cMPP6x1LFXpyli++tWvhm1bU9Gv23jlypUd+8qMJfcxkRjLbhhLsZix\nWFTTr/pgRf9bW1u1jiW1QcdStK7kzMxM2Ged/H3k3QrQ9+vyT2QKAACgQlxMAQAARMjWZ6qsssVh\nyMdCsFbk7LeHCTPHsNCuX/Dy4sWLknrpPqm/KHGU+AWRrQC8bLF5akWF1v49ZIsAN0kd5yPrlWOL\nDEv9713kZ+e8l19+Oeyzc91+C0+nZu9FX3x98uRJSdK7775b61hy8wuBP336VJJ0586dPf+Pn/wR\ng8gUAABABArQVb64ze6UfaGabfu7yP0K2VKMpSpdGcuFCxfC9ltvvSWpf9r9oHdsbT8u586dkyR9\n85vf3LHvn/7pn8K+u3fvVj6Wvfho1LNnz4YaS5Wvjz32fufNmLG88cYbkvrPKe+9997Aj5NiLKkx\nlmKMpVgTxyIK0AEAANLjYgoAACBC4wvQm8SKT/1iilYYOmhqD9W6ceNG2LYC61OnTmUaTX7T09OS\npHfeeSfss1SopZWkwdN8qQ2a2qtbHWURv/71ryt/DgBpEZkCAACIQAG68he3MZZijKXYMGOxqOrX\nvva1sM+iqT/+8Y9rHUtVmlisylj6MZZijKVYirH4/xtzvUMBOgAAQIW4mAIAAIhAmk/5w5mMpRhj\nKcZYinUtPZFKzFhsso11k845ltQYSzHGUow0HwAAQIVojQAAKFS0fiLQVH6dvbrfu0SmAAAAInAx\nBQAAEIE0HwCg0KFDhyT1r/pg6ROfRrGfP378uPKxPH/+vLLnQLsdP348bG9sbNT63ESmAAAAInQu\nMnX48OGw3fR1vlCd8fHxsP3pp59K4o4WGJTd6V+6dGnHvjt37oR9H330UeVjsc8xsJu6o1EekSkA\nAIAIXEwBAABEaE2a78SJE2F7ZmZGUn9Kz6yuroZt0nyj6+OPPw7blpZ48cXe2317e1tS3MKXaD7r\nO5Oq54ydc3xBtqWP7T3VVMP04JmYmJAkLSwshH2nT5+W1FsoW5IuX76cYoh78s8HNA2RKQAAgAjZ\nIlMvvPD767jPPvus1O9PTk6G7dnZWUn9BYmbm5uSpPv376caIlrM38UWFZ6PakQqZ4fgurz00kuV\nPbatEfbo0aOwry0Rk2Fe75WVlR37lpaWdv0ZqmWRQu/hw4el/q9ldPx3rkXwm7D2XdsRmQIAAIjA\nxRQAAECEsYzpjtHMswAAgLYqzIkSmQIAAIiQrQA9dcGbPd5+kbbp6WlJ0vr6emVjGZQfc8xY5ubm\nJPWK+6XBi0RTjSWF1GPxjzFoRLbLxyVGE8dSdhwHDhzYsS9Vl+1Bx1IlxlKsa2Px7Svs8YaZkNW1\n47Ifa3Py9OnTUmPZDZEpAACACFxMAQAARGh8B/QvfOELkvp7Ba2trUnqD8kfPXpU0v5pLd8fpguO\nHTsWtt955x1J/YuO0gumZ1R7S7WVda737/F79+4le3zfEb/sItiD9sdLpc7nbWovsjNnzkjqX9nC\nvgt8bzG/+sEo8Wlre2/HlDYMw16Hpr8G/pxi55n90nz7ITIFAAAQofGRKSsU93dLRUVpZdfha9Kd\nVgr+jvonP/mJJGljYyPXcBopVzQBg/ubv/mbsH327FlJ0re//e1KnqtsNMoX9tp56M6dO5WMSeq9\nX//oj/4o7LN1/375y19W9rzGrzvYpPOlRT0uXLgQ9ln3bx+Bt++MtnSmT8U600u9aItfOeTBgweV\nPK+PClp2pCiCvLy8HLbLfvaq8vjx47Cd6nuByBQAAEAELqYAAAAiND7Nt7q6Kkl65ZVXwr5z585J\nkq5duxb2+RDiKPFheNJ7xUjvDc6nemILMwdhvdKkXijef87rZOmkr371q2Hf3bt3JVWb5rP367vv\nvlvZc+zFUopNU/Q+sPcIC9z3q3Oi1dtvvx22//iP/1iStLi4GPbduHFDkvQf//EfYV9Vr9f4+HjY\n3ut9fPjw4bCdKuVIZAoAACBC4yNTdpfmrzhff/11SdyNNI0VH0rS+fPnJfWK4qVq7+ZHVeri+tOn\nT0uqrlh1P//yL/+S5XmLWETO3+FawXOXpeoCv5d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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "feat = net.blobs['conv5'].data[0]\n", - "vis_square(feat)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* The fifth layer after pooling, `pool5`" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "feat = net.blobs['pool5'].data[0]\n", - "vis_square(feat)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* The first fully connected layer, `fc6` (rectified)\n", - "\n", - " We show the output values and the histogram of the positive values" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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49DqMuluqYswxFFLe7sJxj9Xx+Vsb+e4Xn7/71jNO6sfg6qvDlvfa1w7/W9tv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\ngg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "feat = net.blobs['fc6'].data[0]\n", - "plt.subplot(2, 1, 1)\n", - "plt.plot(feat.flat)\n", - "plt.subplot(2, 1, 2)\n", - "_ = plt.hist(feat.flat[feat.flat > 0], bins=100)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* The second fully connected layer, `fc7` (rectified)" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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qjWPu89RbdpXa7pDz+bRuXeeBkrbx9bBTmTG/qsQQooz+8+3OO2c+Ee8LSdZs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\niSH0NaTNkreZxHYD4mVmcs55+YZNTRYAAEAAJFk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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "feat = net.blobs['fc7'].data[0]\n", - "plt.subplot(2, 1, 1)\n", - "plt.plot(feat.flat)\n", - "plt.subplot(2, 1, 2)\n", - "_ = plt.hist(feat.flat[feat.flat > 0], bins=100)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* The final probability output, `prob`" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "feat = net.blobs['prob'].data[0]\n", - "plt.figure(figsize=(15, 3))\n", - "plt.plot(feat.flat)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note the cluster of strong predictions; the labels are sorted semantically. The top peaks correspond to the top predicted labels, as shown above." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 6. Try your own image\n", - "\n", - "Now we'll grab an image from the web and classify it using the steps above.\n", - "\n", - "* Try setting `my_image_url` to any JPEG image URL." - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "wget: /home/jonlong/anaconda/lib/libcrypto.so.1.0.0: no version information available (required by wget)\n", - "wget: /home/jonlong/anaconda/lib/libssl.so.1.0.0: no version information available (required by wget)\n", - "--2016-02-04 19:15:25-- https://upload.wikimedia.org/wikipedia/commons/b/be/Orang_Utan%2C_Semenggok_Forest_Reserve%2C_Sarawak%2C_Borneo%2C_Malaysia.JPG\n", - "Resolving upload.wikimedia.org (upload.wikimedia.org)... 198.35.26.112, 2620:0:863:ed1a::2:b\n", - "Connecting to upload.wikimedia.org (upload.wikimedia.org)|198.35.26.112|:443... connected.\n", - "HTTP request sent, awaiting response... 200 OK\n", - "Length: 1443340 (1.4M) [image/jpeg]\n", - "Saving to: ‘image.jpg’\n", - "\n", - "100%[======================================>] 1,443,340 --.-K/s in 0.03s \n", - "\n", - "2016-02-04 19:15:25 (43.9 MB/s) - ‘image.jpg’ saved [1443340/1443340]\n", - "\n", - "probabilities and labels:\n" - ] - }, - { - "data": { - "text/plain": [ - "[(0.96841908, 'n02480495 orangutan, orang, orangutang, Pongo pygmaeus'),\n", - " (0.030275092, 'n02492660 howler monkey, howler'),\n", - " (0.00084050646, 'n02493509 titi, titi monkey'),\n", - " (0.00014605338, 'n02493793 spider monkey, Ateles geoffroyi'),\n", - " (7.3865915e-05, 'n02488291 langur')]" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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b2uuGaCJVSthScevvqJuaskmMcyLKkrJ/4GhLLmLB6yBpVxpjApXOsASs0QTfURUK3ULh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3O96WiYMSlAbaaCFug/8oJHUpdLJgxcgqB/yLp6snxvBMo3s8ErEX7HaC6yxxneFuv2PON7Qb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EUm88h4m5GpxLJDCIeXW4T0NP2BYRq5PXUUKjF6OO4/IVx9k7vhBVVmyYKkUAohls8Wf1fY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\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Lye8xKjGMgfX1lteHifeahkWcyWVL7QQiPKCU4JX6MVt1jR4tapZs2xIdHB6HCBKVHSl7\nXJSkqEg54pXHRch5xGqPVZZIQSst0Z9IKZCN4vl7az5a/TqjP3LVthzdQEod53xB0EX9HiItvFs1\nNOM7FK9/m83Ne9y2KzZbT2gmXKoY6WjKmgbDt69/h7/90X/AH//sf+Hjn/wRP/yjO8xxw9AfCCr8\nwnz4pQ0uozakFLGmgpwuriACWU5krbFZgAuULIxpREtJiJFlGXA+k6Jn5weG4ZF9/xlLTCwZDncX\nJcko4KZs8EzsDmeGYaCXM7fXFRbFal0x3znY3PDu9Xu8U27wpeJhSWy6Fj8e6LPA5YhsO8JZUI4D\n67ZiSnCaDtRXBdP+kZgmjM5I20LSFDT4ecaXewIKbTUrXaGbzCAnbFPTToH1yjIrT2sF26YiTY+E\nSdCsKsajQ+SElgMRh5gcRtTcHw/QS5IpGEOm/+IN9bYjZMcoMlkUZO8wpuEczkgnmOOexVcE5bhL\nPVo4Zp/YPfY0ybJDIJXkRsCNmy6DDu9t2J9GVPqAn//8NZO4QEZF6LFmQxUFznmWkBnGO9araw6D\nJ00WnwbYPRCjwtyuKNXCy/1AKhTvxxe4+4qbK8n1xhD8keJGUwbJMfUYKaiaDhuvsGIh50yZFLFV\niCSJWrIOkrGKpGNNTolYCLTT5CbQx8TWwqpOhGTwyaBEA1Yh3Ux0glwZRLbIoPEkxvOZ2C+4JWMK\nh3CZ1689buk5fPaGcjK46HBiYBkCD6/f4mowxYb+cSH3klFAaiRD9DgRKFqQwpJzYF48YWU5Przi\n07t7HkeDThO5qkgLeJm5Xjcoo9G+Ii4zTs+QEkrNZGFY2TWp61Ha0WJY8kTbPqMwkdFLglHYeUWj\nMkte2LYl+6Wid/f42KBzYFxaso3oIMh55hQEZvZYa9isI7tjRlWZXnWUDKj6ioKCbbuielLRp0ij\nI/bZBpNPFNVrhtcz/d2O1nSczi0pndhsLHFcSDJw90bQ/Okbfvr+H7D5resLfFjWKGkhKSIRIRQy\nCoSPTMEg05ZSSU7iFWNwHNwRn3o4CYq8xQtB72bUIBmjoM8TT+SIyitS9KScgXRZSM+ejGda3rKb\nPmF4+5I+nFmtn2CXzFwWDEYhhSdgiEsiyAZbbQF7IX0IdanA/lpwZb6uuiRCgM6SUm54v/o+f/fX\nP+WTv/gJ/lgRlxvGvBBmS1JndIjEMdIVinHpWdeaaTGYck08OZ7LksVrjGnoT3uataFVLU3Z8SZk\ncIp52aF1oDdbiuRZsqNQkjEosnKX6ccEpxCJ84SWgSDOrNKKJYFuBPvjS4wSSF1ia8Xt5l02wjKL\nnjprRJHJdiQUjhfvbknnb/LC9+QwULUf0hlLWwuMyjS3il2QlO1zVrZEPVFIvaLOKxr9m/zas9/h\n7rc/57/f/Lfszp/z6V96/Nt/SyG7pAIjapYIESiVhxBQURBiJotMSpZpdOTFsQTBEham4USKgjEE\njq5n33/J4B/oF8cyHaibmnEaKVtNn3as1JrT4YBLiTHOZJv4Rn1FFQ3luyvK9pab7hZTrqiNwVaJ\nThW4a0elPK+Xnsch0NmKKllcOCFQNM1T4mlHUVhSyDi/JwHJSoJw5BAwQSDq6gJYLWYMjiSvieNC\nW2dU6jGFx1MxeUkpNKm1PO5P2DYQFs/oBSErxulIZUueUDLYyP04gVCUZU3v9mwajRs8hwlUrQjj\nK3Jt6SSkMZLigpUWnQqG/g3XtcWWmukuApFFRlJXoRg4HgpGD7/yjQ95vTpTGcHD6UTfj0hKHpLC\nRo8PCW88q7ZiHI4MbqYsS0pRcjyeqErN46MnGMGSHJ88/Ajed7zz7oc8vglsj5Gy63inkNxWiq7o\nOIYIscRmTatKnJ4uSgYtsIXmcQHVJjZe0nQNQfkLv1AlSqFRZUIKWJTBqowmMqdE8AGTM9kb8lkh\nVYFKFnxgODrO9zs0irLWzNPEw497jvsDlRq4cw6TK8ok2H+5w1Q1VWv59Cev0FLShIay6zjHwOwg\n5xkla/bBgzDcP44gM/deMwvLlI+s5BUiJQ7zTFUpNmXNwyLQlcJ7EDJS4JgQZG8wIVCRgkENPgAA\nIABJREFUmYOgkWtqYEiRHEae1Q3HYBGbiFSOdDScwoy0Lau6oJ0LphkmH5jHnlc+YKqWtc70OcIh\nIImIUuG0phUT1+srYispizXdak1VPaMtzrSlJTlFmh2+aHnP7sgW+uPI4dBzW3Z88sXIqlwwHMjm\nhi8+mZn+5/+NWXr+vd/4h3j/jMokBBaBROXLodSFTI4e6UaydkgtmOcDZXb4aeKwwCqDMAI/DajK\nsn/5lpc3n3H99PaiDkk1OutLJZETKQeW1DMw8MXbL3k8PbCq1jTTGjt3hDlxbmecuadbrzA6kIQk\nuRppW7SQl+rw32DCCrj0kPn6BayRqmKjr3l2/R3uGkjmipQKovOcwkQVIyiNNIboHCKekdphbGZy\noApNKTQyJBanseqWbdiyKlvyKPiVxuJdSbKB+bwnZI2goDAjPsHoM1E4rNJIqUkpc3YLhZ5oy4Ip\nHrFKodyMEIpJBKwtaZNhPd/gR4OPFS46inYhbibK64VwfwdSIOOayBotE2WZWD1RVM8z5zQzjBE5\n1WjZ0d6U6LLDqAqdLYVe8031jP/mP//H7MKP+Nnb3+f3/un/yJ//7h//jfHwSxtcKSWyUMgskFLj\nqEkukhcFeWTKnihHojAMbiLmnjkFfPLsd9Plbn0+MsYjY+ov2nPlaaSnaJ4xLjO2mnEhkN1E2Smu\nrWKz7Rj3DsotT6+f09Yd63qDNDVVVWHUxVjbsKb3J9ZtxSYpwtnhYiAVHXO/Z152+MHTtgXXWnKS\nJ3xZMr+eQM1kCxc3zsxqY0iDQ6YKYxfassGLhSAytUq0XUVZNzgXiT5R1zOLU/gUQVVod2QOluNu\nx1SsuNvv2BZb1Ow4xoVgIzbWaCHZxx3aQyETpbnh9WngWlSI6Z4Zybk/8c7VNce7nsdpuWBu+gVr\nNJmMrRTlrcX2E2c3INY9f6veMh1rYtD88NO37L9aHhQkKm9Z9gZRzwSbIQuEX1Bzz9xbfrzsuLZr\nmqLmy9MJmb8gYrh99j6f3A2Ik0XkZ1zfDKxtQhWaJSa0FUgdUTKRZIFQhhg8bVXjosDrhZBGREhY\noDAST8RrQc4lIlp8ngjRE01iWjKl9Mgk0dmQgmCZBdNhJpzO9F8eWaaF5qol7s6M/f5yRUtJZQvO\nu5FZt0wxY1NEpoQQimV0HOOJzWiYNSgco79ML5I9QRZUUvPl4ZF56ZmjIrYV53MA1XBdR4xZGJLD\n06BTj40LZVrRMKBKMPOR8qrkNDWs64Kzm2miI5sNsWk5u56ttviqZD8L2lLjxkiYJVa2FHXFpEq2\nrcadFlIoGX3Jm+Gep6uCvVjoXMNjXMhW03Ut9WrNzYsVpxHqrqKuNEJeo+oCUY3E7JHNO7zYbCie\ntvzhP/uXjDrzxWFHllfs50e2a8Uc72llhxgtP/3Jn/GtD77B001HEB06ZYS4LPcKkdBKcFx6pnxC\nznvUaiKLSA5nRPJIHRikIcREGQLsRo5Z87H6AVUq+eZNYmU3qGARWFya8HnHW/eG+7tPefXl56gm\ngqthfIfZrzCrmv1xQW4cixq53kCj+crfpr4aJPmb3mL/etUgo4DcEvIW9FNMvNjAnZhxYgGZaaVh\nmB2JyBACiEgpNdcIikKQcyTTU9AxpsDRZ0qRwBY83k/0sufKJkxYePn4hnr1nHWMCJ1w9kL/d3VJ\nIRTBZ5rGYIOgTBWymHFxxmdLUUbW2UBIbK/XKGfwY3Hhfb45IG5G5GZBPOlJn58w50gZN6imo7Yd\nqY2UzwIn/YDbeVwfqHLDUYDuBFcrgdUGg0GhEVmyytdcFb/Di+d/j+/9o3/Ef/df/ObfmA+/tMEl\nhCelBCkTUiAmAVkSMgRqUlR4v0D0pDCTmbk73rG4QJaC/uHIUME5ZkYpmXwgOIt1NW55RImJ3X1A\ntomsJDd06KJmjgPvrW7YbNYU3Yanqy1WFKAqlCwx0kBZIcJABlxIpCXR1pqsI/0UsXXHHCZS4Tkt\nC278SiYoM5ttRR8jQVzoYMPsmY+KG7VF2I43yxkpI1UzUBpFIwoMAyEe0KJg9gHpM7kQNLOkHAbm\nyWGSpiojj+MjlYx4MTGIiGTCyC3z5BEys5hMOUK2icPLL6map7x8/YauhNlopmPBZ+NbtHBIKUmT\nRFRbYhrYTyfEUjIVewoT6CePLSr2ZUQki+oF71yvWWRkd3fExwWlGqY8UJgF6zKFMYjKkKNkGs5U\nVlI2cNi/IXvJcYzoVyf88Qsq7Xm9eIb+Gd/ca77x0Q1lC3XTkqLHOY82FYqZwubLFbFPZKUxtWEe\nalw+kWLkODmKusJMFwCsFJ6iqEhyYTo7VsUKky0JSQyJw+cLKxsZ3rxh3D/ixgbtBKflHnE+E5xg\nPyiknHj58EBnW+zi+PI88rTsWKaJEkusDKVIjP3AwYzk15FvfuOWKTsOj5AZ6CpLiJbHPYx5ZItm\nZSt8HMgykxBkDKWXxGwQDczTAitB5cDqZ+AE12JB+4ZR9CxdSa1m8CWjs7RlgXWO0Dtmm1BoihZO\nRIJfUIsiqYWYZ6ryKSlCu3nK2Q0cpnuOEYqqpTSS1brl+voZTb0hqom6gDKPLFLTsWYQAruRNHUi\nuifoYeSDD5/D48DLnx1R4p5KZo6HmdunL1hmOLyayfueP333L/iHf+c7RFWidfkV9kkitWJxEWMU\nrkh471A5060qHltDsdaI3YILe1LSnJLgqmtRceb05R1fND+kHxzPNu9w3d6SlsgYDhyHN5yOj5zf\nPGDcPatyi9oXxLrA0JDCGmUTnEYOeaauCjZao75ShIi/ObX+jfdZBpUvhzlVsDaat/szw+xRApZh\nIGpNnTKp7wnrRIyacXQsOVKIDaIXhNTT1TWHfkAWhrHfc1InRFFwypn9NLIERZxGpLLEVy+ZhWTs\nKm67go1V5ElSFBmtNEMvqYqaPM7IVCLtBR6slnQ5OOuCqY/ceYdJGwb/mjFdpg7NuCM2PVN1ZtGG\npt5AqWgrS7EtOZsjQtb0x0gRBPGJwLaSettR6A6tFOLiA0AiSUKSk6JQmaftR7/wef7SBpdPAyEn\nYnb4mMkecggE4XH+jHQSn0ZO48Q5DggCcxhZ/MTxvHAvTlinGIeK4QGuGkOWlmxnkgC3cNEQhJJn\n14asBe9cv4tNKyIbtF2zVR1pVOhOEX2k7jQujPRTIshMKRNTsDQWou5Zlglyy3laUKlGhxOVKHhI\nEbN5wmF3R209OnpKbdEOStswjDPeCoR01EWNkhGJp94IlBiI5RpRLogxEaXCo0nxzNR7shAYncin\n4kJtoOXsjrxYVZynBa9vOPdn5DGw0jVy2aHajqUUZGk5nPb0emZcBDJFrMgc0kQVEjKUiFyhhsgi\nIVeGHB3MjtfW0ckN/WHPpjGkAkYiTZl5cm0YBPg+0Y8TcZBwXkMV2P+/1L1Jkyxpep33fKOPMWXm\nzby3pp4BdDeApkhRwoZmmkzaaqF/KqOZTNpQgBbagAAJNNBsAN1VXVV3yMzIiPDZv1GLKAAkjWxA\nu6avwnzpYebH3/c75znLSO7AZnUFeiZ4eveeQ1NhiluGd8+YxWHNyqxLTvML/qsRq76FrSKvD1tS\nLKmsotKSJJcr6UILZjMivEP5Levsr4WEYyYKjTSW5bICjjFqKlkwqhcsjro6sI6P+FywL/dIFDn0\nLBdD/9gzriPn08xn+y1P5wtFUIRzorSet6eOT9s3zOPKu7mjbSv8MFG3G+ZU0vVP3BpDjpaNyZwP\nnqd1YHeQ8DyTfMK3JefnEbutGM4BnRfeujMbW5KD4160HNNMeZDEY6JsKprGM60SIwuevefGWdy2\nYRkj2+KeGC6ouMFrT6UMMSeeziNvbg8si+fFSKrNhFlK1BKZxYgbZ+5vW6KTWBzGNfRo6jvLPLWU\nbcllHLjZ77jZ7ggu06gN4wvo+kq5d3qiLWrqess89IzpTL3bczh8zGl44pPXmV/+8ki5U6gVlvPI\nbl+RnMEHxd/8P/8vX/7ef8u3yoaV6xpOSgkikKWnDh5vAosfybHnTi50TcW7rSI/eMIxo9ZA0yqE\nWXFDTSECHz7/iufjwOPmA5Ws2WjDOjtewhG5DkzzBWUNczdzZwNl6rHqgS235NUT65IlPLMsnmLX\nYkwByG+6w/6hK10npZyvRA2frhUueQK50q0Dqi5Zx4mvVUEQ8NKfkTKjS0mZBXWG03qiLjKzk6iq\nAhJpvrBay+XpS1QlEEvkqy5RqILFj9wJjZEN/ZTZiDc0tqW4uSW4Gd0YWimQEkRRk3KijdeNRicV\n0meCO5L9W/yGa8FtccHFCy8fjuxWRV7OHC+fM6yChh2KLWPMLGpFDR21NUhVohvFm/tXbJo9lbFY\nK7/J0klkvhpnBIKY0zWucF1J/Wev31jhWuJMSgH8ghcTQUxkkRExoiVk62BJWLug8shlHkl5IgSu\nrpkE/uJo5j27QpN9xhUZ1y9o5ck5syt3PKWRIWhe372iMRVFukNVB7a7V1S2odKapDLGKpSYkSKh\nlECPV8eTjYrEQgyBtEDwC34aaJMjecmjf8FbTxw1263FXQLSNiQl8S4jo6eyBboydG7izaFikxWb\nqqSMDWe3sC8X0CVRXldeUwqYJTF5j+8SQh1IbmZTaMbVU02K92+/ptq8YV0m/CmxJFjCikiJZQ50\nnSSJCG0grQXd2NE0gijgVrYsOtANHZhEaWvUvKBszSV6pFqIVHT9E4rM0k8MKaFri0gBTea739mx\nTnuOp4mNNBxPE+PkiKugtpJxcHhrqeuWvMwMxqG5UGhYu8BjPOHqzP1WM81HfvGriXGduBw+wf1S\n853Pdjzcg2kCOWaYVqRQTD6jpMekSFoiVlaMlxNBGHSOSAqIK26FthCsakJ4j7WWcmtZhkAhEmPX\no/1EWALzpafVFfgVf0qc+mulSd9fMFLzyy+/RmvN6h2bosLpPd3XM86s7ExBygXTuFAHyycPd1fL\n9GnC6IqQPONLTzaRZfLsikC9CM7ZoUdNLiJH1zFny9Gfucfh3T3n0JNSw5QcN7sty+xh8LiYcLUi\nG81FLKxDYq8WZla25ZaXU6CsS0od2cga343ouqIuLJtU4ETB4D3bpuH5+QlZH66RFGGx0bKxD1iz\nYbhM7B9uaaXCFwtzSLjxjE8RVXiUuWeZK7owITEcXt3x+uWEiBs+erNjPDtGDzdC0MeF9pAICfzz\ngZ//4s94/aPXyHw1ZigSKa2sYaSLF2J6QYbI2H0gOMdBGX7r0wN/2Q+c+56KjFgPrF5iciYkybQu\n3Cwdx8cJrW4Yask0OnSzMM0ZU2j87FFlzSQyyo2kYmSTrx+ZOSaMMRz2N2htrms//Y0J4x98m0mS\ngJADF3/ifBl47CKDz+Qk8DkzdmcsDYXKeDmzV2Cjpg8KpVaym9Bk5jRQHbaImEizY+kGdNqSdM2y\nDOQhYIqC8fSEbSomBvCR20Ijp/es6rtshMeW12buMUScsKzRozysMSO1YukuCCfphkfcCvUnr5BF\nIskJry6I7crTMtDPH+gvHUFuiYxUuQEpseNIt4xsm4+pG83D/hU7vaWWG7TQmGRRJhHJ5CTJkWse\nLgt+Pezpev3GCtfsesgO5EwSEz5OCB3RyeK7ASUyuYiI4Ng0EZcD62o49jDGlcsxcKN2DJPH6ANi\n6Wi3W+yuZHw5YzX4fubVpqKxFdM4Y9/sqFaBNo7GzJRlAcoQXKBQlpAijsAcZoauBxUYuVAkxTSM\nyLLm8vUjym7w0fHUnylthUuOIjuEX5CpZc4GoTz7jUNOV8TNNC0YHSmrhaK9o8g1/ZKgLDk9e8Ru\nQKVbEgN5Gck+4+cFYQrGqNimiq+GIyFrznOgVJJleUcMAZobSiGxp5lFX78UU17wsuBl8jSrRMbM\ny9CjqYg2oCuothWjyDjtwTli7zD1Bqsrns8rmwqsqq/w2BQYhxXrAkuGolS0WtLelshKsd+95s//\n7C2CmZkFAyQRWKYe2kSIjq3fEYQnFSMvlNwVJWHwzKcLa55RGApZsmlL/vSnb/ne+MBPfnCg00/E\nyiGTuJI/VGRJAZESIfZUreDUR+I8E5eVUGi0Kqi9prCKXbXD9Z42SHKUjGuHWyPnlxfq3S3jKKll\nYM6SPEbisOKtwcmS4d0zm22DKVqGoWMuYQoDuRLIUFJIzUv3xIJm8QucM1prugl2G8s0nViCYdEj\nqxCIkHB1plktMxoZNWuRkabg0AnEPjItZ243iak7YfRrxpAQauJuv6MOWxZ3RFIjxC1FPUGe6IO6\nGnG0ZJp6THmgex6ZdUkwGdVF+ha0C7y+bXk7HhkPK2adUUtFWyTkOPHRdz+hqAzaNvhV4llIKjHn\nhBCJNXiMrumHiaqESpb40FK0mYdvfUZ1SuRxojUT74aBpzXTysDTpNizwpcb/vB//z/5ne//AKs3\nuOzI3kGOBFaGacT6GXccWBYJqqaVmZA8v/3pLVMueXr7HuVnStFQSsMcHRsvcO8d0mpWOZJmiVcO\nOV2YZomeNLlZMUvJFHuq/Q2iGvHigvYV0mek14QVaM3f8wr/MZvCbyyGToy8677mpT/j/Mgie8Zx\nxhQrXgmmkFnXjpw9wku6ISAbC1NGbEZe333E/eGHHF4JfrUOfP7lz7ixJef371lXz5AjVaEQbqXO\nFhETXRnYf2Rw+0iQBXpxBHOhYE9UijInpnVmIzW+sKyrI3SPTLljWVYaFVhcw8/+9c/YiB9w892a\ncm+wtx16N3B8PpH6hfumZlaCwXluyg3R1YRSMQwTFQ2qspAsaTXQaqKKSDTKZJK6ChheQIaYIzH5\nX/tIf2OF63x5IooJxUy230AuncDFHuSIj5llATc7stTY2FIkB/OF5XFmmyyFbJFViw8jKltIJcsS\nuL2p+aLvKJsG4Rx6jNx/XCPChLI1cqeRVSSLFaUKtk0LAWJ0jEtPWM/IvOD8gCwdaVJUWdMfZ4pc\nMqSO47ywkwXTdIGtZvGBurCIWlCsAhsEt9Xu+rVnR0iJ9r7GiEDwkWE4cnv/5upw09eq912xR1wS\nVVI854ioK15OPUtYadTuikiaPCqthFjj48juoeV0Gphmx13VoncNL6cLssnEeaBcMv16QW5mSlOg\no8FpxZg9d2haP5A8RFsjZcEyOJwUWL2jWEeyfWLNDZN05M6h9YaYZ6QqWL3A2hK9eDInfvI7JV8+\nez6cGiIjadKkyuB6iVQKJ6erg9St3BYzH94vjNuG0ipUmpm/PvGu+CV+fM16OfHnU08WP+Szbx0o\ndY/PE0Z7UnYEYXFLR5UzvsvclpI+z2wPhrGXyHVBW7jHkk4zG7WFYFjdROEu2FTy5XNCMFIqT7IH\nvvjqhbTM2GJi9i3utKBqwyVAWUi29w1zYXl8H7k1GsrEOU/MVnA6z2zbih5N6RRKNJwfJ1za8LzO\nXIJljSVqfcGJyNw02FiiVMJGgxXmWrlzXtDWMnUSyg3BO5axZ9tWnLuRssw4P1JLj1ZwmRYKq7BR\nMpxXLkDRbNmvEGIkJvhYtPQaQOJSYu4Tr6od8bEg1hlrJcZqbCE5VAHXR6rblpAylSrpLyPOR2Ql\niDFy6U+Ur0v06qi0RemKMS+ocs8iLzx86zNevn7hy/OZ1ipUGPHKctnumAc4PGn+8F/9K779kze0\n0TIsGWEDNnm6c0ebE5XfIUJJzgo0tFUiqsx3Dx7RGTq/Eo1gXCwJzeokuY649cxuf4v3mXl45tVd\nSzetJDtTCIX3kRAF48VhsqNUF2yRybLA+2se7Bve7t+VR/7D51yRTKLzAy/dC+fjCREWmpg5+g4K\ng84VlfWEEFjXibbZ8xgzhJnXdwX3tz/kn//4n7OrDS/yLeHpc1Jxiy+O3L554It55PjFW4pXW8pc\nskyC+s3CRz964L//g3/B77a/zZLgz77+Y6YvC9JjTZEzS/REoencSlAdl6knLY4uOVw4oTeZqXDo\nKqIvr3j/8wuffLrhXr8hlIr8MPDTp4Wv3p3QpqIoGy6nTL1VyEXgWXkZF8o8crYzd4c9pXJIkbHp\nWkZq1XVdGDOkEPFxYQ3/hZIznvoJn3q2tSBHR2sThTQssyYIjSg0Yl6wZYNYFR+OZ2avaDcNn7oC\nf06EUOH9Qp6hKkpmd0HYxJAixipSiJjG4I3ECYGlBbNDyxtiliirr5UqfiJpTTaedeyJYSDGkQrB\nOCxM60pVWvw8MtmM7yPeLcw1ZGnQ9YxMmrRIqgJWGSnGhI81ncnUpaYtE2U1EXONbTasy8roM8U6\nQxa4U8lX4XM2+o6weGJWDJcZJ6728Mfntxjh6DvFrvI8TRKHRh/BLIK20kzTCa0cha45nc7sdCZJ\ngaoLClURlxUhJUqBX2bmCI2tmbxicYKsAkUF4/SCWrdI4SEU3GwEbhQsbcslzYhuYdKGu9c7lsvX\n6PSaUEwIW/P9uxvql3d0g0AMGuUDeJiyxKWVV1WB3DQUInIvLZ2U6EohNjUfz5oizewPCyZtOZ6O\nvPvrX1HLz9geCopC0hQTiUA3eGzKZLeCj1i9587UNJPj47LCthI/RsK8IKIhBsh+ZfEDQgWWc4dc\nVrqvIkEalDkyTRfa8sDxOUDpyUnjpWBuNM/LRKEjseupwwZbZAovqQhoqaHWtNsCiFRKsMoPLJvr\ntDplhXMKnV4IeiUXJf06U2rNTZ045ILz0XNOPXtfYMoSaRVfrS9slKBqNM99YNdUvPgXaruhKRTB\nW9y5o7zb0DcBCslt3nBcOpwpULOjqhvGxxfiwVBPGqMzTgkeLw5iBqk5eUFVB/bmhnmFuzcHTDlT\n5oDw8RsgtkRGeOlOtK/uWZOnuyzsdxKRVlSyVI2lqzp6P9DpwN39Ldr3DFnzSmnSauntSHwp+frP\nT9zfG5a8YIxhOo9UYkSGO6KwrGLB14qqalBokBLvE7eu42XekdTIcPEUVYl1Kz47XsbEpi3pg8Ca\nA2EVjD0MF81urxHrClYjZaJRjuHyzP6u4sVNaHlAlJmQHCktpFST5T9u4spAIPB2fM+7p2fcLFmm\nlWQSbXMgjwkXRrQSGDRlVdKYhGwzwtd8+/W/4Cef/QFVlNjcs+fAYXPhqTqxdImv41vKTyS//199\nSs+JT5qCh/sbHvbf5/du/mde68+o0pYsMz/83v/A/L2e5+XIz9/+MX/1y7eYU8H5wxNy8aQ10rue\n6qbhxz/6MffmwOlXHS/PH4j3Pfml5Ve+4/Q3lrtpS/2te24+mXDjE5dzS5+O9PJAawLCDTw7weE7\n36H4OPPj24/YGU+hBTqXLKlncANSXdmU2VkEicmdGZbTr32mv7HC1T99xZwdXbXS7ipWB1WykAW2\nMSxuRgpNQBGEorAtnbvAumEJHaoxLFMCBTkMJB3ISCafWAtFcJFdW2PEipUBq/doq6jTggoLpa4w\nOoNMyEIwTz1DDOB7nqcjUV4zEMFWdHNPnDKDyCgT6NXKvsjM/ozdb3GjoCk8m02FySVxmajrmpe1\n41BuEWrBWfBOcXuQiMuZamxw8yNLscVUErXMaGsZyjPkla5TnGeBSJHp+YI3nuQiQinezoKcOpRS\nTEOG7ClEIgZFOkWKbaA9aFw3UW5eMc0DNmcWqZEmcJ5ONE1DSJZLNDhp2LaCMGSWYaEtSoLp6cYD\ntQqE5zOrTnRLgEqyOxzQMxzfP1ILQa4TS6yxybETJZ99dIsyBcVSIKLj7S++5BI0AcFH1vDJpsZW\ne3btDiEjcrb4rHn1eouuPKub2X5vw9zVoB3u+Vco1ZKJuKZi3+7J6YVhSOykJRFhnlA5UGrF6C/4\nfotKC3M/0TYZmQRuyhidGB5nlrVHrAmlYEkrw8tM9IEX17NUBTJyNVNMPXENaF3g10hTlsyrx8gN\nKmSUEqTlBWU3FEpwHjwuJCIObbeM68gydpRWMrmEbvacTyu+rcBsOM5nTjwy6we0ueHlNPC61jxP\nPT4FTqshtZkkDX1Y0RXEdGbtGrxMFJsdfT6xdBLbJoI/c7+vGS8zbSwwZmWwBj95SJJNuePcPWLk\nDnWjGYMjJE8YS+INTC6xvnQ05pbBr2xNyexPjMtKoRtuas3semYnqSrFkC/YbKjsjmntsdZgbcnN\n/cjxWPFRqvnZ6ZlpWrAxUGwSZdwSLivT04g9ZFQcKX2mbm4QKkBI2KLF6OIaUXG3uNxz2wo6Lnxb\nSvIqUQTC2WOrwDiO6KImzBbtF57cM6qpOS8T5cFw9pFyVjh/RB80a9mS84UwFEhhiDrQ2IYleEY/\nU+n0j1oVxpxIItC5C1++/XdXlNOcmGfNNPdXAEFe2NQVXgikWFlFxgXHZ/uPuK9+l//6B/8LZaHp\n/cQaJqTUVMUN3L/n/nsbPtPf4W67583229yaAzYpmmJDLbcUHDAYkFejS86ZQpRsyhvefPeef/ZJ\nxy8uf8H//ad/xPjWUauCIhR0euK3v/9jfsf+PuOd4Hg88a77iq8ef85wnDienjj+5cChD4jbwCo0\nkSeMCkx6YAmW2T3S7mrebF7zsX3gVjQ0ooSowK2YoAl54YXPed8dEabk/NLhhom63/3a5/obK1zD\ndGSMGZUTslrQ1YZgBEW5Q2dDIStEVmQSQgaqRmMCzKPndnvHcTjhdODcrWgSjswwDzQ3156val8x\nuonYlGRpqBZH3M8o3VIohzF71iTIMqIJTGJiXAZyCLSlYRFn1lUR8kQtEjtTcL6MZD/xcF9gFthX\nr5nIEKBwgbDO+E2FMQeiKqlzT1loGlGxppXFGuQUcMJQG4VbCsia0+Mz241iXQfK84o0mtNseRwW\nrD8hc8Pl+YgQFUWhkMuIKAr6vHKoPWJdKG1JHx3NXXV1JK0ZUSmGNVDpmm484ZTgwVisuWX1ktV7\nik0izivRNSAjk/A4XyBESS48OSzEQjIvkbYSxDjQj55SOoTcIWLLogJtcUvtnyn2jrgo2o2h0TOb\ncktjPiEen2jkgVeyZX9IlIUmrw5lIW42aJ8whWAxir3PyPM7vr294/O+Y9tU7Pqsn/DpAAAgAElE\nQVQr7SMtEXnObFSkoMb5BdwZW1qE37D2HlFUuOwgeNZZkc8BLSZkrbi8XLCiwM3+ihAKiVQ0rCqx\nhC1RFQRjGd1IFRKiUDgWTKow0TCvmbatIBhScnwdPWPOfGpK1mmhipaTKdkJxWmar0DmXMOo2Ngd\nKqzs7mvUvSbbW7bVG4KeeBk069gR6oqntWOIkiwKJJnuNF0tzbrAhGtEQSXBJDwsI0VrKWyJrgu+\nfLlQO01ZW6YV/CrRJJANlxjJekZWG4ZlZn4yyErTNIJDAzYqepEpLgNNfYNCM6wXbKk4jZqlqPB9\nomkdVbiQjULbgq4faPclRif2vmGZFQe5Q1ZHqrngVu+4DAuhVlQ5MqkZ2HE6rnxW1xRloGp2GF3i\nGTCNot5c7epKtgi9w6wFuRB8TILlK9p7T5IT3XgkLhptamalEWIiBYESEis8x2nmID2tLK4mn2KD\nEx5nHXXSDHGiaRpMe0KayDxYhu2FA/eIdC24RPynX6MJT86SOQ28H3/Jr/7mr+H5uikJbsVsCkSc\nKWuJDI678o5plpSlohIf8XD4Ed8//DNsIYgl6CIzJY0qLbftnv/1o/+JtrqhEVtqUSExpHzdY0qh\n/y4fJUTmmim7ZgsFCoi0+RWF2VPcVqQfrfyJ/yVqUJgmUnxWcr/5Njv1wG1d8snD9/id9feY/B/w\np3/1L/nLn/8R06Pj9L7AvRuZRE+sVj759LeZRSJMnofdllwq7GXh9PMLz62n+hS8i0gU3npQBdZu\nsPtH3p7+nItfCF9k/Ptf79b8jRWut+87KmOprL8GZlVLuzmgQ0sio5EE5RBKYnKLdCceigLLmUvw\nWDlj/chtpfmwRsaXJ+4Pt8TBk2KAeqUwkTLA7qGkNVBFwaIkuipweWEjrr1DQ/KEvscqT68D58ET\nCcyrxMWS/WZiPL6lqnackkOHhNYBP84IlWhUQaUKYsqURtP3I0EKatsSfWZaJ4rGYlRA68y0ZPLq\nmU4z2IVULHwYJkQW+Mri52vHjpnPLDmg5w4kDGHlfeeoouF24yiCQ2ZNUVdESm6qwFYmhqkj+GvF\nuM4rWW4wuUXklVPy4AtqpYjBIV9mNttbVufILlMrw8jEy6qpxEySiuQStdNUbUMyUDUtTs1s3UK0\nntEcqO3Aviq4bTWpqjjcbKnXE6VMfKv4lKAqKqUwtmRdV0y1w6sEOSD8iTZWdNML6qYkZ8kYAzqM\nmHrDy/szRVXj1Bk1jyx6j6yuzAK99tSqvSb3s0P0CVFClisxXCeq+eVCWbQM3cTL7BG5hyzolw3O\nLQRaoqzxLLgIYjpxV215HDrqVrNLOy4hUMgZowRl3KPXHiUzlViQQeKcw64ZIx2tApcsroZlfKSO\nEae3nPtHPn1o2Lx6RS0T515xuThe2UybPcu+5TKfiWVLnh2LW4jWYW1JlQTxtLKawK60XHLNumYK\nBZMDIRfoAt/Z3vD+NONvBfpVgnmk1IZ+TjS6QL6LzE2gyT1JG0av2ZqPiCmBnFDnxNRIgl0wQmCr\nhndfv2dX3XJyI0Y3nAcwytNUmTSDyhWXpxmhBEE3tO0D5+Edpd6SyoVX8o4p9gizUrpr11mtE8u5\nZ7kVbPYWbQVaR7Q0FG1NXbW08pacKyZlKNoblEq4xeHTSn8+kp8W1uYV2IqXxxO3W0Pc9ATVEsZE\nnxZ27NhZiw8jVu7IoaOOJU9vn9kd7pBtw9ZINj6xTQJ/Luk3PVOxYEqLvc4xf3fO9bcDWMyJlARL\n6vngvuZnv/q3zKdAmD2aEVGuXMLEkhp0B4GFxgieVvjs/pZPy4/5+Fvf5uaVpVCCFJZrDiwnDtsH\n2uqAlvoKgcYiMEj8N9my/PfEDhEB/Y378e8D0RJFJBAdjKPD9RLtS4ZnR/KWtoykNx590JhsEcZQ\nFYZtqPjvfv9/45P97/AnX/xf/Orzrzl94ZiCZBpXeJz43X/6E/bfUgzdEes0Va95d/w3fPUy8Puf\n/Y/cf0di7hKmcti6ZKN/yGvxW/zW9h1f3/w1Px3/HcaUv1YffmOFy0pPmj152aBSi5E7RGywxkAQ\nxBQxVY3KmiFESrvjslxgK2ldZHr2FEJwWjyFdLT3LevYU9gNjsDeFgx5Im5rlLzhkm6o54YyR/xl\nRTeexe1Y5muteNKWrDw+rrQmkFYFZWYMiZfjimpuSM+Bz+oGlTxDWshcXU+rG2k2N3QXib44EAKR\nPed5oZg0r9oN02XEyZnJa7KPNNqRpSGESBJ/e9xgWJfE3F14O4ysKMS4oMSVvUbWtMCae7qLJ8vX\nrNWVRSYExJxh2pG0oSwST90LNSWjTjS1oe8CxQoOgWwl49TTbPbgNMqfiULiZaLMNaUbuHtd0L0c\nMYcHqmnirphZL5LmBoLYst12ZA3bFPi03JIv8JqC8naDnyQ7eUNKEeUCuakRJcQZhM4YsTCHQKEL\ncrPhOc0k05LMLZgWL0ZUTvgM1WYLpoVkWFGUoWC+TJitICvB5Fcu3UyhW4wNrPNCdD0lW4LaEJXi\n3eWJmBK6LEG0oCL91NHubpB5ol8C3kKYFzbVFRl0W5e8pBFpMhuz5eUYaCuDyhMyWjwjy2Joqh0q\nT/h0garCrSuTmYlnwZwWzN0tH76csa0mlpn+MnC7hy+mJ6YOLn4GMmFjeH1zz9JNTLNnco6PDi22\nEPgwwb2kkFuGmCi0ZEwDhhIHFHLCCInvNUbMDNOOdtXUWrF2F3LdkErJB6+I64iuLCk7at1ynN5T\nv/qYABQWXt3dIJKj2h4Yl4ytGqyF9CgwYsKuK4utyGp7LejMmfO4Yq3hUHueUma/3/H548B9e8cm\nDrzZRp6PA4NPiFXD04IVmfzJARNrtAejJWWzo2n2aDYIWaFDxaHdX4VVNNzLA4mC48PIeZ4oREX/\n4T3brebCSikM+axp2oLGGmYcp68Hirqi2Y24ItLNkSp7hvmMTQV6mGlelYxTpmbPy8sLbX3ECIsU\nGinlNWsG5JTJIuGyZ3ADz8vn/OXbf8Nf/8XPeX7/wpCg8QFvNBQNdV5ZksOqmuNyRpcju33Dx5/t\nqYqJbaMxZAKaEoW2JbUtMKJCo5FZf4NIDIDibyer/5jaIf6je3/bfXYMT/zs7Z/yV198Qbh4iqqA\nxl6bI3TJmlaEtqjs0LpCKkFlX/G97/xT7t4c+KPt/8GsRtT5A9lXvDx/4Oc/nfiJ/12+88MfcB6f\nKHNGxiOX8k/4pWxp979FuytpmpaNqbgudQWFLtCtJfyThX/905/+Wn34jRWuPGua7YbWtqh4/TOs\nzyRXkrXFGI1KCylnypyZsidFSalrLsuFJCNFIVhGiawzl/PAtrxBRMkWTV469KFCeYsxBa3MSAGJ\nEuUyXkAIKxUe4QVWKeKqaKh4TD1rytdOIhVJpWFaIhtrr1ZwHEbXOKEZhhWRLW+PIxtpWRwE5Vhn\nTyUkwjqGEVKTmMaF6Fd0saFhwxwTq7+g8gqmZhwm4uhRIaIQqDBzu8m8XTPCJ5QN1zVqUWHVBkli\nkdAWO7zrKYsG70CJzDD3HIqKKDXazWyiQhqNM5EqLkRqUr1lXBeSmWi/SdorzXXK3WgK3fDqt7eE\nYSXomk8PltQINocG7z3b8mNKX6CLmtYt7L5/h1tnlslTTwllJMs4cSgEvYpYKpSVpEoRjaZuWpwv\n0EaS/YqtKs6XK0ew3DfMU8+2LThPR84LZLlnTpEcF7RY2M4GmTN931EWO4bzM5kKnxMiSLx1+HDB\nL5kuVWyV4f2po9hVjM7zbvHcyIXVz6TYYJFYbchLpjORj7aWeZnplp681Ajb0s1n9psNp+PC4e5A\nwvM4PfJms2O2BcTMmBS1KRnlBV3UHI9P7G4eKHcVVXKoNNM5y/ffPPC+eKY/K8aQGKaFOD2iSomJ\nAu8cloVNuUVEiLKmjobzuBCs59VdxeklsA4eTcYYqMuVnAVinkFumL3nsP2IuFx4OV7Q1pCl5thN\nbGzNVAYwBfOa8aWiaBRPnaSPJ3bTTHG3RZSa4fSClSWxd8hSIxMUWTCPPWu+Bs4VmUufuam29F3i\npiyZlx6IVJsa7yzV9EirM/PSUbkW/3yhu5Gomz2ChJ0yyVaIagOrxMdIkTLZS7wsyaGn4Y77/Sec\nbh6ZZ4cfN8xPR+TqqZsbYglt0pzPHtMUPNQ7+mlkUTC/GG5f7ZBeYHsw8gOiruinCrVssM0NRU6s\ny8BkeozRCMCgiFmQQiDIiZfpPV9fvuTPfvFv+fD5F3z9+TNdP5HEws1miw+ZZX6m0tdVXi4SMU7U\nrxRhm9jcNnzSfsJGlyhZ/J0Waa1RQl1RbP9B+Pnff5XL/8Tvf/9eIpEY0om/fvxT/vjP/4JwSmjh\nKPSWsiwpVs2H4xGJ5K78mFpVJFa0NMS0YquSQ/EJv/uj/4ZFznz9VxUb98LZjgzjC7/4mxNl+Ybb\nTz+hzBONlWR5oajfs3v4J9yVe7QpruQMka/xGCoKu+Uuf8Rl84e/Vh9+c4XLaKQ1uPFC+/AKIQu0\nPhB8SfBQGgmxQucZUyTKJXKwklMPcWgIZBxn1npCOoEsJU/HM4fihpFMKQsIAVNBXBe0laAcs+8x\nxRaNJi0ZVMvqe0qjYJHgS3Ro0AZWO1H5QGwVewzPa2CJHXENBJGY1isiplwTzyRUXhBWUIRIVdZI\nG4lJ8nLpUOcFX0/YMpPnyFcvbylcoKwrOp9Y/IXgPGmaSQmOPhB1pJQtWYwsprg6c4yjToZsDSF6\nWtXix0ySO5ao0KakJOLdilOgK4lBE8oNkhUlA6Ze+ND1SLtncJ7gnihMzVJGPn2tmbrMw3ZPIyvW\n08yrzZZGQKsSTVOw3TWE0bO6RH2/Y3727Ld3rOeeWmtqAWM6krlBNxYZFKoqrqLjYSkqNrf3DH1P\nvdkzxAIVIyAoTQdG0vUL1pSMfUbqHUs29G5hJYJXzEkhzyOtm7hpNpz7QNweWNYI4kASJ7AZ78Ao\nSKrmGDOH/af0y8AqNU35wOgywmgaWzAvZywtwUpuC8k6R+Ri2AnLpDqyKJHOYJMlNBNdnnke4dO7\nm2tPYdGQs0R7xWVO3JnXfN09YVRJUB0KxRdfvePbH91xuznw/NKT+jONqfmb5wtrVTG7ns/2B/Lo\nedQLU9LUSdKqB4bzhWJrua0kkwEdJVuzXnFN+hbyiJSCVCgO0XNZn3n1asswjGSp2Dd3XNLAeXJs\nNzfXDFWsSLZgjAsbXVMKw8LEmizzVNCma+vC5u41eZh5Th6DY06Cdj0jbUFRNcg8EG2BmxRiPeGz\nIWSQUjKugs3hlmp8xruKHGZOK0z9hXDUVEEjUyaen2jUnlfqlm0SRDQmKHSArl9BJlafmEKgjDVv\nqk+Jd79CCcOHznNT7HmeCtZ1RbUFw9qzRXIOjnZX8+JHhBY8LyduNjsYJHp1hOBJVUPZGDYPlofN\na6yqiWFlnAewmYgmEhjchS/nX/D545/w1c+/5PQ4EV5mpnTBFwN+ufDFOXAjCkwNQhYk5XlaRj56\n2NJ+esPv/eD3eSg/4qa4oxANSUiUEmT5txWQ8u9qX/7/XYl8ZZEQhKPjiV88fs5yNvRrh5Yrn1SZ\nZCK6ixx/9sz0ZubxruN+e8/W7CkwCJkpCk1UC4e7j3j96Y85TolqfuBNM/P2KbDfH/nyOeP8a753\n80B1lymba7/ejd1iTQ38B0D9b8LmLY2+ZSf/Cz3jappbnBvZvrLMTlBYwzMTOzybbwKAwWeSCETA\ny4IpPRKKEV06zuMLtjHcyRJnSnzOqJuGHBXJL3QI9uOOQkTMPjGqyBoie2vIRGyEGAL92lFazTl4\nkoTVLyglcOMOvQrcsuLWgdUE0hyQsmJ1Kyl7LCXxOSJioKrgfM64vKBEgW4mhpeJUmVWC5uy5tmB\nupzRvFAVlg+dIw09pnlFlwb6lxqdNLoYaJaM3xpMqdjrmmGtKVdwdsbmiJQDha6xw4Q1G54vjlLW\nyCYQjKQRLarRTHYm13B+OdK2B7ScWeZMXbUEf+FbW6D+lKI80xYbdkrzrZsaw4JQJXKX2RSZkoJS\nX+28RahZY2az/4ZW4RbMAGvvGUpHWZZY2xIZyGPkmBvMTQOTQ5kSEw3Hx5F5SgQ8k4YqJ0xIuBQI\nhQZdkruFzjpkAZfVYXUJQ+bUDaRSo71kjVu+HBKv727J68jzU8+rVxXZSeJSMq+Ou43hlDPbJTCI\nmVzcEMYTgoBIM62pOUdPVewp5pFzXmnijkZqzgLwCh8E3gfaJjNNI7aMeKfZ+BWzSpYyUp0n2rbF\nl4HSOc6z45WGr6eRpnnFMiTKwnLYW87njvfnkRwVkxsohKByjl7A83pEFDW6eyAYh7SZcXY01R1L\n7CiNpJSCZegIXtEaQ1oDZVVivWEtYYkltTWMTx3FrsWnC+fxQiHgpnGMa2S7uUEF8FOiaCwWwXlc\nqbYgpCLYxLIGgisp6pLadDwcDrz9xVvKveXd8wea+xumrqOqNpQhYMrx/6PuTXru2+47r89qd3f2\naZ7m39x7fe1rO3GsODGllApKhQqqqIKAEIhSzRASI0YIiffAq0HMkBghEFKKUDgJ2IntSt3r2/+7\npznN7vdqGTxOIhpZUWpi9uQMz1lHZ6/P2ev3bdCmxG9G+osmd2eeH75JQrLT8Cgys3e0ZYURmTAO\nnL5YMGXE0bHmiHA1QVUU8pp1nenXGe8VulQsy4IqFPMa2WrBVjdc5MLm+Y7lLPFDZr8/4KaFXXnF\nRijURrBGh6k886iRscIZQfvcMF0E1haUhSRFgxE1ddxS+IL5caUvRqZDRVEYzsuFt8PP+NEnf8bj\nZx3areiLZFwjEok+BqKI7DeJIEbGUVHvPM5MXL2/5eZbO374zd/je/a3uS6+TSlrRNZI8VRWKf5y\nkvb/Pgr8a11ZApkkElM48/n9l3z66TtYPFo6nu0axjxgF8NFl6h+5Dyf+PTrV2ybr2mvC65uGj66\n+Q0aeU1jDmxpufrNPb/3zd/lk+O/5P7+gfjx1zRuQhWJ/njhF1/e0Y6PnN/vePXqS/7Njwr+Ips4\n57+Cl0geLQxF3vHR4Td/5VJ+bcFllCWKwLwG9BQR8cKussTSc4nQFjvIMzFKshtxoifqM1EGzgnK\nyqIS3DRbusUSt4bLOTOcjlyVFcmXFASslU+VHr55KoNjxljLJXmMVBQxYVRNSjALgWpKNlPkHC6U\nzpCsJj9OiCri5YV1TWxKQT8UzD5wVUqOpwWVNNRA9CAjyxopmkBaDbpRvDu9gWqH6SxrgodRY6aK\n9qbktLzFLxW77QnhJN4UpDKzuWopTg3lVrBKyaZIRGO4TCsiWBwCU2SqeaGUTzejqxTjcEfTaIqi\nRKqGXR0ZlWfjAzLVhBJytZKVJa8KKWZ+8PI9nu9qmCVGZJTek2bwZFQ50VpLqzRhTWib0Eh8NzDb\niBAFfpwpD4JxiTitmGJCrYraHlirRHcvKTeWJEr8MFJsS5ywhFGx6IWybAgoRiHRyRLHSEgFJqan\nlHyrkfOKSxd8Y3FrZqOvGOJAkJI37x44tBZjFA/zmRQ2uAhNabgbTixCQ86k1OKZuCktzgferbCE\nnr3U+HWmqEt2OLzLPLozwkeE1AznBdlGnN8ytR7PFRc/cbXRrItkUpJY7PCrwauVTGSKI7PYPXl3\ncsFxPPGDb/wmRgV+/uotb3xCi4VFZYzWtOuC3NZ8UDV8JiTPn5c0VYGJJaJ++q3WwZBtjVs8vUkU\nSnCz0aTVk7VkNpF2sqzScXYd223AMFAy0ey2LCkwDJltE8hiodSSnTCkFZZpoD3sKYqCZLdoqZjc\nilWGaVjJ7gblf8Hz60h3f8RXmcjMTdVweniHM5kqXTMub9DlgePacVtJovJE/XR0/N6upbsLTGpC\nd3u8tozDA5f7PUXteXCvGXKPfb/A+prVzwgUqtoQTaZWFauICFOQlj0izby8Emih6ctAdbfw0B8h\nGZqrzDJpylwibU8hNlwdCrz3bIKD4sJirylURAdLlSviqWYaDfcjjMcTD/Zz1tsT2aw8dB39l6+5\nezthkkHPni7ueJwSsZzRtaROGzw9w5QptKbQifZmz/svX/Ib7/2Q39r96+yKb2JN9SS4EPIvFR9/\n9XDyN4AWkMXTH8HBD7wZv+AnP/9D5Nog9R0mWs5nx3VTMk49QQYQF8acGNxCnwZmPVC9V/LyH/5X\n6PAhUkmkNNSpwNiKHzyveaU+Bmk5vfuK9atHQmF46D/n068Hqjjy/d99wRoDRTRPI7lfQjgDPPWF\nk0RmW734lWv5tQVXjBElVkRODH4gi5YQ7ijdlka1yDCjVofLGb9E0hqYvaIbR0yTMVnDIpic4tlu\nS/IOYzSShto2jMeRq7JiliOl0chlQkvBOtcURYHOBQRFktAvHS4HClXzcL8iQs8Ue3S1wb1esM2B\nd49fs3XyKaZqlkS3UmtPXFfGJCk0+HkmiRVTCZIvUXpiU1t6NyF0pggTHk0fHYUR2Lrk0j8wUSDr\nkvGsOOwDQq74uqT0W5I2qGCeBAnqhHCZMpdkNKqUqCSROuOzAWsp0gKNYvtyj9SCjW/QcuFmp5hH\nqNo9Mi7MRtDkkkpXvNxcU40COypkIREkCulJKJptg06KxljC6ClC5rF7oLQF67ziF8XBXjOrlYxn\ns6shJ6JtEVoRkmaeVyywnjJjclRFAUKTsyTbhVpKVtehhaGut4xjjwuCOWXaaDBBMk4dk5OMs2ct\nDW5dycbzsDr2hUR4wdJnlgRTP7GWhuQCOSl0VlgF2rQsUVFLwRgcq5TY0lIryzJONFVLaQTqPNDr\niUNbcnqcyBJkawjZUNmBnEou80wVK6RacClSoRHzgNntSD5iqxo1rEBP3ZbcCE9ZbKnLmnfnt9xL\nyeT8k7FWzGyEYrndUZUFd3HhRdtSF7c0taJbFuyikaXG4YlrD1nz4WHP23lgiE8N1JpAXiO5zkyX\nR4wTfOYM390JtKwwPuMpSGJlGWecmvnm9Q3KK6SsuNlWQGZ1kedlRlWKTXsgIMirYenPJA0qadpS\noDDc3b1hNCVFtvRuZTEWt0isu2NfF8ggWOg51FfsnOeuf2RIUK6BaeOo8oH5riHsZo4+cBFn0puZ\n5uothXgBQj+F0RYBFDSHllZVbIJlmixrEvTDiX0GIe9Z/My1LOk7SQgBbCBwobXXJJUgjVjlKZXl\n3HmydlxCxyZZWALdcgbX8fm7hcf5Z7j2T7n/8i3jMjF0A7WrcFFALIkKer9izUJkwBEwUVFUkpc3\nBaZWqCry0eFb7O03eL/+DvvyOaWpMMi/TOb4mx0L/t+vnDMrK5fY8fX4GX/yk3/G+c4xn0YKSnxW\nyDVxSR3runLQK0Mx8Pn5DQTBq+E1sVb81m//Fi/MS4QFJSxSADJgs0JIwfs33yHkRLeRfJYd+fUr\nhuEV3XLh6889Vy8HpJSIyNNT11/EkORElIEUE4Pv+MXrL37len5twRVcZrfdMowXSgledpSVRFlB\nXEZiecXQRXxSpOyJq0cmkEaw1U9DxlQYLIaNKdGy5jqXDFXBm4czZi/ozz1ZOnb2ChefTH/XmwM5\nepwf0ViMFKhSEvuVNTpKMeOzZ3UB5zq8WBFJUe4M7jzhQ2ZyE4vrUWPiXNX0qqX2MxUB6RNBSJQa\nWAeJsw6pr8lLQq4DIkxIDZ07s0s1Qjn8qFDLRC40Zt5T7ydAIaPGSYUMkVIrdFHRD7DXmmADk5/J\nPjOLEkRExDOf4rnaSMo4sc8GWVRUuqAoa5qDIeWAS5k6Gj4wLYXViOCo9zXWZRotITq0SMgyYzeK\n4d1CESXn/p79tn1qGw6JRKSxCicX0i9bYvsBsglMsWR2niQcTS7RyRBKTakijpJ+7mmtYV0yOjek\naotUFeSJclvjvMR4xen+ARUG+mVm6J+KGQUX/FqTFdTSsXqNMhWJQDSaQmwQ2aGKgsZatBS4FJnX\njBArUmnsZoNbVg6moE2KPy8z2RQcL4/cmIKYehI1ha25nM6gPNGWLClQE1AkchmZVAYFKlgGbRDZ\nI1VmmQak3uH6M+Um0sdEly7slxKvSsLyiJEX4u4530PS7LZ8tThyMOxjoN20eDXRyJp+cjit8VFQ\nYTBKUOhM1w9UhWKjAj4FDBojAsdpZFtbio3DrZqHVaCYiKujLDYY2zKElt960TC7FRSUVpCkwJO5\n2VVMheN52yBNhZsiOke8yCy9fKrdKQPdQ0cZZ+yh4eIHrveC4/HCXeq5lpE4BWJy5Eow1Z6m3bJr\nL1yOHZXNLM7jj2eUaTidA85qLk6gzcjrN59S3zyn1lfsimtsUVHZHY3ZUxhDtBNj07JKiNGAzLj0\nFpk39FmyEYbLvHL1QmDXTDaKNFtCXqjrmmUJ1HnLlAcwJapoWNaex1PNw/iWN29OvE1f0R9/Busr\nrGkxi6AsStbcsBYrGYOOGR8vNEISV0HVCJAz1hjkpkYGyPOG7uYKU7xAixKdFX+xNf8rQytDEhGH\n4+hO/OTVn/J//OhHuPNITprKaMZzRFhJMoFL98DsHcc8Mw1HHufXeC/YmsRpl/n+t/4BlbxGJ4P4\n5RjqSYAvsZRIec0Hu8gxG9Kznq+HBX9xiMuAyBOPbz/nONyhdi/RLiO0QqoE2eFS5i58yi8efszj\nF9OvXNavLbjqwrGsCymVdJ1Ht46mMAS3si0PuC6Tk8WtjiQDXngInv3GsiqFijVSlRyqCi0qrN6y\nuIWmFOga7l69QxKRtFzOE43coI1mnAcUkcJoiE8b0GVwBJXJKjGUD5gw0RYSLzJ3pqcUFXmZqbSm\n62fqrUGpknWdKT0sJIKfmbNHGg9OEVIkmivKVVLryDBf8LpmkZoiCwiBwnqgRptACA6jCoJ2NEtB\n6QbsXnOe9phq/WU+nyGZgkRANDBfZkgTVkl67ym05j1X02w3nMVMqxJ5J5iUZYyCgzG0WZKNoJU1\nh1li6xI3g4oSKyGuT0nVpqiwWjDeD6TEL2O09kyzI/mMXCM325ZLPGGyYZ1P9JUAACAASURBVJMr\nRr/iXMcFg5WCUiqCaVlGT5Ez0zQRlYHGEbRF1wcKF0g+gI7ISlPunjN1F17sWx4eHmn2hs8+O7N4\n6B8ndMrYQwvFGTF4lCgx0mETLE5Qag92ofAFyWa67LBZUBQl/rIQlXmKbuo7NpOgNpFu8exu3+Pu\n4YHSJ3pVEH3DJYEQK+2hoDtb/BSRlaRUBYUuOSWPmWeOfqKoFVY3DOMEjaMsDwzHO0IdKaqG1mzp\nfMcqI8H17M2K5worBEnBPM/88IOPcPOZbn3OROYQSqJfKa3DqBLmM0JlKDXnCKVqKG1AScWiDZfz\nSnaJSRpKJ6i0pS01owtosWXxC6V3iLLGhEzXG/S2ZVsbbITZQ4oz01jxwfY5x8vCrjXUtaY/jQTr\nCWEhhQYrtnz72YZXpzPj8oaM4POvLaV0VFXNMswUpaXvLtSbPafOEK0i5Ezxoka4GdPNuLrk1fkL\nbg+3lOuWdPmSaBxfmjdo/SNeXP32k0G4eEaRt+h8jUkanbZkIbmuHEtjUHpmSQfGZUIUidSPbA4t\nXBLHZHBiZpMMVhv6xwsbW5LkyqZJTOvAeLogteF4/orS39G5B+7GLzmOr3i2kXTLCVsdKIvIfqd5\n9+jxeuR0iuRGscjMbrtDJsXcgXSRl82EEhuW5chWfZequEKLp/k9+QkH/yrcyvlJmj+xcj8f+eOP\n/4if/W9/xLImzDzjcQRfsXgIose7nmUayFkgg2OZH4j9ian3xCrxd37/P+a3278FMSNtesqJ5C/M\nzU+HfYKS2twwakfqP6bwB3Ja2FQj0/mOx1d/zs9++iP+7g//LRYDxIRS6ik5P33GT+9+yic/fYd4\na37l2n5twTWsikJJYhwZCdQCtGwJs+XePaLiljVp0Ip1XpmLwJg9tZJUecdm8x4xN1zVe7KWNMoi\nw8KcbijqI7ISfHZ34u70yGFtERbwnhQiavZUG4VbPHWpyTIhZSZMM5WORC2Y3UIKnrYWrGvPgziz\nqRRCKXy0yEKQ04rZFzybR0IqeHgU9G5G+oVNe4tIgfM6I+MepS1Zznyzkvz5+czhqsFdFAHPlVF0\nqWS3GkSZ8VeR07Rhrxt21xHFSiFrEnC92XBZj0zLiU1jiMVHPK73ZC+QKfNF2fG3hSVZw1W7hTiz\nacSTfH6uEMvCNirapmHXSI7hHW3R0ISMHyJNuSNnxThMjKysKSAXjZgkMQWsKrBiJqeKy6PAXN1y\n8gEbPa47IwuD6iSajm6FaDuyaZiixSSN9xO1OiB0wvqZYR4Z9I71vFCKI/vmGUiLTpJGalZZcLP7\nBm/evKHcwGmBJjtCqpFF4NA0vHn3GqMydlNw8Qpmw273FPPU2pqvHs+UDdQbQ//2jm9sD8QYWSO8\nJjJtFMXjA03oGbeCh+M9z+SBb98W/OJhxWaL0RduwoGkJPfrwkYarpJlFBNNvOGxe8NHhwNRQYgJ\nHzooSwq5UFQlG6uYpOQyRG7LZ0xmQV2vxBGGGWpZ0ZYb2vKG1+srVrFBDI5kFOd7eLaDkQes2uLF\nilsLXOoosuG9w54cHpG656QS31j3GKeZoyMOjro1DONKqBdE2PBM3BLKkWrjWZJlnA1Va1AliF5w\n1WzpxkA0G9alxBSWVCSWPhDXHVVrKJuSS7/w7MOG41tL5zONvlBpj+i/5PrZSx7uL1y9eMZD31G9\nrNnIDUOxQ54S8fMZpUqyDVRI7KSoWfFr+dSksC586t/gVOTm+YdYu0e6CvKTxFrlEjVmTFxp7USi\nZRr3UC6UxUBXOcY8UmhPlWuqANZk8JkgM7OOnMKFQ5/QVmKy5e7VEekrvvBHuvEzTv09RR7oukyl\nr6iyYB5K3hyPlA34i2dzrekmxzoERu1olSU5j6gKTg8Fzb4gFg3fKFvwK84EjEpYmfibUivnJ4gs\neea4PvDjL37OT37x53T/8g2GmdBn+nFh1hHrFULM5FQwTxPGRHJemZczU17RbYExge/9O9/nH/8b\nv893m5doZZ7AKp+O+3IST581GaQIKKWoygZtN2iheHbzAWH9Fm/o+dm7V6jX/wvp/cRH22+jfE2U\nE3fDZ/zo43/Om49XXjTfpKme/co1/tqCa4kzS57o/UCwkULVdEuPsDNCbFi6CYlCpBkv16cGFDTK\nlGjb4n3B82qLpUVnSx49Ij8dr1Vx5KZoOIoLTihiDCxpwg4VwQvq2hLFa4r91S9nDB3GB0oLy5I5\n+oifM2JUaDKn84VN3eBG96RelG9QqUHEPcPQYWJgXko25YHLux4tNNk7xkEzu4K2DEQfSErwxtdU\nzxxz0MTakmeYTEmOkVjuMJtIDBe2akaLMz6UiG0CnRizoc4BXTk4gwlAurAvFI9+pTSBYpMJQuNn\nhyslhWrIyw4pKuoUeW//HBfOaOlY15KWG5oCdOrJYWI9O1IKqALiAnpIKKOptCPnFasK1qgYiQwp\nkLpIMCBFw8UpRNasOkLVMKwdG13ip0w/PvLhy2dwScRuIdqZo3TMwSNMRhQ1u3qPFQFVa/JxpVoq\nRFy45JGmktwPMyFm3rqIiU+ln3Y+s6sEbnqqJZyk53D7jHP3Fisk0yrY1yUpGC6nE7W+pSxKXNdx\nyiNL0DRCsYgToSiYHk5sN1BJyZdvLtTVlnVeyGrL0V2og+UyZ9o2M0wXikIyc2SbJauwsCzc1AcW\nG2hih38Q1IXlfDk9mWx/OQfUryXhbU39QUF9SdRZMcuACDXb9JLXciIayWaJ7CuNiJa9vEbMCkSm\nFYaTP7K/OjD0PXnN2GLHTVmzisSDuFBZzygtJg1MpuDK7DiPZ976r9nv9zhnaTcSqoWy1ohhobza\n4qSgNokUR7IInI4CGzuKQrJowzRlHi8duiroLx3CSK6ftehYIs9HfjGupMczSXjk2rGvSl7qAtKZ\nQlpGaZlKwbYqcaLiuJEoo6ndzE5Kvp5nMopwOXN3SQzpgmZG5D2Q8VGiEEQMWhwo8oYKRbJg6BF2\nJG9Bnh37TYPsHVZ3rHFHtW0pc81xdLRlQ50FcwosaaTVW7rTiendK+Y8k8TMOfXs6i3ZtES2tKKg\n3VXcjx1NXXDpT2QkXhlCcJRNJFWRAGxbhSbg+46p7wlpxntPshEfI0Yp1C/h9dfq/coQRCSS6PKZ\nX5z/jJ9/8Qmf/sGfcXmIyASnscdkAT6zqolVXqh1RuSScY6YLjC1R6ofFPz9v/td/vnP/pDvXH/E\nP/3b/zk/3P4eldyCzH8lD8m/fE2ZRCRliDER4kL6i5n2o+LDFzc89i9I4sz9n/+cP8qRz8wd+/Hb\ntIeJV8sfsK6GD3bfRnoD/3+tNVnNhMyOshVkk8hBc7coCuEwZWTsZqy0KAGDS9SblWJrMNIQfUFb\nbxC5QowlSVnWkFFaUAjz9FjaH2lFwygm1nnGT5qkFwoq7tyJQtfgTmzKgFKCYdWopAnTiA2J0BlW\nBy5NFDoTRCKtUBWZaQKpBE2dCEeB0DVTOII5cXXtiLFgyTPZFNy2DeN5xURFqQNRzqRZsS12HOOK\nDgq7TWAc5ICPEustYlPSbEpWkRCpYgmethLotOLDzP7Q8Pi4sKkDYXwyO9cG2qIkrQMvDjeYsmUZ\nT1zXgm0ObEwkhh41lYTQU9uGOPfkEFmXlcVPWBK6qUkImk2FkpbTeWAwhiwrzh4uy/QUMisUxey4\nrIE37kRdKEIcWF3GGE8pNc49Aebqqsa5FdEYTJYMk2TuQOkde9Egq5bT1x3lbaA5NGhpoUikpFHC\ncEkR01SISwdYdspQZsNW7bmYmdyuzP7MrdxzfvuW2kYQM0oXhGnGuUBVeZpSMoySvK5UtiHlBTlO\nNEFyf14ojMKEjqD2zNnzUVtxPH+Bz5ra7DnPC90aOZYjm7aisCWcHE1pWc5H2nrPOI4sAvxoWd3I\naXkkqJlBJOL0wG9snqEKjRcVdkwcCJzERDV4VvuINRBPI0VleOxXgq+45Adudg1RLDTlDRaJT4q7\nU08tLJtNQ7CeqpAsc2RnC9YYud6WDPOJWyTpGNlWO2QCaxzdvOI2CjkHqjDz0fNn3E+O7fUNwVnW\naeAcB67ba6ZTwWwTU17pOs/pcuZ9lakqwQR048p3rlp2VvA7Lz7gYZJcbSNbu4VcYa1lySONbzA6\n4q9X1vkdTWWYF4EMicvSMIaRxJbz0KOzQp8Vj8ORcEg0GIQHAuQn1QDRaVKsoGjJLtMLxedjoBkj\nPmselyOKDYe9o246drcFl/PAh3rLcTKs7xZyhsW/pS48j+nEWI7Es0ObSLQCbQ1aJ5xUnMIAbiHK\nQOfPBFGgI+Tpgdxu6FZJyIHr/YbkJkLVgJ9YT59w7K7YXdUUq6YqBDlLkvjr1KZAJhFEYo49X/pX\n/PGnf8YnP/4Y90XP/eWRIknuponSGkwOOCLOWGx6MqevYaIpJ+5+48R/9h/+E/7eR/8ut3nLf/pb\nrwnphlv7PhvZIER6ykMUfyXJzzmTciIj8D7h/EIKK5c4MvhHdu1z0hq5/rBleF3wrfyS5ccbvoj3\ndO0Bef459juBVrykTg3PtiWL/tXKyV9bcD1/r2Cd4Lj2lF5zcSttWRDGRDcvhGRQfsCliBAzIQmq\nYMj3gpudRk4QrKUsC+IaERlUEITgECZhi4qUAn40dOeRa5sYqoRPR6aiIS6R2+bJexRS5Loq6fqF\nSxLkqaMLEaX3Tz6P8gDhRGkU6yLRomR1mT4JwmJYZIfMnhxbFm8ZY2BbNayLw7sRZyRRSyQDQWSm\n1FLkyOqh2VektQdbUKwF8zLTb2oqmWi8ooolo53ZyZIwr2zEgJwSk8lcsiL7ibQ4iiwpdME8rrTb\nilZphF/4zuZbNGGlFjNWCGS1Ia6O2oMfTogwM64La5ywtiCEjnU9UdmK8+VI09ziY8DpjO9O1Icb\nJIEkJ7QSVAoEik2xZQ4LpJq6SqxrwrtIUXuKVlK2Ox7vJ4R0WDEzeI/H8bzeMB17dlmg5cLOVPjX\nR1bTApC8ZxgG5mnAhol1vLBNBp8cVkh8vJDElsVljBQswbOrS4YwMiaou3vc7ClLgyoMpiz47PGR\nZ9pTG4kfYS4V7+aRaLcUVrP0Hlk7EAuXS0DoLaHzRDtSuKfMyyImiBHnJmSeWOyWcS4pvGSVGWsk\nL0vLqVMc5wuiEkwT7LZbXhQ7XkvB0UwMskIIz3devk/TVLi5Q+LJYySwoTKBLK7QhUWohqsGXDei\nsqOSiS4f6MNETkdEypRj4qZp6Y8TyrZMOeBCjU6KaZPxi6BtK8qyYjATYTpzdTggdMVlKcFqhovG\nTxMieUwpubx+i/MJvU9c7i9058y705GoIttDxWXJVEXFvQ2MLw3VJHiuSu4uHdcvt1hrycrxG/o7\nTPOF8EHFq08ulMUVd5NgUYlvCE+ImSU91eCEEGiIzI8dw/kVHzef8rf2L1HRIkLErZ5EZPWOnJ/a\nI9pS0qSJZ1EwdIlt8shqpNhKbr9xzQff+QEf3H6fmGCTV17NJ/70j/6E8WvPOkRe6ZngBa2EdTcx\ni4QoKoQukdoR1zPJBJbUMXSOXb3BTYosQBqFWmG10JQb4mJZ0gUlFDlYxnHm4zc/JWT49uEHXIsP\nSDZTYJFSQ8pkKf4/xRqJTMieLl3439/+Mf/TH/yPdP/insvrI6QSoRVHt7Iq6M8jjZUsUqEjzOcZ\n9a2St7Lj9ne3/Df/wX/JD+q/T6E0KpfU4j2gwqZIFuJpoiV48oSJp/d+Kn6M+ORZ3cqSBh7XI045\nOnehZ0LnyLCZEWVB/7mlqVoeuwce8z/jg2c9RfcNSrenqiX1oaba/Go0/dqCK5hMWRQc7AYUaG/Q\nbmFVW5zKzDMYH/Cy42C32OCwUoCI5KhQuWJxiSWd2ZYl0nuSzCwhE1NmDgv9ouidZ/CCsb9gGrC7\nim10qC7RxwtJ1zS65DF4shRsvWMaEkZKkvJkzgxrybmTVIUkaMvar2RWylowNSu1VaTeoEXBYB9p\n1oB0Z3zQaP2c4FeMWPE+Mhc3ZL2yLoGdWRGiwDUlIFjrhvf2W2b/SGsNj+6e9168R7UKDkXkfki8\nm2quG4cSkmZpeL9KTNuSV9OFuGZyLpC6YulnXry3pU1vqJxBx4IgwE89ZZMJY0b7GeFWsl+oS0GO\nERkritYS/QJlRZdnVFaYpSaHist5ZPUWkQJaFrwTcL254ng3cOpX9vWWeT0zr6CMwKaCHAXv3h45\nDZlFVLzYGq5vrojBI8NIvdHM51e0H3zI3PVsKs3XD4k+d4RJMCwZJTSP3QNyHghtQ9SJ966+QRxG\n7DJRClhLw7J6ymVFWo3wGqs9SVmKumQePUkt2NqSvWZRhlQ0JNmjjMMwMh4lsxC064zykq3xrHGl\n0olxjWRjIMG6jqiyptxEVr/j+HWPqGuarWEYRlah6aYFaSZSuTJMA3VxRTdKPvmqp7E3mP7EzbOS\nm3bL8ygZJ4c/O4INDNoQx5EPrw3RzoxJEM53uOcWZxvEPHFMM1fbW4a+w/qRMlxxkQ0kzc11S5rf\ncZlWljWzNSulttibxOIi2q80RcXt4ZZ1HNBlgxOJab6wrR3BRd6ljBkmLtOFHOD8zrD2HaV1JOH5\n8jhyOEFjd7jW8XnKfMPvOLQb5mnhw28+Z6MUVij8YrnolfJKEe9GbgqDfXbF+u4R2Rt2uwOzfMsz\nDX9ymqlkwzAH1Gh4+/lb3nt+ZKZnY0pyEkSZCClRVIZ5cBAn5smjDs8Yv35NtReYMKFNi5A1Hz7/\nbT5q/21eFN/hoEom1XHzvON53fI//9H/yvnHX4ELFDazlAkpK+qrmva2oS1uySPMl5XleASROFvF\nEgWrG9huLT5kdGVZVkjegX6g0jXz6UzZKE73dxzlxJIcbg184zZyXd3QFA2FLJBSopMm/9Kt+5Ty\nLsjpSb27BsefnX7Kf/s//Hfwp4nL4ytYIbWRbs3I88Ruf4VKmvn0Dl+VpFyi2oWH4mv+8T/99/j3\nv/2f8K3696hQkA1JgKFCZAgyo/8yYiqBkMT89B1P80xKCZ8WhuXCnXvDv7j7CcdP3jK8m5nUSi0C\nH9+/wydHXZ2Q0wvieMdqVvrHkpvlGrExcDHEqqEW7lfy4dcWXMXGIG2GcUulgOQpisw0JcS8YqaI\nKKGyCtTA4BS6V0TrGOIJW2skt5C2hDgjUySJxOpGvLww9Q/YQiKiIMeOslSMyVAsgpwUZm8IKiCK\nQLeu2KmmPw6USeFmydFNhHJgM62kZqVtNIGSPAWqjYEhUbiRpGrc6inLiovsUKOm1JkxVNhSMI73\nHHa3zAnyFKnCxAOBvbYMJhOniUJvKGqFywO9z2x1JPpAmQxuvWC44WF4pC4BEk5E3i2w5pmHuCKF\n5GrbkkJgrw0vWknMcO1mpN1wlpFagh9WdjFStwWImT44ap1QVuOQFKVl7S8M9z31rkIXkmG6w8oN\n535GWkucPEVlUYsgmIJjNxKmBwYE+kpzN7+msGBtS46SN+cHsig5p5ZpWrhpNXFVKNtRFwfOeeUy\nT1ztrhjOPflyZjKZJK6IswHlGOyFVULVfBupF05LRx0SHAKjjijVUNWaNXpW77lYyeaqoHtYeT3C\ndRMoo0DYErcGrnWFKhN5gNn3xDIAlqHr2bZbjIAtBmKkEIpcHbiMj5hNTfAVbu65WI3azrw7n5Cy\nxZSGWS7c9w9oZXle1ejtxPEuUFDQzwOiymi/8MkvfsZhe2AvqyeTvGoRY+ThcuKr6cz1ywOtbrGF\nZvYDPkdyllTXG47TCZkjzw/v05/e4OaFfVsyXl6g9yXXUnP2EacbZl9SB4/PESn3gGE5Jq6vr0ly\n4IN2x+jgYPZYVeGzQUTDZToyDJlztxKHe2QamdcWX4BfRo7jhewDiw9ED+fzwLY8IO8U10qTF8ja\n4HMDhWbqNMZeyFFz9zrzrMzI2wLveppGIfWGx8sdL66hSyu1TshlIElFLa746qsOu/vvefbDlu/U\nf4dSNwghIT8l2lfK8HaORF2Rp8xGwsO7C4XdUJWGZ2aDPLWUV7dU8QOQijLcYPyFyXT8zkcjf/jJ\nwvjmREbQjSv79zd894NbrupnmFaQRebT7sTHP31FDJZ6l7BxIa0jOW6pUs3leGbblujSEtaaaVJo\nC0meqOvM+NUj4/mR4b2e14+v+e5Hv8uL5n12Zo/RDVpLrDAIrTCpeNLyZU8IiSHcc1m/ZPzqC776\nxYXNEvC1QiWFC5pSWO4f3iJ1RqRE1EfMfoP/nuK/+Cf/Nf/gxT9kW95QUQKJLPirJEQB+v+RhZjz\nUwLH7Abu/CNvHr5mFSOP3T33dyd+9smXtDnBmpnCxDGc0UfDusws24m0fAHmhMsj/fF93j5ceP68\nxBwsXRdYo/2VfPi1Bdft5hbpHDdFQb96Wu0YloGd1CS18kZ5wnyhMYlpsk8dU8vC0Beo5oA7e24O\nF/K64nTDsoxPpYQ6cX+8J4aChy8+4/L4OZuiJgwlpvBY5cimpgsJOwfyLClYiMNE0zxtXoNI1IfE\neB55NIrCVBAiab5HG8ecKjZIYnAgJCFn5riyMtK0W952C9klBFCLPYGVKSi22pBzptk0dBmECtzs\nWkLOlAa2qsCmhXlybBrFVdtyXGcKdaKyM2/GiLEOP2hKu2V3vWXoL5RCIdTKbbPhOEU+iJIPNluy\nVDitEHFGp5pGNgh5Zn6MxNFRiEzKiqbeEvoL0V2QUlPXlvNpJCZQasu7+xnbNvTjPU3hyZMkVJa3\nD79gv33G2F+YYma3PXDd7MkEBlVwHjxXPONhXdm0lutCkdqEDwttuaN3J1TZcGsMJkSyDLh6ZVpX\nJh9QcoP0C1tTcrdeaA+J9PCWGkGhStbpTC8g2cCVh100CFEg80y8RGQ/IaVinjJnfUFEw2Zn8e6C\nl5Ipw6bVXNaIjoZabslZ8MzUKEa8VQhqRPZUWuPdghsmzJqp14KNhmAFMifO+Yhiz7GLXO0852lA\niYLatgxcEIUhJniII3fZc3MRXO8Khj7TnR/5us+cbEOVn7xv29oyXjpEC6KUiDkSHjvqNuOiZBoj\nh8IyeMeaBXLbMI+BXEd2+5bH41vGJVOQqYmsSlJoQ1Irx3lEJcHjnAnqgtU7LkNEB4e3I+e+x6WK\nqlDcj9Blz+h71tFxLaHQYBdHBEJpufMX+oeJ2+0tbxdL9I7v3n6A62YWV9B3A4N5xJxW2qKiayyj\n0Hxrf0Wjej7vIYeE1Ft0GansO4rdlm6dWXlkPJdc9TVfvPkJm/duuK3fxyjJ4COoQOc6nCwY+go9\nWK7LHfG6YYmeFzcNRpYkqXi4jByMQGtJIJN0S+OfsW9e0L64Yno1INPEs82GIh0o59/B6mtKr7DK\n8/3bR/z3T8iD5DK+JkyKdjJUPnN6m7laLPksCDFAdUQ2G1LOHJcTb1579psNu+XCaf4x6weBt6c7\nvvfh97nZHbBKs2vfo9U7SlNihMXoDTIKVj9zv97z849/xuU4o52nDwvjqmjkhjmtDCozhkfevy05\n9x3Pf/Ml3/vXvsff+91/xO+//I+odPkUuiDgr+MeyyIxp4U794r/89M/ZnrsOE/T/0Xdm+zKtiXW\ndWNVe+0q6lPce999L18WFGkToiDYgCEIhjuWv9cG7DYbMoEUaZsmTJFMFsnMfLc850S561W6cRIC\nDMjZTsUPbEQnZqy15xyD03ni1k2Ia8ccFJWZ8V3HS9T4rsOPglszUu86amFA1BAg2UCOEucSt+GC\nHZff+fzf2+Aq1HcU5QLG0+iJqY8IobiWM+cBkgZbb5ingaKxkA1+0lR+g5UeVda8dBErPbI/ElLE\nz+BTzxA8L+d/IoeIcBuuXaa2gdJ5glujhUIrGIdISjcKuaMqAr0JTEJSbQ2juKF2BWJWZL1Q7AKX\n24Us1lRF4CV6rPWsm5JwfCV5uGRw5+6V/5YSlW4RqzXd9JVSG4qVxVUFxWKofMGm3jLWkW+DRFeG\njy+vg9JmJRGUDEmDXeOPX0lK0DYlRYZB1eTiRqV3tG1JriZ6WbBiy0/rgSJF/DSybgzzKXIoLbWO\nGDtwWUZWArzWFCxgI9P1K3hByIooHX46URc1L+dIDAFERsuBWhdIJ1mkeg0qW9NOkVhWtKogJkcq\nS+ZBoZKnloJzcgxiYZMj0myR1wZhXgiTZxkLmDv0vmKKLwzHQGUMjTTk4FlSR7Q1bpzwTnMbI5Va\nETH0Ep5ioiwKtkmwaQSfr0dUaTB6jQkGWyS4nojFithIzDAhhozY1MzDjLINZ5/Q0qOY8FYRo6Uw\nBd2caDeBqeuIhUGFFikjUzFxHHsqWbPJihenyDoihQG/UDSQYsOLK1BDT5hH1K5BCUn2jg2K0Wku\nwRGmgbzeEKaZem+5jxeSNlRJ0iSPPBimxXMQmS5GFjMjhaIpJi7+SEtJpKPMJYcyEK1hyZmxuyKF\noa4K3OeJOXmimqgEbKTFVwXrrUHnwG71lhQFPiS0PjN2J8rZMV5fuGSBNg3ppvAuElB8OT1TVoLs\nPdJBWSWEAuMbZDjz4Tzzzd2O0+2COfW4qmIoJHOeSZffcM17pEysv/mGD37gsX3d+BAKrqWk2b3l\njwrFLz58QZaSUvSEqnj949h3dNMzKlpq05KyJ/uRmF5w8xPx3FMvmkyF0jce2jtMTJT1gbqsaYoW\nd9JMWqAbi08Jv1SIBLt9TX8fSL1BZINYPEV27OxPqHcZ7y7Yfcn/8OP/ibvtHZU1EC2df+Hj5Vf8\n7a9/xS///JdcuytV3pBHjRhvBBmwRcKmmVuG21ChLhP34/9DvX3gP3z6zMObd1S6oN7vqIoNq9WK\nfbumqg4USJb4wv/96z/jP/7858y/WciFYGdq8jyTXc/uQWJVQq8euVvVPL7/1/zsD/4tf/z+X/JH\njz+jMRuSyCQZf8tDlL+zxhhw+DxzXX7Dn/3Tv+fv/sPfY9WaOC7c+gXZAKpniJr+tpCmiXS7UsuS\nm/Z8+Dph7MBPH75BfOwpdo9gE9fxRq6/kAT0Y/7PP/y3n9/b4KpiEbqzgwAAIABJREFUQ1k2uCXg\n4glPDynTKUFaoPWKblrwneTrdWC7iiSlUMsVlx1WSazaU0yaISQcgewlSczcxi/88HRiuEaSEVxu\nAYtE1CUsjlwm5DSgVxsKN2H2gskF0qZiUzY0peIX/3ykWTeI2NFZwfE88bDfc76eccWak5FsokI/\nD/gQiF7icdikyOMNTYEcYa7PSCXQJiNSpJI1uQjkkBi1QpkFub/neg3cPb5hKF4oT5pKj3T+xK5q\n+SFOrKzAZs0JyeHOsRL3JD+zeaxxKVJyx32xIS5HlFiztXvy9YndyrFKiuAjSI1Jj/j5hZgghpJx\nOVOmgmmYcFphjKJW73j68pVqu+X5OLFua5yPJCKaV49TXixWtXxSVw5yT0CRpSKGjKMkTj1d5SjL\nmq0s2WUwleKj73lvJT5MROtQKpBO4KcFaHgZB+6aAnImePhweaYMjm/Kii/qQogNd0Ki4wUptpBf\nixLTNKCdQLcbSIkxTkhRw8ZRhwUV7pjlyINcqKxBIvBPTyxW0AVNTg1L9Nii4zcfex7u1+ikOAeL\nnBzCjowEbp2j3d4xjp6hhykr9Ax36sBvxjNaaNL6jCnXpCjRNqOiQuuaG0e0h0LXnGyASdEfF9a7\nkrWtcWFEFg0Kiytg6p4pm4anOaFtxC41RdZ4HyniwqQjMpe0aUU69ay2YLJknhdKkxj6C5uyYKwU\njisr2yCVxMWC22mhMYJ51TPOkn7I7HaKm9OkOTCkiSUl3HniPPSEfmG13TFbSSZgCoU1gUlKHoNk\nmANjtqRNRh4Tn3cnVnaHGD2XcaDvewphedIXmiHQB4H/DrStWbdvaCrLMgrGCDFI3h4OxPzC+Qp1\nqvmufkTNgeQWfEr0C8hUIsJMkDNhHmntij4krl1mFvBwt+ZNa9hufsQm7JjOHVPyuJzQHkS5cBkG\nhIk0SnF1C5V8w9hJmm2DlxbTNNT1nvbdPfs7iy4aNuINwhTkdEKZhj9pT/zJu7/h5z/73/jf/+e/\n4MtfB/LFcNgLLmHGhpK1LfjYnWgbiUgGcSrZTDdYKYb+n6m15u1qw0ehyUXm3cMd0zxQFQo3Jv7+\nwyfGX05s65bu6YZpBEpZmsOOH/1sz3frtyR1R2Xv+Hf/5t/xsH1PXWWKukTJjM6vLUbBK/02i4D4\nz8RDIhNY6OYr//7Tz/mrv/xLTLfhePnCaqOo04TuC2YpeZAZaTRXJJdL4uny/DqIPjt+1nR8vWja\nAmpxwxuPX3rcdeJ66WkO/4WKJOu8R7oFN/YoV6GEZw4eO09c5g4dXnUk0+VMEIolOV4KzbvUMPsb\n41JSqRNEzTJrnJhY+g45T5xFxzx55pBQHoyOzHZNFSRad3RTw31bI2JgMoKaTLNZE6VE7CRxGfnp\nH33Dy+3K7dZxGwIy1HT5BlWLmBxtdqRC411BXcGvfc9aOnzVcB4V2MD73JFNjSkMeVaMLeTrDSX3\n2Mpg7yRvzYEYZ5oDpJtE9hXWJrSoYJrxC2y3a5KfWULHViREuudqKkL0MCZUrmlNRMiJ7bRn1Va4\ny8KhusPmK/PQYWWFzBYxd3hj6AdPMc6IXYWbHbVZQZwpSczd5VVyebkS5sxJK+o2k7vMIBay2DCP\nF1zRMlIhTEbqxPXS82694dL1XIXkNtfYxkBY2D4euIwduxRZFzumZabxmnjL+NjjEHwcf6C925DT\nTEdm8RO7dcvwNOFTxyIzlS25JYfuNsiQmSp4UZ7u8kJptqzCSGU0s+teQ6UukF4Tl4n3qw2T6FEJ\n8izxRUGlNYv3OOV4s2k5fX5iczgQwszXLxNjUtwXDSor4hgYGanQ1GVDUhWrtsF3M4UP7MuEmBNf\nvlh++nYkqZplCUTnmaJnUykmoTknT7oKxNryblezMZmdBXPYEZxBrtfoukKmNzBFCjWzVQ0XJiaV\nsUky5YG9OTAaydPLC9/sJcFkrj7BKjB/6aiKSJ9n8jhTrxSGkWwabB7pcuDmJeNXz5f+zB++OTB1\nzyyLYblcyFFzGSeSu2L8xPZuzzgdUcKyWrXUUiO6E3m64WyJiz1+ZUmu5NfTibd+j1/1/Fr0nP0V\nmzU2DIxknDIsww/Mz4/ct1sOTcYVMzq3bIXlstrjhg+MtxZZar593NFPjs3qATcbTK2Qs321Igw3\nvM+kUUEsWHImiZpGO+IYGKoNPyreMV9L4jCx7HvCUrF8+UTRwiQ6pllw62GTt0zzTGgko565yA0v\n/sZD+463j2+oCktpamTWyCxJ6h05ZzQN72XNf/8gSf9j5M/lD/T/x2emy0gXE5SS2U3IpOgHzWNb\nEuaJL3MivxzZrzc8OzB3AaknOqUZ//5XKCXwRnOeM/NpohIWnT3VriRmxaGV7H/2Df/2j/87Nuo9\nvjOksKKQDVWRKaymyIKUElJK8iuv/benrv9vNOSciSJBXjiFr/zZ5z/lr/70LxhOnvH4C/ZmzS0q\nfly/5dM8cTCW2H+kDyWfPyZKDlB9IuWAMoJTaBjcjX/xB9+gy4BKZ0YmehcYdGC4HX9nPvzeBhdZ\nE8KEiIEoE9Pi0Kahv56YU4FbJi5fR6r8gGbm5cnR7CJnnri/P/D15ulFhygLXrozpl3j88RVzTz1\nHSotr2R5ucWXPV7NdFOgVStkkgy7hXcbw3oN2iWKuiaZimG8ImNBUUKtV6zv9sTTSF48OQREOuOD\nYi0sX6aeTMHtq8duGsYlcn25ILNFOkkUJTl7+m5BqJpduaNRJUcZ2O4Eb7YFW69xOTPaTCUXmjlw\ncRpVltjywDwE5mAxWSBSIMqCyknM/IrWET7zuNrRzBea8cqdKSm0AhtJaWa+SqYlkYuE9CPIkTwH\nKmpySmhjmLtMzhNMntv1Rl/VhCARReb+saVzmeAntDGorPCToa0KpnlG+ERVCnKQ2ELzl8+vBQld\nFFitCUNiHxxh6kjmFSzqxoV+6l+FlZXgePYIXYHQCDczO4UqClwcSRGGNNLKPYUZX+3GRr9af32P\nmWq6+czeGkpTIaMiDPPrxixLtsJiVeRJXNCbO1QokdngbcYVFXFRZD1RyoweRsxqRYgLG7mjkyeU\nGjEbgXtJ5BQwRY0MAdc4XBNI3Ywy0KXIkhpaHVkZxXTbUrcROxmUDkzW0jlBkj1aSfSqpn1csa0C\ne7Gi1JnegJIzCwvTJbOxMEyOAgEps6CZb5EZz7be8fUl8mYrEU3JIgXXSSJSRKaEtAY/CCZhEMMM\n0ZG+u+PLzUGeqLfvcapj8QNoj14yX68zaba4ItF1MKUJkwV50UTpeHxocVIxpZGegt3Wsow9ytSY\n1FHIFagZrUuexwtR9bS5oF4KRumYZIf1G0LpmVYl5ynz5jqxvt+Rcs12s6KfIog91ia66gMmvEor\nRdb0rqQ7amwU1Fng5om4KNxU43tFDJGmaDm7F9ZNSakldVviJ83QJY7dDxTlI5V6JOQn+psDdWEJ\nHempZxkT17yg68T99wfu31pW95n7fUOjtlSyQGEAiZACmTNJRFKSWHHHQ/5v+G/fjnz+V/8rP//h\nb5k/R6BgkhPToClXim6AD1/PbHctonY0beDp1xPbN4/8zedfUxYbcupfUWjaYKuGz08dBzQ+JEad\nAcf7Zk9utphK8xTP7PQBnRyysTxPZ7aypZCSSHxlDeb0n9Qp8J+/KfQs9PmJP/2n/4Wf/9XfkM9n\nfExsHgW7tULnLa3bcucs83iku12R4UxeblyT5+vJsarWFLrAxcx6q9DiQlg2HLuKug507ivZB/L8\nu+Ph9za4LksPwlEmiUz51Tp6nWhFxcfzxBgn6rLi8jTjm5lVNmxzJq4SvZ9BN8Rc8FE4XA30A1V/\nISZHtVSoqSQGh8sd67YkX3v27YqQISoHumIQGx6doWwTs62YYkL5OzTPPA0jyg0obanEDVEKnj4q\n2lIyLo7ARJwyc1WQKEg3hw+ZddVy8x1CLYyhJk0NloK6iahC8TIMrL8P/PjNhlVqqDaJJsFGXTDJ\n8JIKxC8nluVMypoQFQzPyLZkNAarE4t0rJoNTJk3ZoseJg7FPSKeoM2Mx4AMI0ZBFpLVqmGZHIub\nWTeS5XzFNpbBD6iTYLllcgtSlERmbrcbmZa6VfTLxNB5qsrgkJAiRnu8gAnHpoY5wNVBlyf0qqCI\nUGdDcjMHEXlYJc7XK1dZMy8DakkkKSiNICwOLySlgeQmqnzALR4bImtVcQkzWQnmY4euLE3tmFxJ\nHzpUUTCMHlUUWJGJfiaUOyKextQILcjGMDIQy0x3GpDjxG5dsA6KeHacbcQ0hv28EAuBOCs2+8Q4\nfmbWGe0st9HS6hGpdog40fXPvFeKdpyYloRMgX1tuXQep2ZWVqDzwHmOJB0ZbwO2/YZLCuR6i6Zn\n22h2qzVbrdhWJd1tRkVLv/TsyxLhXzDRsjOeedaERZF1Rq8WDi5ix4xsSqJ2SOWJOTFfJfVG4WMg\nZoe1meMlgFlTNRZ/KVB9z+M3b3g6TyzFQpEyj/d7fnU7E58mbCl4cR02apwXKJOo7yoaSramxq7B\n2poPHy4IMb5Csd1EsbJ8ermwNgWb1UxZFXRTz82XDL5kUY5Nmbkee6qVhaA53Dm665Wk7ulG8OeR\nelNTKIm/jbR5Yb9pOfUdTmvuK0EQgnkKBM4USpPTQlGURCS6FpyvA9rAy+3CT+/eM3jB9XbkyzmQ\ntOTD6a+5bwONFZjhidP5CW9PzC6TCo1KC+Ve8/b99/z43R/zze6BVdGgUYioyFmilCKnTI6GGCIh\nRGLMIEvelv+CP/jxT/jF9//AuXvC9oFl8UQK+iWjs2PTGoK74YTBCwFVRXoaSUpwDJ/YlyXRCUK/\ncM49qs58nhP1uuTpeuUPfvaesCuRJbTfAnxirgy996zrb7g5gYs7XGgQMoIQSKlf91ko1P9PLAg8\nv5z+jl/9499SnCtE27NvK95vfsJ37/6Ey+nC508XzOSYo2byliG8cFkuzPMFW91xfepYFxN6vaBD\nTf9ckneAUpz6M0E5YlpIov2d+fB7G1y4QNaCPsDsYQgLVzzPcSJbScwVkZ64OrOtDhTGE8TA9ryj\nqDLH8IypGqZwYxEDeWrphGAdVrhBE/IRfV9xPBmaZFmMQ2rPNI80a4vIGkciVBJMiRUV3mnqjee0\nrFgBw2Lw05FsvmXhibHqEElRK8lzB8FFzvkTWjyCGNlJSQwD2tQkJyhdxPmISIa8zYzzmW/e7Dnc\nrdmuFIjEozKIRnG19xTnzLcica5nZCo4B0FfgS0Lnr98oNnsubaKzeK4ayTbtUWECzEIMIH1u5YC\njXSvLcZKB6ZixNgCnEQly9AtZLfl82VA6xkVJIaG8drx5cUT85XVumVBsPQzKkk25Yrr7YorJHsr\nmacnsl0jRYmcO5ZYcbzNbPeKeVY0tkUsmiAClSnowzOpvufWCWJa85QVWS68SzO1bIjzwDRc+Oa+\nxY0zrRhQlaIbSkKfECjcSjKlkTJpqiKTdYHyM0ll4m9bhmNSDP1C1ZaQJrrpjJjXtE6hdUGsJI2+\nI8w9i8ykh0zTlcx9RMuCZcx4U9J3HVJnVEistw1+suhKocMFTARridowoBnkyHGJ3MtEU2vG55ZJ\n1AzDkbZtGbJkuxN03ZFi88A6j6S9oNWP7MQWY0cWOVHet3TnEw3QHy/k1BJ8QNqFai9wvSOWnnYQ\nFLUkpgueDakoaHv9emqSMPqAVBWn6wt1GRn8yGG354frC7r6jqoyXM8fWTUP9LPgVHk2H5746Bfy\numDjj3inCWNEUbGuFXEaKbctFAk/lmyLgsfdwvmDR5qC7jagCZTVCqkS10WxSFBVQSgESzfQCM3y\nZKF53eV9YweOH57R8pF/kxreNVvOIvJ0OxLXNVOuiVry6frC6lDTas98OdPLDuEkq6pmkoaVTCy+\nQ7eSr89P+EYSY6QNmd88/4b7KqLmE4MtUEEyR8XLFBljS5hvhNwzTTBNCR3yK6Zqd2C3fceP7/8V\n2/geEQRRaKICoV6v1ZSQr+WQnF+v2TLEucSkFe/UH3B4+L9w5soxZMYA2swwK8RsGLNgKoEpo6Lj\nPBoeVgPrlFnbBr/aoC8vFLYkzBEtJmKzZYmS3Y93sFqYDDzcK2o7M7WKf06fKLVib3e0VsE44DQI\nZZAZUBKTLEq8Kn5Elr+lj/CfvkNeFrrxTB0O6MfMNv1rttUfci8fEUfBoQ24w5V/eP7C+eUH5vON\nymb8LdJPI0Z8YsMWuHEdJSq+mjeKPVRk2rJgiTuyvfLr/svvjIff2+AanSfMV5ROZDUxdR2DGnFm\noN5cqV3BcVFs7t9Qz5nWvmcZz9zKQJEkpSop0kxtNT/0kv16Sx4F3W1CJMWqXHN8vrLOhmoHOQfy\nYilWBrsO7O4PCCBkTSgeMFFyWBWIxaPrkjFWtNVA3SeO7cwPXwe225bpU4B5RM0Ny6io9pkwzcgc\n6RSsraX3EYVGtTUiJFIt0NWW5n7izfcz375pWBvDrjrQFCCExIQJtx7pjx0/e7/i+clxef4NeZLM\nhWb38B7pJt40K/a6IPczs8gcjGSlS4QfcKPDiUhZlKiscUkQbj2DiLglUUToQmRYAlNUVLMiGUvf\nH4lLom4kTX5gLiZaD2nMDFIzjUeKxoBbuMyZmGtaUdDGkcsMsRx5t6/JaWGnM9euI29qVFyQsqYS\nKz4dT+hcsikkrbYYMpuUueYOF3rerypEFHQzpKIiugWpFbUAUQayC/glY23N+XTB1pmoI+W6JiZD\nrxJx8Ty09yzuhkiRNQ06WYY8MY8LmyxfQaj1mml0/OrpxsNKsI1wfj7hy4a7usIaxWm0vNE1IsEx\ndTw9R6Qu0C6+1sA3JYOLLAmsV9jSs9wShprpNrJ9t2Huz7zdbl+dVI3g0F9IwkCuaJuJphCMqQBf\n4YYefQuIQoHQOCNAKaIouE6KQi9shpGw3fE8Oh5VSShGQhjh/g43BHRwqNLw6ebxdUWQRzYbQ156\ntqbAlgNWefphYpFXViZxuZwR5ZqtSnw8TdRFyba+8WmeKYJjXizd6Dn5J8SkaBvD0mlWpeYmAn6C\noloR5Q2xeJJMFCrjSw0uEivNG60RJvHZKxoVGULPLUhW6z0haz58/cgf/3RFv9woysRx/GecH4ne\nUajE6ANLWtjuL3TzP2DXP+F6/cLKVkw54W1i1pkhGZz7wjRNhMkz145/+voP/Gz7lpQN2WWCSdyE\np+cdRSxYwswy9Cjn6P3AUgn2RcnD3Y8o+jXdJLl70yAzxKAQKYESr9y+KEhREf3r1iqkhUzCKMG3\nuxX/KG6k0FD5gImvp+M5dVSbPcscybJER8lPq4Y6rLl5uHYdjwbiIjFyZup6+lDiSke5Fex3DXfr\nO97oRzbuHvd0Rk0Cc+/h0BCkRJvMsztThoU4BlY6YygwxZpGr1+vDAWIVCKEIMZESok5Re7kA9/c\n/0ve6/foZceufcuX41em+UL87IibhfUhch4S1ZiJrqbYl+R+z3IZqTeRo39FfOWqpD7skNEgNXR9\nJMiFmDLldvU78+H3Nri6qaOsrkyu5xpmOn/Dx55VAUGvCNHxrU5EEskYZJloxfdI94JoIlJvkYtj\nul34tmlw45EULHVdI7Nh6iJb+47L4Pn6dcCYirLRqHJh93ggZsnD3R6VV7Rty+awJSeYbzN2isyX\nBS8jZlVSC8+2rvh6MVjbs4wRrR2qAJkLpMxsWk0fFgahqWQm+YzXA7pe40XG7jPrtxXffffI9+uW\nldljxAprBFII7KzofUC2Ddf8hfKgKKMl/DpxHq8k21LnGjE57tdb3uw2SOWRcaZaLNZZlugpmwKj\nYFET4reN074LZF0yDgM5ldggySlQ1yUv45mtqsjbzDAF5qZgud0odcN57PC65NBosrdkDxc82URk\ncFSVppsMVtXEwZNMxg8Dg9OsxJpGZJxNXKeFj0qwU5FtdBRjJlSWMVQ0UpGLVwPrN3LNaMGWmePt\nhNaCoiyIy43R7Jm7zFgKZCXJagFb4MNAKWpSkFzONxgCZVmyyJl61TJNAVtWlKWnCgWDh0l6ssys\nizXLnDn6kXq3onYlg7sibEWMMzIWLN6xLQ1zsed8uSHijcxC5zI2WnyITElwXWrqfebl6wnVrDn3\nLzzWK7JfuEZD1hpbRc79M6v6DYUV5DSRkwIhsZVhnkq+dhfWVcOqsfipYyk02XusLnGxYDXNjGPH\n8uaB+7HlNgzEYiZwpVGW50nx1A+sjKfQK255pmq3hMuVN4XEe02QljmMyCR5v7vn1PesHNw5gbaO\nbtAgSrQMeHejyhElDZOfuPUzvxSarS+YZ0/bVnRjRFeWKBWtkEBiuAkkC/cW0BqvVvyoyFxXHt1L\n1OTo8OB7zucTc38EMXELE048o0Vi0CNlY7gOI9tW8LIc2RQFc1dioiWUA1pkvIhclxOOnsvxRBk1\nw/WImiFny3M6s02apAsG71hJ0IvHyT25crhx5NadsNIy6YVlCoRouR0dQiXOU+C+1pADQmZiDuQI\nKQXIGhcS0zITosOVI7el4+uvf8W+aPDe0WuFkAVTHqlWLWmayL4k1LAptjydEu+KDf08ULFn/GFm\nv63pXGD17Y7p+ZlVAU274b14g3U/Rc47qnygn1+wJMp9YLfZME4Vv7l0+OGGrQLb+5IvcqGxBlPA\n/epb9rxBpxIpIippYvKEHEhZcC++p3z8jmJpsFVNVoG6cTyfPzB2H0mp5/TckS+Bwd243ASl05hz\nYNVIwlRhdULLGV8rfB4xccPzNVOVLRLB2PV0Yfqd+fD7G1zpiEg9QXUsy4ioJXWSr/iRkLgJTV61\nFKnGLgWLlUh9o8+aem7RZcPQdehaY0RFoQe6bLC+xOfXNffYPaFXLS2ORSTm9nVMbGVi/6DQxnFY\nrTm8f2BXvUN2ivN84Tr+wMqULKLitJwZFst1DOSseRo8ewwxzhQ2k6+BvGyJtWNrKiIRY4A6Y6oE\nYSHVcPejLT/98Z7/arehFTua4p6cM0bVOD9QZ4epWnKUDG7LdO2xpSTXN/xSsq5B+sAbXULfM7vI\nuq5pTE20EaccepJIX+G6GWNbLsOR6DLDKeDMgJgmdquGlAMiC2KcaAoYniekcZxcptGW6xR53ESK\npkK7G3LZcJokQlvaoqK0C8L1CL1mry23MaBDRliIqqKwgcJ01HXBcoPLJWKsos6wthuGsKDzgioU\nX86O1iiMmwnbiHuaqIRCx0gQcJkXlJZoU0Bx4lNe2KlXiOnzi2O7XeGITF686jdawyl5doVi9Jnn\nqefRVPgxczGeXGjoI9kKso2Uc6RqLMvUM9mSNih871Ci5RoDdS6QeSS7jq67YncF/rKg4woZE4Wc\nOIsS6yLOeWSrECLAtWWhxFYRISLCZc79zOP6gVIIRAzYvOXU3QiqJomKWZfUxoKS+H4hlhamnjlL\nCpd5KDJHN7Nq9nz+9JXmm7dsy4qn84Rk4VMvEI3nJ7vEME70Nw91Bc83RFtxRoOfaXcGA1y7mVvw\nTEESlhGjMrcIvYXTdWBtMouR1NkwjgNBZGKSnP3CYdfyEBqO4xeqWSIUdK0ieggRTJiQ7YpxbTms\nNtz+qSMtJzZlS3dbQEeKHBDakog8n54YjWcuHEFn8hDZFwF3c6hCcuxGpNxxV4xM4YmieCB7yUig\n9xdS7nD9M8MVprRgioZCOlI/8WVy6P0O4wdCXnEbOg420V97YpHpjx2GFcIlcnCEIfJy/EAjt68T\ni6VgLhJpkSgjcdmTsifljAsC72AcZ1TRManPfLx+5dPnmaffzCQgUtJ3E9udwZEZ4kIVS8ZxxKWK\nVbB0ceSuvSfMAiFnLtcLk/c8HAxsW9S6xG7vEfM902g4rN9wo6V5W6HlgNYOfxG4aeblyxMq7JFb\nxaNUXF405R4u0nFt/5a3dyd2zQM6btCifn0nKhPIG1VuaUxGq4LsJcEtpNjRVpJ5mLi8/IBzM1+/\nnDAk9GQZcoSiZfAv1FXkwRQIK7GiIEyeeiXRMjMsNyQjxmtkqn5nPvzeBtekjqTFkW2HUAozJ2oL\nY52xXcMbYziHGVQkasfd9pHLdeGgBEuShBHWpqFsJJNIyKpic7kxccNFD0HSFluCSHwJgvt1CZOi\n3RbIZsuuPbDfvWX/7h331ffIW8t4G8lxplAaKRUqvsJqz8tHmiCx84hL+rcNqYxTDZPtsDnTFSA3\ngs0iqBuDVoFFbMjlDLvET/7Q8n0tWB1K7osVwlmkbInJQVTQ1oz9hFeJam0pl6+cziPjWBOUpiwl\n37KmuIyYyuBtoF+uKNmQoiR0I/u6JNse6QQvz4lFZKZLQqRECJlKwDk8kYRmifC+abiNHUuxpZAS\nLRR20rzd1kxWIJho4paXviCrno2RHIVnPD3TmpJuvoDdEJpMvE3UakNbL1z8DQrN0pW8nF6YhKEu\nHI0umeWRuSh4tzlweh754dojm5JVs+bD5xOeQO22uEHQi/G1WWUM12tHZV5lmVMSvJxPFI3l5Ayc\njqjHR6SRDN6zGEk1LORsCfPCs57ZFo/c0g3TL9i8ZZwHDivDNGtOp2f2xjAIz2wm+snhBsW9XeGJ\nBOHIeaZoCp5iRFV39NMLVVmxKQyHrkTbwHjreP/wjg8/dOS1ZZCBFARGzmyLA7l4VU2EUNBOEr+2\n7Pd3uH7keBkoigK/zei+p1ugyAUpwVpn6qLAhzV2k5HjjaZouD4Htvsaw4QvKmYBZkmQJkRRI1zH\niszuYDgpT+EnMoEylkzXQGErpmRIZ8tFlwxh5ke7wNh5dqWCKWPqluEykDOUVSZkTRwSX54msh3Y\nrg/E5khUEz8qD/wwnSkmqGpJFRS23/KjPWz/cMXXf5B87l6YtWdjJipdknVidhNj8Ey2IUwzQQoW\np3E50S0a2xpsdnCOnMWFtbB0RU+yE8oWKJ9xHy/E55n7XUM3B86nJ97dGdoUEdYwzzPSa8wyUWrJ\ntRuY85Zx9jBlrreRqx+RTaD/8IlP3/wdD9/uqWLB8UlQpjWmESfhAAAgAElEQVRa1MRFsOBY4pU5\nn5lGhxQVbgxEPdD1v+AXv/prnj4MHN1MGVbcJcXneGF2W6reU7ctL6HD6BoiDOHKwRrG84ExLKjS\nIzig64K4eHK2KLHmwI4015i7mnRf8NPvvqXcL9Q6cs1XZD4h3YmPxyfEknl7/y06rrBCMJ8Ujie6\n68THX/1Hfvr9lcNhRwqW3nsmP1CZwNvmZ6/uv+xe1VPziTke6d0XOvXMrHtuY09IhuAmskho69kl\nxziXmDKT0ezNmtknvCr5/PxCoQILC1Jo7vc7Rvdf6DuuUisaVdN1F7QF6gKdDWsbSVril5F10eKj\nfXUFuZm39ZbkFZ/nI6SBpWxgWZjnkVyuIHzL5elXWFOh0kCUGbF4DkTkkqkfau5by+FwYHf4CZv1\njofiLau4YV5KZj+jtWTCoEqBESNpclSyhnrm+TpyNTUbObK4AjUpNn3AV5ElWmKesduSctVilUPP\ngagbvv1JwR++TXxjNA/2gEx75G/p50pmZiUhJNoMUXmmxWOnCjX0pNgBlh9Vb9lFh5I1TakQ2XLr\nJ/ruyE5WbGrF1Z1RM1xOC0q2xCnSGMWsPLWYaZuG6ANPGpoWnpZAcFsqG5lVpCVDOTN5xenDkWq1\n5tQdUdUOnQRzuqC8wemWM5IlLvyojIyDR1rJ9fYbUlsyRM3WWcI8Ud213K4n3soVSlf83dONx1bQ\nyyu36UbGkJPgEhxCKO7KGu8CvW2odaYfHZKW59tH2qZkTAk3eN7tVwxJod2RtNZwOaNzgd3uSNM/\nM6aSSieEdCxLYGVGbCq5FZlJC2yAJQgWq4ipollr3CfPMoBWFaaQXP2F3fYNloKoS1z+yp0xnP3I\net1ic2KONb6cMCZTYTkdO3RpkJNCFVtc+kK7b8gRlBrRqSammkUICJEYRqJOPMSKkUwtWopKoHYV\n43Tj5Toh6hY5j0ztTDEpnA+0yeNlx3EOpFTxcvyK0IlxSlQryKNEFN8R/QlvBCro13acbhiyotQj\nJs2cpoQsLToZlITejdSxxBcbbtOJ4XTEmpZaaGoSfk6YuiG3GhULZjq0KhGyYWCmoECJxE1KvuJ5\nF3pevkhsufDNveZliuyUJI47rnbBLAXb5pHdBrr+SOxuFPb1x9bNe5x7ojHtK/Ta9Zh6hU8Dy+fM\n6rDjafqAEIo4alyA8HRisRWzMXxaoIgtaQTWJZGF6RootcInSwekxdPEgigTdbVhHJ4JLyV//n/+\nDaMs+a+3mb3v+eVTha1X5MVTlTC6M+d05Ov0ifkSKYWlqhO/eP4L/vFXn7geJzbLmrFTnOxAa1Ys\nc0/WEnGNRCleMXGxYENDN48U/kp0A20hmd2VsizwyaBLS9aJYl+iraBdGb7f71g7g73VpKLDJE+5\nKvCbmnp/4cvHX/Kzcs9ybdD5/6XuzblsSc4su22jz3eKeCMSqEI1eyK5Fvn/ZWpNoddis9kjKoFM\n5HsvIu7oo80UotQuGe2iu2bKNjP/ztkdxXfER2IxiUTiL/94eS/QrVYu316pXAYh0P+Q2NmPiFAR\nV4mPHhceiPKdy+0X/stv31hfEn7e3vVP40TUhqoW5P0z6zZhqhshZ2wqLDkR+4EQJXpJ7LuW6/WX\nf5JT/o+fv1lw7apE9IG+bpBJUHSNzoGm6kgpcB1GmgRm1qidRjnNcgfrW4y/s+qZJyUw+kTXWm5p\nJqkb+iAZN9AWQlJYAilmUtmYQ+AP9Rc+Hz+x6z/xtHvmVH+FuWIWBVMZ0ppoqkDcZrTwiEGxrpl5\nEsQcONUTfjJEmVnCxFf5xM0Gfuo80nbIKhDFe8BQLBX7f9Xzv/+d5Yk9T/qP1GlA6oZSKkIIaCHp\nbc26OdCalCXnh+OxFqyq+Vc/HTk6wUlYljrBOlOqDh9XPraKD90zb+cbJdeodWA5XzCNZicrqD33\ndCfdWrQSODRTfKFix30uVCZjdx4/FXwQ1KZwnSORBvRATCvHThHLg6T2PHyDsDODfuL+8DyfBta4\ncNoNvNxuVLrFLy07C+fHGy0nzr9u7PYGuxU25zkIz1A0t80wUWPFRlEt03zmc/dEsRLnEqe2RbiK\nRb+yhIJpduQSaZOmbQ2hwO3HSr8/MsWJIBRtFdHbrxAT2kaM9pisydYgmsxySyxxo1cR31uEU9TJ\nEaXlHCrkU0sTOx7LlaZpEE5xfiy0dWDJkbo+UTeFeV1piiZkBUbSKsv1vpCHgK4yJggiG70pNO0O\nkx2LX2j0E4tzNKYla8dtvWK6jnR3FJGRMYCQKFvxWANt/ZEnJqb1Qtt36M6ii+Ltxw2122PEP1Xw\n2MKHRbLmHT/iDf9SOPYDh96yRDjpGv8yMfwuErRgGR22NTweI6MMVHGm31U8Ne/fO1M4R9jHlgaY\npgXVaN6yojrUVCajmsir8yg8P5UjLBdMa2iGhluOrHcHKfENz9vxXcj68dORYVfz9jKzYpHbjJQB\nN208Uk/Kimf1gZIVv013+l6QxB+R0wW0oP34xO3i6Dlii2Y8nznSMK4bDxlwWaOkIi6J3jT0ciF5\nz9VazBhIQtDkGucFSUismigpMd435lQQ+p9a5h+KVUz8+//4H1D/NvIPzf/KLp5w20QWC9e4MZeJ\nv9z+zI/zX/n+j+8VabFceb2+8O3PIyJa7rcrx2bHGhxhicxi40O/BwZ8udPWGjMaoptYpELqN0zj\nyRGG6ohGgjTEsLKvdozzg7/7eORzf6AsketjZjh8INEwhsw2BfgqsMdAPb5R1Cs5VERtaMueansm\nRcGsM+l+4fLyC+f4V64/z3ST5fQv9vzl9T9xqC9Id8AkS5GJx+PK6/eR1788kEvN+Zc/0+mGFBRC\nd6z+TrKS27iy6wVFWy5x5rhZdr1Axcy3mDg0ljndSVnh4v+kWhO/JVo7YPIel1Zk3dJWV2TKeGt4\nev7M9sMTrKJQUZqGsDikeVCfBkTWPAgccybGgJSJUDz4GstIbAXXyxldWT5/eGZxI82hxdtErVoU\nFUZViNgSEggRkCoidAYRScXi5UCJnirdWKuVNmeuWbEsHmskXlYsdQRmhlpjMTS+Yk0TubY0+5av\nzz19kXS01F3PukgaBEYqcgxIZYnigTKCPCZKBqRCYeiUpZeKc36wyw06SfKQUTGzLw1SP1jvFatT\nxLIRbw4RNQc1sK4rhUSpj/g0IdUK1YGytrSDockFieXXYKjyGZtqHjeF3Ql8vFPbDp8qmkFxvUne\nSqTaF4YQCdOV3W6gXTfQFcu2ILSijInT0XNeJ3bmA3+9zHzpa4xK5ApkXLBVw1I092Wi30HRDcFH\nZKrQy0od9lw3z6mD8zZi6sTrdCNJyD4S5sCu3ROsZWahK4XWF5ZWMS+RJ9uxOUPSGe8WpHtfa3wP\nMtHbQq4zp7Vm3W5MYaOtBMk1xByxfqWrMmNRbMlwypFtK6SYoEjm+8bvdx2P2wjBIsRM6QxLZ+iF\nIinB4gt7oUk7xc/TjWP1kbp4TkPHfA/v66E0OzvwMm8MtmJbPIduxxg8TsFtG0FZutVxGGrW7Yrx\nR1yVqKzG+8ROW+Jes7JhMBAretMS5hFtX0nOcSG/xxYqwZtU6CBIKSLCykEZruWFtm8JXhFCoLc1\nXiYqLM8fnznfJuxeo6QlZk9KkU5rjvUJyso0t3hlsGaA2REfI/PDU+kK7JWwVSxnyXCy7yXBqtD2\ngtFfqZsTVmo+nzSmNrTBM14dfTXQiY/MjzNrGOkPgmWLiFGwvBXspw63BGx2JLlnjZ6qkiitKc4z\nLzOlqpDqxOZGBqGpnKRsHlcFrpujaTuWOeH9RmM60IHrCCVKcpgpAb6v3/m/s+D2RTGEhr7vsbVh\nzFf+87f/yDjd+PHLnTBt5LUQSqYsjuQV2q/sKklxr7T1TyACVaOpRIFqpR0D4uoppWKLhWIiXb4x\nO49reopISNHQiYpOaqJrmVTGx41d0aTFM7OQriuxTMwxUvIN8esITcViIzd/R7on/PzGmiO3TaLN\nwk5WhNjBMpJS4L/9+mdObYf//kq8ruxtx+8//BsQHU19YhnP/Dj/IzEWrm93lHoiukjftHy7nXn6\n0DKez8j2wF8fr/S7jj7veUSJEB1V8ZxKZNoC3jzoRM3FXf5ZPvzNgovUE30DbsYYQzIZqY9UOmFy\nZrkn+q7HKUV4zMjcIG1H1BkTJdM90JDYxMISJ6RWRD9i3Qyl4k2uPH+skE6SpoxWPbVS/OFDh8qW\nVjb0poVgSS6TncdUmlEW1KXCpJaawlO2TErwqGvktrLWlq625OmVahR0n2uOTQWiJpQHdf4jrVkZ\nuh3dSfDpOVFnyyB3hDmh84BQCikDqIzLCRFWfBpxcuaW3jgajxMbtq9wl5nPnSFlR6dbTn1PFQPb\n2eBUIpaNQ9cg/ULaVzzcjcU3zFiWMNKmQt0NpChplSB3DfP5Ct3T+9TarNnbHZsJNH3Hzc0I05LC\nA63fJymlT3QiYzZFVLCvDEolcoZzVsxioy8Feaz55RzoTMMsXjFty8Sd09rxbVqQbYWQhr0RDDIT\nQiEsI63tkXVPYmK2M3KFy2VFphuNrUisbKJQDx36XggreBForGYpr+TuwLxttKYhFs+hvxNjx+t5\n5vjTM/M8k3crvjjiJbEskbH3dMajRMd0jrT1jaoYtrwS/cxzr7n4CmP3oBa+bWfK4vhjU+PShtxr\nhrVQyok5TbTC4aJGxY2qOZKTJHy7U8eKuV5oW8umEkUnolhYg8a698LikmcOh4518ggL+1pzJzOL\nK7k4tlXzVH9GaBB5Jj0rqovnutzpmy98aiTfcmQcv3PbbnyoPpJygspxCBWt7rnYCEni3IYvmtu6\nESVY/RNZvQ8RqfYrj+t/oT99RZhEaS2d2iFiZn4sfNo/IRvFUDnefsv0dUV/FLgUWW+WkCGIRNVp\nTHY4V2GqgbyO2K0wpZXQdZRqT4Pn/rjzx3/zmUFY5rvCJs1DK2a3kRZBf9CkNbAtDtt2+Gvk8/NH\nlvEv9OWZ0CqsyZRt4ry9O8SOFmQC7xPfb5FWGBqXOeeMqmtySEgvcLmACRwoRLHRr5EQr6zqyrZW\nxNRig+D+p4lv6zd+LYmUFcZVWCX5+dtvXObvLPeBLZ1pVEctWny60qSKmDQ5K2ozMPk7StbsUsuL\nn/jYlPeyaFUxb4XeVuR4BntAmBZhWrSuWIpHLS11pbiuM7vRc+srfp7+QpVPVPnIfD+g9wsjjsu3\nmd7eMH8XKfWNX8//iTJW+FWypQa37DhVA7tOkSrFOZ/5z9//zC/fXpCHjvP3lePestnvuPOV/sNX\n0pbJ28a0PHDzRkqFLF9JUXHeHohG8NvVIdpE2ye6bs+SJeiN8ryjlMJBCa4i85Q7LvNGiJa6tP8s\nHv5mwVXEAaU1StfkEjFF0CgBOVKj0HZjlStiyejKIuXCskmMariNVxrhud9v9ENNJDJOARUb/jxO\nRJt5bFeejjWPpGlaw/GoONQVjXvGmhqtNWKrcSERiiRmwTJDJXtcHogE2DI+9viqp+g7276gH+/W\n21pm0qC4Bsf/cviKTZHa/B0yWdYQUbtMWzK72dAeajw1KlmkSvjVM4mADplQ7hThyMkxZ8U6SuYx\nUQeFiRIlNKfasCuCQddkMbKuEjV43GIpKPy8EdaNRjb42eBEoeR/Evx5j8DRVp55DeR8pGTB6zXi\nk6TTll/m3/h0+sxtmtGN4b5sEGraaqQApZNolcibZGgOUByahmv0LP7GLBO5FHZGYnsoCeIiiW5j\nfzryuDpmqWjSzMfKYPOOR0rMZcUvkaPcSFHiqhqzWrZyoztCmjWb25M8HMvCcs1c55m//2JJUnPz\nE89Dx4+37+z7lkdcGHYf+e17ooSRxjaUbeVgdvz5NdLuG27+zt8PzxQXUPpA2xbKMuIFBBGIAVTV\n8lg90Udei6PrBtSYqPXGI1YY0+H9zCQlOxHJa2LXRuKqmAJEsVJo0Lpi1yyMZcfbstH0hmYYEDkj\nO8GWXjggidIQAZc3QlDUKMRScWwM3WnHdluJy0bXKl42QSNnphQI2cDmeYw32hyYV8vH/hMLEmM/\nIspI1QliidyEQ908ipp/+NLyp2+CWB6I7HBLRmlHKWdU94nvWdDnjGKlsRHTZD7uPhKywaXM74af\nMH/IKOeYbq+8rBqvMqYyGCzxnpFCok3DKAXd8wnR9QTv6em5+R8Ya3miYW8kf7o5/nD4yuwU0nvC\nkghpoh8nurwx1zvWx8bv+j3+cmGwPZ26sy09nFaaPzzxrw6W6e2V+49C00q2HzMaybTOlLaiMIMY\nCL6jaJBGUCbFmYV53OhbQygnwgOM8oj1wdJpplvmEEfm1wCqpUpw7Gvs48STfFCZwMUripzxo8eh\naeoBYRI+Wm7byL629FpSlczsDaM0KCXxfsYJkPOMEh3BFCrlEe2eC5qhMqQyklJH5RU/fr4i1IY4\nLTTq93RipRWCaYr8cv1vUF65dRHzCr8ud+bxV9wnS+OfiUtFKxWljpxTQugX3sKv3L690U6J23Kl\nNQL/SIi+YXy5cfnNEMNGExzj9YXr6tClRq6GWw7cxjtffj/w5diThi9sufBhkHSloyBx7cbH/Ufi\nJni2sE7fkPeG//7rd+r6f9J2+E50DEZRUgYpQU4Ym6jqBrd6hGtRodCRuLoZ3SVUZZG5INNKbQ3B\nVtwfKyBxy8ZtS9jWElykaz5yuSzU+wOL84jR8dOz4ZECH/S778avBSVgnlaW68pSIkVmVLGk1fF4\nvaM7zUDFX8fIuGp2qWL6pxBqFgJdZdAeWy+sBvrO0oYKmySNHSilZZoUFRmjNyZuVEqTKNhscEkQ\n/YPVXlHJk7eZ5AOE+K4kGfYIl9iEYBpX9rpgXSSkiTwGCnd0X5FVZAuBOgtyHUBDcAk2gQ+OEhPT\nthKtw0jHqWuYJihlRdYnvk+SFFf2IhO0IABVXxB+YY0gqTg0DUo90G3H/TLzw9/Zd5LxHhBdx+wn\nyJoiA9HXNEJgomIUEm0zn3cNR1XwLrPGC0llml1NUjW34gkp8sVIhNeUbLGt5fK4kvOGL5m1nvGp\nsDrPKh/UtcPdC71tEblgHLymG3vdsgyF81jo6LguN5SpkWjaRiGkR5nMEi6gQLQdzT9FMa7ZEFJB\n5cBWMkrPLM5w2H1F+AcFTacDNkOre8J15UO348fyhtKeFoumIaXAOY3sZE2sruz6I3arkJUj+pW9\nGTBrYr8XhKrDYRkOnnWpeNwSB72nSI9KM0ZkQhHIxdBpRQmF5D1t1/IyjRy7mrBISuUxQpG1x4Uz\nopFMW+BjFfnp2GBSQy6B5TGSy8JeJoI0ZKnxMWKqQvGJEBIHYxmXCyobtDVUraW2HV3d4Oueyo2o\npiDyM1t+wejMJhNPpz2PXPD3TDdI2DKVahC58PdPJ36+Pkg0MI+YCnZ9Tz8c2Jb1fZduJXKdkWnl\nHDVOQ7peUNT8er/S2AppNXMOHL8Ynv/lZ3q1o8mac/cFk/49Y9kh9oXVe5RJyBI4PBrW5Y7toHpI\nHJZVJboMPhvyI6KsJ9sKU2dmt+c6Zb5SIeqFnsL6IkjPNeL2oKksa+gx8UqONSoXhNjo6Li5TFSa\nU1sIUVIphQ6wbplj1+LnyFBJllxRlYwvDd1QUUrE60KYPDpDLIWqrXH6jvc7TD7w7b+8Ib8UZD1h\nq9/4eLzy8tuZkm483J3H2w/03BPiG/7bg//w8u/4WP+RsvX8Hz+1iMrzG2e2+yvfXv/M2398xd8V\n3bEmjzO6bfnTNvOH52fc95Fx9TxKZs4DpjcEJ1ndyNPnGi1OzFpzPJ74sP/C5+GJJUzsj39PlSzG\nKGKWVPuKmDYuVlL2AwsJOQfg7X/Ih79ZcJl2pWqf3muFgKwtIS/oUjCyw3Gj9AG/ZlTuKSlSW814\nnQlkzsvINnvcCqlPTNIRUmZaM1oUGhdBFaR15DDTNR+4ToE6jNhOYGTFdMvk5Ubwgunx4C5vKN4w\nVWZZzhh54fZwqDFyzCtTVqQlE4VExUhXK/pOEFQh93sygS1nRK3pMPRIRMp4b3A+EoUnbRLR7kly\nJnLGpwImsjwc8y2j7g19aMghYhqJ39y76LF4soBxjhggRoPpB7SPjPNCEQ2Lk2w5sdcC5owMiroP\njOfMbdY01QG9gkiS8Nhw0hOkYXYblR1oTMX5Pr93qg0Q6SglYqSkUZa0RaZUUDU8jMblyCUEOmFp\nrWFxiSIyRkdqEWlVy7y+4cPMx0OD9BYvDUE5phIwCYYu4UNgOBz5+XVBKUNIE0eRmKJiDg6lAovM\naC9oo+FWFOvi2Q0tY44spaBypo090Qlu9YUnUVP1NW6baQbNy5bYXh7s2oq7ckhhkLImxUhKjqaq\nkLKl+BGlVzqZ2feG2+2E0IG7npHJ8bmzCF+zeMMPB01nqO4XGl2hgVw6pF/5zWU+fByIroAW3ELg\nZB/sjOJNQtMpXKW5rRMH03B7vVIO76cUbRSND6TgWJPFKMGyXvGfdqzXiCo1+35HSHcOQ2LbArUd\n2C4Q1IxqFbp4PqsTF1F4zZ76tvKhbfl1m/hdlWkaweMOu+caeX9BLAFdGpLItPl9OMQ2R8gbqtI4\nV9Fqg99mvKp5rlv+9H1GihpjKhal+NBpmmWjHwyv44bkztApDrrjufmKHEY+JM3rHOk6w3Mj+dT1\nPNaVqgGRCsLfEDJi6gYhV4IwhLWwFWhNQ2bgl5cbf/jpSFNJTOoxtx3XK9wunrW0lDZh3IBzG0Nq\nmbxnrN7LqtXVE4PBs5GU4IeEvc1orbnnlWqJ9Gicn+ml5pBmlumBOX4kZ4NwM9dGsBRDEQe8jBwY\niSUQdIMu8HXQ3LeZ53rgWH8ihIQLNRaPWip64wnhRtED03lD2ZZr3OiwVOpAzom2rTBKYaXjOglM\nE0kkKiV4W0f6dcXlhfP3C2ZdaExEd44Wx+v3hfllpMmat/XGj/zv+PTxJ/4xVkQv+PXyM+5xfTcI\nLJlNCPKj8LFu+bB/YtpWHrcHLh8odsQugkFa/uuPC0VD1SuylnwevtDuvtDuvtKbPW6D3/3ugAuF\nrjVEpRBYOtu+F5TveuT4xu5f/57/9//5v/5ZPvzNguv52MGaUZWgINm0AtWyrRsxjhTRIrMlL1cS\nkuQ9Om+Mt8gjVkxuBRJisMyzZ55vDKUQraWvNUUFKDVbCGS1AylIRdCKSFUr3BLZpkKeIvfrjcXP\nXNQLOv/GkgMTd1b/gzfn0SGhguXT84lf4zcqZ8izxFRHsJLdvzwQ5sBPSVBaS9V0VDWMviBWiZBn\nZqGYxiuDGCDMTNKhYgCbcClS5ox3CRsklCuqNogCD2cIm6CxGqPAWph9QqSGcdzIRoKx+OtIkQ3C\nCmJsCcFzcSO7MtPVHa3SuJSIsqKgKKZmYUaVC7t6oNU91+lGt/vAOP/gSe1Q8ytX+ZmaQAwLxmic\ntcSQ+NPlja/9QCbyh27HPI1ECteyMrQn0IpUMvMqKKXjUB3wWeHTiuxa3r5f+eOTJV4VQYMRdyrr\nyLni9PSJ+/3+7hlrnrgur4Qy4dyOJlzZ24DfBFuO1LrGRTiZhBML9bRQ28JaanzOdG3iEgsf1hpl\nHM5ahkpQpkhFwywLojyoheZ6G5Gh4tt65t8+7/AXjxaw4dgpQdZfiaIC/0qnAl2/480Xdocjm3yF\nZcBvD/S+RssDl1tiiytd7vkwtCz+hhJPFFrWGf5hOHFJiTFU7ztrFmopmeOMHhrG2fNxpykxk08H\nLvMMTaI8zqT2yPf1QZ32RN8y5x8EMeKTYCh7btvGsSq0dYcINVlnfiiIpkFIx74JbEnyy6XQqJ9Q\nrSMbjTQbP4mW0SrkvCBpEaolqvfd9tfTgb/eF8YPO8rpEzLPDI+vKH8hIzk0DQ+hSS1YpeiPn6hE\nxnaG0/SE7yeG40afV+xhR9GZQ3uihA0XZw7W8nCKNQe2WeNVIcbCcBqYz2dWmQm2IdYtV9dzfPV8\ne1vJQuBNYdc/E8qDe9kQ1hDFiqprxtdC2Qqb9JBHMoVQRXbuM3FeuDaZva7IWTMLg9aFfVBMqeG+\nzZh85Xd1Ry0Ua37B55VoEyImfBfY1sKHCoy2fNB7dP1EDom2aXiZv6MrxVaa96B+iZAONFrTdpLb\neYFgsMMn7j6wrzxXBR9tZFw9sjTMceMQFTGMuIOmvD6o9EDY3n83XJtCvk10RmDahaHWyM2gVqhb\nxeWX/8p1m3H1gJ4X2mmj7BryQTHEiE4CZOLl28/UdkAYzYMXVH1g84HLeKfIjsgCtUG2H1k2w+8+\nPqNzje4UoVFIa/jYWFKcqesWId5PjrO0tHyhGuCywh/++H8C/9//kA9/s+AKrkbFQtQNpknIdSJs\nCVUrdJIEWUhuQ2Phllm8JYeJumn5/vPPWCWZ/MyPNZKzxewsIQRwmeZri+48YV7pbYcqligSwRpK\nBWu40S4rSmrWuCILzNtIMb9yZ0ObipwePNIVXSShVNxTRNczx9rwI61wEAw/WT7v9ojRU5UWUoUu\nhbQF6FvWJEhxoY4tyzKjG8Ff11fUKLFVw7Z5vA6werb5jLtoWD2daWCd6CrL4dAivMCESEqJVy9I\nm6Zh47Y66qRoQqDrFCFHtATKBo+ZnXAQLY7lvYw2a8Y0Yk2NXxdOtcabhjk6yjaSE7h54oACm1jm\nPUMl6Y3hMW88HhvnKDmYyLA/kpUiTxPLKTD7Pfd5RFWwKseH5gsvf7lSm4qmmVkDVDFwGz22TJwa\ngVoNG4nDfuD6/cxJgjkUknhQG7hMkXVNrLNH1y3CRtCadSnobsDdHziZsG1hmkFkg2xrvM9kP9GX\nhhw1jVrwO8m8eb4C61ZjKkFUgfCSOO4+8+M+UxJ07cI+VaxxZYmWbq95zGC1pW/L+2SdaalkxKEw\n0dEHRZM+8FuaaRtJHCeM1DQ28OnYscQVrQ1H1WPyQq0Ma4qsTlA1Pfc1oGymM0+oElnuA/WxJkfH\nunnOt5VUZRpbcT1fOXWWNDmqcqLWLW8//kq9kwz1juFg6UwAACAASURBVHFVGKVRw4mlhl14ULcV\nWxJQAocYCZXlP//3N76ePvHTSfHi4BPPrMETvMEP79oQ1zxzbEf80tPXkVTBf3ubkUqx3C6cqo77\nstKdWs4XRd14/PCR3+cWGypijPS2JSqPrhNhr6keChVaVun43/6w46kyuLzirlc+fLHcF8+ptVwX\nz2g8arxDHXj7PlGbnm4sLLs3fFTc1shvTUNiptMDdVuT/GdYM6Zo6kZiqorb9TtNs+AUXFOgzRpd\ndtgwo+wrOVm01IzeI2UPQbBTTyzrClVE5ID0iYf8lWtvaCtJHlemSbKuE03fkYwjyoJMO+5SoVjY\nC8HtW6DZN3S2ps6K+XEhd4a4TJBrYoH2ZBmvmZGRbi8ppaENHv8o5GpH19XEeCH2HdvVs/32wOx6\nRAuiWugk+PtfSZXh+5zQQdPEhSUl/Biwfs+tHDHXTJdfUdGh+z1mTvRCcisaXSdSLmzNnjlc2AnL\nHARPqWbOEqPzuxVgfG8lqTb48PSFNSU+HRpUqTnsKnIJOCmpuxNCZFyOOCaqbs+6fCOXgG1a/s3H\n3/2zfPibBVcpFSk7kIptXQlR4hX0RZKKwaUCxTCHjcaurHFiSRvJJ2pjWVXh6mDJgX1esU5QhQp9\ndHz8+w+02iKWijh73BLJu0ilwIfExU3UcsEtmXmLrPGNMf3M/fEd6kCoWppkqPwJ4RXeB/rqyBDg\n5QTITN1qdNdgfaav9pS+RjxWLtFw2jV4vyGjQhbND97o2cGiKDlho6cJki1upOR43TbUZniyliQM\nShVEqSmiYhlnTPZUpiWn9/cyRYKDLx+emB8jSnmUgeQyEQ1upnp+H+eOi8QrQTlfUaeO51Zzfmx0\nJ4UMjlx6RvkGy5l2eObZKrxp2HxF3lZkV3BRc100t5Bx28aX5x3V6JiCI5ua18eFKI4Uk3iqG2Yf\n8PHM3njSoDDJ4GNhGzMXd6c797S6pYQbH7qG1V0wLXjpcCHwsavJvidtM9KOGO1JaSNUlrbuWC8T\no7vSIqgPe65z5mSvJG+4uUzoLc06I3tBp3uk7lmDhS0xq8S6Xvn86RNv54RUFY+0QV+RN0UoVyql\nQVtMs4BbaYtBKUEOEzFm6urE9RbIteQwHHHrDdZES0dUC7raIdOGiTXDY0P1EiE3iuooFKZ5Yxss\nUy+xtqaQeaoaUvSUUqBzXLZCXZ1Ybhfa+iOzH2lbxZuQTH5lMB8Yask6rpQ6oG0hM6AOLb7498A1\n+v0U5TJNFmxj5KlKbCscuhPPSvHLFnnWgpxGNjVxaPYkJWiV4kpkiw3TOoPfEM0T13Th+fORfd4R\nlsLT7sS2vHA81cjU42fHU9dS+sL36UIRC5U94ZKj3DYyI/qQOdFhXcPdSk67hk8NXMLIc9szxxes\ndnzgxC0Wgh9p6pYZjyUS14gLNw59x2X9Rts2KCugSFQcyOb3uMc3aFeWRbK5DhE31Bzo1YHiE7Ke\nebs9iH3hMEB2iZADpp5QW8ecM1tV0QQ4qoBKG9ZU3JaZt3uGNbNvej5+2BNj4HBosKHja26YMij5\nRB0U1UEwl5n7Lw/sTqMbiXOezg7Eh6PYxL1d6L8cubuZVxRfjs9UoTAca6YkeYkTtViZwxv10JFe\nRuJ2Yz5Ciht+iDgTkaHgQyYlQ5Itl2nhIBTRDDRhgSkx2kAvKupYkawCLTg4RXy90BwUpVrYfRiQ\n656DKTx8ZF4lXRlYg8PHwN4Kuqonpw1Z7VhNoaksrRSkLuFdosgISbCKTEyBgQnqwLKtCAz76umf\n5cPfLLhmPFYHZIykrMiqwaQHjW8IwSFTZlkTxMTsIyJqRNqR44TcJ5bLneAq2m3A7jdW90Yxlrr/\ngJklTx//NfotMSrHGn5gXaS0gioVHj/ONM13/GzIc+C3l59Z0sRfp4m93lGbN7yYMWJFtQajalzY\nMZkZEzRPtaT5VKF0BbLiui6cMOy6HlMUMvxGEg2mfXcprTfN5XHmUBtE2JOkRwfHohJPumdPeA85\nh0xrLVtIuDGjWfjQa9Y1cPWRNkbS4nHzK6bqqdaEsJ6u78AX0uaR2jJOK1sOeN2xbgtJRY7iXbng\nlox2maU4hDSkLXCoer5+NeQckVvN+XFnzAGfIpsL3K+eTIVuBcHUyCBZZUcrLTk5Wq1Z1YOKjC+F\nUjRJFVadQGrqXFPyxFwmSl2xbp5NQljTu5BSZZx3zBSqnUbFgdegOIdMypKqNUxJ4reCmiVaKnRJ\nrFFQi4jLI07tKTgGKl7vkbobyBnGaaGyHVFufDl+pMorjZhx1zOGPaYK1EKQZs9jO0PTcxkdvzso\nPuygpIFlyeiq4G+K/mBYl4m6VyTtWJJnZyO1hTgOrNFg6kRvK+K2IGzLFjyqrglB8qku7NpC29aw\nbZTY0suNGCuEHmjKxCJ6lM/Mt9/QdYVuI/ox4cLEMFjiUsh+QVrLmlfoDG/bhpUbws24tkJMirI3\nyCTeM48pk7ueoCZq3TGtV36WI223J0wrWE/jMqjMwwimNdPvOlZgNZ5WPLE1heNpz4kdxmn0l44f\nl5Hn4ZmkNG+PwlAFUpzZHSOYA7f1RsmBrrToymH8gEoj+ybQi8CTTqj7me5Tjy4Rf5upqxqZDtzi\nGwnH3ViwI7XWaPvMroHnwVIqSVlh7QyTUBA9Q/YUX6irA3GylPGNp7rndX5lkZkQ7qBqbj7RmCdu\n+YpbHZUAnwtqcnR9xW01BOGRa8QaQ4gB7VaGnSCpHbpPqKplizcG2WC0RdSG1y0wHJ6p50KMESE0\nbR7QVWJcVxY1E1wk6z3jaaPXmk5Zgrhy6PYMqqekDXPYo7Vm19Wsc+Kn5olv6YjLf6X53DDNBrfd\nOaiEmAODqZgmsGqhDivQ0hwyZVlxzrDTGq0TqTuSadmUpksVk5z5cjgyCRjlFVEG0lI4KMXONFR+\nwu4l57cZZQr7dketFbqq6eoGKQG1EeYCrcC2AxLYSiGqQKUUpoAVgawVH9oDTtdsq/9n+fA3Cy6Z\nAviIsA2JDRE3+tgxbwsIQVg9myssLuLvkbCMrKxMKzxmx5QTy/rCp+6Z86NQ7z4x+zNGAFLw+vPM\nV/17mB7EuOLcgrtfGEvkudUo9wvLvOLzytk9eAsTspHEzhPVhVq2PLc/8aflzmDgOSrWcEI2Afu7\njqe9ZA07DqVGtIlG1yi9w60PpPpC9AHxELCMRDaWfMdNFV1tUSIRpOB1c0RXo9PEds305pnpPPK0\n795V27LiPnmcKXyyArMYhmdB+fQF9ehZssOMLf6SsVlgsuTmPG9TwQRDfYgYm7HW0tcDj1ix+fdm\n5ufKorXiftT0sWJdVkK0/GUtnFeNYuOpq1keB5bpzq4zVC5wshOHENgWha08ufaIfGDxI71oeXs4\ndrueJATtvsHQcn8kNpl5eYGPf1dhgscVT+gEIWXydqWyFumhmiUlO9QWkTkxrYX9yXNN+n3YxCrW\npad/gl9eH9jxTvSGX9aVn3YD02PFLtB1HVc/EYMgpgv955b7y8hxkNxWS3/6xCP/lVY2GLcg2yN1\n7IjJcKp2VKy8TookBaNf2YUnZrmxJYGsDH7d0FmjI1AyizQ4OzI079eb01ZT2cBlvfE0PBEpEB3F\nC5paMQXD0+kL67IQww5Z94jpwVYtrFJAsDTtBx73P2NLS9gCg9XcYkKkCmESj8cDn98VYXexUncd\nje+QPjA0FevcUPWBy+0H++ev3M4/WBpDpzS1rcgy8nBXwt3z+Ulyc4FdJ2m9xYqWGAvbvFErSfck\nONQHVgqLD5jieN562urAsS2c3ZXu0452mUmuJoeIljdOZsfr5mik5OOu4UdydF2gby3LWlBdxfPu\nwBongqyoug3zqth1jlrsyY2iDS+swTJbC7lg5UQKR7oIxfb0vqcgCLJwW174/6l7kx3NsjPLbp3+\ntn9nZh7hwSCZrKQ6aCJA7z8UNNGgkCpAhSokM8kgI8Ldzexvbnt6DazGHDOfYh98Z+21c5ZIaeka\niUfw6/QN3fb0CpSvvN0mTifDsl9RXYLScQsT4iB4sc8Ev2HqSq8F50vHY5VkIbDaoewHFZmyw7aV\nog408oBXiefvv+MUF6wDfbmwzguogF8V2r5g2xmnMuVUKEiYRmK0vHSwRM+pnLilyuXHMyFt1GLZ\nrh2/cRtt39Jf3zg3n3i/TThlaRuotxkpFHclUE6jjGZ7feN4apDBEY3h63tAHI7YMKN0QLgWYSyr\nargMR+JjpdiA05Kmd6haIe9sc8N4vLDt3xi04XX/Rj08IRtQVL7WB5f2N6yb4PN5J9QLJg102aNV\ngxYLg1GopqfqQJNPHEzHI3uM+g9qzlii5rlK9iVShEGLSlYaUQ5ctwfegxFQ/YIQEqtalrJx8zOy\nOIyQ9J0giwVhV7rqMMOF1j5x/SZp8sxNT0RT6Y4td+2ptqf1K+9vf+b69Ct23SnBEEeBijNOt7T6\nxvjS0ReBXgJ/PHxiXw1p+IJEsLSeH2TPaBtCa9GioW9emH3Gxp0/9Af+7VXj5YaPryQxcZ8ya2qw\n/RNv9wnTaZwHlsxXbhwPR7onjQkWnQoyCjpROdBQRE9xiXYHKwpheaMRLzzuD0Le6GoLveK6f7Tg\nS6m0tqJNpdWFLCXTMvMlPbh0Z4QM/OZypHeSEDekX5hU4FUkXpc792g+KMnQ4HTLlxhZbWQQkqMK\nmPE73reZUKBoRfaSttes3qC6liF6ZHpgzyeUL7S75G/lQdQDVyV5CoJdDEQ54TysdobecV83muSo\nZG71lU2OSL3Ses1tt+QSkUaAiHQHydu3N5rO4oeGNiesgKmsKF04dJqt7KwFrAlI4xB5YDYbSkjq\nWNjWVwZ6nF6QTSGHDE3D+7zz6XThl03R1zttW9Bjg9wiRVmq0mhRMSdJfGRyVDSiwThNahxxudLr\nnhVFrJKT85iiWXKgPTniHuiqoE+RbXvDKknr+o9OlRDICCouHJxj2R4U73CuxdeZZbXksPDUCmJs\nGPvPvF7/wpwTUp0+fHB5ZvUZKwyie+VtU1QNdr/SCMV0X0lDpG8bXu+JXu10WvPtKxRVccXxdZl4\nfhohLXRmoe8cNQ7U+spBH3jsD9zhiC87nzpHJhP3wkAk20zRhu1VUaVmHDJmGMj3yLLMFB3YxsQf\n25Z27lmnN8RF04QNsRd8LTx9MuSgOJeCDoW/5IHGwbp+g++OVNXTVHBxIqEJnUFljb4a0pJh0Hz7\n8lcu50oJhSQMUioIgVYGLu3ANx+pQuMmTxmg6wfUNPGwN0oOHLSlcOY+Jdpe0lgwsVAZEaZgmsjQ\nHihTYTyd+U2ryQwMvaORZ8hQvj+wmZW1VPK0kLJD319ocuQx7TyOlfX1TvAjUQ686kR3fCHvGamP\nlM6idWZdR8xiaM3Afv3Kp75h3wMpWDZlidbjSiHyIXA+XnpSWujliIiew0Xjt4nnk+FtzTzbQPUb\nUh5Y9pFjU+htQw6Riyrk2vC2gFCaOG283g2NDuxBYbdEMY5gF7rjE9m/chk/cawVoSRqKSSpcCSW\nkEGfaZSibQwhFYSUjCiU+Q/a43JFs/sdjGL1CzavBBRxzZSgmB4rdXtDp4iWim/zldciMatBloWv\nj290Q08loESgcaCGJy6qYWg0+zqxqZ+gMbSXlpQEY1zZ4k4REiUm7NMItaETmTbDLAzmbDi5kW4z\nWNezJY0vG8PwHVYmYu2pnWFsG7wXhCzpWoNVFuMla5l4epb89aeV+yxZYkf8+uBBwi0zdX3n6bef\neH9d+afxyHAZSOvE6diipCAlSZM2spDI3rLdKifds7xfca0mlpY1zLxvC84eeFsmGjSNbcBUKivn\n05lSIlOa2aSmazq+6wsFQ5sdMVQeorB6zzJ5ppJZleK+gLY7g1W8p8q3+xVVBAc8vbHYXqP2gDAa\naRPaWooSyJpp0sqPqmNrFaNquS4FVxoWtZKNZJcrhcomJLIGhFeM7oyMgew/wAqtM32TiUjeHjtB\ngX1S1EUgRIQ1IJIjNJ6j06hi8Z3m9RFok+WzN0S5kA6KkgPHqvjUXYghs/uEsBpfZ+KeGNrPKL8w\nSEVpLV/nb+yiRQiNLIk13REysS6KSxbotPH7pzPXuVBzJscrT/aZZAwxeoZkSUtgywXdHMn+ytgm\ndFVcK0jZsmw7x0aw5sRJZup+RzdHaiose2b3EyyesZVY3klSoAZB8F/RplClQw4jj12QVSJPr/zO\njHwTnrp6TqPmut/5bT/yWt95rh1l9aA6Ylj46lc6feCxa8o80RmFzx/Lt0M3MvmB27eZcVQom3m8\nZ3Lf0CyOTgSuTcKphUNnUX4h2cySPEPfcRxbQkgYPcJjI7eSHKE/NrhY2YRhC5FGGkw+IvFUJRm6\nkfmvr/xwOXHfv9A1B4R3GJn4/uw43CPaWb4+Fn7/9D1Xn2mOJx5rRHYtZ9FQvSBT+Ba/4BqDkTtP\nx0CMd07dM29rINhMcZoOid4FRzuwu0IIkbZGSB6pe5KyYBVSDMTV046JozzjU8KMkl5IVgnFCDqT\ncMcn+kOHLALremTTclDfEeIdTCBxoRWR9mCZc8GgEO93+oPClg7dONICl5Pivmha11HWSCia7QGH\n1tKfDdv2jRIkwh64NitKSdg1W9VcXIMNM7p1fJlmRIhoPbLNESUK+9pgnw2v4o58/h2biBxsj0Qj\nhkiKAukNspVcRcZ6zUFZ3vyMTIJLr8ih0juNbhI+LYi9Id8zXRsIylP6T6Ttjusrc8g0Q+XoDjQI\nTDHI3NLWSMVStKPU/6CnwrRN1KJY14xyDp8i2xowJTM9Zvbo6a1mDYFHCuQpYJ3gm1x4LJW91aS8\n0DwN/HZ8QqwPmtGijWVfC6YXLM0r47Gj5AlzgKOsdPpIakcEE7Vt6Z0jhMgUHCdZ+f7UcrYHTGcJ\nu0EHxWA+4eM7QU44B9YMFNdhW0sIBW0VorOIraXcAsUXTv3IviXSnNhoCY8H9IXjqPHziupe8LrF\nzpGdkfKmOAhoZYtrNoq2qKD43KzsG2ht+ennN+Rh4P5tI6ae1BlM1zDFjd0rzrKhMYkqASNYY6WT\nA0YGHvODPXiU7XkskSVtbNvGPVS6TlFK4Wg7RCvwXmGMJPuV59FxEZrT2FCTZytXQqxsRWJ3yTEd\nMDKT+47XsNPkBIOmhsS0LzSdQVIou0MJSYgzF2WQqoW0o7pCWm7IfKA7KA4Jvq2C0Rn+PCdaZWnW\nFdMJdFvJInMLPRMKp6HfIk2pGBK+eqoRLEvg++cnvslK8IEfjz3rfue5HklLA/0OZWcThpA8Zk9E\n2ZPZGYRB58o/EUi1p/jALjyt65hXz5wz/hppmgv3Ap8d3KxgXw1ZRjo3UPfAc+9Y98h7Uzi0DvGo\nuEuLKIGDaLnvhdN3LW8xwTozlpWxHUlJoGXgcb9RW0cogj0vDM2R2y7w05XeXKgq8E5hDZLgF+xg\n+DJNmNDwHjbsp4F5ylTRgW75NQZm1bDGnbbEj8KxENQ9cDkb/vb1C0vskU9Q+ife7l9wVaLtSFUD\nVRVO7kgq0BtLMRv60ICGdnCMXc9cPfefA2OF87ln0gPT6yv/0/mJ1/ogGbhdM03TYqrEmYjyhaPR\n3PcZLQwlrDRuYJ0DpdlRQvFUA6engde98uQkXg9cCYhZUu1GwSAGwUEFpFbsayCWzDptePkLxln2\neaIkwWs6Ut2O9w+s1ZxRzI1if7/RHhRhWuis4vq4YmXDbZ0JfYMRht5LthzIbYd0H1qni2uYyspw\nOnI5XshVsUXJeHzhHjZA0WwCrQvyWjH7RsoCZRKowOUsiW2DKh31kD+I4VHj8p1Wj1AKad8o3mBH\nxX1N5OnOUKFUzdBYQpjZxYNBDCgJSlvujw3zYiiPTBKeuBpeLk8s6kZ3PmGyQkZLLJ5XJfjuR1ju\nFSMMUhWWLSN0z6Ps7OoNiQQqD3/n5fIZjcGXxEUrelER0RNlItXIcbygaiHFhb1YVFeoaUJhUKKg\nlCXn/6B2+BgtfhXsceYkNVEooqjs2x2te/I68Tb9jDYDf7tOGNNT1jvRGxpWrCtoEWjkjJVH3Hik\nHwytaZHqna53HE8Dx/HEkneEuiHH7xikwjYD1SgaEo0okBxrNqT6FfPU8KyeYc6sVBySajtIsEVH\ndTNVV4xrMLZl6yp5rlxQzCqj3MicLJvY6VzD6mdE2RgoLDEShOViP3MwB4bOMlaBWQOHxnJuF0q6\n0YmBKiLe75SccNtKroZVOeZfd56HjhjvaLvSuIajc4QrLHnHtpbrdEcJjcw9BMniJ6LIBJtYpsS2\nf0yq1+PwISXdEsVLDr1hZGc4CC7piOo+0bRg9INYJuxx5P5rAG14JaCtpFOJV19pckNoC36yrK8z\ni9MoDz5sWOPYXhc6A0enqatn2ldOzyM1raQsia3mtViSAE49+pc3jsogy8rWraxL/BgPLYKDs+z+\njvQ96Q1i1HRGMdbEvgdi84LMkeeoKMw81hYhCuL0IF0LUffEENkF7MXx3aJhe/BkW1KdMbqyC0mM\nd8LB0VrDGsAEwUUJwveW97eIjok304BPbGZlKZlmLzS5UHRis5ooV0TYiXrlLE+IpJjXwNZk3Nxi\n0WzZs9kBx43aB0KV9OaIEZZf7IJPLXKLxEZykY5vGrqU0Jtnryvny8i3JdCTibalugtiWegbgY6R\n5ANGFMaQ8FugikTMkaEGdPyBX98UtV34fGkYGoGpDeUkebIvdJ3k+fADX6YHS1t4yg4ZAt9/fqE2\nBuEMxhic6ahf33n5g+Pt9pW3L98QxzOqP/D6ttC3jsUnutqgjWfoX3h/uyEk9KrQV811XtEms6aA\nbQyqJA7NMzlLDjFTgUdTyMbzYgrjUfA2V4Yuoa5f6JqW+7oiMqzrg1+WhaH5A8EvJBqU6smx4tSH\n97K0K/nu6PLEWQ/cfCW2GiF2lAFZdgb7wpwUT7XwJUeKKnyujnPRJGWJTcJQOQrF/fXG95cLyRZM\nOvIsn7jvr+z9gXWaOb/8BrPeufcfYMVsHGupfEZxSx4fDeIo2PeZXnewFJL9FdoDObzxWAUlZ4SI\nvGuBqmBzZtCGgGLbofIDJiWSvRIWzVEe2LqEKgpfFc258uWL4I8vZ+YugZwYzCfacie0DdpU5uud\npJ8IyxXTd9wj9A4CBlUqP3/5ieOl8Lz/gEob64vj6t8ZkNj+RJ3fOeuO25rpDx80ry0NghWlIjkJ\nYih/Nx/+YYMreEGoAWkUyxRJ+ca279RVct1n0pp5rANaF3SRzMUjF0Pe7zzYkcLyfJacTwNn69AI\nPvefkdYgTi/s0fPd4UySK6PRNN1vMMbQuAOOBukaRMnoqghRUeoGTtLLDlMvVKkxese2HyaHqs7I\npmWmYRgUqAx0dKFBD5qQV8y8sWuJdp7mGHmEj/XjfRZkURGHxOHpO15awzEq7OoZpKQ/a6pf2MPO\ny/mJ+0+vHMrOkz3x2BJ5Lbzeb3SnkeFQYFo5furRsvB2m/FFYrSmisLrzVFS4CE1y5JpWJiiY8ug\nRUEbR9sofA68z5qgHzy3knjQiNRQxGduj4VGVNRQSPvOUTkecaLcPVXBI7xzpOdcDkjpaZ1GGjAp\nchULl+GCvy68uBHpZ2YhcU+GrkZ0kXyLlvFgiSEjlMWpgb6t1Hnn0nT86f4L9ygpc0aZjIgOtGKJ\nAXzACTgViNWTjeZJWHLZuSGQ7UgXr8T4Ha9+4/PpE/f9RtdJvv0a6LqetCwM3crgnnh77LxvPzH2\nz2ilqRFu68yya56OI5eU2VNAdwOz31BFIaeVyzjw9fHK2X4iLJYGQwqCRie2nIk6chQH/OSQ3U53\n7ggo9n3mGC3uqMlRs0VByS3bUliEQB8ayjJhG8HBOph3jocLj6+/MDQKuc4f5/PxxA/Nzn+ZPKdy\nYLAbMiyYfCVnQdAVUQSrDPibQLUeZ1oGLbjvH0XZgOKtf9DYM622HHqNEhVrLRd7RNRALR1vtxkh\nG76XGnvIGHXhcPiRIt7J9w2jGnYV+P13B4LPdNoQny5c543lNqOPPbW+c3wxLOHOoXGk4JlzwO6Z\npFperyuqO5PiHbbAumdc59hSoc2WfZmQTnKqAzoKlhixi+LzYeD6/hdMo1mmBUvHtjwYsuCTcsj9\njbgpUrU0fcRLgVQ9hpnX15nzwcE8kLQnTQ2tnNi1oQpLQfMeZg52ICHoXCLKC0Fm3naFbhWtMJxM\nwu8Tp08jW/rGSX9iLw+CSKwkxP7g+6HjdZ1QVdB2CqMEe0gYDbd9B9mi24iPX7DR8fA7/ZNGpsT9\n7U8cmoYtVXLxHJxkXjxSZ0QxHzae8QmjAqftSrFHjrWnbhLpNwbbsJSCFwv99sRJ9xRZaE6Krn/B\nZc9KS3xf8duO1i2JhbaFLfyCi5JGC0JaP1bQa6JePT/vX/CHE7ZaukmidcuWI9TKYhMbC+t25Ti8\n4Hdo7UjMnlorEvV38+EfNriE2mhKJM4RnGW7SUxpWcMre1ioRPKWSTnjdMsWF173K8l6XIWxAzss\nuPZCNIKh/4FHglYUnHN0/RmlHb0ZKMZjmxHbDlgz0goJ1eCUIkRBtRtSdQh1ZFQ95A0pO5JqSHKm\ncw0+LJSSOLgeKSJOHkmyQdWCVApCixgChUKUElMF+WYwT5r4mEkZRi05NIVTUxG757nvsQ6mJPnN\n+Znbt7/ReYG2A+lu2JNA7LC6jBl79tlzHkCMFr8krlmRfIs0X1m3y8d/nzKEaikadrOS10BjHSZ6\nEoKPw51h+rrSuwbLQAw34tjjA7j9F4o50Iwjr9uVtgrOI6jxgJw1Wym4svHSPRO3nU8HiRczOlbu\nt41eH1C7IKnAJiNSSD7ZHlNvvMWNJYzIVuCEwCrNnDy5OxDnr6gMLR3fyITgkVaSqibFFdmADdB3\nHVuOlKYlV4WJkakEDAXXW1TXYmeNEZpGapbbzJN1fLknbNfyWBcOY0OI6kNnheTdtBh5JNceVT3n\nwxHFjeQfvBZHMz6xTBXnOrKO3LZA2W84OSBjpYoT7QAAIABJREFUxbKTRWRoLTVD52DOGWM/Hi73\n+0YjOrpG0uaN2Xni3OL8kdrNZKcwAZySqNSRyooOkau/Ia4RcTZcXp4RIUCnyLsnici9LHwaDOLb\nG/alIYnIbs8IsdMWjc2W9etKNJr3acU2kS4psIY5JozQOJkZ6p2DHhF4TqdnSs7MYqM1jvPYsZTK\n8eh4Pjm0VYTQIGJGyobH9BP/+V//hcs//Y5x6vjjP/8BoWGskh+GSPqU+Nf/+v8i2wMqepo2Mj8k\nx1Gjq0T3kvV+pTYt+/ygMYXB9rA3VLmT4k6uEiM7Fr/wFDdyCti2oopEy53SaGKC0+j49vMXnCyY\nUlG95esmKCucDppYIn1n2fa/QVM4OouzB351mT5v3IkYccXGHqclKb/zaXhh94lv+06bNKad6NWB\n7pRItRCjwbuRThmm2xvj8RNLvrPvE9l0FHuF3bKnM46duUwIEemE4ahgTR8Qj0sRmyXSKETzsZW3\nT3dkhW5MKKNRd0/YBF+TpGka6v6NpimY3LLukhANrVWEomkeLSsL1wC6VM5OIsILWl1QQ0u2HSJm\n6hJoGsPy2Bl6i62edYbUBNYkQCXMLChiZREbzVZ5+ExvFfvDssbA9P43wtjxJjv+/frKk3M8mwP6\nUln9xq9/+5nJCy5PA2F6UEpBjO3fzYd/3OAKDWLz9Doxrx7kzD4v3JeJZS9471ljZJcaNU/outHJ\njevdc/wBLmPBXD5h2o5Dd6Irlv4wYJymOVqsGaBWOuMobcQ1HcZYRHUIZSEKnGrQtVKloYiANhpL\nwEhDNGAKlFAIBYQyDI0DIyjCYKUmJoMxLYgE2rJvV4LRNEuhBk9fdqb5zqcmM3cW63p0eyamgbEZ\nWatEaIsPv6JVYTw1vL0vtGvgsWS0CbCuVGfR24qrlm0uhOsNLySqM0ixo9IBiiPWRMqeKSe+3mee\nuhEhMpqCFAJfHcEWfHggR4MQmVM3YWvH//dl4jfPPzLvEVl3/vXXd37zfKHNI7dtZV1n+qpRvvLj\n5++Y4yuX84G8H6lbIZaNpCrGCra6cxTQ0nJLd26rJ2aB5WOo87tGUvKCHixt0JTwC7k4hG34lq/s\nPrDInSg74uZBC0wuWGWIwqAUiF2zhYR4smzvM53tIRXE652HaDjpFVUTGMHmKo22pDnDWhFas1WJ\nUh/n3S5LzPaN5/7Ot6eR/36beHYBqw1mhy1sHHvH7f3K0+cD2WUqPXqrWFPxXeURNZ01SLmwpYJO\nPTpD3AP9KeH1ik+CPSrqGvg0jiB2pqQYu47p8U5sLWF+w9eVzjqUbXn6/MSX7Rt6uRP3ib23VGVJ\n94m5RBa/cxjHj3meeOCkMnt34v3umbaC6TpquNPXlvS+YS+S+Q4maw4G+h/PHJvISY0IVehqxOme\n6iyTgIeIjK3lZTDEEil7oDseqBG6ufDfp52fXwP/9vX/4T/94Xf88+8vdM0Fx5H7X3/hbhe++19+\n5Oe//JlWPDgPJ6waUdOMZkWw43NC7wGy4X270rwYlN6QpSEJ8CrzdvtC6WD6krgc/shtCRxeFNNt\nx4oDad5J+oF1ArEWgi/8MkdCC8MgyaqBWlH+DdcavtWKzYVpfaUKwyMrhi6BV6xloORE7Vqu645S\nifNR0AwD+7XQW7hvlToaDmthrxv1VJC64fE+I7Snax2wY62jhImpPugNKO5IFAnFsgWsWDmcBNe3\nB1lrmubEdE8IZSh1I2hNlZKpTmQbaKyEoEg5kGyDL4Vz9RjZcvWSozHofWbrDmTp6EqmFk0wBwZn\nqWYC03LYNBSFzpZlrxyPF/b5T0gE1gii/pBhq6wpKrDFhRReMGliioVlCUgHXYowZP62rYyqxy6B\na6f4xWf2v3iWMjDIgMySX9/h2Apev93pj6e/mw//sMEV0kSad2KVTK/vNGPLMkeKLhgZySFykBvb\nWvB1553E+545HDVFGZIV/HBqGcaB3rT0QTG0Atf3uL6lVoEzoJTCDidy8TTKUbPBxB6pDLkUhKho\nIRBSIAtoJKVGUgVMxckj23pFCEsqKxRQ1hGKpTWWJDdMzRShydVi8gHeN9ruiB4z6dGRHpU9L1y0\nobwpZqV5GQ6Uun985IuMXh48HhkROoSI9M6zq8puLOLhMDZQnCc+LOswoJXD+xudthB7Eu+IpidX\niUgbn5yipJVdLGxB4VzLLj1aGJptoVVHbnviViQH4Wh0pk07yRROxZCeLV2ZUcOVkk6U6BBdpZnf\ncNOPqG7lkb9nXn7loM9cQ2J1I+SCSoakJJt/ox0Nj8dXlHjGNQPKR6RqaAZNzIVsoE8W1Tum+mB6\n+zBtfK4rb0vgz2Kh5spnNbAnwd4UTAqQPjD1/e4Z5MimOzSF3O4IBV+D4i2v/MFq9KyoY0LqG+LY\nI3tLrJHExpgrQbXMWpN3j7E7Wq54e6RMld1HDocISSHPhWW9c5A9Pg3cw5/4QXxmjaePU3GaGVtJ\nSppft8KzkGRZOIoPY3wrLElvpOII0rCpTNCBthSkWfE20VaDlw1BfpTjh+5G1gXnTrzGgFx7MhCH\nnbIUfn985ic8fU2YrrKIyHtY+NHBjYl5tXS65eEF7SBYV4FqKloFTv1Hub4GQe8UravorieLijkU\n7uJIjVdc/zvS3BEOlcPpyC/LylN3YK87k4CwfGX1V/7rvx75zQ+/8vvftZh2JLSaf/kv/8qzXPnn\n//UP5NcHra+w/4U9tKzTHbNoYpVcjGVTE4exw883ZJbUi0VOhXUWNM1ADhNtd8DnhbbpIE0MyjLl\nndP3htULTJLsj8B7zeR24MUkZhy9Tty2wK2DQ+no04qQO7437K+Bc5Es6RtCwadiSaedKSqWtNH2\nDdk8MaVE+6LxSiGzJPuJkDLB9qyboOSFZ/cJOS/M3UzbnVAi0dQ3rB5Z9onkN6RW3P2E0kdcFKzL\nHXWCicA+XbFoeNyIKrMLS3osOFOooiPJiRgVm82ICpfOIJh5naFrj1S9YY4HxLrQzYKaj2yisMcP\nqbDJBblCtIpt27gIg8qCdfsF5IAZEmnfEWGk5SfuMaGbRH1bOAbPtWbO8hmcpNqG++s78iEoreFL\nmXBDoQmVeN2RB8F1ffCzXjhvA/HnjdOTZJorz9N/0B4XfsX2mjBv1E4zlSu11WQPe4jMWyE6ySIi\nUUpqWDgeNK4R9O2RU2cwWtDagVb0tOMR1XbIRuOaI1UorNJUVQgpM/QXYgi4Ysi1kEuhpoQWClmh\n1EL+H1SSzOJDRRUDseyoRoJesW4g54xUGiUkKXic7lBFUupGDRmXE/0p8fW1MirFs2vZzcaz64hq\np31SWJ/QYsbVTNeDrkfuy5/QNZNSy64qvjTEaUIhcEfDI2+EOWDN99jqCduClpqkHMQArWVfA29+\n4ugc6154Kzun9oQzCmrGJEGsDbSeyd8oZWDaW+Y28qmzuCHySVmyXznJlisttcBBb2g38NMvNz4f\nX5hUwT8sQk903vJWZkRT6GWliQ5BwcmRKX6l19+RSmIHTNlJpkLJHEzHpj017cQaWHxApSfGQbLe\nFtrxmRx+QSuNigurgVVkcrpjbEOedqQXOJOQsdBcd0TnoKvMe6Aaw+/ahsbA5AuH3ODVC1NMiCmA\njcS5oLsBYxI1RjQD3heElhxtRTeB0lm8GQj7xyrurUgOg+NYd+r4zFuwFLVxlIXlvn2IoUXh6dwj\nfPooUpvKSRbm6R2rDsxCYMWK7Y6sV4/REh1aHtvH2Oa8CZzSpLzx+r5S28Jf5pW6V2S/0FvD+yIY\ndSYJg94jc93QoiBr4IdGkvaAaAU6SUTYKCXRmiNBTiQfeXl+ptWVQ3nnj/800KNYy4FiJU5nioLf\nSkcoPVYbQsqoN0MtM9/1I7WszNsr55pZ/cZbELTf/sp/+8+gTEP6rrBe3/n1139n0w3DS+R/7n7L\n6/4Lj03wJe1YLSjbghodS5oRArZ75NtDcXn6RHq/05qC7TdyEcS9xzuNTDu67Chl2RfxP2wgR9xq\nUQmsliz7Gy5lSjizSsdt8thRfFxK5J37lpFOEv0ErSBMAlUlUVf2fkWmyKGz5ObC6iCqQhMk1Wk2\n08Ljjq4TSTlq1IQvCdMZ1tMrx75nn684seKNZzyc0fuGrhHVF5JPCFkJ4YqzDfOvM3tokSYRw8Je\nP87PwVfiY0a5D6vHmjyFjiclGFnwyrDeNmSnGETGWk8pgio/VqqlkWzCI9vMZ93xuO4M/YmaH6Rn\nzeALsmvwQ/MBUnkPj4ysHlMrG5L7HBldw5TPnIWiiSvaFP5yf5DmB1I8odcdXyPsggbD9esdhSX5\nREmeJiRiDdgnCY+O63Xj0c1/Nx7+YYMrCoHf3tnviYJh3m9Yqfnbbf8wdlsFfqGGmUFFrklzNIpK\npj9HXi6fUOKCCiOnpxf6rqFtW5TWaOcw2pERCLmTsiZEPjBMKoiMjBWlCqVGQt7JZKysTGulN46Y\nC0JXGiPJNX4gvLJH0JBrQtQKpiCEoOZKRtM0juhnYIVDS31sOC1pncXHB2P0PB/glDIvbmPJOz5o\nYqiMtaNoKFtCNTv7rOl1y2Iiy74gfY+NPcLvxCKoskHUgtol6/TgXleGoUeHwFYUten5vTqzxo0U\nDHuKxCIR5Ubjer68LTzbynPX8+NRcTQN79PObDJ+axFZchcP2k7yXhRx3/jUdMiQKcazCIcJE9FV\njk4x7Y7eGa4xcawzWVlMc+B990jpqKnSSZhEQtrA7boi3YE9HpF1oWSFrzvGS/a88XWuaHOkma80\ntmHWmS0L2DUiN+wlYUqhbjPy+EQjI7OuIFqKjHx6gdvrRpVHhr6nasG63Iil8jQ41kagbUWmgKWn\nMRJhAps40JUT6+2dvmvoysr7befp5XvmWdBed1SKTB04I6jrz1yUIwlF/eEHrl9mqnhwURvaZuZ2\nIeTvyT6RG4mkkqeZuvXMMVND4T6vVKdpQ4fOC8obzLijd4eXAZUyjdSE3nMLGkIgp5VQHd7eUGEH\nE+hywyYU0xpJTpMemlIKSVQuHCh557tjz7Gr/HhseYqVXbfo3FLUAGZDW8tiepQs1Fbww6fPqOaJ\n958jm6s4XalZIsPG+aWlBE0nM8fV0LvIv7/+yrf/+//i//zf/w9qVEhajM38+uUnhv/tDxx/c0b9\nt5m3xXPLiaEfkaIgW1gjGCuRDn75t7/w3T8dEXtPzAofHlx1RU4DquxUjhxzotOvtLLHhI2oGn72\nkbRpXuoLUe+Ep8Q2L7TFfZzX1522LZyU4J4gB3gZNKuYeTkeef8qQEF3/ANlDgyd47lXjEUhOoMR\nlaUtiBpwWeFVg0+VknbSbUKLI9tt5XgRxFioPjK9/QnRGKweWddE1pUtfywu5P1B6HY6LRFawNOB\nn//8b5ykYo0ZHRQ5gLJg2gS+skwrq3PM6sYfx5FUB/YyE8UDa1uq6lhSZjWJ/NjpRWbZCloYMJ41\nefKviquVnAfI91f0MHLYRpY9EX2maE/wgeeg8NPEGApfU6TumTQ9UJ3E3mCXCVs3wu4oUbD+tHNQ\nLV0nCDVxfyxQGopp+eXV82IWzr1h6ODr38mHf9jgKredaQkEWXDig455pJVeZowHnwNLmlHGkxrB\nubGMdoX+M013BKOwzjGYDiMszp0RWeGsQ0hF5yRzACklSiooEa0rQhhKShQKu98oAgqFKiSmZExz\nxBdI9SOUAI79C053kC0iKzIVoyuCSCUTtCeEjVolSg64eMSljbOz3JWlO7fcXxecHJiXK999+p41\nR7qhYXudcKJh2gx1rbSmsGdwXSSsiX0FjKZ3sKWd8Xziev84N2hRCPMr48tAiIq0aay+0NuCX26c\nx++RxuG3nUZHsnEs8weWfHk6Y3Ol1RW9emI/46zgl5jYROC5PzIkjRGOn6crWglO7ZFlXVliocjE\nJAyFjN0alBsI4YHTGSkP/Muff+GP/3xmSxu2SJYoCLRo2ZJyonGwxcC0wsFZ4m65iRuunOmM45YX\nphRprcOFxBwXqIJj07GuVw6nlikETr3D629M+5ki4Ng80NKwf/3oxP327Hh9X3lkC6anM4lvyzvN\nphFao4mILvFldRxSorOVR5CMPcQgiHHAaoH3K41MzJ1lsZFnJOs2cWo6/vR644dLD3/9d0xyeOVY\nTeAiW1Sf2MSK5cCUK42qBNOQ7w+GriK7J+7LG0oJ1tmjzg1tH9niRNsarHW8vT7Yo6CpB07nzPRY\nyPIZ8sTRNdxLZS07f8uZZzOghKIqy2RuHPL/T92b7My2pgdaz9evNiL+Zu99zsm003I6caOipggx\nLDFDDLii9LUwRlwDTEuihESVcVElnJmn2fvs/49utV/PIFKMkBFIIHvdQSiW1ts/j0QJw7FIDi+W\ng4Nf2SNP1j0AuLWSRcT0Apl6elO5ix7bG+KsCHVjzVdWqTGsaHGgWkHIhWPp6cfv+Ju//DX/07//\nEfPRks4b1+3G//wf/46XsZLExuH1hedTz+lwwKyF2f8erSVGPazPl/ONvnsmihbvI6O2qE4RdkEi\n48vKHKFuB6bgeX154b5NaN9TtwErFcFD0y20eQXRsO+Jvnui+BuvUiLaI19KoNWJLWWCUXSmYEui\nxEQ2le/jxIeXX7IFw14VuBONqZjiiHXACUVNE22q+P4D4brj18BF3hg6ySAalrzQiorKjngTBAVP\nbUPVmTkufDnvmPGh+kjqjdtiaMcTtzBTtkTSd0YDykt6KYkHwXnJHGQDdWNLgYDAnQxue8y4rnml\ncdA6gRaRfbmhi8Zaz/4Lg7gVktixTc9tuiOkRDSKPjeEL29I3WDXnbtfqGljs5pwPzMpGEXC14pO\nmuJnhPRE4ZDvBTMK/HYjo/Bl45My3GTkfQ+sqlB9oOSEqIXbvCBPDUJDLpL7/80dl/z/IQb9v3re\nfCb3lr7TBARetrAbwr7zdb1yrhfEi6AeM2JUbMpT+5ZfvFhOfaU1r8jaUI1h2x+iO5JCxJaaKvdY\nQCZ89kg1g5qorJQaKGQ8OxiJ0JFsdvZyZorv3PYbWwwIWTC1MrafkPUDpGfII0p2SNkh6kCtA6J2\naDqs6bGyR1dHCS0vQaHWTFskCk/XG7IABgjcwWzM+xuqrZTgEV6T1YbP4KsmJoFWLWNRhNuOLYI9\nGVb/hSoDjYQ67xzsr/lpa7iWShUwKs3QWo6fFFIrypIw95UoNN4HLlkiS8+0CW6y4MOZtdfcY8Hv\nhft7QusOYztcraR0R6aEKhDritWKQx34xh3ZrxNj1WSOmCXQpGeieOJS73TffiR76FNH0wVct/D9\nPCHkFSMkb7PB7pbOSXyuLCkgvWQr7+zbSlgLS7FU2+Jsz8em8jIYoq08v5xopeZoLMV8gPgtSj3m\ndz9MDTOSkjVVKr78eKE7jpQgaG2GdEGMAncwSNEy6CfCavDCI80BGTt6a1CbZDSCkDeca2Fz7GvE\n1oT1kVYZRHqcRbw+G66zJvcHnrqeoy4UJ/Hxjvy88LIK9GQ5bZlY3unQhOYDe1ZcwzvBSYJ8VOnz\n9plcF9RuYdN8vd0xsscNZ7zc2JfAXAq72IniBKvABIEqz3wbHzujPmmm93e6JdCVzMfB8es/lfx6\nVPz69A0n04OCY+NYDhG6jmmLOKG4LIJLKvz+i8cgucwL0+1OIwrrbvj+TRLnwnP5RCOe0PqZ737z\nL/gXf/WXODR/+t1HpIfpGpmugufDL3DNiR8umr/73ZnPV8/et6QasPceYyVttZgUEfJG8TM/vk8U\nadlXze/uK0W2vE8XOj2TbOb8FihB8BbPrPvGed/Y7wl/iZgsadVX2vbGKj/j7pFvhOLVKf686fiF\nkvzpseNoLEZG2oNBtzDaE0OwuOJpGPmFbPn2yRJzRtSBw/hElM8I9wJzJmXHUgtBgTSF2+75Mt2x\nstIoQ6oJQaLVZ4LoWLaGXrV8c3iiD6BSInqNT4br7hFDpeka0rpyaI8Yp0gOJn+jkYWjabCp4WDg\nQ5v4NnhULvxYAs4odl8wQyaYDXEIRHGDTWEvlXv1VNfg1ZWcdtgL8/oTf1d+x1nNXMLM7f6Vkjfe\nww2xrSRREffPxGnBRsk2ZTSCt71QU+Y0eCgBE6CIQhXwlnd04NH5QhBXRT++MskFdRgI084aPDI3\niHD/R+PDP9mKyzDTdJo5Lox7ZibS9RvzbUfoiaZPvPYNJY+YbkRJ6M2GGBravkHLhHOBzmaE8qxb\nRHeOHGekVMSw0DaKogL3fac1DSJqaqwUsxPVQi6eUDYQhioq654ZsmSqK/3gOPUjkhEpWkp6QDYl\nD8OyqBEpDLkElJA4ItVJbnnFHTqWeUOPlkHsdLfHGOrD8xOf2iNjtdgp0rkD93nBCNhzIuwGlQJS\nOYqXTOtj9bdrHH+4L9h44OoKUjXMWyXuimdzJueZGhOubZB3Sd4iyCNf/A9o0RNbx+c9cL/cqK5F\nHDwHY5HF0TcSjWLLEj10NCkzisz1/Udcc+BruCLzEds0LKFQfMY2ha8/X3g+doyhcLMbucy8iIp9\n3yidoMuF7B1bWjAVtG8RjeTLBoey4F3LUFakdEQSt7yyq0xKhu/cJ67zF8amEqvme6NQ/sRaJ8Z+\n4HytFCq/sIoYJ2L7DSHOHLUlhxmhFHP1lFB4ajRfzj9hikXmnr22HPJO2gNSNSR5QJgzfVgpc6Y7\njTQ6E3whlIXnVmHSG1l1LCqzx41GKM6isA0KkRSuDNAqQgWtBJvfMRfN83ff8X34wpINc36j6Vq2\nyfHUAPOVPA7M9zPCHrByZ0t31PBK2M4cZcvPS6EpmSSg+BG1RBYXMTyT2gvTHuikJdidlUodYIsb\nbdppXUfNd16GxF/+qcXsM6fhQCsyuVY2qcndiEAglcOrys8lIw49vdeMVvJTFfSnV+LsmX0mhYB7\n6tiYmGXBxDuueeJXH175s2PH//b9M9f9K5/+4he8/7Tw4lp+9emZvmu4DYbXDwZRG4LTrD98RSvD\nddpxbcumW+6sfHSWvK9MHlJ/QquWy3Wh77/lkjLfycyiM/iKyYLbsJB3SXdy/O7nC65X3CdoOslg\nOmqx3M+RPhSeeziOHYtaMT4zcSLFyM16DoeOt8/Qj57sP1P9K/fV0I49pMy2rJimY7qDrgeW+1e0\nSJimskWHVBGhNUnu2HZEJIHMGeWeQICMDVvZ0W0m+8rXVNCihWPGWUO8Xaj2gDQ9b+nKYFtUrTyP\nn1C3yk8uUJZIM7R0uyCQqC24GkEl+tHyds+E0NHWgo8JOVRcUshb5R4jdYp09cwW4Gl4Yd0WavD4\nMKBrz1Z2qtgIYUEmjVMtKSjOaWFmo42Fj7ankRJTRnLMFAN7qrRSIp19uNfmGZcT9eg5Zw/0qOLp\n20zeBUsJCPnPlJwh1IJNgtYv/GwVaVsZjOHpecSMB0pX+CgsKe0oU+iVRT/1NN0TQla0EY+PrpYI\nkWlsZM8VKTUyVpx7uLdC9Ki+JytNSZJSCyEKhFJMfiPVjRjvqGrQcuS+LWQDrbJQHab21NIgpUZU\nTakVKTxKSlLJIBTkjOWPWWTjWH0lF8WybyhZ6IXkw+mJJ21p0exhI2lBVYWtJmQVaBHY/ZUaDUFa\nVNgJ4YpTcM8ZrQdqLtigiGqmGotr08MEHSLf9h9I84o8Sn6aPaJkwr2gmg0fJKbCh+NATYYnLMll\n+mA4xx2zA4tmvc1UE7lVja0ZRELmJ7qj476sHHXL+fqZl0/PKGWIaWc/9gw3jz0N3FLiftKc9yuv\nbcIkR4Nli5rQLpzaD1wuC+2gCTEyNi1+3VGxQc8bH75pCVOk9xdeOsXnudD3ldnfUPZAlwby9cpz\n94FYNXuUnGsibl84Pj2x5kCVO0obpJUMqgcSVgqq3kihoXioJ4U7vbJPlbu6sawzImjEYMjK8vu3\nMy+HhtP4zBIK97gx+IppGmSr2BKkHawdyX4lLQl7tAhfCSj67sS+FZaiMLqjFInmicsUOAwdvF3o\nBoVqC6yZNawoMq+HF27xhjCC217QXBDmMftzKXEtid5ErvwIqWdgJB8EYRGMy0ppI6dkKTVz6CaO\nR8PfvBx4biyKw+O97CWbq4QdCIkkHHmINI3lWnY68x2RhEg7NvZMl4lT12KV4r1kwvSFHC3tCMV0\ntLbgtKE7fuQ3x1dKSVzmK59OO4dW0Hg4Hkda43h9esx4plr56//0X/Jv/82/IWM5+4lmsrhTzw/+\nRo0bshqWcqWPEtsIthLxcmBb7rT6K662lGCpa0XYxJu/oY49OW2YQ2WfMn2+cgsC0R3x650PrwdC\nFpjscI1nNQ37HBFlYJ52nj48s/hI1xnQkdQ/FgyUUlgJa3gn1kwxFj8LGtdxvu24RpM8mEazT4Fb\niBzGhu70gpFf0HtkOIDXhrmunIaeb3bJfF4ZlOLmPVJp2piIvjCIghDQGUeWnsupYBM8PUl+eL/R\nuleyTciw0PaaXAu9WxFBI2XAANF1rPPGbh2qCLz3NKVhWZ9IxWPOAZ89uknYpuNaNvL5zKF33INg\nlIYmL3yVC0HujM5RY6aWR2KtjKfKlrorPj73XM8zrSmsQrCfRq7nQJoVWWRqlqQSQArGXlPbRMzp\nH40P/2QDlz8KYMfqlhcrHxuFZacZJFJVjs7Ras2VSJcch9aRlGFoKkoZetPRdS17LDSyEuMV1QyU\nqtGiIfqdZBTGPZA9olTAUFVBxB2/z8S4MqcLa4j0qsPFzFwCg7GUMqJkS8oSUUFrQ63yMTMTAuqj\n0hIlIqql4lHK0LiWxrZUMfHx6ZUvX7/w3HcILOucECbhxICIhRrAJMf1smBCRmfFdc4oV6F4TO9o\nhWZbwVpLVJBy4Muyc+w6ptuFMjZAx74tPJ0afr4EttkylYXGtoQcyY2lk5Xb/oVWdXzZ/eMmi5Vf\nNkeui+ctZt7WC7/68IGyW+aUmdY7VozsZmN46enUwFo3vGw5tgUnLEOQvLcVVyUlQZoTB9EjSmLT\nkaEzpEtP9ImuTVzrxJpeeHIOYzPXMzRWP8U7AAAgAElEQVRjpk+FtBSW7LhEzVTqA78UO0alqGKh\nuJ5j/hPmIIkuUvTEq7N8CTuvYUd0R/7hYjhmzWA6wlpZRKKESPPyiimFvjGURrGvN7xwtL7hJRvc\ny8h1u7GuE0PU2FCYfSBFQdaCH243XoWl1w3r7FlcxC6SEUFzdNz3FVUjbWfQPGHIrOeAlAWRI62r\nLOVOk1p4hsu+Uq+PzdlpNXx7OnFZzzyrEaRgVRXXONYpcToobkUSR8c5Op5azbZ50nplsZJiIyr3\n3JLll3pCGccnOfKLPnPIf1TFI7HNwGs/8mX+TDcMbH1Ezoq71DTV4kyHmwqXvNI9HTHXinoaeb9M\nqLiR9sR4cAQSYdhQS8fuV8bXA6tPuMMJsSc+Hp647yvTPvHth5EQI0q3tB7k8YC3mmMjeP+H3/P5\n/Sdqkex6Iy8CLRQVhzGOvIOqmu18Riio7s67srzGiBSVWDI1AlXgfebQbtz2r5Qy0JnIbiRRQawz\nbTvy9W2lO7YIAr3oOHpNFg1WZS4NvBO5rQuHp46sO0yN1Ebz0+0rpe+pytMIzz0VRC9IWrCtO52J\n2KwIJXPonpHVPZia8StHW2mcpchE2CZO7YEgPF2BOL7jgyTrE9Md4igJIjAkSVPAW83srzS2JZUH\nCeVVa0qfMW1Ai4ROikH03K4rQghG23DfCypWDk7wedqQa+WpH0mTZ5YrgswlCIxtWPbKvk90pyOG\nhFxhL4ocN5Q0bOJIMRLTOppDJXrJ7h22bfhQA/YoeJsTzx+eSfeFpyIefMdB0xrDNieUtQSfGVuP\n3yPWGT4On3j/R9Yz/skGrmVN9IPC6Y57DNhe4mIPFQ6mojrDQR15Va+0nWJZZkYLtD3KSQZlkULS\nV0eRmT1XUpxo1YgNd4RMaOM4Dj2iRGq2lJIxVSCKJVZFkzrm+07OG4t4J3pPtpLVBqRTFBSmGpDu\ncRcmNTJXAgIp5R/Bk4JSIrkqtGrpbGJrBsJ4w79tZDJu7Ln+vKE5kLREXHcO7WNpQgUPakPZwpIk\nzkgm/4a2ksZlopG4LRNEASkIt8Sp7ajXrzg6vHDIpjAtE/P5wi1knqwk5hPBzix7y7Re0OrGsXtB\nxMSoDrhZc9u+cDWBYhtyV+ibjkvNrG9nDp8Kf6E/8vdvP5JCz7e94vv9zovpuOyV2PQs28/oRtLH\nJ0SI9EryQ4FD4zCr4y4VvRao+CMDDbdowDdsMvFdtxF2Q1WCrbxTa6HKwtBVrk4wXya0NiQc70Ej\nECTpEQfJ+bbxjXHsc4YucrQOpUem24XvOoOeG75sP5ObjqoskjuyvnEwJ96V4LJFvq1wMj3f7wt/\n8uJIa2LaFK5NtN98pATPdd451kxrG3z3WBne9hm5C17kw2D9Mkou85XrvPLd00cu24q1O124U7Si\nItlUZKwKYxVfi6BOjmdluM87sWjCvuIbS9tbvi4RoTe25Fl3hWkyT+FGpaVvBV+uC3VXVGcxVZJ8\npSkJkyPPBg5dz7ODT4fEi3xG2xs1zCQ90tfIfZlQaiROkvWcodkIpsUZjbjC16fMXjP+ayTaQhMl\nPgmWIvCDgLoxFEO7r1ymjH5ueKmGEhP1eufQO17akeIz42kgUhCuR2wbunXsYeWl7x/W57/+JV/+\nl5n2cyLlzFfvedIJ0TnmWFBi5XebocszJ9Eil57jsFPKwHm9c3qxXKqhCQtNhq97YkdT9Y6fFKbv\nIASk3tiD4nAc2C8rzj7mzrEvUCphVjRr5q++O/HN4cBtB+8HdFP5Uc788lcd57cJpxKzy6jOMChF\nzisfG4VYM6vacbl9LC1VxUEc6NH4OFP6gOscXdcQt8zVX1i8YgqfkOErmhsH3bGed5oq0UZzlpK3\naeKXLy0qVO4is/SCZ9HwtUQELSpW8npjPgmi81Dd45RGFYbieWlH6j0T257t9hUrN3Q0bCRUcOjq\nKaGl0RV9m7lvmagcW17QzZ9Q65Vj9dhc2NIDKfeJZ5A7U2rYpKIVHaooKDuxL5yDxeZCkwpxDazF\nomjo/YVmbNG6omJAiX+mFZdVkc6dUEVyPLWIUumHji0G+g6Kk4yqQ5BxqiEbiR4qzg6UYtC2UNnJ\ncqGIHqk9lJnABrKjlRanLCo9SvoiWtY94bdMjhHBg5emsIztiZyuKJnx6cyh/YCVAisVovKouIQk\npfhwztSHJlzUgqqSLCxVtuScEUXQWMemOhQfeOo1sZw5dQ6dJZRAbRu+xJ3D5gkxkIUi7gtm12T7\neOFrlBAjPq9cl0i6OIoKdMLyef2ZpCtdqhzqxnLVzA0MReBNyw/ThGwm/A7mtvLSdWiTUTHxNFhq\nqZSaqbJlxxPzTlx2xsMTMTueDhJXC9O2gz4xHhR/d98RY+Y17Tw3r2z7O5bKuLfc3MQcPOdJ4pRh\nI3MPCd0Y/JSh66i74aefJ7qhx7QzuXGEMKDlzPvaIhH0NpFW2ELClcrHruL1jUMVeGWRSKrfaZxi\nXSKfDpYtVIQyzDnQv4x83S7Y1jDEFygVb0C7Fmtbyh4gJ0yrKOLE235HCsHvU0V7wdgZrqLi88qT\nVbisSQFeakMp8GN9fFhqO5DrRiMr2+2GUZLTYcCqzCAbioCbc1ht2GcQ605oFdErlNqQyXCPZ4bD\nkWUt9FlR/YQ5aYwteGHQUeHEhb4MyObEek/sP985PjeUrDC7xvaG2zTjC0xl4Rvb8XFs+eXxiBA3\narlw3Rc60aOq4GI2GiM4z4EdTRgGemWYppVcd/ICS9oAGF8HlvMN7w2dqXw3Nnx9h9xo1DjQ6pG3\nUqmL4Cd5YxgNJx6bZF/TGd11LKGgQyCZijKGJCLWaESBjOBPfvnn/MO//ff8h7Rja+WgAmp44h4E\nTlTEIigOtuBoQkNGEAUEAu2p5201nEZPyJJ7EYQ68+Qa1nlnlZUnW1nTTsYi2bluBWcsTo0sqpDu\nAakieU0oKdn/cKUfOw41k23k1J74IDquW+APdmOpDpeAw5E1BBpp2FXhqJ9ZP59x/UgqO72trG4j\nBcvx+JG0ecoWUXJmaxW1PZHe3xjGSjGvFGC6vZOFY64DVim6kvhkYZ4mGvlgqIYr6BGeYsXXTBQe\nbAvR0mWDaBPLVjGyIs3AdKu8WxiCIZYjxRS8c8hoaYSlxJ5tu7PVjWHQjMaxRYFqK17+TN4LRmmk\nyjTZI+KBXQQ+yR6ZM1vqMICTEyJ2XO8a28CzPfF5uaMOHWZb+GDvlBEuy4WqD3zoNIP6Zxq4nj4k\nolgY3TcM9FAkskraLiJMIhuFqD3eBwbneDk25C4gfOY0Ora1gmqxrcDvExRBqyDXSpaRYnuE6kgF\nVG6JUWKEBZNZS6HuG43qKNUTQqAoC1ohjESpihAZVQslPxYBJAItNZXHWKtmSZXicfBXNcgWkRKi\n3qklIURGigWrYV0T/eDw75FGNVSRyWtExUQjYT/P6NgxhxXBnZAKtSjao2FfNlLviHVh7HuuywVl\nWrx/EDb2ZafvHaoqrrcbWmk0Db2DWI5ku+JvO0M1bFrA1hBp2K4z7enA8vOE6ze6pkNWhVwFaMF5\nKXglaaTCLCdU+MJr17HcFSXOZFfRxRJdyz1IpBXsS0BUqMKCFhzbSvCV3BlEriA8c5z5ZI+U64E1\nb9SacUXg0x33ekQGSww3RCe4Rwg7dDR4bampEJTG1Z0Og5AGVSt+r7StxSZodwV2Z1TPvN0upE3g\njgeWNdJUQZMCch+oMrP7wtXu2EXxy8MnbttC3STd6JBeoISG4nkPK8o2DGiuIfPtGAh3z1EMrFKy\n7gUzHClBsUePNAa9fkHYEV0iqkykGHhqBqJayS3c1oRYC9Uo2DdmGsQlQ5SksrLbhrqNZFXYiqDX\nBRTY95VZt4QqKcZjTMQ3mm86w6/blk+20tQ7SRm2tNPYkbwUsnkkTvevb4R2fFRzakZk+PPTM2/z\nlaE5suZEWy3bfOFp7Pjh9j0rDvInpFkw3RPzZcfqSNsYrjUzxB42x1uGw+FAaxsa1ZLKSlUw2spt\nm5itw4iKqoUswJmG3/zmN3z9ybOvC+YoWKNHrYLWdqyqICuQnlko2CHzX/yrf8W//jd/T5wCMgUu\n54xVGZMy2jWcsyEIi51XcqPpzcjn+4LpErc2QjG4+DNtfiIETTUbXW9Ie6J4KHHi+fSw/JY/qnNe\n7cMWvkrP9fCocp10mEbQ75rSDHzzZw4TEqlUwh7piybIyJozRhtqvDOOI/t+IW+SVjrerhs1gC+J\nwfcILdiAaX6jqIrSGm/NI+lcC8/NyLIs7CRU9kTRYKqgkYJod7ZqObQn7u8/oAqETTE4g99/5GW0\nXL1FJ0cQgruWSBdwtPRm4MV5bn4nEFCycl89R9djdEtOimNTkLeV1PZcLgJ16LFjwaeJQ2/YLgvO\nORbv+b4k+oNl1RVtJMuacMrSDwK/S7bk+HH/xxfe/8kGrlQNpw9P2L1l0C/kqKnGMfkzRivG1tGZ\nx3GurDsyV6zU2KMlbRHXtPiy48NMJlDFgBHiwT0TD4pyKQEpG1J+zKhCCMRtpyaQKLKotM0BJ2CN\niqolcZ/wuVDEThI7RQVktewl4IRGC0mtGWSlAhWQEsiP36V0gwg9ujQM3ZGwzxzFAVmg7SrluqLO\nhWdOrOkrShlWOnws2F6x+5VWSrJX7GtClldC2Ej24dCawoBRCy99Qy2ZIR+5ZEXId2TT8PWWeTmO\nTBR83ejUhnlxGNMgswU/s8UV02eq3BCD4X1ZcVrhkFi7UnWh7y1tVCih+XxZ0a3GXQNPWnMvktsG\n/euJeYqEfUNMFSMgqESZBM99i0gz0knmOSKCxghJLg29tVQb+PplowiLlomqR7asHtzIrOhUxTmF\nYmFeK2TLSTTEHGhUwg2wu4ZlEbTKsF5+5vByRLYttRSEEwy2Y1ozl+IB0I2iBoEaFKvQaHfguzBQ\nVOD9NvHaHpnknboFooJrunNUIzZWrvGKPox8kCD3DdM/seYdHyon13NPgR1Jq+G+fYG1Q+lIUJK5\naMyc+a5XhNSjxJ0n+w1TrcQYGZ0CsSBEJR2PlKVglsIsLV7cUdM7TggShU1YhgpBZPYgGVr4pTC8\nHg1Dm0i+kEpEiwPOwtkHXBXMcSYGwQFD8IVOKw7GYEUm5ETSmdAEvmmOpNtOKyWUFkmPcY7dT4jo\nGVxlmQXZNExRslB5zpLrBqrtMHugGQvLtnKfd9pBkdaVtumom0TYjG0t2QdySDx98xeQ/x3TemXH\nYXPgudXktLCVZ5RfaQ+Jz9ev/Ob1P6HvXvkv/+t/yY9vP/Ov/8f/gfy+AYk5SjpXWS83rDtC1/NF\nRNz+aD2u0ZB3i01vWDMQ9EJpgJRZdsjBIINiNx6fPjN2Bqm/QjOijeObtiKt4FxarsaxuifaxlDX\nhVsZsXZg9XcQI/QQRGH4Y7u5bToMknwptOKZaX8jmBZFYJsrS1wZTSAuByYUW8nYsSckxTFrUtj4\naYl8CDemGvmV6Vjrisw7oukQ1YC0IDNvbz9xbFvkGlhdIGMpumNKgiIdo5WEEJAHSZKa9XonNT0h\nKhrbQqMQqrAniCUgnUUYiU/ygZ0rkr31mLyyzgLZWK67pXGGFz9j1Bufm4GYHWa7I6sjdJqrzzw1\nldH0xBqx7T9T5JN2TwzpE0/DEWIPVXHfPc680qpAJRCDQFmNLBJZ0kNr37S4PpHzhsyVREvJLVFG\nQq5IE5HSgaxEf0e2Bm0hbBs7ldZ2lLySbI+tG5UWX/QjU5oXrOsIeeOa7jhz4xgFVWsQDbHwUICT\nkQhqeSD8lZKUKh7qdVEJFLR4+GYOOmKC4TbvyPuOWh4l8vX6GaPuzO8te8lsTWAgUMvDe3MtgZaK\nD3dStoisUTVxOiqe21f+cJYkKnsUeCSztsTsKOoCXnLbGvpRs4lXRq6klHm7vJPZOHZ/TpETq88E\nIQjV8mR6XhvNXDTX68zTS+U8eZyDXN9pcYhdsZ6gk4o9R7ZL4ba+k9uI945WVVSMOKtBWW53+PQk\nKcVxD4nQVtysOfoGbddHqzVmTBO4rA2jkqR9QqGoiyccHLIMTEowpI0qM2NquAfB4fnAdIs0g2KZ\nJg59SxEFEwKtHfn5fYPvBGkGFzLanQjzjn490tGy54KsHbJX6OWda9NyFRFVOgYFRizIbAkUkg9s\nfaHZI/fV8zy2TJsiLoHT6Ruu7H9sWyve7p4uj8RRU/eJ3CqKHDA6ky4FN4xIGUg+Y/Y7nxeB7jpy\nDCy6wfEVIXaucqYNI9dq+OvOcD5HPojMRUlUiiTbUFNApgbnOk4mccDQm41zGVnO0FXDpRTuUiBj\noRWCrhk5NE9keSbeNKmXfF0uJH2kT4Zhmdi0IK+B+rTyzXFgTQqZCtFHfnzP3MuEEK/EIlGqAyn5\nj+v3PA8DMjXkuDO8vFLkiknfcok7SuUHhioVnlR8OMF0Ijc7zS9HTH4m3s8MVrLGShBw2CdmtbKX\nD9T6Qk0j9+uNoxn5z//qb/jT14H//r/7b1lvPcpknIoEGhgLm1/w8ciYFgZrCWFH7ApvG7AKt0iW\nW0GZgDCCRrdoFdnjlU08Qcw0FPCR9fOGGFua3qG84LtxY+6OLI1DG4cThmtSdE3DeT3zcQhcYiTo\nitxWft4Xvm1OzNkx7RNSKeZrZWBg274S9pkpfUOtE9EmVG6wcqdtOy7R4+43uu4jq2vR6Qd+3ivf\nyJ4vopCtok4Z14C/3hj7V9b7GWcOVG2pW6bUCjZT88ouNLs/Ya8bqdc0v/zAc7zDfWHfKrE5kdRO\nIxu0GFj3QNNqlnnFNgpVVkwzssidsTqUlOTpSlRwKQuNNQxlZ1GZqgJZCOoa+PDSc71XjDQ8dZVT\nzvyHfyQ+qN/+9rf/nweh/6fP3/7t3/72v/pv/jNU56A2nPQTVSSMlDS2x+dK0zTkEBFkrFUP4Vzj\nyFkg5UAtjpwVBYkoE4lCzpJCwnQjCQElo5SlVvG47pYSVKGUP95iZY+QgpQK1liMklid8BQyIGRL\nFQ/9RSFBKeSS/s9WYqmFKhI5JXIOxOrZ48qyrUzxQs0bYl4p6xU5VfTkidOOdpb97pGp8OYXRCoY\nvxO9Zdka5rnQO82SI9eU2GRDkxqEioziyE8/v7PmgNoV2Mr9sqNTZbSVo0u4PHDoFaNpaYXHSkNO\nBTW2JGlQ806IG3WQXN+uyEYzPvfIfaMpjiLPDC6Tt4iSI8dWo0RGYJGqctsEshsI28THjw1hquRo\nKE1FFjjQwP5O6Rri5kAEYoHdaU6dxeSVOZ35MSRqeyIkkKGwSsEXP7DUHa1mMJbLqmjCzKfhyHvx\nDNrRdk+sa6Q/aEYtud4WitL47HGj4l4Dw9gwzys2ZhqraJDkHGlrZru8k3TGiAlUBFeI2wWpDqiD\n5ZYDWiii1BzcibVMDO0RaxVaSpSHUVb8qrAx07cJVXem80Ytiuv+I6ZTnNcFexAcSkWTSTHj90Cy\njrKvxASi1Qi3Ql0wWjJfAq4M9OaF4AV7yiwl47eIr+uD05gzyMCntuHDofKrjz2n1pAWi6mac7lT\ndOVdZGIVHJsWkcDZlmRueAqL7DjHlb0+iOhPciTmjSgza1Ls88aoe368/QFfI/s9MWfBtldyq4jb\nV15M+/jPbSSpyPPhA8VrrmTOb1eOxRBkIIYNkSK5FNac8LEiSyblhDENXQl8/+9+T7FvzDWRZEve\nI95WzvOOdC1eSrztME+KD12H1YaiB5zP/P5//3tEWUl1x2iNKa+UtJHKHWOOEDUig6gSZRRZQXKO\nu7+jhaDqnn0NBOtwUpIaRU0DEku43xGd4rYl8gZr+JlYLF2tnOJKngNGKZQvSFmxThKq5/O2sJdC\nEYZaJCJCmGZy8fiQ2LeFrSz4IvmaDZc1MPYJox9w421LmJQpReKrR9eB623D1xHhMr/7+s53x4Ya\nNi5rxk8FnZ+ZRcLkyk7Bl4msJLkKfPawOlw2FCMpwvJKg0iPhF5Ui8SgJVidsNpDqsQKcwgoFM5m\nUq7cbhvt0FFifAhZleHLtGKf4W2bEZuhWyX9YNnUY09A6cKhGF4PAt3sqM7ywz+889vf/vZv/69i\nxD/ZiktpR1MaXO6Z2FmioDGKFHZEjcRV4v0fW3NqQ8vClgTWNEi5kpN4vLzRsxaHF5nN7/RWMm03\nxuGZkOC27QjVEeed+sf7Ht1UXJFMRVLbhs5I9tAgRUNBoepXXDGkubI7xVpmjkYQSsQ1AzILjJCU\nWqlVIEjkuuPzypZ2SpzRPlOmyHaO6FJweSYIz24E08/vdLXlOkuEglI6UlQE6WncC8v8B4oYqcEy\nVkVPou0K6+L4vd8RdAgTkEsiup1DZzn0PZdpYWvBPFU6KRkE/K/7zrZ6/vSphSWioqYeEqk23K83\nIonnpsGlBzyzpOujr70pXo4HphyQQnO5Cf7sUNFFUgTYeQGpOd83irMUWxFJIq3jpxxx8oS9bcgn\nxXWOGAv6Eum/eWJOCdE2pL3w0/WdP2s8W63E+IzgnZNTdLrhvK20VVOiZaoZYwQpKozMVK2ZQiAa\ny+Gg6YR+8C3Dhtl7riLTB8lsJcoYSAJqYhcd4zcdyXSoKaGIbN6Td41OM6r0mARbIzgqjRQZEUZC\n3CisvH584p4ipmS+e5H4LNimQMmVRjV4ZVEMmFVxbFvEstFax1vcsMbilMLbA029M8WKSJUnAZto\neFeazQp6q/m8Xjgy8KHR/GQiMkiqeObAyl3+H9S9Sa9s257d9Zv1qqLYxSnuu+/le5kvE2xjkLEl\nEAgJJBpImKrlDwAfAHrYX4EuDVoIcAtk0bAsUsK4QQNEw/RokOlMZ77iFufss/eOahWznjT2RUoh\nZTZwJzNaoX9EKJZCKzTmmmuM8St0RfHV/Z73NnG/CkLIvCyJP9YzOzfwvGXWHLnfTyRZaDUTzpFi\nDW4qTE1x8wLRgH7g13XFEJC+47pmpt3Id19eOewc4ZqZ54h1gtIiX8sHqj0gLLicscIxBIXrZp6u\nAVUdVmle2hG5nggFBmEZbMEdHvnuy4l3VnC825Ny4uGrr0hT5fV6x/3jHfEyMz584HV9wR7umecZ\naQ3DYWQqEiMT4XyjTjt++6/+y/xff/hPmL99oqa3879uZ6yQ3OtH5qUx7ARaTLQIpQrC1pB1o1lB\nayNLlqRcsJcTwY60+Ynd/cR1q9wNPdKv1NC4qIwthSi/YSkX7DBwaI9EseKMxZeO42OPj5n3rnBC\ns6RAdRq/PLFqRQkW5TKXpSIlzHlFNo253nhVPffuyJBXxgmW3LPMK3e9IW6JFFYmFdnFjnK1vLSA\nUJLeNcKaye0Z0TRLtezaHt1FTj4x1oiSArNzgCKEjpoi8yFirwNDFEirqOKZ4DNRDtjRcN6+UIVB\nKQ0VfDFYLdFdpOXlrdNRCb7LV9S9Yd4Epo3MsnFzFXxF9WByw9QJ3Qkcjpg9uf0FJSAbrdDs6N3A\neV1A7umVZJlvbFIgCbSW2UdNkRbjMjElmhG0kujMSEsKVS1uWIgi41C0WOh6TfQLVnWkVpjDjV51\nP9jX37JYIQe63ZGKQEgNKrKtlZp3SBo6WwYjCOvpDSrJW3Yk5BuiSprUtPa2msn1RhUrpSZa8Mht\nRoWMCoGqNOdQ6YolpUzNlTRDU5KwVozRXGvG18xyvdJk4TjBmk94r9gJidCRL1uhOkVOC3p4ID8J\n7MeMTtByx68+X3j/bmRnJCJEliS4MNOkoBOGLVWMG/DnQPMVawX4yrE70pfMUCW4Hb84P3E/7dlK\nRJnI7fqZd9OPUKbSdM8tZ17UxjvlCW7P+VlxfOxwaWMylrzOKOvYloi0lR7JZiA3z6gbJjeeloDc\nJDoa7qa3+2VZDUhVsaIjhIYQA8dR8Ws2OnWAraK0polApzNLKW97+0ZgG8TTC/vDgVPoQF550B26\nGarukbmwVcPUGZrdeL0Euj6j3Ig6SW7mkSC/cLQbXXYctcQrjRSKL59fia5icmUQDyy3J5Tq8GVg\nSx5dMsru2M4XjsNAiivOeHTrkbi3tg0PQzngZWWnCzZ8wUjNODRmH/iSG303wjwzTT1xyeyLwRP4\nMq/s7Q6lM3P1KCsxCH58P6CbYBgm1jVxCYlLqCzNEVOmEnjoBEdliFUT64KkkbzA9BtzilQjSQX6\n9ZXj4YHXOWHVm8nly/kJYxTFS6ww3NTKXh/pjgMZwa1U5m1hrw9svrA/9nxzfcbe77mevvCzdz/G\nl1ey37D2SCmRwQp8WdAEtgDjJpAx0E0zXd/z08Fy//43mP7GR4a7EZFXfu+f/Ipf/+LK7fLMT5Sk\nroLT9YYcBnLucfcT/+7f/Pf5e3/vf+TbT5kuanKO9Bau5ysfDhPXeWU37HBKU/z3IAWMjxQp34xF\nraCPmiU1OtN4J0ZEqDgzsWw9UTaCLbQyY+QFFR8pquPLd098vM8IHDYrHpyiCw8MudEryyFlZi24\nhUieJEE3LqcbbTzx+ChIi6YZjRMN/zBgrcZvN8bOcfnk2Q+JrnVMXvKNlwi9Zzk/0ZrEsKNuM0qP\nxBZpzEg3otNAEgvr+QuMPdpYLtkxuhnRFHcls4qAOo6onLhqw+Zu7JeC6BJNNgIrMhgeZceSI63r\nmUNBLNB3EmkVsXmuoXBbBWG8Y0sa1W94Cp0Y2CUFMrGugV4qxk6xzZGqIs2OhG3/Z+rDn1vhcqLH\nR4nQC00bRPNcNk+vLQdZOJcTG44eDflGlkCR6FWgzEJVhiY1SkpS6ClV0bWCEoVYwFpFFm+ZARRk\noMo3zIOUYMaeVjMGQa2FYiTduKOunq4ZBD0hGYTpMUhCCGgRGHSHkJpa30waTYW31az3bKdnSnhl\nPb0Sw4YMhWX9gsuG8+vG+bwyGEfsJN8tN4RWLJuh2pVkMlIO7IaJy3JiSxtTtyeqwi0WpOixsdK8\nwHaBx2OFvONi4KZvuPYmpEvW3JYbZbwQl54yOQ5yxJfMr8+/Zuf3dDvJWXUYtUd1BtaCuoPP394Y\nPwyosjIXgz8HPjwcuTxlDofEpzCicS8AACAASURBVCQp6RW5O7B5SwsCXQzGZ9bokabjJjQiVKK4\n0jZoRiJk4o5MdIbXuLGzI4WezUfqesPLghMeuwmyCihhMAXKCu+0wwvP2FmqUdS4YWoCE+jUEXG5\n4DrFbTfyWhRqGomzYNUNs3qM2aEmR3+NhC0hDnuOwaA2i+kMcay8lzfydaQIxUoElchJc0sD/b7S\nu3e8fHom9xXJyL2YiPWMXC3SjJgmoI5cpKfoSrEf2E6Ktp6ovUf17zmFK+MgeU0Lo6qIYKhBE1og\n9w1/iijd6K6BVTkustJ3ml10yGq41gVVKunS+Hhv+fl7S71WXi6/oNgRnQxHYemEo1kY60xEss4L\n/XDgV1vkYTSIFFHB8svLmffDO4RdydIyP81sQ8HOF8buEW0gzR6nGyF57gZBtpFS33GzGd8q76vA\ncEG4ge1y5WfvH5BKsH3Y4ZRnH+VbRVRsrL2guIQTAmksrlQuqSFKRD5l2njP+ctM+eMv3I07lFL8\nc7/xY37rw19i+Vdn/pd/8H/y3c0zTkceysCaZsI64+sD73YD//q/9W/wP/3uP+CQBSEG1ma5Pxhi\nzCQ1crkF6CJDZ6k3h1aVODrwiv1R8fm04naKvHnqaMAbdIE6P/Ph4xHlobWRW1z5eDDIeaYE+P60\n8uN3ghIkkZH8+UKNgbv7HSIXRLry21/9Dlu68XxeUG7HKnu+lDOqExT1gWfp+YN8ZcQyTg5RZh4f\nDOtpZXx4zzk5Kp6x+Ddkz24jmIHTEnlsGzUtCNlxmwMbjR/tFao/UvuB2+vCg72i9Y5rjAjnSOee\nnRyo6sygz1QMv9aVn1RJcIVhGxAVvqVyZ3pYLcu80jvJ7Ro4OEMp0GzFm8rNzxgx8vopMw7xLV9Y\nBaueGfs9OylZl1dsvwc0ezOQ1V9QArJsFiEjAoc2GzE4mpX4eiPGihE9VcFCpHOVmFa6Zglbxjbo\nZCaqTOssExNmWXitV1SNuCZJXqKcpdXImhPjYFBCkEJFNUOtoLTCaoux0EIkF4FWEyEZlO4ZOoMs\nllDyG1xPa6IP6EFSZENIQalQWibnRMMTYwSzIBZP3jLbmbftq7hyZzW5bugSuN4quQ1YkehapCuR\nMGhmsWDcSDCBKN+MHHp8QK4RUyLj8cCmQHSNy7zg2BNTYThMsMykW+SqE4/F0fcTWyx0dQMKRo/E\ncaZsPaYFHveZVRTG9xNZez48SFJp1LqxbitVW15uFSM1NEf+wXpv44bIks/bM3eTJZ8bP3r8wGWO\nZHHBdIk0D4yTwJqZkCXXMFDHwLxeacqRUuG6JuAtn5fKBv1E3CSr1UxF4+uCUxXbdyyxYYgMZuBc\nNgYsdwp46MjPgnsnucTIcjuzn0bqcsMcdqi4cIs3jN3Ta40RDdFXwlyh7Plyfebd0TGXlb27I7Ur\ntSqi3SPMjV4Jqr/wcHSkNjN1mm25MaiOc105jvdsywXTQ18dc8soHHpMBCdIGyxiIZjw1tCf4RwU\nY5agFUOWGN946TtyLPjgMU2ix46LrIhw4XFSyE1Ajdx1lt9+PMBNADe0GJjXSicLwioOzbPVhup7\niIFl2yNs5N3jjuX8xJon/nDzPCpBK8DW8ZIzTYOZO+ruxnU+0R97aq+ByCAHlBPoPPH5csVOlq/3\nE3K50a0jW6lE2/jjbz+TdyOfXwM/f3jP6DoqmSM993f3DD6xlgsPMXFaM8OlkiZHvniu25k/Xr5w\n5wzyO8vj68SkJ+wucX//nn/7b/51/uH//nvsZKVLC3p64FwahRuNHT//+rf42U++4vPvPUGF7D1X\nFJuRXLRhiI0HLTF5x0teGIzFv1yw7oFfh0gRlbRaTJrx8oFy9Uy9ZzdavjklJIXHXjFKh/eRvrNQ\nHWcWusXg5BvwsdWVLRYuKdIfDDkqrq8vaAkflKeoyFAjP//6kTnB5cXzbtfz2/t7YoXzyysZiVSW\nfnckkvGt8Jt3A7+6XdimAV+gbZVe/ITb9kR3t2d+ibw77vHLBfyBlxQIq+Y9PdUkzrlDbCMxRrpe\n0NyF7EEoSzc13glFi4bWMpusmCZQayLvK+ca+ep+9+bIth1nDZ3SKHoWvXAUjeV2ZXAdUlSshRYF\nbhiJsTLXSq8HrLLUIpmFoe7XP1Mf/twKlzaCmjyijrSWsSYRyZASJXi8VLgOJI05bagWqdlDNkQ0\n5+JxztDX4e1mdSnoFEkmUqXFVU/xlUX3HN2Ez4VRlrfAcCn4HDjuDyAtIaW3ELFI5KaQTqOsoSmJ\nEpHBWkKtZCJKwVY3jITaGqkmdGu01hCiEWImVovpVtblRHcoxAu0S8d6jYSyUlNAuiPzlpHphaEG\nXPshrFsdftzIObJ3Dp0Vqg805em7nk/Rc/Egm8S7HcPrjLKK7/OCTBXZPbJXC0InLjeBl4qSN3LZ\nOM/Q7TLvHyS2VUon0NuCcwd+9enCh3HkUgI+Kqx+45Y9hcpP70eeXzd2o0OnwkvTrMuMHDvUOLCk\nQIoZaSuqNKzSTJ3hdnrGuJ4SAm4YCdvIsEbGsefSVprzqL5HZIvF0ISmipkuBLTck2ykF5pOaKxw\nuBowdWGcRr47rXSq0U6NLVaOu41jNyAlHHNm6zqezhtNee6MQkpHiZleaEKQOCFo24WBRrAwdpCW\nCykKtPMc+oHQHljzhu40hZUfbXfM1xsoSWoSdj2RK08pc0fjFFdS61DxQtfBhkBZgQoBHQ2rADMo\nplDpNdzixrk2HuSOuHp6a5BdIDmBXz0DGuUmzq8bqhcg37YH1+tb2/bTVfOb7yVGzrSyA+EhJ4zt\n8Smj+p4cZ3LWlHTF1gfWdeNhcFgSMZ55uSSO0wcWn7l2mocKmcZ226huZN5WeglWNLAV5z3rAnnV\ndPv3fHO+YboGCXp6kghoufI5veBu73jnHb9sz5SnJ37+0685WkXXb9xpy+3iMDGhmuS+Kf5wEzzl\nQL41PIbdlz/iXX3PLVxQ4wd+8njH99/8EToNvBOGFA0lHHiumcOd5q/91b/B3/+//z66jgyuUjpN\nySvDnGFSfIk3arTo3ciX1xv60NOvDZkU6rgnbivV9kxhY5ICM9xxuSyoqSJl4ikm3svGtnlmOlrq\nkcOBTy9feLx/wFfJwd3jS+TZz/jvrzzuf0wrlUkZNq0YsmDQltQCqlkmbXjYa+brithPvLNHghwQ\nyqGjIKXENHaUahjsZ8450S8ghsBp2/gUej5tiZwUc0wcBsdeK579ys0HfDC8ExbbNbTx7MbKsmpK\ncTjdWAu8LBs7B71MuBbIWbLogv54oEWQORG6iLaBftjh1kxYVgSWySewEmkHyvrKQd1Rr4FWE3da\n4lvP7DJKOaooyHFAUTnUv6A5rqoiTu+JRA7dRPaB2jQtZI5jx2tMxCXRxBWxt1xzRNTIqC3ZC5LR\ntNZjckchIEwHakQ2TQuNTUtaLfRlpThNa4acKqIFdNYoK/DxrSZFKUeuAWmgb5ZBShoJbR2y6bfA\nZM6gBFlCZww5JbTWyGyp8UoOkXmLhLZBXNm2hdw0Win0euP5ecUqhz83hOqJ65W+VZzqWTZD6xVu\nDy4pJBv3hw/kPFNMxa8av1V8mLnKwHzx/NbjA2E9wbtH1nDD+ohRib4LvHzJ3Ab48fs7vnl9JTeH\ndBu7ZPjQTVgpwCsWX1Ft5EtN5AYvy3dc8uGNOqx64rrSp8RVnBG58G4yPL1qugq4ShMJs+0YjCER\n2VImi4DOHSGu2G4kzBa5dXir8Fw57iZCKSxBYdQDy+3NFdqPmVIMTj2QRXnL2NkdRSVWn3BFcg1g\nrWBKgV0/gNbcxIY8CJovaBylFl6HxrqdKUqyB2wZQGTmTmC2FVUcocEcPdNx5HzbCM5ybAPCSFAF\n1RpKzLhOcDo/syjPJhT7WBmGSlGS7CGJzI8eK7Ea6uwQ1SJrJMwFpRpVDKTFczw6pN3z3fkVrxV7\nKoPseJSGOVyY7NsxlaiQuWC1JudMbAU6h0Jwd2x80G8dcmsUDA+S000Qo2YYA8FnlDtw9o2H3cDz\n9zN39wqdK6UtvKQV6XqyLVAyNjSEtcw64ONGW2/cmqKzI1ooxHKjFAWOtxzZpfDju4GrGbndblxe\nnpERmrNEr9hkxGWJL2eq7wnuE4Q7GvBxMAS/siQNaqOVRMia81YYushwn/B/JNlKoj3/gt8ZMy/r\nniZeMPuO7cuVUWp+vd74LBKm2xGFwWFJi6RJh02G/bTj8mlB2IbbGtnu8cx0a0YaidxHZN9z2QqH\nEphz4+wXPtoHRAVPR1aBq5u4XhvToEneMdkdRnu+iZ7Bavya6DrFmCx1GPDKUY1ARnh6XrAHxXF/\nRyLy/fXGYAvaC0TJfHw/YK3j9XZinCyvv8jUztHLRGd7Jj2x+sThThDLRE4bJRf+ta9/wncvr6yi\nkLXm3dghv7uhO0noK9+/FFos5ENE2R5TKw+PEl8tQRTuheN6esGaHa1Ksi3UHBiMIYoVWmRSPU8d\n2OWGfq8Jt4074RjMQFVfU8rG1Ck6A3Mo9LuJOTfiOSGMIKsF10tanVhqQOnEMAR2NhOSpN/dsSVP\ndN2fqQ9/boXL2R6pOkxbETJjdI8LhVkOjGLG5I7VN8S053p5Yqsr1YKrEttZShM4OfC8rgx9w2Vo\nwqBlo1VBERJQ4N7yVoPL5GZxAhSG1DQ1NbRWbGtCG4kUI7Vdqbqj5IjICVSh6yZc7diSRyjQWqJE\nDxlMq9xKoVGQbWaoFRETN6UZiiZ+9y1rEKje8XJ5pnMNnzyxeWTRSK1wnaFi8SngW0Q1CWEDBeQL\na+n5dLtiu7d2j6MbWJYNHRWXsFCdoXcGIwQegdESFTeury/8lrVkJxD2Hd+VL2StWXxDlcygNVuq\nlLQSGOhzj8gvmN4xXy9gO+iuVDdhBs/TCZ4vJ473e8ayxzBzWa5M0pEm+LRdmFRllCPP+URnjqyi\ncAsb07Kx70dEVznPhiwz2W9oZXDKELJi82BM5dWuHHqBuCS6DkpR3O12fLkU9q5DJKB6bnpFyYmY\nVvTwZuEe4hVvNLabsPFtW1e5IzVe2KuBZjOWgO8i+hbJ88JDvyO4ntdrYb8fWa9PiNo4Ok3a1A+L\nJsnOK8QI2jR8fkZvO0R2hNwYjGMNN9r0Smk7mBu9daAWtjFzOV+YDj1OKfqU6UY43wJmbLS1keOG\n0IIqJYMVtJYJCq7RsxeOr/ZXjuuAfHBssWM+fWZS75HCo2RHahZtV8J6wtSJme/ZHQ98WSRD2Qhm\nxPcFc5EoGj5ZnmXB6oTxN2oz3O8c1wQybEzHe9rLK6KLFB/YzDuaPBE2w7qeOK0CbyY61bjPjrCd\nMc5jrOPYfWDzgt3YeDSRL2XB1yPqNlP0jndmz3fXM1FVVv+JzhxouvHPD5HnJROrgSKRzZDmzJO/\nUo1jWTK2RM7PC/eHj5ixQ8aVkHrmIFhapfVHmpyJNSPyW8VaUQpz79hmTykDZZk5NE8tFtc1Hk1P\n3wtqCNxVw9wict4oxmKFxTpgXcnqyFMsfN16dlOlJ7JzgltshJeNutc81yvTneRlg1u+oezIYTTk\nc8ZLyNoSFkt/KWjpmK+N3jmWywtF/xgfN4qP9G6Pr54sCqJVxt0dIT3x1XDi3DnaYrhujb92f+SX\n85loNTE30rLx3TkiJsNaE2UrmDRyP6xUsdLd9ZSrR9gdQt0wMuNsps1vhO7UVlQcmO6O5Gth30vU\n2KFEByEjpaO6nrj2ePEFPUdGrwk6s7aG0obzVdCKhD4jOxhKx8tWOBwbS4pMveR1/bNSXH+OhWva\nK1KI2NaRuGLUnlYdmsSpwCYqaRQsNVGyRqaVWguvtjKqA5N7+7Mf+x2tbCSZCclglWaJBVlvoHti\nGWhSIXCYOhMQ2G7PYAUSSZWFrlXiGsEapDNIU2komhJIqWgiIpVgNBOlgUEjleW6rLRWEBlyzgQi\niQWJxwDb9cpy1eRb5cvrCzE1BANn0ai1MhmDVIoUNkp+43tJtUeJiE+RTfV8XgMdA8OhIoXHaUup\niZB6/ujplff3Fit6lhah9QxjZm6Nu8NE841/uqx0PTz/8nvuj+/RrWfXwebP7JTBi4bSPdOyYLxg\nGB7IUhC7yLLOfHX3gH9dsUfDkjvS3co1RIY68jBaPjjNzTW2rdCiRo2WpVMMtaPNZzplkZ1B5Q0t\nC95nIoUlF6zZ8WV95f2uo6sZO1lECfQhM5ies0koCf00ENuG6iLNPaJ1xN0aXevJraDVkSVuCJVR\nU8+dsbyUjLvfcfWB2CKdcYgMaqlsqSHEET3d6OyB00VSr+B2I7DSqmQnBkRrbD7TtzsCC8s+IoTn\n8qLppwO4whpmjm7HertyZ6F0juua6bTitXnmZWVnMsNuT86RKBvOOcJ8Y5GOMFdcZ1lCxHaZ4AXh\nlBgcrCWhlSbpxncL9F1h8QElDV99fOD5+g3T8PGtpsdCO2eaFBSXGXd3pEvElsbZJ1bdKEnijUDl\nSikgc0FayQlHLzriHBBWkpLicvueYa9ZU6E3ha18xtwyTw8PPK0LQhl6MSMxPC9n+sm+kXKlpNSV\nOUtuL5XXlyv6+AbmTDXQjEd+vMfryMcfaeR3iZA2/vL+J1ymZ3yVfH+58Pt//E95DL/B8d2OcYYh\nzWx2x75/4Jy/5cXPfDzcYZVklAKuF1LccIN9OwfPN/QefHMUIttWcclxQtL0wIPqKUmTjhF1W3l+\nXansIHjUKFl7j7nMvGZNJ49Uacnte3rRMU6Omjb0qAltJssO7Trm0wXRHN+IzFdTQKmOLWr8pWJG\nS5QJWQundsVI9VaSKwqbnNjERAjPrMHy8d2RZQkk5bEGNBl/+4Zd/0iTFR0S4zQycEMoRXIjz9eV\nf+He8qsaCTsNWrFuAkyHDjNZJWowKKHJpmNyT6gsmbrMpXj6DwPr8xd24kCvK7Pq6cURUTKy77Fe\noERPdY6k3n6jD+aBYD9xMStys7RWKH5lzODvNbOCqZdYGdmJHS571PiKcY1998/I4xJC/NfAvwd8\nbq39Sz/M7oD/Afgp8Avgb7XWLj+89neA/5g3o95/2lr7hz/M/zrw3wId8Luttf/sz/ziYlBOkMoK\n0lFbQ0mLURuiKU45cQ0ztp3IYiaJihIjoTk6k8leE6sgcGbQO1yViCjxJTHtRmYaVUj2taKE4Wnb\nGGuiN3eYLHD5rXy1REnFQ610QmK1JQsQJtBUxco30OL/yz2TVSCkIqWEUm9mj0Ql+oQKkFcItWJv\nkuWz4naBTkvsXUc+raxSYPIO6zqKv3ENlWwdymz4sLJub3gCRGY5B1oe+CKv/PTjA+l1puOAr1fO\nZw9aUfuR2zXQTRIjJ0a9sWrxtnUZA00WjNrzcP8jUBX0M4Y9yU0Ipwnf3qhacssaoQ11uZG8oR8t\n43jgvHRUEXiXOxYRcXmP1BJdKyUm3E7jciDGisiV1hrLvHJNij70dDViO4uaBlbj2LzkJV4oruN8\nW+nu3nNKJ4yUHGsml8roFKIu3Oue477x+rJhugNOghAX4iKZi367ulae3CmsPSDWzCBWtsUTnMWH\nioh3mPyJcdgz+0p1jd00sl435sM7Xp+/507vaALcFmnaYF3CAk+viSg02kZkK3QxsbSEpCcsArvb\nMcoLp/RC7SxtE3R+pJTKicwOjXE9SjeWWfKjsaelyK2TxNJ45yvBCk4iofOEmiuqGFxfiOEF03Vo\n2yO40TEgU0TqHTUXvnxO7I7v+Bwauhn6TxeUHlnrQnON7bRhYyWOK0pbhiRIsfKSNpw00CSTcFgM\n75xBjIJQLRbJ56fKO6upayALy7Ws7HCsqfHNy8p77RD5Sg6VojpO2XGLiskWwpreyqbNHi0mcoPz\na6SNlXh74vhwz/VXCZ0T5frKV+8cv/8c+a3HgZseudQFa3Zc1gCnJ0gLc7zD2IH+cKKfOpAOvwXu\nphVDIaWAqJpeRu7vBr68aoZ2oJXCTlXyySJNopmEKBYxdqQcKSpTl4puI3ErNF1I7cyxP9Kugba3\n9E1xLitKKnRYeN9NtHxD60opI9erxKeC0Dd2Y+XaLtQ8kUJPbIXrFsBZlmiYVENJRRaaL6kiusLI\nyOXlxtRL9Owo4o1OLskc9proC8lbRMlc8o3jwwG9vpKCR0tAZw59j6uGoyzUfc/nOLOcT/xo2PEp\nVu7GQtUSD2Txa7ZsYXZsybIbFK4eEOfEnq8I640gLJ22NJtxbkddRvQuo9VIiJUuKXQTpJTZykQW\nkX7QNDWgmkWJDTtF3tsDqXmkDkQlET2sbqXpxpbSP5twAf8N8F8Cf/dPzP428I9aa/+FEOI/B/4O\n8LeFEH8F+FvAXwZ+DPwjIcTvtNYa8F8B/0lr7R8LIX5XCPHvtNb+5z/1wGwCaxHlnlYqKI3qK36F\nahR9a1x9QQswLXNhoyuazghyuSNUzaQkSj3g6xtuXqvI5AYW/3aF1GSjM4W8bXRmQgmL1QonCyTP\nuoKs0FlJEpK5BTrR3txn8o1oi3ZIFFIYBO4HJ6GgtYpRFiELKUZSnCkt0pTE+IHXP/ie1+Wtb+/l\ntHK6BJRpjC5xu2WaajTbqEJhSGxFchMaX9VbDY0uCAPrnLifDlxenjn2R17yyi1FYtez6zvWvDEe\n7il+4eGoOGWJGRqX60p1Al8OWF/ZmZ7Vn/BNIduK6gc+v6zkVlluCwz3XEtAHAy300p+/cLP3/+U\nX80bH7/q+aOXFdUCxzqhDhIlVzKFJS+8vnq2AIdhQuRKidub5bmvbDfLUKAPmRgNT9vCwXScr4GB\nirsJXKfZEuw7w8muPK+N4bCj8yt37OicYo6C427H2Td2suM37hWX+YSaDUIXmlhpMnKZVw77Pf3N\nk0Ki5UjvJKPWLMMF3TQtwbErKGZerONusFy9p2wep+5YiuJiO7S90Q2JORSu3tPdWfyLZeoGRLqw\nXD/Txh0pjVAqQidK7Ql14zlkOqGQZC7WIYzjl8tCbxTmvNK7nqoVWSyILBB1phnDaCo6F6QeiAVi\nK3wcRkYkxow4CXupybansbKTBtk6slLca0dpgZgru52jhUTKjpQ27O4d7rzxM9eRR0U+N6TQ+FTZ\nDQ2XE7KMxJj47d/4mnjzFC6crmdgZN4EY9ehRONWCiIrhBu5nVdqN9KyxPtA0wIhJTXcUGNhJ3v8\nc+T72wvCKbq4cX594sNB8fqy59ANdPlbpIEtCpJ6gw7KznJ5FWxzBHvhXj+xr4liPpKR/KWvH1Ha\nUlrjNGeO+wOnObIJwUFazmUhiUjOgsNe0ETGGoWpcGUjdZbSrmRp8BdPVY55mTneW86nBVX1GxKp\nwLuqwVWG/R1hi8R8QORIjZ6mC6oI+k5hreVeHehPkXRbeHxwaCr6AOdwIUqHlY33qiMNjW2dKduM\n0Ipv/QVbQdjCeXUMGD7/8Yx1gt70yJSQRSDPFSEt62XlbjcS4syyZXr9dgX3k+HIu/sdv2+eSKLR\nx4o8KIQwYDyje8e4RK6mMHZAK1zbwnvZM68NYxsdikkNGDNiSsT0C632vLeaWd5YXcHJjjhVUmzo\nNDKHxK431GSxB01vM4vf+Hi4h/JMUZ6ziEirOW1PTPvpn024Wmv/mxDip/+f8X8I/Js/PP/vgP/1\nBzH7D4D/vrWWgV8IIf4A+FeEEL8Edq21f/zDZ/4u8B8Bf6pwGSQtSbSOhAqiUxRWVLT4raJl4Kv9\nAx7H6O6ZwhPzdn2rbWmStPSYrsOSCL3l1QcOVhCqI4lCJwOt9CwNqo50MtKNHVoKtJAEJLJZZIx4\nKlIVrJHUmMAKWg70xmGbpgmJkiM1G0SuKKNIOVBr5bJGTvMF00AVWLbCdgpsDQSB67VgidyNDr96\njqYhjKCKyho9Q86Epqid4/S6Mg+Gn9Kxyy+s9Iy9ZS1XotV88itK7Oms5XT5zM92jg3Lc5jZlYrP\nmbTcMGqPDILR7MjtxCgMtgmCNRwAFzviGlCrRO0cutPIeGWeb4TS0wmJ7AZu371yv4cH8UjsTzzK\nPVuWKFXfkCkG9Kti4W1lppMiyoLrHCJpdBFoo1nbt4zuHVuqdEPjsm74Jhldz30veFkuXORbHszJ\nwv2Y0UpRpeLiM86NjF0ixBuHQZLXlXq7o+863MdG8a+cxT26CBIWJR2PuiB1R1k9q1wQHNjFPZ/F\n9+ih8LAbac+N94yIKHFVsk2G07oSDUxC04Ihu4zWmt0wUp4FD27gkt+yS2VztHXFtAVRD3QHwWXz\ntBR4vxtQXnGpHdpvfJEndtLgXEGVhOk0z8mzzhuTO6BV4sU3EBFpFLKXmFJofmVZJnYfIr0+Qpyp\n6sjt8onp6FAtIpsmx0iYOnbLgWwG5K1w6AUtCPr7O5bXlXUTZLMwdSCQRDUyakmulhwtdmzc79+I\nxP3xwHvnGLqRp08zIVleLt8xOMFZaOTV4XaZVAx3wbLEKzdV6Q6Jqj2uO/L0cuW6fuLDu4/EsJF0\n5nRb2ZaZXzZFCU8E9cxf+e2PfPvpxFQzfg14NqrcU6znJReGGvl1mHn8YnnNV/7F33zkq4+ar47v\n+HQ60R8km/IYNWOipww9l+88VVbkcOM1dMjm+Xp4wESB7yo2Ji51QN4uyOHAnAPBNpx3mGpYxUaZ\nr9zZA0sOGK9wMvH13ZFbfEVWy2mTiHqik0d++esrDw8WLQXZKrIZ6OvATSr254Wfj3e8bIHoGy+x\n8Xx+4vGoWULE9KCERjlYQsKnmdje0ZxkEHDaVu7kAWUF+VbprMQO73i9zmAn3u0XbrdEGyz38crp\ntvFjO3CVEEwl0Vj9RteN7GzjWiNuNbSj43m58XNdmVfI9wbnR6Ys2KoghDOP3cBMZsqVmk8cZY/T\nhuoKr1/SD838INXIrK4I6yAEutqoB8uZFw5ygyEhasblQmce3qIYzP//hetPebxvrX0GaK19EkK8\n/2H+NfB//In3ffvDLAPf/In5Nz/M/9SHEAKtBBKF6hxEg3IeYmBSb/joRqUrHr9uzKnDSMOoBJSE\nPEqiSqjeoWvDdg3RNC1tm2AeUAAAIABJREFUDEJghaNoAVVQiybbhjIShyDHxOBGcmho66haogeo\nYkFaCC1gjKDJTGkRK3pyTRShQWpU1UQ/E7YbYbnhQiXXmaADr6IQwkooAvSAERsyF2hgO8NcPGtn\nSSVh+gNh9qA96Zb5jUFxTqC051x2JCHZaUuWki1JmjOwnQkpc3888N11QaUj4/6G7npW7emMZluv\nvD+OpCj4kbJIaaEVJiNYl4wcDE9nj9dXQpIsWTEoTVSSyTzy5cu33B0Eddfzs53j07cvTI+GoXpE\nerO3FwtK7ciTRs7x/6HuTXptbdP7rt/dP93q9t7nnLept95yxXGVrTKJbeFIlhBW5AlfASRAiBF8\nCIaBERIT5kgwAAkJJuQDMAIZASIWqYrtqnq7c87ee7VPd/cMVgUFCVdQEinmktbkWo/WPbv+z7ru\nf0MjDM/LCdcbzjeB8bAZ4NbObOye1QteLy+I3QFjKiGNIAUvDfgsMFLz0AvOZw+mMo2BbeswSHoB\nS56Rm4y/Rp62XyJzZVwL4+srXXugy4a0FLp+z7xeELGj2pXaerb6wG1cKFLxoN7gT4Esr4x+cxej\nbzJDMMxe0zeaBzIHEl9bhSyBWCRNrSR9IYuebZeZSyCLQE2Bi8mYzYq9JD7vBb+MCmECxWbiNaCV\nwyZHoyTXJYAy1CXQCYPr3/GyBPbNgAkFSmZdV7K+r25F16HMyOcPO7ai8poUH8ZX3u5aor/LQ4qL\nRLFwvniqMxyk5H1fuOTMpzvBuky8dIK2TSipyGtDv2/QYkFtNWOQuNWRcmRdAk+bBtELXP+GH715\n4G9+b+Yf/vwrfvotfPQNc/R8vs38re91TF5jnKF/+JuU00xWz8xLw2H/CfVy5qV6vj29p5eGPM88\np0JpBtraMU8znz6+Y7k6vv4u0m+2/PK0UIqBAiHMtKajrQqvGjASEyOta9CrpvqRXkCuiiVXdBpo\nxUyvX/lkd8XPlUl1TDVzMI+EEU42gK9MwRDqws4dyD7waCw+6buNXElsm3tkiC8eTUMhMy2BiRNL\n0ny8zgyNwFnNcYrUzZbv5hm7PcNocDnzixxoXcsaXlnXnmQhm0pOhllq5LoiiqKJiSISY3IYqRhU\nQahXoqjc5h6fDc/ihXdmj/SVx64jS4PrOjZ95hIbZrdwe/H0m45kJnbqHqlTLKxS0cgO1w90SK6y\nIXWZVD3DxjF7idgI2tAjoqM0BVETTjg6rVFOorPE7XuuU4U6sbcSs6985RU4jc2R5Au2ePbDFqkm\ndMik7YpsEsE37Kynq5GSJ+Zgfy0A/YsiZ9R/Qb/zf5fQilLBKoFRBqVabj4yNJYYLV3wZK1YU4uy\nmUc7kKpEi0IxLdY2dDVjsiC2ipIjBMfQJkgrKQvWkhDVUrSlRWJMS9UNRrRoYahVYHGsdQEkEgc5\n/urCX2GVppSCLxGBRAoLWXBbTozjiCkVHSHVSpoltRR4PcFlxqQZsMSUielO9U66YawS4sIaFtLq\nWH1m31Va80AWZ5Raqc2Wy7rQYKCshDixT3tGmej6luP5hmGlGEn3OPO2O/D+44oJE0Js2GwVS73g\nlaTtNV1qWG83Vg0lW46T58U7bFvJfsYHAUoQkiJfXnmwDY97x7xmvv54ZU2O9FKQxoAJd3W/mtF+\n4S/XQOoUDYpm3XO8nmk2LZ2VFJdJqXCaVjZdQ+63vF5XHk2hUYIpBtplR9QO5wXf+UhpWppWo2ZJ\nAxgtefEj7cZAWtHGsvoTVEdVmY15w+ko6F1kMzS8jxOtMmhnWOVESQ0Xv9BvHUJkkm9BrpRQwa60\nncUVMMYQTjOqVSTg+fYe98n3mU6vKCcRSoIWqBUWq1kuBn3zHN5tqGdPUVvG/B6XFRSJEprrS0Ca\nBm8TKju6OHBUV0KceasUp/WKcZa27/g4Ligt0CJgkYQlIYRhNWcOekezLNwyJAUPqseMkiwGzvGG\n5T7AXYXSKazObMdCb/dcbyeyamhEZFss2hmOeWHJM3oS6GBpesVin+nclo1p0eZAXBU1zcjDHtF2\n/PaPO/r+C/7R89fIMPFv/NFv88c/aglLx//x57+8a556hdq2fPUXR3bpK/7On/yE//Z/LDzfzuy3\nHWkNlG3DfBnJzyNvh45eVT7OI6sS2H0mvGaaZaAkhxscLAGTEmuJjNLwRhU2jx1d36BywpfEGiol\nFnIYqVagJAxmoNqF2y3wxWCRiydqQY0St1Qsnl3nuMwRI9Od4u0yXoT7i961xbSacxw5WEtcTzQH\nyzlLLnOlEvngM3bVqAqkSDWJ00WilxWsIiwTzA72O56vhXy58b3PWs7TByZd6XGUKXH0kSctcXJl\nVY4x9cRaUAZivrDRPaIZSD4hheHb9yN60/CDz7ZYWcjdnpgEuXnldj1xaHakOCGlRIhPOBcQraQ0\nAWcKTdT01fH1KDGmUG3LfM2ozYoKG7SsMEnatiHKjJSJrTOk9ZnD5h0Fgcwj3WPH4bmyrJWUEoPR\nuCLJPqAGg7UgS+U6RpwuZGWYaZjmCKkFrn8lPvyzAtcHIcS7WusHIcQnwMdf9b8Bvvgnnvver3p/\nVf+vrP/iP//7CBRGS/72H/w2f/C3fg+ALASZijYt3ge6dsccIk2rWBaBlgZZJSIIhLFkpdFKoKO6\nm96qhmIrpQb8YnBaoqwg+ETwEVTEmIaYC6ZXkPKd2CErogpUhWwFWiliTiAtBoGWlpILMc5YC5mA\nlorFL5R1gWpJM3ShJS0zfvLUsJCyxvRQpsD1+kx0BsrAtRbeCM+gChHLuVkpq2aQjnWd2CvJlAKv\nsqJMg9YC7SE7y9uHL7n4j/RW0s8dy3qjKmiVo+9WXp9HVNtiXc/tckI7xVQS56nw2XbLT99/pKDR\n0qJLQecJaoPVDmcbShWcrzeuCLrtAXeBlFaKVsjkuaXMZ+0eSmUXK89Z8RombjlA43hZbhRrENng\nsiE5OB9fCKplqpKnkOmSICNQakWkSKsEpgrqAqlEhn1PritjEphmR04BL/c0A2RfWZaJbmvJYmX7\nYDGA0hNPrcEC3i8sfkZ2d9ePNSaapuO4ejb9QAmJgxRsfOBVZi7qRj90jGKh7/bc1pmnacapgDGS\n18uVVreErPC3xF60lH0hjJ7SeublRKkdK5VgLpy9wTtNiCs7V9CdJNWZ7RpJxnAWd8r3cqt0ppKV\nYRgKJmriEn8leobOOnTuKX6hxoToYM6VKedfRaY3TOOJp3dv0ApIkSknPteaVVxohspSVmJORFmJ\nSVPcltnfeHi74TZOfF++4Sg2pNDiU6EpI1MWbA9v+XAeMW81v/+jH7PjZ/zdv/27bDaKx2bD7p1i\nef/K7//kifP1xo9+8ilSa7h69uoHfO/Q8yd/9CW/+MsN/9rvfcq3H77mw3UhLVueH2ferxUj4eW7\nD0ipCcvCQTUkPMEU7FjogFYLgtZ0bqDdmntMR6+JF8V1TJzHSNc0xNpwGa9YYVi1wQvDLZ+IqWWK\nINcrW5vZGoH3sJbEqU2YJJjSis6RvHi+97hjlXC8arzURDVx6C2JzGkqTMvIvmsR0SOM4XibKI3j\noO8v3MJqlNvTiJW4XhFzpsSIM4ZvLmcG17KZFIsaaTBUofhwXhgeDGs+YauldQZRNLY+EJLCTR5h\nEmOdeLd/x9nPXJ8jyTpkH9k0O7ptzyJupPgdiEInDX2T0LoFveVlfUHVTL+B85p51/QIUTkmePhe\nJn0lUZuFGDu6vaGSSFkgq2DNnr5tCfmK1gFjHN+8nvlkc+CsCmm68jK/sNn2d+ecLKgyIsYzm84y\nEUjvV45fRxASY8+/FoD+vwKX+NXnH9d/D/y7wH8C/DvAf/dP9P9LIcR/yn0V+JvA/1RrrUKIixDi\nD4H/Gfi3gf/s1x34b/37/zpVODbZojpNmW+0eoOMgd4aTj6hbIW48NjtmFJis7GUmGg6h6wGXS0p\nFVJaaLRhBvw60bo747Ct0AjLvN59AecpQ/XoItFZIdVALhXIVCGxwqJEoAoodUbrjgjErKlppRaJ\nRrOmhGsV8+tHjMk8jzO9npE3ye2Uuc2ZNVcOZELSvAjJFoPdfs4tvKedL/zksON1GVmMoBEDB7Ww\n9i0pgkGwThFbZoJ45MEG/kLeaJKmP3WE+hfsh9+ApDiLZ255ROg3yOVMqRsety3jUnFSsbNbvkk3\nsshca2K+rGi3pSmBMCdSFxBDQ5orMnvO1XKwHafzxLFJfHpbaYLhoDPvth2pGoJaKdHyuryQtobm\npvgQExJBjjP7bgDtKaJhUzQX+YrtWvYLqBRpNg1LLYjJ0q6VtcLR7unVjFtmtrWjyRFRK6UmfPIU\nVxHZUhF4Vdi+tYSbpgroFDTGkeMFKTNyMBRxZ/A1feR6mdi5npgiu8YQskTryKws4yxo9i0PpfLz\nOPP42FPCGdVv0K1GRMOrX9GqxWSNXyU4gY+v/HBoef0wYdCIUCiblss8cWg3iJDZtffo9HJzUANn\ntSK0ZCdaXLiiGoNM0Op7gGqOkhArGyC7R0p4JnlN6CJi88jl/B2OwjJZun3icrqw3ygeN46NnVGy\nxc8tgwgoM1HVSmSLqZL+5qjVoxpQS2ArDNexYoeOMzckG3btnSk7acE+FMp0JGfPY3jLbx4sP/6D\nL5jSC8NWEG9XCC3DQ4Hq2LQV3V3pN5+Rfu/AeFmJ4szvvCt84XY8dI7f/MMfM10j43jBOcdf/uI9\nUh/4H/5Xz/kW6B0MaeJmu3t4qAt8KipjBJ0bwlLuq/9RMJ8DB2GIp6/ueXTeEZoG3UIrLe99R1pn\nWjI5LTwahdEVZfa8hleULrRYmlvBlhYzGJK60Q6WecysaF57hciJ23RjIzuWayCJwsYqXkaJTh3O\nLCgTIXnqqcGbhlw6mnJk0xa8qISm4BrH+tWIefOAkhlXW8ge0oWcNHMGO4G1jnOYOfuBQ1d5tJZ1\nDPR7w7mMxJR5XTZkq/kwnhmkpEk9cp55szf8Ij6j0oaH9YzuFespsT10LHZB2y1He0WaAVsjSUpK\nEjw2GuMTbruSrYZOIOVKnBasfEevxN0ZKEzsNoKmsaxL4gcbRxUbRPKY9sKj2SKEIM5XhFWIJeA2\nh7sWNmbUJ5XPfqBZq0M/eL773/85gEsI8V8Bfww8CiF+CfxHwH8M/DdCiH8P+AV3JiG11j8TQvzX\nwJ8BEfgPfsUoBPgP+X/S4f/+rzt3nmeaXhKUxGQNWhJJFAFGCdpGIKpmUQ0+FIzLJJnohh4lGyQG\nUcHIu81QpNDYjNSO6j3GryzZM+mVDOhYifPK7DIlBoRuEELhVIsSFU8i1ESUK0oUfKnomBGiIvNM\nFAapW0pILCkwTxOtaziNRwbVkNYbp+kjl3VkTYGhfcP1m2/J6oLPmskY1LzwxED/4JjGlW4YWKaF\n2/WIGxq8Sswp4qaF4Hr2bzueXxfGq+TN4O4K+TqzNwPj7ci6RBrlia6likhYDNXOuCIQPpG04qoE\na0wwLRjjqCXi55H80ND3kr6+5ToGnIqgHPPi+ZgSVUuMV7BVXKeI1gLxeuTNRrIxBz7enrmYwHgT\nOOtZsyHlQpsNMgTSKpBbR62JsGhIgpAhaXkXuRrN8JlCnwM9llBXLIXOWhZrOcbAgzY0uiOJLYMs\npHKllQOlETRE5rpiTUKbhkKLbh8Yg2cbYRYj7/YbrqcLfekpBdIaaV2HlImcNSuCtq1cLoFzmzk4\n0EvleYVUjxznJ3JecK7hLAp+0phtQtSEXxb+PFUaK1izIOuWOCfkvuO788i+61hTJsUZ4SR9UuQY\nicZQWZGugnaMp4lRg8yOvbO8JkVUlbxeaRmY1Y3dxlPKgnKFw9AQWKm1ITcZyUxeG0puqCg+hDNv\nmsKiFB9njdFgNAhbKLWiq8JtA+u68mn7wMfpSmkKVnuUcFgVuNQbW7fH6cRnneWP/9Uf8mZYSI3n\n0bzl9XhDyYAUC30/sNm2PD8/YzpD8DM/+c0vOb2/UuK3VBrUpz2pwm5oGB72nP/Be37je5+x3Rv8\nCX7+1Zb/TQWevtjzRfdjfvHxhXp8pV4N6+uM3g0sa+IYVh6t5bEfaITgq+efMYXMd1fP9nFPs5yp\nURJFC8Xf5wCKdZmhURglmOqM3lqaaWUIBaUNS8p3Q26RCMcBa/kVuGQeVEXKwGn0lMZRxhvGWSCz\nKktVLV3nWMaI3bZs2hkfoZSG2nW4RtzTo8eF5t0eKSy385VRnHDZssuFNweFd4kQIro4OtVSdWWa\nLnT5hug6/uJSGeyW5eJR68LVX/n+u4HjLWLKyGBhOvf3uKhaCM0TIs+odkbnxPBBId+2NAhKWNk/\nbomTovSG8ebZqI66v9EIT1gFk5QUZ7neRiiRT/YaLy0nL+llZWgct9sV0460e0VR97DJddWYfsCX\nBdM5RDtQ3crOQJYGPVS+//CWm7DAn/6zA1et9d/8K776k7/i+b8H/L3/l/6fAr/7TzvvH1ffOWoW\n+FpBJ6QyZFGJkyCxUlJEqvtf1M4plC5YcRfQNdZRiyGljFAgjSIvC7EIjJFkb8lNA+JEWyS3mFDG\nUasizws1LpRNISJoFKQakFWQEHfqsNZUqUnZ41TGmI4pBCz2zo7yGVML0/UFUQJStSzHlXQ9MtSE\nFIHleEOrCLTM841sjhgNO/nEz0+ZXdeTxlecfcTsXwhzJlZw1uF6KEJxPAlQb1mGheJPtDXS6xaq\n4yYSyUEwli+UIo6FrhG8n0diO+B2G/zzihcLsndMJJbaUHPl3fYJvSb6zvFenTl7h84CZUdc11Cn\nyiQM3QDmV+vZ6jLDINHt8CunkR3T5cpjl/n6nLkWQVMExvbM9YLqHFN4j49wyZIsGm660mhJvN3o\nnaJcBe9lpSaNyQmU4YKDtKBUxLkdJSskK8XeiTGyk0gp2JQ9qkuc/cjYWIxY+fFuw9Mx4PWGc4pQ\nE+3QEMeRKBUpKto2MImVkjSbWSJ7y1UKahjR0jCVeyy9GwO2RGbRMPQ98TwSTCCtmi1PLN2RB1N5\nucC8ZJLJWFdQZ4GUjo/rwi4HtkJDK+6Bg7aSUmSsCrVUmuKxfWUUJ0QtnMfMIhxzVBhR7mClFXMS\nzDWw3b5leT4x1sSyVHYHxb7N7FrLeYTVLGx7QyyFuCh0rnziGj6cZ45Zs5OC3UOlFMWkLZcyEe1d\nv1TWGR0ayhA4uB3Iyh/8RscPf/DEQz/izx7tNJtOMhvPmm40mxZQ+DUz2AdivTG0iu++/oYaLNbu\nuK1XyrzwsH1iCZ7edmz2b3g5nWnsDqkjf+f3Hkn/8ITuH9htH3lq3/GDzxeqsrR5x0KFUvnTn/0U\nE4/46LmNiulVsPrC50+PvF4+IkyLKJHVwKo8a1eYvUCIDYGVGBs+Xi98MTQobUiup1GS+XTFVkFK\nG6aauZTKE5mmCn55Hentliojt1D4rHukqQvFSqqsxFDYi8DToFmE5xcngVOSt7biUyaOieot11Zh\nSkKKK2sppJRomhnXavxkqb2gxIowDVZUhPGU1JBEw21aEdEQVWDoF5xxNGLldtWgK8fzR9g8MheB\no6PB87J4dl2Hu95AjjSiRXV76tpzsxMxBx6dYlwXjLXICNoLkrTc/JVGSnL16I3FU5nMAzYljDLI\npZBv0PYbKJU2t/gxc5CCYzni00LXaz4KR7NGvtdYmiaTOs1m+D5PNvBp8/9Td/hcFnQRCKuJMSCr\nouiEc46aKklXYvI4nah1RdMgpEFJQ6MNywpWO1JKVB/Z6Q4ZV8S6MBMwQSJzZY0z0vRM6xUnW4TI\nWNsyhZVlDVzFjX3XIKMCIMmIFYWSE0behX8R0FjwN+I8k0vGGsFxHWlMg/ILy/sj60tChkhZbySn\nuSTDFK4M7QaT7vTuOSW6rWTMZ/pO4PMFUy2bjcVfFnqhqGWPrJk0nuj3gmuY6G1PawTjAkYIvDAM\nreSpKqqYqIeWpBLpY2ZmAm7shx4xNozzTOMafNIcSiROJ+pw4LJMvDrLSUzsWk0jGhZfOWjF3AkC\nLa+q8kmrQRZq95bz9UyMEScLXVxJ8i5Uvk2BUBOTPGKrQwhFax+JaaTkBbXp4DoSg6Yb3pJ5hhho\nK2Q5Y7aO43jinXuEpuL0luQVtzgjnIKoGPo96XTl4bHn43gjm4GsCyYHGtvw4RLRuqV70OxeVxqr\n+HgSuL7nmic2b1uuC5hwN4NtekHIGUfgYeiZg2eaPZ098EwAVrSO5DWzR3HTYF1mmSNvui236YrA\nYFtNquluHL1meiydLpQe8HcJxsUV5jmgtKfTPW3bEgOQCzIKYpEIDQ+9Z16hDB1xuqHTPTyTDCEk\nTnS/GnCFx6o5rG+5TJ4gwDWOXYhMxrLNFWnPXK+endZsth2WhpIji1DIkrAykWOktAbMhlOIGDr+\n4MHxd3/vS/ath06SCig50LUtIt3YdgKiYTlFdm8lMQqs1Ty/3nj7OAAWWsuSZiYKl48njBSIJKnF\n0pgtHz5+zW99brlZhfSKtw89/8vPfkaVR07+Hkj60PSU7sjjl1+QiuR3fvRb/OKn/yepKBSOte+Y\nRMQvJ0TrSKJDG8HGwidvEslfMLIhTpXBdSQRedxanh536JIQFYIIJKk43zJezGy1po2QVOBFrGhV\nKXklSYEriuu8IAaBMAJ85Mv+ALW9s1ZVpNcCaT3BdAwxcUmeb6qmG1dUq1lzRBjL4gVDbXnVA+Hi\neStBypXAyBJnZEjQvGFZJJfFYUxmOp7Ytj1jCtTScWPFspCq4JfPR1ozoHrBOUas2PLhdMK0HZ+X\nRGNmxDoxdG85tB0f5ZVwG9HDhma1BGPxa0Kkic1mR0iVzvQYpZnrjcB97ihpEMIjNSTl8bMhxRsh\nZWLVCLVH6QOX8UQUmadeMOrIk9lyVlDawCw3vGv+OXVc/7IqrzOmiyg0UjaIJUOJhBIosiUQ0Mag\nosdnqLKgamVI7h79jSCEgEmZKGGJHhtXZhFRWnIpgVQ0vYqs/kpRBWsza2rAV3SVCFWo5sboE6Yo\nnNPksBCSJCsHRSKqpIbr/fK4dBQq2s0cLzewCzJqXn/6DX58QTaapnF472kCmPLCriau0rAUiVsz\n5lA4HzNG9MR1pt+s+LFjjCutCqSw4WRHdHrLhZEyeqqOSANm/4C8BVaROAw9HYVwvSK15RgulAxt\np5kuldL0XFaJE45DDYzR0wnNa/JsG/j6smJVxGTFo204X6807x6wK3xMmdfbhU83G7o4I9uWLzaF\n0/gtZtgjleL5XHC2I+WCPAfaOqLahlssmKxwKrH4TELR9h2izDAvFDuT64A1Papf+O460+qGyznS\ndYZRLrytBrXMd/mCbLmUwLb0yMsF0VumF4HqGqxecShurGjX0rqeD5cb3U3z2O85TZ6tDKxZYKvj\nehmxxiCMvEfZTI6UE8Lveck3kg7shp7zuoIpLNWwUy2EiSuRcL1T2buuMMmGYgxS3R0/RAno7LjW\nSK0SnyVcF7Ia0KeZbBRWdWQ/MesKzGixIZaWKhRNeqFDgKhs2g2vl4UWh9QL1haMMbyPMzOwtyuP\nRmO7lstyYhEDphc0Y6LdKVyYKW2HmnZcraYKjZkF0jSMMVNdYq8Hvju+0D8+oUri0/bAeCg87St/\n9Lvf4+3TO4L4C4LP5ORI65mugyAyVhrSdcQMFic1U72yJNB9zzffPvPZ53+Dy/SBnA0hPvDwG5br\n8cajG/Ahka1iKRGpG0znecjw5a7jpxT+9Lu/5JgbDvLATX3L4bBnlBNxLRyvBb0qnN1yns5oE1nG\nyOEBcur4bhz55NO3nNOZH/zgLet0IguJ71cup4zUle2gWNaJEATTNOM3CtFUapgxznD0E4fUcfUe\n2WkkmeIgL5VeRh62hmYobJ1l2Aq+Oy6c6ch2YFVn3m0dmzHz0S988PAgDX0pyEbyXVj4zPX0paCs\nZKmePC7gND9dJLv+7iBkY89DTtAK/O2Vxj5BmTBbxWmZkALeCct8mqnWYNsG1IKpno/RsC0Gn64U\nuRBeJnTziOkcaaykPqIrMBaCa2kGiZ9GBgSLNyxO3/kDaaHvLNgVYTZw8+hecvYLh51DF8lHX8AY\ndo2mLBfEWnFVMsWFnh3n7sKoK90tcqUwGIcMEdFWTHG/Fh9+vXf8v8wSPWvUpDwT00QWC0s8InUg\nlwvSjMzhSKFSK9gisCIieo8zlUxCa4lQGlsrulQWVUEZ/HxhIwOdDSw5IkVBu8JJRKpamOOFW7qy\npJW0FMpyIokrczqjUiXHTEqJ2zIykSg1E7NCqIznSPYzdb7SLBH/3Xe8fv1zalLIYonjC101yNUj\nnWLpBdVHGmmpruN4TTweDlSlKX3LKTuOJRHVBt1+SpaW18Xz4r+hUxVVN7R2h+0GlrHiuoXNIMlx\nJS4ziwwkKenRwMCHseKsRC8JtCGFG7cU0O2OqWTm3vHdraevkWOCD9eJZVr5dNgS18xzPDOozBfd\nDkrGDpp+2JL8QJM3+PWGmhPreKPpLbLukVtJfLxLBxKSoAolzZTWE4k0RWFdpmjBpheMy5EleuLS\n0JQDSgxY05KmFrEaRNOTlaM3W1oV6TsoLnNiZUVx3RhWAjautKIgiqNbFbJknlzPdZ6ZbcJsQKkW\nKTS2VIwVyF5TqsBnOJWFImdK8x5jZ/J4T9He6okHk3hqN+RbxXtBrpKdbljzhpAHxmUmCoUpDbE4\nVBYUP/HJrgMnWFRFdgPWzqxWg6k4q1GmAyt5DI5cPMJCihM0PSccS5LcYqQaQ5QXEopUHKdrIl/h\nYByNvTPsJn+hbluiyNAF6tPCZFYKhbgkTiGyaTTGFkYd+LNyoeqIbisv4szbQ0cZL4y3Be1G/uQP\nd/z+93v2bzckN/Hm8IbGaKq8MMXIhw/fIERFkFCuEPPIPN2QRZN8xV9GUvR8fH7PfA5M00zbWtq9\n4pvLN9AoPn79NeoyoteFWz6R5YAvLUVEfvNvfJ/OC9rzSJquxGvi9Tpz/Pkr709X1mXG2QRigbYi\ncoexA9ZvybXihoZobVvYAAAgAElEQVRGCnrh+OGnX/Lu8XMarahJ3ge5ipxeMrcp8f40M8mGdZYI\nEnJjCFbRigGhCkpKynRPDY81sRsa3hlDrwMPXcf5Cidpuaw3CGcexMrbuuV6y5wSjLNBWkdVkjeP\nhYPJfL7NzMuR5/lMzYmm27FMUERDc0nUY2I+zmACojUsU0Cohuv1Sq53SzJRA+W28s1r4CwTR1ae\nj9+i5sQ3cyZdBT7cWCToYFjmRJwTak00/khTJmot6Mc9D26gGsMGh/UetZ3ZPWXcMFMeLJOuBCTL\nFRajGdu36MaR1htTW1gEmG3L8+i5tZpoFLfkKTUQnafzLf5Y8EjWeCXOZ/zpTIyej/7Xswr/2gKX\nFAJVJBRFjvdIZ2kK03xCZE/2IEkIOaLcyChmcpVkX0F6lI0oW8kajFF0rSRZSAW6YUONsK6Ba8gk\nLRhjYBEDyQPVEpVhCpElw5IzJUzIstxNL2dPWhdK8OA98zySy8hteSGXBR8KEsPx5cb5eCLJTDKF\nnDRK7LnmhdIaau4w60Cjdlh5oX+8i+9uy0gRhVQrs4fdRlJq4HS98PH2C7Za0rU7qsuYYSLmxGmG\nIiuftk/k24zOC+saCK+F2wKXfKOmG4PpWaTl1GU+hDO/jIE1dny4Lpz9iCiVUYLetGwQqN0W1bSc\nG/guTAitKXHF5pVdzdS5cppWnrOjFs0FRcgGNziKXiF/YEWQnhXWFp5coRkEu2ZHd9V8ZgbelA6R\nIkpXarZ0RdKUiBeZ1GiSiGhxxrmEsIJ5vpGU4UMIfLdeucwQvWbfKkhnYpjY2ECshdsssFkjFSxr\nRatKa1ryHKkpMzWBV7WgdhsWY7jVyhoDLQotEgGF7Xq06nnod1itCSrhGkVeb2gNqA6xOtayZWIl\ndDcGEjVORH3hnGdytBg2zCKSokePN9qYyd6wTjMdkudTgGqpi+fVFISRNEEwNJWcBDoJcpRIOdI2\nBaveIrKlzBN6CryJLeF8Jq0L4ebJN48KmRQyh6L43LZkH5iNQEg4bFtUmQnTC24d+UwJuk5ScuRA\nwy/HmVXtGUTlB/uZn7xt+fJLxWVciXNmDZ6+26BypVEVWVdeP35LTZnHw5Z1mhlPE/MlU6JDLfd4\n9ho9vbG8fBx5eHhiWW787r/yO7yervjq+PDhgsmKr372nrRMxGVmJy2/87Bnt9lypPC6BqaiGF8n\nXl9PXL/5lnn+Jb1dIcwELziFkW2X6D850Lz5Aqkqs4aDecSXhfbQMC2K07QyVcFlzdz0lq9CpbYD\nt3TB50BcQB47uhNsZEE4R2Mr33/UfGYd++wQxfERyUtuCLTM68RfvB8pbgBr8UVxXlaUF0hZkMJj\noyaukXX2CJ1p/UAujptxXE3mw+2XhLLQTgvaVJKoPDrFLjVkGQhzRhbLm6FlJwpROZZ0N2f4anwh\nlsh0ObN9OPDtCnEs1OTBF2yJlDagHi0f5syCY64jm7LyUArbJVNNZqiWRSYOnz/QDI45GxSR3gVs\no2i7Dao/0LaP7K1k2H5Csu/I3vLkBGa93O/mk2LxGVEbYu0Yj3AKM5VIec28vi9MC8xLZfz2A/H1\n9Gvx4a/tqlCTkUITU4IiQFpqSjihKCVQikOKghIeoVuyAMSC6wRRGfq+hwjegJ8TRVQ6oMhESJ6o\nJFq3NFwRtNgsKX6hc4oiVyp3b0PVSKLIJDRhjWiV8HnFRk0jFGUNlFKYpyNVGPCCnDRhmjDVMK8j\nbW0IyzMqV55fZsQqoS/onQEfkXNCS8PtdMG4nrWsdEZDkUS5sMya5zUgLIihRy8TRlSMDggMSXWU\ntJJ15SUvlMawxMRSR5ZBsS0XOml4HxRip7gcR5zRzKlQmw3rrZC6ldYY5JzZZM8vToVGVz6vHWeZ\nKGPk+7YlpztjyIczm2FHNvKeSfS68MvsGZeK6QK5RKbFY7o3vA83ZGtZvWWwmhAjpxrppWZTGt6n\nEzcadFOYZ8OT6hhU4LtlZV5HunZA46giE+RKUyOuOEzryO2n5HCidzONtszXloe38/3i2iw0cqGa\nJ85rRy6J8yB53LSstyu9mDloQ6iC6XShywHvMkY2ZJ94+9jx/FxxWSAlpD5QcqYXguhXqgv4lGkx\nd+HmIDifPDpo1mywTtL4gsyV3CuO0wU9i/v6ZNgxrxdS0nS1wU/QDxbBjEiFJs4sWbOwQaoETUsi\nk2KmMT1TraCgq5LTMjPsW07iyrAqUiqUfUvvB5KMhHVioz9FpspGZKY50G8tqhF8dR6J0oJMfNKA\n61per3fBqI6JziQ+//LAj37rS8Y4st80TFPg6yUzTQ2fvqv0jaP4GSE3vF6PVHnje5+8ZbCW3b7n\n2w9HGtOw6XquY7wD0SeGz9+84/njkVtY+eSp52Hn0DT8+Z/9Iw4bRWMdfp05Xq+EKbN5gsMbw/Tz\nmVw1MU7shWXSUKeJ6gXdlz/EGMXt+sK6JDa2J15OeD9iqYT5hak8EOqGT370Q/7Bnx+JSZCyIzeZ\nxs3oqEjTTC8tw6CYQyTpjCqWuRkJyWCMJEaPsS3D1rA3Z6YAWhq+OV0xbc+bMZBU5dv1hhQNOgrW\nFElZ0orMexJt7GlEpKSej+vMxgreVcHFr5jcoZSmdi3rOmIHmH3GyIVcKkIFalJoKfDrSNQbPBn1\nuOGhq/RoproyvR5xviXvNeSRVCzHMPO019R0ReiW83zlqRvw14+IoWHfbVHNgCCh3x64rYZuG+jm\nithumLWmTB1Z3ENP98IhhMbLQnKG3u24LCvZFtY1I5TBTpBLIklBlpp0bTi+LDweFDxUTmOhXwWr\nDPzs8vGfgg9/TUvonhQMhQltDamsmCqQQrKUCS0mUmqQskPnmc5mNn2LchXXGBySIg1CVmKq5Jro\ngJwlIltivuJLoOfAZRxJZmJvBbUkvNX0rcHWiqXQND1IB0rDmin1QqWylkBbKvMSUQ7a0vN/Ufce\nO7YsaZbeZ9LlVhFxdOatzKyqbrAHDdaU4LNzyCEJgk00i5WV4qpzbqgtXJk2DuJOK8fZT+DYjg1f\nZv9a//rm7YnwXPHPj7inGRMdNcyYCKsLlNQg0yvZFfAD2UrMFtkQHI4j55ugihmZCo8/KJKQ6HeK\nrhVYHzCiQJHY9kSpG3VaSD7Q6YaYNl4bx8/PkrFviWJgkRp3/kb37oQqhunqqV7hRMVeBVfluFeW\nWwmINXHYf+CPz5WhF+xzw+Yu5KajRZKXgm8K0ic+D3dM5xvtwx8I60IzRkTJDJMieUmjK4285/m8\nMIhMS8LonolIM5/pTw8MuecaHa4ZWWNkW9/YP7cqWZbEscnsdoWbj9jagYmEvNLuOjrV4W4LQ9Mi\njeU1VqxsKHplSxJtV9qtRU4tZWdQTIwPA1WBqxnzecC/diR3pm86FBNWCY5oXvJCqxTX10JYMv1w\n4HqdGYc9k7py1Ir5PDPbkV1VZFOxnaamhT98GPj2Ehl0RuvKmiNTiURGpB5pxUSMGRU0n9Q9y+DZ\nGoekg9oSg6cbDtzCjVArO9sT8oXsI33r6GpP3QokzdhGLkpQ6d6gparg3MZu32Es5NxwuTn+03cn\nnLMkXli3RPOrVxKnyOoDbssc7z9QP76j6x64r2f+9ONfEIvhcJz5X//5CzE5vp7fxIIY2OWev5zP\nyNqyazVilOAFp9OJy+XGq1bYNuOmzN3xwDo5upNmdANff/oZXyN3hzv++Nc/kcLK8XSHEittuods\nsULx159fuY8GycjpIVDWjftdw2FsSNcrRRleiyS8RnZa8Z/fP7A/3BNEz7Q+YnY7LnNmzIlWGXbm\ngKszyRbO18jD3WcO+4DvRwpX0jKjWmirZpUtS5bkaaXbHSkO7ofILWhMdhgxkpVmq4Xi33GTGy/T\nV8bugeu4MC4Lm9acb9MbjqhWqoVRduAXfgJG0/LedpzdM8jtjcycrtQg+FY79sJj80QnWu5Ewd8m\nzDCyBUGfNkpVhBRJoWL3LaIqjk3ksv6ITgOmF/RlYNaVUm7I0jO5ld8fWu7EB2SayUqxmg2lNdZZ\n+pNFF8uyFazesQnNWCKiFaQyIe56Lk8B2yhWq2hsh3YXjFgJ6p6brAzNiRAXhB64uBeOpz3/+sML\nU5t5SJohS9ZqaeS/8XB8T7wNLMtPTA8gD4V73dBty9/Uh79b4SpVYIyCpDHKUqJDSYlUBh0sS5Fo\nGZFG40NPQwYb6PqBvTlC2ZGEpIqNE4LZL+RSUYMg3SJGduQU2MpEaTZ6K2g7hWg1umnQYsehb1AW\nUs4MpkOKgmg3BANURVsEsW4UWbEm4iePcIXw/EhZZrJbqMETRWCKEyVCKw1xUJg8wWAxW0NjPLEo\nHl8CpW9Z8oG8LTSfJSVqSvCELbA73OFKQduG1a+/EmtHelPZ8spcKumlJdcVXzMexdXB0A6IeUGu\nBWV6tpTQSRAO0LqItTvMZhnahh/cysEGtDVMYcXIkSZB03XMw8RR92QluN1uvNv1WHvj5RLZ7ESy\nD5Te4ZjZ9Ttui+I3dz3TsrKJlTVFhAt07Z7HSyBZSdNKzrdXkC1t1YiScN1EG3csubBvH2ir4+pf\n0UlizMi6rlR5o9OaVB+JpX2jyXpBZwW1dOR1gyrw9x2v28bnweDXwC3Cx0ERf4LVO1rTE6LGKw2p\nInWDpMHNGzVJjsPI4iuHhwM+PTFqw7pV6vGAyRsljzi1cV8FPgRcUYxqhHhDpsinu4Y6QWoML+kn\nSlCkIohtYXYOriuqtYS0UO2MMZaVjMoSkRTflkeGww6XLKMYOddHoCP1G89S0TqFiRmZe0Y0XhfE\na6Q/wrMNqCaQs+Rcn3jX75HlRpWZOVVufubZZz5//sin3/9XRn1E9pazS5yfNf/Td3f8599a3h/3\nxGKocmS6vkLy7E8Ne1H48SVxPFh2B0lvNM/zjfbuwC/nM5/uBv78pz/z+9//IymdWRfP8d0dP/6s\neb5MnLoCQvPttfBfHPz8HKjbM6kT/DRNXNP6dpD4+ZH6aeAWX9gh+d2p58/OkWtDyDNd955uGDh8\nfM84SvJkkeLA6+szrRnBNsQUWPXG9HhlfLfDVcdRbvzLf/ln/rfX/wMJbKHFBIUOiZIS+w4u3tCG\nymFfeYlgpUWsM90It2WmMQdKnnm8BqpuEfOVZdm4iErX9hQdeI/ACYkvmTlmutOJ4fnK0L2VGrdK\n8zzBwWSk7Jn1wr1INFlwaBsCC7WVuCBxYUUny92pIedKo9/zlB7ptcWoyjKtfD4cyXMi1oxtGvTk\nqQyoW8A2hhwUk7gx6ozWD6h8oSmVUgKj2NGtkbHtuSqNbjussG+Ypu4jNz/zcNwTpgm506S6Z3f6\nwG09c5D6zcut69uqRhno2sTreuXjocd6/ZYpWF7YH3qmp8+8TBlZrtTUwCKRSTCbC++6/0Hj8EIL\ntJRUNKVEjJQoERHaoLKmZkXOT3jnafqBw6DQneWh/Q6jjpCPVMUbf0pdUMqwrIUsE2qoMJ+5twlv\nYEEREKjjiNCaY7vD5J6+G6lCY2WkNRqRA1e3IKoiIVhrQkaHEYr5cUFOG8xgq8PnSqJQc2VZPCpK\nRtNyW1dq0Wxhh8kXmrHnyUmUkPhaCZNgkxesAL8tYN6WndmPvCbI10rbOoTItNbi4swlJRplEDlw\n6BfiNDC7hiQ2bJr52A4sEVYEtTaIvWL1Ho2nMXuu80RsKk4YqpcIlZHR0ovMlDRRvaLiTNUW066U\neWR/eI+OiXUbMOqVFPbUVlGWCkWwaxJjF9kckAK+GoRtqDFxjYGgNNlm0IFWa2SpvHtneVlWrj5j\nRWRODSl6RKlU3TI0EmSCrBE6onuLVjuu3qNF4Bos73vBGhZsZ9k2SfUFxoaXIGmS4TAmnteVj0OP\nbjtqLty8x+4N+Smxq5lFwaIiloaiA0lUntyVrpHUpbC/O3FbrjRJM6+Oonc895m7QbLw5lOmrlKS\nwa0Lt+ohCLLLlEbiNziURHGZqiTKVHxyEFusLtziyrFmdu0BFTqicug245Ml1x2CgvISWrDNW5n0\n47bwIBQ6Zw6Hgblk/FY5HS23S2HcO4bU4HuN95719oZ3Pzz8hoeH3/JxfwBteF1Wcqq8P3zgf/mX\nT3w+ZEwvUb5QncBJgRKapW58+PKO5+sjy8tCchLR7PjQH9jczPF+z8+PE3rY8/1fnqjNBWVh3x3A\nznT7Hd9/C9z1Hd8Lx1/+/cJ+KIQQ6K2n649MXyuXc0U2A19/eGa4a4EL//M/j6xnz7drgW5AdoE/\n/NN33H984BIjzn8lSUenB1yAb9lhVCXdCq5AXl+523dcXhP3d/9Ev/ueh9QxhV8IrkJN2E6xRUvX\nr8jF8RJ7jF4wUmC6jiQT3kqut5n7JkGoxJKY9Q6XDHubEdONsWgmW4k6UIWmpEiXJB8+DPzlfKWi\n+a3tuDtIks385TEg257OwWgDnRZ4LXmJBYnElEIrWoov6Jwo+RmpOqZ5xaiMkT05wrQ+QzwQO4Gs\nlUlk9rsOaSxfX2fefWmYqsZugiwFr1Hz6b7Dh0p7FxEni6mBLCxmGEk+46bKTlq0jLSnnlIELmWk\nDOwxCBOZr56Hu54tZEIX0XNh0B01FfZZY5WkNgNb6inSY48S92KwKuNIaDfT65G//o/qcQ39A7lG\ntH7bT5HKIORK8pWSNR0ruduj0gIknLK8b/Zoc6ATnxClIYtAqC29UggVEOOO2W2oqLFdxzVeSHuN\niXDXfWZvR4zd0TUtRg8oNdDkQjaFUB01KRrbE1OBGogFlihRcUJvHdvVEadX2C7kpWE6L7jnFdMF\nPu533M4zbS94CYGkoMb3+OtAkU/k+gyNRviCUXtGXUleEgW0rWSaMkksvD9ZnqYZ1TWUBCYXbDei\nc8a4gC8HWpXJZkH4jDF7YigIJJrCs3vioASqtmipcFulPewhPrOUSNvc4SLYlGn6nlQf2csBvwSG\nriH5lp0CasQdCi69cNkGNv0Ci6fMK+8eOnx6G12lKhC0VKEJIZNNQ3j7NhByQt8SWUAygpuThK1H\naMlZJkxX8FlwN+yZX2/UnUWYQvUGvzre9YrbCwytRd1WjjrwjCULyTsHY2NJaLTLWBNZrcf2DWZ1\nXGNlaN5upMF6Bp251cIWF6S0jLuOZZO46Cla4l2gbwbWriefHSUVdvd3GLsRtsCcA863yEZQU8Fq\nhcawrhun/Ttizej9iadlxfSWLRWavWBkYHIzrT3hAvgc6WgY1Vs/oRoiCYu0jmu40WuF8B46TZU7\npujolcQVh7o3NEWDX5go7E8fuJ4dH3cDu4PErIUfHmdyq4nVo7RlbHYY3YNqWbxEqB0fj57nl2+c\n/Jl3u08sbkYIwTB4bNMy/bzR9SNPvzzy4dOOqXhe3MZtOfMP9jNKGnyCnWn51z//wseHA9UdeZ4V\ndqz87uN3/Ld//RFVLVI7/uUfj/y3/+ffuX93h4iKKAppunKeLwg0//Dljm+hp9eWL4cv/PTDC7UW\ncrchLPzDh99y17XYqkhp4pfHiaaDQkI3horg8nJmW264Y8vDKlmeJ+ph4BxfQGeMCfxu1/EiHTcH\nOQtMU1C0OOvZmYmcQRjDlCtKSHaDRlwKT7NgtAqbK0IJrLiA6FisZDQCN82Y0lKNgt1bFd103bgf\nWy4pEI1h3eD6GunsWyOPUYmnlElaUbNnmzYoPQ9GcH/nkFnxREFqcPKGkC1LY3DXlW32CLnjvkp0\nhNIUltpg14AVYLvCbZPs9z1BS6gNp53Ci1dqONByx23TFNsz9A/UXDEy8PndJ1Z3ppZALytFaAYp\nKKmy7FtSLJwOF0KKeOnxPqL6hkPQPO8iJYNZZiKWnbXIfc+a4lt5r1HYIojhnpdJo9Ue+Lf/UB/+\nblOFWnUYYzHqRN/eg9ZINSC1oGs6uvaARdLqE03TYIeOobmjV/coGkAiikFVg0gGLRoohUoCa8EO\nWNPT9z27h9+w2z/QDydO45GxPdHrkZ3uUWIkywYrB7p2R6NOKNlDNZQcaaXESEHyz2S/kEWkqsy2\nXmGGvT3w/vTxreIoJZg8trXIInHOoYiEVTK0HcpWDmpgc0+UvjBvhbACQiCVolWGsEaG4QFRWha3\n0OSGujhu3tM2R7Ir6JrofKGPsNUZuyu0VDYRuO8anLYEkd+QJawU54hCcRQtqUT6Ht5bgXIX/sCI\nXDaSAVKipo33p8imMj4UtpRx9opPC1pufHnoeLCWabpyu40sJfIwaHz2pOARaAY0WRe0hlaNfGor\n75u3v2IzGo7tjux7RjuSlOC2TRyHHdsS2KIhCkGrG0TY6N5lpiBo7EcuzwnbwJgsRWt+eTyjtzNh\nCwgi0jtuLxOeHtFpEgP3+yOt7TnfHPvhyM48sJcaGzM1FwZZ6IJj3/b0ycL6isuBoVF4d6HT0L47\nMrDnvGw8hYhpT7y4Ga82brXQZwFlY0mVh9MdokoOQoAXzIsn+YJUEWTESIWRiYsviCKYnWI5B5So\ntFrRVShS0ZaGEB1ZZrY1MXvB49mzxIVzEBzbEbk6TlhUTby8Jp7nGSk6RICsKuruHZkj467BSUFp\nZkQ5k9rEtBv53/964+uPP6JkoGtHJIq2Nnz4+I71MiOZCLNDNZUHaxBJspSM2wq320JQkqoN8y3j\nAvzpj2e+fv9IqYJ9O3JbnnFxIy4vfP7wHjkP6F6SS4CiGNRAKJWv37+imzu+vnim80qrFV/Gjt43\njPY33HUPdPdHqph/DUu9sjgPqseqhhIC0iTWuKFDxqXEpAXfbldeX258ud9Tq0AKDUmhRUsNhWkO\neARL6Hn1hikmnJOULIhr4HJbofRIYUlbQSRJduAmgyqQSsK7iJcNTd/Q7C3WKrzbkGiWF0fZCv51\nJmfPljaGqpAKrBmIS6GuipsXCGmwVtHvRkyyzKtk8QXnHIOvdNJyOztqBq16drKjVIcuBY/hTmj6\n4Y7LoljUiBV7bsmy+EQVDm6Bm4NGd6zrCnUjy4BODa1sUaYhl409BWPB1EryK8uy0QZNnjey2ujH\nliwEbbZoHbluK9fcMaQDehPIwwNr3+LlTHv3wDBa+q6h7TOtDEi1MrQVcfmPWVzwdyxcaEljO/bD\niNaSwY5oeUCIE4GCaAXNeERYgdYtip5G7FGyQyKhajIal8WvQvOWerHagI60fUfX7xjsyH17ZFB7\n2vaEtCdae8KoI0Yc6Nojx3pkqAOWHoHFmB1FaNquQ8pCvWyEZWNbZ0woLK8VP2V2g6XtM26+8Oo8\nP10brhiu17fT7pwSL/6JfdvydE5wKQQdOaoHpm9n9E6xNIZSb3zsC8MBSiff9nNC5r75TCiStWzc\nDe8ogre+xuHAEg0vQbMZzc/zwh/nmdVHpiTYtg0lChc3sWsLPr5iFZTtRqtvVFHASkoDr51H2Moo\nBKNQfLKCi/O0CK6XlS2MLDdBb3YQC2Gb2M43MAPNuLxFlkWH3Cqd0QxC8hodd22D2yqTctwmw7cQ\nuZUbOSWW9NYBeY2VNncwVUxY0anlAYV2CZcEU9GsSeP3hT/dHtlawEOWhbwWTLtDqRHTBGI5kEr/\ntjBO4LoVriTmzSFS4TC09DowNJZiDFnCoZVILYmjwRF5ZaVTio7IpTbUWli6iFRXTmNhkIquSh79\nDWtGlpqZVOHZbIiw404rcJG29qQIBytoO8FgQciKDhniBKrS9ZarSaQaKIMmLxrnLK8+U41iXh1f\nREGlRC2JVgtM7PC3lkZ3ZDy35Rt1veIWx2AanuVGwVOLoLQnStvz3ccD3d0HhN1z2+4xakd9viB9\n4rxkvILH6cKff/zLm6CkiFs3xrFFJMnzn37kfL4ilGYshm9//ImX1yfm4JifNxpZ+ddfvmdNDt3M\n/PHHP3OLC6ePDYdjzzotHIZ79o3hNv1A8VeavOPy5Nhy4Xq94rTj68tfaXXmh8cn3DUiThO1ubL3\nM8YY1C0gn2eeXy7se2j8hX0UXKcNbSQ3r9DvfstjluS2kqYz6y+R9lYR68TdqUHkhEgr+xGMkQw7\njSXxrvHcURC151sV+FDJSnAVlZpvdGFCCc1cMr2N7B9GShjokqZtFFWsNMXjp4nLy5Xr6riWlWIN\nXa8oOjD4jXfWYKVkVIlsXtHdxtZLZqfZHKwlUlLh65b5QThyWygKHtPM6/ZIxbFsIFOi6yX3XUcf\nAvcpIJZnXLkhlMNuE9KsHO4E48MBZd/xo7aozpBz5nYL5C0itCB3BR9umOjRpb4d4sWe3GhyqrS2\nYQ4v3HWBTqykurHrFVp7+nzElIZ1m3B1o8gBbIcKkv1uIOTCytuoPE0JqRSH8cDX5wvy/d8mZf3d\nCldnGlpzRMgBY1qssBjboduOw/EBa1pqUXRdR9eOtLLHygGqoGSoWVBdxWZJykDW1PjWYqzrDlF7\n1NDSDD1D2zP2A2M70skeLTo6s0er5o08ahqM6ZAoetvQVM2+O9DYkRTVG5U0FYbmDrl1sFZsIxlO\nBodjXRacc1jjOA4nBmMYVeXjaaBjQKbMa1W09p7b68L5MlEDJJdopEEWw80FYkz4S0SWSjaBKla8\nuGKbE48vzxT7Bsi8ukJpe6Qcqa/QxIZGaLrYUpPn2BpMcvz+cMfO9nT7hm5nMfv3yGCwVnOJFVF7\nfO6pokWahqIUX9fILy+Bl8tGNgfW9ZWkWva1wdaWs2+ZxxGXKyUrXGmxXcu+E5iqyPHGnWoI10Sj\nAp9tw33fcDCamCRzMcgi6bqOd9GinMKXigOashI3xaYNVmhSFFQt2YWOL7s7On3Cz4rW9Hy428NQ\nuRJpdU8pK+gCsmHdbpyUoD9vXK5PpC0jYkfxldfwyrRulKy4bQmDgblQskJvGWUbmv0DnVE427NM\nIMJIKdCdLBFPZz3f2ZEhCz71B4KVKDnzUDWD0VQ9E7Ug6T1LFVx0g9gUWRYOuyMuK5wyiEXSqMSH\nxr7BTHOhswZJxY4SUxpEMdjugIuCNUlsP3ANG+cVatZ0DyNy7LisAaLEZ8e56ej2LaMfGd+NNEoi\n9Rs08HZLTBuO6p4AACAASURBVJPi/DSRpxVbBe9P79n1B27TjJAN68Xx+tdHlNKETvPz1yuXX968\nyE4Zvv7wwu0lspUNJxwf7z8SNvhyeuD96SMvLxdIbynT7CtSJQyJ6zqT2KHaSvtR8TVqfBkpSSJb\nzXMVcHfPVCdi7dnk2+8bVUKugR9/upK3jeUlc8mC1Dp+ygt/enxEFM/L+oLoPCEkDhaOuxmfrnwa\nRtoi8Pqt+WNeHaYO2GwJ00rbKLYcqaHQVMOSFC/XyGFryC7jUiFJxzgI7KGBEDgpGLH42DHUe75d\nZ3xMNLT4riVQ2GJiWDNtNKQEIjtiLcxS8/xSafSOJU5Y4J0auDct55thbUGbjJ7XX+GiHSo3lAgl\nrhzryhflUdWyiIpXcHj/gU15gkxIJLOvxG1hX8Ds3vP50+/pDvf8cvOIalEOVCxM043JzUQKS9pI\nraPE+S3gNQJcyMaRXCFdHd5tuPNM8A3FRoZ9pmiFE3ekLZPqK2N/oq13JCMZ74405Y5+/APVnkiq\n8u63R67++Df14e9WuBpzhNrQGMXYHmnaE8qO9HaP1B1d/47xsKdpDmjTIFVBijdhoghKKWRZcCVQ\nSW+CJS2yShot6BHsVcdR32HFjlaOqNzQssPKASUlWsm30Y1SyCqpVVKLpqIRQlN8ZXm+YpXiYAwC\nj9IJFIim4TYtZBeJRWFr4q7bc33+Gek8/jXhXUE0kSjP9Mryw3wh6IppPUNv+dDdMawLUXdcRMfi\nKrVt6PuGIjJtWeiVocoJOXb86w8/gE7MceW5TsRh5v6dZe4EUbc4uSFly5QT4dBzTTPJrdQYwFVi\n2UhiY/U31m7hMFbeBUGjFZ0Q6JhQ/UB3GHj38Z6VwiqhiTe6IqmyIwlNWCI1SJawg36jhoXQCnQP\nQb2RTUuNhKp5TZ7aSNpV06WCthO1CxxUxgFaaz6dDIPRcOhR3capLAjrucorOSY2EousnO3Cp+/u\neNcqZF3pT/foo0HbiiQxircTZZR3XFOkPRSOgyH6xFwFixHA2whTqoqRgi1Kun7HvrFUsZHFyvP0\nSlwn6jVTc0fwBTKUS2avOhq5EUSlbds3oGgOrKPgx6VQouQwDBxaiZYr3b7B1I1GZIwqfF1fka0l\nRYcTb8Gjy3SlFZlGThQTafWvrC4ctXqcn8EIQr8y+YWUCykKTsOADytym1gGRdYjnW2opcUUy+d/\n/IKSmqwFe3vglx//hJu3t6i8iNzyynxLlFvBZsWn+weSW9mKw5lCUoqmH1hr4fly5ewdm3J4e+L/\n/NdfmOaAjBuf7iNNu2BSgwLKVki+cNxXbpcLlylwmW7sPn3g7DLX17d+yX96aEhl4fnlhfN84+Uy\n02fFnDp6bfnd4QNmODC0A0t+pj/ObPlAGXuKgXmD97Zi5pW6Lahyw8wFfSuUGni5bfzwi+f/ejyT\nqPzm/Xs+fP6AHgxrXnHekBrDty2xNZaljyzxjCwrJ6FJqSB7jR4MgcJVVC6/vOKC4LFkhk7TxoWt\nbjTjkRDf/FztEo1549vJZiRUxasN1GHgx+pZloWm6ZjnTPWCbA3SRrq0YuxMXF/pcqbfjyzGs5YF\nmspoWn7/3cBKJQSL95VqLUp3/PlxZW8G3g09plWQ4OmykYWnmorYNpY1UkSLzAtNp8llI6eVrCpn\nvxI3yzIJbCMwqjKLjAsV0zbM0sPQQBXI6InCU8KCu27UWonaU4WmyZqLy9je8nFQjN0J8+49JfWc\nDr+hHY50cmCU5W/qw99tOEPJDq0qkkKVFakruiayyuQioGTa9kSqjkpBSk2siVYoAoWaEykEYgQh\nIt57AokoClUprBTEKoAeqzRKGDrVY6RBSIuqv744CUoolABERaT8tgjrVpLbaNuWHDVhvbI9/kTL\n8FaMqiXxthG2wnAqhDniXUJqQ1KJ1V8xpaG3ml8mgxUVLyXEwn60qBL4YXvltJds3qEQdLpFS1C5\noK+Z2IDpNLlKjHKEoeHmIK2OBy2IpfJjgVo3lnjg0A1EvWGiJq8ZVQ9UMSPqSHQB1fUYO6D9Rlcs\nOc60ucWoN39u05JcIk3TcD6faW6OOGh+d3dEroHJeC5hpZeKQ+dJVtPJzCADQuyIdUaYwrpEDq0k\nJclFC+5rQNmKUi1GNKxiYSo37vsd7lqJMbOUG31zxKjMqjLHptI6jbg4jsMOZyInBKfOUvzCc9Gc\nTg9Mjw3N+FaJo2RkqVdKVRAzl+yIqmfXWVQAUQvVtLxuGVRlbysuwut1Q5nA0N0z5RumffNNQ1qp\nvjCbwiD2dG3loCs/nRVzc3sTymJofEW2HS/GkcKNjh0utjRsNNJTmge++YkdiiZVUnJ0psX1A5fb\nStKZYz1QjMDEBH0krxVUR6sEa0gsVWArzGWl1W+Ayp47YskECXZK3O3f4Wzh47Cju/uCPLagBWwO\nN0/YJVP6yPX8RC0WqT7w8uqY3Stfvuz45Wtm2HeYtiEEyfySSNnxZbxHGsn1kpgvDi1a/usf3vN8\n+xmdj9z8C//yh3/mT//+lesWeRgU1b5HxpX94QNff75wd+rZzheW6Gid5ru7j8TtwnDYM71KGrPj\n8Ycnnu4l4rbQPtxjug3bG9ZB8zzlNy+GhbRk7g4n5uDI0wuq6ahaMCowesDmntfnSr/39MM9l8tC\nf3dgT8Pr5AlCYkeJzI4tSASSIittyUDF9gO3UGhqIGlLrQKVKkYkmkGweo/q9nzvFqyoFF0RsaIb\ngxYJ5QoxNigVWPJM3Co5C6bbQn9qSGsgq0gjJcVVSpvIRuOiwMhACpq4NqQGjFIce8W6JY67I2t9\n5t37HuEq18Vj99CVwKlpcDcHBnZmZOw75qaw1cI7qbnrOurB8rQ9YdyNPm/kCNe40NZ7OnNkJWNc\nZq6CrDTWGHq9Q3Fmky2BikqFtZOkNVCUxzBiXaTEJ4yUXKLn7g7O05Whv8NVQEnevTMYqZh8prOB\nw4P9m/rwdyxcLalkkBIlNZSCJGN0IRMROSBkosodPs6kGkh5I4obtfR4Cq46fM6EfHurSIkRqwwp\nSJwI1F5CLTSyQUqLFA1UgywZISVaKnIt1FpQyqDJb/U+MnK5BK7nC9SIDAHrBR7BL5evyCLwrwE9\nr9ztj5yfN5YkmMNXzHBARsmsd8w50/gCdSSWC5KARLJOibbvuQY4P608HC1KFFKYEEUSWomSPbEx\n5OR58Tf69kSyBRMzPOy4nReaXqGvK69IzL7jdfIcRIdF45VnwROKQRqDuBVWUVBuZXdU4AR/rYXP\nRrBYw226oGul7XfMbiYrz2E8kNeN0kceS+LmDKJ0CJ3xSvB4cVAqyryipUYri940xRrWX0MG/9Bq\nSk7kuwbxsoBc+ZQKtR/QTUYYiS8PDLQQPdfag3DcUo9SYJtELY78GuiU4fbzI7/5/J5vP9wofsPo\nhXmKzPOK3hl6/YU4R6IZyO2OPm7ElKhSYsxGiRqbHS8RbsOJtiYOduO1FYRXUHKPaTeytuyr4sUE\n9nXEuYW+LkTdY+/f06o3IOJh3PF0mZE2MHTQFoUxLatYiJfIvjky+xe6eCDZBDLifKXmRN4cel4Y\nDgZqwMSAk5I1RvrW4NcbSY54C4ey4nyHNpIf58jRCrLZk3zCSzge7snF0dkdw/sPsG95vLzym8MH\nhn7HfPmZ/c7j7YGd3fO4/JWlO/DzZeGuwO5quTdvRObrdOGuU5iieM0e/JmUBg7DAFdDKAvXecUn\nydd1Il53jPaJ/f3An//4leZ+z/MP/8aXu47xkLg+reTQMaiBn7/NnOvCNUw0OnPUO2In+Wl6JHUz\n4eZRu46f5yuH3/wjpnlrsBnlPW69EssLX8Z3iK5lev3GliQcJ15uBllbvvjK508Qbgo5F2bxyDBa\nGuWYbs9weeXD3R53eeO7vaX2CsdO4SYQRrL5hb59YKRQ3EzfWW4242vCa8HdYeTmZ5Jw9I0lbm+4\nnm9Zcqcym3DYWDnlyjU46Aesd5hux2UuCATeJ5qm5zTAHMPbqkpY8QZQoC34mlFzwZaKaA9MfkMo\nifaVm3XIHlwOhAqbnxj2DUqM7PXIFDb6FuSqWVrHcHygbQcekLQh8/P6RHv8gGxg3R6RccFVS7At\nShlKTHRO4+tMCWD0yJQmGtOCzwxt5uk8k5VF9AsmNPjHyGnY41zG256I4VA9uW9wS8ZmwV0zkGzH\nc/jbN66/21GhLAarehQNtTZI0dConkaNWHlAqwGrRnRpMXKHpCPmgksLvi6E6pjCxJQubOGRNV/Z\nysaaAkFJPJBzRVVB+vWZQta3G41SaKmo9S32qoQECqKCqJBipLiCzZpeGvQ84ecbsawcPu9R0mBv\nAjvek2OLD5lWao6iRVwDs5OUsvKpbdCpgc6ClchQudXCrR/5y+UVIRTH/oGnZ08umlgE0vR0uYN+\noDjHZbqQmyPbtiF+xQfoOaGNQayFKA0Ph3vG9YUhOUSpRLFyCzONkjQ+cYqVbFeasiBaRbvsyDlz\nkg1/nSJ59XzZ9+x3B2bbc10VMhq+LRPSNrjokCRy8UiR6dodoh7YNR2D7cmpR9QWLyyL9vhfU5//\n9HHE1UyJkrx6tIIYM6+l4Ivm9SXQyJG63RDeIkqDbQufB82XtkekgitvJcdt1NSl8vq8sM0zvYbp\n2ytfn77yf//4jV82RwnwEhyiC5S6oJJ/G/cMUEwm5srQCkTruX84obOC7BAispcb3fuVvY1kB52O\nCFMoWSA7QWcLqIKuCs4rXUqo1qDrzMe+41B6WvPmgfl8Yb052qbh6TFgVY9WZ7yacCmg0BTlUULA\nCKbraY1mFpK1rogFmKHKjoea2FNo1I4hN8yroZiMqQfW2zeEsgRVWes3xKD4cH/Hp9MDH7vv+G13\nj9aaJSYep5mtwPTLL+y3Sre3/OnlJ76/JaYw8e35iT+9vnIrNxpZyKXhdV4Y5cB507hvlv/3z9+z\nu5fUlLk8J9gyJ92zhhf++7eZ//79/8fn333H06zwjWS0mkN94HzZYISrc/S7wNBJVNtyDjNZRpZc\nEV6zXSttdjxerjTtb/h8/MIfTndMt1dE55F54zgKYtr4+fERrGarkulmwFe6fGV/EHh7odkpLt5R\nZeXQ77m8rMQ8cPj0wGEsHD8YzMMnwtDyaXfiskSCUESp0UKT3MJlXXHG8LKslJzJueKD4HaeCd6j\ns2a7bnSyIUeP3CI6CKiGGhV/ub3taV5XWLNlnTyxSrRqOSnN4hIKy14PECxr7TivBcEbYaJTsHUN\n5yJQokAUjDkgpaQzI81eg9UsxdBJzZem5aNsWNkoqiDNQGt7Qg68LhNalLdvHob3zUh28HyeueWG\n7xePqYr6+oRcN/rSUlwCmYmN4TFcGLoO6wv4SiwCZEMkoWTEbyurdNzkxhQvbGnjenkkTzeuMVCE\npTSGWPfs7DvGLf2H2gB/xzeuKhoKAiUkUr4JhuTNw5KiUqQElZF4aqhUmXFxAu2BHTFLsnQsYkHI\nDZkzjdGgC6F4cg4oLCVDyYCUb8L0q5TXWpFS/v/UvUlvZFmWbrdOezvrSLrTPTwyIjNfIwkSNNCb\n6P8DGgrSQBBeFZ6qsosIdydpNLPbnXt6DSyBN6tx1pQjAwe27ez9fWsBFUkll4xUFU2lRkfaKnHM\nlDRyu6zEEuiahrBElsvESTTM24zbJMFqVl9osGzpDdHsCSFT9hkXr8TlwBQ9PlSKENg60pkGnxNb\n9HfVfQr0Q8vqChlPcA6MRNgdZY1UUUmiReiOOI08di2zkHcSxcWxH05YVq6+8vGYsWXHLQQ60+PS\nim4V7lr54dki1og0HdMGx+eGaRlZcmJfoEoHrYGQKUDMmZgsMW/UlJExY0oiJkXCEbLg2LaoFBjX\nFdsalAykNXJ+uyAoFNkSlwUpNSUbDs3AzW08Hk/EsvCH00eubqFoSbWW9+w4pAu6a0E1bCGTikIa\nxTUuXP/8nZJACEXwI6a3tNqw5gnJgZgDKlam2NENgtuy8mn3gMqWkDNaH3Cx0PcZlwNNM1DpGGtG\nHTTyWjjlnktd2NmVcb3QRmh6w8JG07a8X/O9KNwLNuHpUqWywzaabXnj8wBzcHT7E4JM1hZDIsTI\nx73i5iu+XjgqSVg9Ubb0u2dkvqA2sKKSJDg6onuHk2GcV5pQ2BlNToFdJ7mGha2VlABhKphj4NC2\nzNvGp9Mzv33/jccPDb0xVA3uNjGplZIDJ535en6nCs1/+fEn3pbIWK8c1Ym4JWSfWdWFt/dX/vAE\n//HDf2D8/kYJG8YYxpj42/k3jrbh69uvbNoitn9FNkeShjFEGh0Y+iPXc8IKy0561MHyz7++8fD8\nia9u47c5Ea6CRI+bN6LuqURCXBFK8HD6ifP5V1xxyK1nzomaDEYk8rpSZaQRll61rJtCe8Eoz9Sm\nkuSA3Vu6emJeXxjqHqOe0EoQuDD8sKcLgt/tPjKtN+ZVsM6RLDNGJkoxNGi0sWQ8thjYaWraqGvE\nNh0uZkJo0PvE2xoYkCxiJLUN7wm0KcQ1okyhpsQmW2SvkHLjzUWyvUfwVWsw3lBDQmvLsm1k7ejq\nCVEVCMEWNZ3aiFNkrIWlJGRq6LXhdg78+MMJoyIrLcZUugJZnFhmTUgN7f5HjkqCWTCxZS8U481h\n28r7/BtWN1xdwIZAawvL0qJ28U4RCpVWN8hcmM6FYhoGK3CrYImJXBUmB7rk7p/r9AAUhDAE3cG4\ncmp7ym3kx+bE//lvzId/2BeXkpamGoQQCDQIS0EBAikMtRoEFlEbrLLo2pJTZfEzt3Bmq+9kOYJ0\nZJmpKhBLJPhEzJ5aHDkWIJBrItVIIpPrf/+XlJLvYQ8KUkREDdzGM2GZyHlikIr3X1ZS1EQVKH1H\nvN5jnXN1LOuN1qz3F4m0BAW+3+NjIJsTfx6vTAKSDXw8KK4hIi0Yq6jFoHLG5oTUK1VpUhG0rUWr\nDEe4lYjfFuQ8YkyD1QcolbYNCKXZbIcvAdFLXJ6IqqV0mZAlmgraIKvj2DV8wvLz5weWKbHmyvvm\nsHIjjRNfbEO3ZBrTIjaH0gs3tSCkxXuPRxJK5VPT8KQLIa+8lwlMT61QBkXVlWF3YF4CKTqaxtIZ\nyzwnfnHvzDrhcsZHSNsMLIR1Iq0b07gSS0Y0hWmaUOYOHZbku7tJH7gZy1gXgsm8jI5X53hZR7qH\nE1ZJmr2iygFdGrxXiK5DW0UtGq0iL3Hh4iRnX7l5TR6v5LDQ7jvel415FdgxEqdEN7QsNaC8ZI+h\nzR1pf2RDMaDZITg2mefDkU4NiJIxSqOrIsVCPOwI2iDUAR9melPxSqGcom0k0Tsaldi1lm3V7CqQ\nPNJ9w48zIQkckUTlPdwIUjIvE9IAwqOc5tMJghfIEhEL+NwzGMHrGPh2gYf2mbBknvqOPik+Dw9s\nrwvGFKZcWTdBPzwznJ4ht4xvE5qKqplv55nffpu4fM/EOLDbnRBF8Pqvv7DJwOvm2RBoMXI6rOgc\neR5OvF0sa1SMBP7ydeKffrsxzzOFI6fmESMjhR3nZMhNw8vrQmJgtzf8/LHlUWuqbIH7CcG2d9Pz\n+7cXcJHTcU8qEWECulmp7o2mGYjtgUDhw6PB+TPTVbHeYIzQDzt+/sN/AjOQd1/4ioKusImNft/y\noZVocfh7r8xiReXwaLGHjrrbc0/yNAQpIWVqFbgtE9aM2u8IIpCtIrDczcB6R5ISFwQRmEIlJUun\nJVJqapEoK0hzJswFXzNjhBwlJW0YATVXfEkgW6zYsdbAfLnxsQ00RkAxXG4b07YQSmEwlc1WmscD\nY40MQvDFaD6jkbril5FrmPj1+y8onZGm4SgP7HpLyZpaPC/XmcvbxPty5WXa+O3bV96mANXQFYhp\nJMXKe02ofg9W03nLsBiabUcfG6oQbOsNWSo2WNbo+NvXFTsu2OrQUpCKRLUGr9S/OR/+YQdXFX8P\nZSD++x+loqABiZYGqqZKTVWaSibEhslnpvLOJM8E9Y6xK7KbyWlhdROvcWKaVqbFM+YzU1yJwRHL\nRsiBmDZSgVzur65MIhRHTCvL+p2S39iWM8aNbOFMJxKkwF4Ipm9vZClJXvPNJXbHj7yVFq011/EN\nvxW0kKDvUc9prpRUqUny+i3y6XSgE5Ltu0OEzJOMaEB1PbdpvR/kJ83OGlIcucZyv2P0O0xZWd13\nbvGFRiimy8yTgR+Okl5BSIX9PtPLI84pnNSYptDaE+sWSb0mTu88DQ05OBSK7EHEzFc3UfuWeV5x\nElyoDPYRYxSPQ4+LC0kLRnfj8vfyrCwdZY4MuvDdrTSqkCbHvmlomoG2E8jsOLT35KDIliAFWUQS\nitVHXoPgknZca2ArC+c3T99U8stCV3p0gaPXODw7KTm2B2R+4vmD4jQonjuL7D3d0wd2TXcniguQ\nQnOpAmMLqw806r4aDWajKMNf48SUI9FLbteZkjqqcPcfQQm2BJcSQW40SXJoJ/rsiG5lCXceYm0a\n1iUiq+RB9dQhc8szj/vEIApkS5LwvDuy2Y6yJZRSJGtZSsOpf2T1grDrWY8V3YBfNR+aLwjh77zI\nfKM09y+81hlYJUIYtpLQVRJq5Yyl6QY+aMNw+MTjl08ceoEzZ2iuiKbiYuLl9UaI92KtAh6PByyC\ncd2QyfCvwbM10PUPNJ1CPCu23ZG/vJy5ukgedqym8j55Dn3HSYOwOx7aDwR7Ytwkwvb8eo7ks2Rf\nJcem43WcmZdX/vlP/w/X7YUcJuLmefsa+f2Toq8aW3pqSQw7i5It21L5aAc636KUwl3fWfzG5jNb\ndmQil+3CVSvmEmlE5rPV2JD4cHpAHY9cFoUud4Fi6+F3n35iu13ZnR5wIXLYR6qSuBQ4DIHeBBKC\nh2dJ9yGiTeVhGOjNnr4VkD2JhjEsoDOygnOSssLrOpKVoYiMSQuCO+qKXLBIXIhsQnMJgk1YcjWM\nLZQCJQlKlVxrQOSBcMksohIbwYpkLWA7TcZDMcxj5M+3laUWotqhYo8pC72Q3FZPsBkZDHnN/LJu\n+ACiswxb4MvDnq+//Qvz5jHtjpaVrkwk/04WI1N15HnmLX3lSua6bryfZ77fNpQ4UcdM5x19Xmma\nirMd707xPkuufqWRleAiL5cb79Mb0y9X2ryybVfK+4U5LpTqmaRlDv9eDcgIhJBQKveQckUUef9C\nrRkhFIUCwlC5pwQHaRDFcPUTSa4gPUIayqaZSqb4gFEKUQsx3hDxRG5mSrQ43SN0j1ACVRO1VKRI\nlOSp8obfrqRtpcQVquTycmX0E6lGwlLYZMLPEbaCdTOdEeRpJpWKzwFjBUr0+GVmi4UlTIgKa3R0\nUbDVgC2KxErfa+RO0tZIanvGOLE73kkJGMO3c6KRif/Zbjhf+Epi85qhPuHKRDQVNVjidcTIgdIV\nRnHg9bawN4WkDUuRSFfw+YbqNL/eFj7tf+B8Xmgf96ybQgiBimeebc91mbBPn7DfvtLveogbrt3x\ndZ3oupayRBo5sDtEcpK49YbWkmh2NDdH2BfQla59YE0B27TsHo7k8QUTF3SU5GzRAnKXCbNAuEKN\nF3xrqaZgq2QeK49aMm6vJLmnK4U+V0zV7JUldisiKR6ahqbcjdPnt0Q5NKhqqfWK3DU060p0C23b\n4YtEBk2XBaSFL/uOJiZuQnAdLckFPnaWMDm6AV4XhyFyJWGrRERDW1aqUZToaW0gjhZRDEPbMOaZ\n162hpIJbK+ctYcuA2QLOrpzLxu96y8t2pIYNbzKTW3jcd/z1Nt9XLvk+1Gu5MjQJvzW0qkXkDWjv\n4F6ZKebOmBMyUFVCCsvrdOPw/BkRRvA9eZ0IwrMbHhiaBp9HPhx7Tlbx11/vXE8JLG6hbxqyg800\n/PoaOd+uBFb+8DRgVs2n4w/86Tbxt69XFgVfnk68/nUC1eJ8QCrD25Loa0PxM2vf8afryA8/Dnxb\nrnz58hn17UJOhu2twdGwyMij3fH5+QN/+VvmNk88dor59o3H0xfY7Xj+/WdUzvz55c8YmdBYKBsv\nNtGulTVBLZlONHRC0MmGyU+IutHGlaNV3OqNnflMJLC3mj9+/pFfxldc9sxvmdMuQBH8i39HJ4GS\nKzfX4FLPR12RbWAVEpMlNQwkN+NDh58FSmt8nklK0osWWRQpB4TMZGVYNo8yGhkFod71JLm15FjI\n64zWFa01JkFbBAaBrxP9Y4d2BZcUra13QSiaLA98C+BUy1w8na3UmMgVZnZkW7C2sF4iyThMtmQU\n7aBpa4K24fXyzunLA3PpuMYj7d7S4zhphd8WlLecraY7/4o/wrS0PBwgbBG/GtqmMueNQ9XshCGm\n35hEocNgdcfsRuLsqdx1NdkKfo2Fg4aHRgCCsBU2v9Gof3s0/cMOrloTqVSEMdRyfx4bJShF/v32\nVBC1UikYDFG2YAJp00i1p2wLyEwtgmWLjL6S141aFUPXkhmYphlhJapdqSy0oqVmhc8GLTSwEeKN\nWmZCuCJyYZ5W3LdXvAu0WpE/9KTLGTzYpeHlOnNsNQS4XjJ6UPRCs9RI0hEPsI/IpWXnIy83SdvO\nxNTzuW8JaWM1lrhu7LqW8Xrm+eGJ5RbwIrB2K6URIPdstvC39cJD/0zrFFnCodtxm17JS2b4NDC6\nMy09vbrfalJ6u68JfeWpf2CsHl3gizjigkMRuXxf0Psdq6hEJNd15UvfM7+9cOwqQnr67sQS74qO\nNowo2xEKSG+ZQsVxvwcKHxnMvTvmw4wxM1YmbhePEw5rOmzugAaq52AGRHD80GluIiI7SZEgZMPi\nE9oL3rJHiDsPr7oFWzoao1j8wtPDgYJCKLgawVMxHIzjFiO9giW1fP64523N6P2ACKB8uhMMqkPn\nTF/lvVpRJMoWbKe4+sRu1zGGjUBEKJinDSUVXc0kmbi8LRwPDUocyDWDkbxebjwcNERHSZUgDR+a\nHdkthGZgUIYHYcnrDqUdrToitjNzbRmq5FE/UGNmCgV57FnSjbQVpFQEYdgZg3MFqXtUWlFWIMrA\n6gXGwFjSXwAAIABJREFUJ7q94HCwnPpnRIUfdgNVFAbTEQP4GtCdpMRC2iK20byPZ4bO0hvNX7+/\nkYriQ9uTheGcLjSnnm/ryifZMN/eyEjWHCgLzHWjEJFSELiXUnsl+PO6omKLuHkGmfjn81f+y6cf\n6a3BS7gpaG3HpQR+/nziuZEEb9nZMz+cFDUNPP3n/53kR373+Hsy9Y6O6ve8zu90JRHzgtWSW6pk\n3WK2TLcGhiIYS2QYFAlwaaXoysn0vK5Xmtue+fXK0AiacEOGBdHseJ88fSOps8QOA1tq6MtCSJ6S\nLDEl0qEhh4EtBmwzQE2IGHEisd8fyPOKSx4Z2rtqRmd0rXc+Z0qoIigWilDUbUNrwSoix+ZI8B5f\nIyVLRBB0SKY80/UNycHiFVIIekAXyVw9nkxOgYhB9xE/aRph0ZcFBk2vKrVknDaoXuFlJWwL7b5h\njBu8J9rTz8Sc6P3GqZX86beZVBtSWBjDQhQz5qXSn/7At9tKYzxt31PSxP5J8LeXkf2WEN0zW7gh\nReK6CFQ1WFHYtoCNjvdJsDslNj/xpjIPu88spSFuAt8N/+Z8+IcdXLF6rJLIIghVoLQkJ1AIEAVK\n5f4Wk+QCAjCqpTGSlBJBdJhqcMFTcyLEDaUO5G0iu0gsM7Ep3EaHkg1RLphiMVWShSYkyGUj14Ul\nXtk1AeU31vHGfP3Gkhyfdi1u8tiwQoDbZUXWgkpHrLuwCeibllefqEGR8o2YB8Z3R6yZx9OOD6qn\nBMdPHwJ9s/IgHvj/XKLRR67jyP6hBb9yQPNWOvIWaLRiulV8Npy6B2bZsa03Hh53YCWd+EChUvuG\n/XahxMBTsNzqyLHTNMrSRLDRgbTIbUMPPTlvGJ3JSWPDSjYHelFQCsZckWaPywFTI9eQaLoWVAYC\nvbCcjeeSZ7T8RCoLXW0h3pDdiZPpuaye2RX2O8VxGBBOUKQgB8WmK6lWlAiY4NC7Ha2QqFZQHIha\n2esda1kRUnMOij2SnZL4lPFeEFrL8nqltZle9mS945saMUpRyooyBm075mvF2hNVRrCVWgJFesra\nMIdAtBut7lDV8OAyrnqsMLi5oZWJp3UAm/FV34MAKgAt6ERVD/zpVmjNRk2aLSbKZaMqhzQ7zrfK\nrlnptGIqhbew0NEwmBWDJOWFrmacTCxlx7BTXN7fYXhgud04nlpMKkgpaWtLq0HuPCo4is0spbLV\nRNNYigtI84iUnsv7zO//8IVsT/DQsVVNmzWxpHtH0Qb0oHhMkvUmeBk3ok8k23CLd3jyD/XEqe/4\n9luEx57r9JXnw4CPlVM7EEXGecf7eWFK79yq4PDwxEEH/teHHZclkiuYrSKT4X2dyO7Ah0+PjH+9\nci2ep8cj07cL9qkj9pLZPJBF5vnwn5iEolM/0LUC2PinfzlTNoVVOzIFLyo6as4u8+VTi+KKlIos\nwG6SORTGkiB5hJL8bz99QCSNe7vRpJUxTHzWlr9Vy+gm2m7HNCe06tlCi9QFvwWEEsyboWsNdUqM\nCHbDgFkWHg6S0nWcg2e8OVoFRndIWZElguqgKNrWMxeIBaSK+JIwSiJ1IUbBsiwc+0cWfyPIiJHN\n/Ta2Cpa1UKxHG4lcFVprioikLZBSQYiBIhTeZVzNdGmhMRq/bNSDYR4Xju0eVT0//zAwdR+oWGxs\n+MkekQLm2zd607GtgkNcWIvhYjJdY8ih46lTvPtXcC3/8XhCbFfSYUFPPceamaIhppV2E2S3sM6O\ng05kGXmLmtPUovYwXxOtdoTuxFBGZNzR9nAt5t+cD/+wg6sSCLlgdYcUQGlBQcVTy/1wd0/+KaK0\nVHpEUXQaZBnQrSKmu66+hohvemKpVDr8PILNIAVVBqZp5sFIXJVIndiLR5Kv1LRQuWLshFsc8eYY\np3dMb3k67lmnCR8yRUvG1zOfPh35lz9/x4lwp8g3ld/mV7SshCp4nRayWdDmCFlCnTFScOgG1hSQ\nWjGT6NSAWiJjV2E2POwDM1da84n5lrBfJFEruEKSnjRd0cDf3iZ8k3komtEkzK8XBnsgB09z7Ojq\nQscAzhDDxLWDJ2Po8KxppsdgmhZvR4bSkfzdDlu6nnatbKqgbEuqFqUM67KSW4lcKzEXtK70srLp\nkT42oAI5t4TZUQaFbQCVWEPhYO5A1r4oNA5URwRk9RTxgesy8bSztEGTciVWcH6m2/UY29AiCAVi\nTmwhY3rP5bZgh4aSYfIbHo0k0T8q8rrwU9OSi+ItJY5xxnY9K9DlSimCmDK5HlGlY/ILh6eeuGRq\n1hy6RCsKShZSa4jbxqEU9scDYT0TQyB2mnW+kKTBuUxjF+oW8LVQP/RUJ2l0JKTCe7GolJFbpQye\noBvC4hEK4i7S5oaOSHIzoi1Yf6HvCn7RZOAhrZxTxqqGbfKYdg8u0h0kx7bn+jbyu6FjdleGnSJY\nz1kmPiM49icKFaqnjI5GKqpvoN1otx0///GPXP7pGy7fWF4LtrHYveBv53eGOSH3LSVVRheJYiaV\ngcvNEZXALStOZuax4aeh4fnYM1023LLxg7H8t9s7/f6BB6H4+rrxf6df+J+eP6BKj1Qzk4Nbgvdb\nREvHw/PP/Hz4kV4+MMzv5DQSTeIvX68sDEg9o6tkTYklWYKfOXUtNSRaEshA6XdccuG4r5yI+KnS\nc+SX375R1Y7HD08s641uuJ8jkj1BuLAuE61KJNcwVo9sJGNUJGtAL2xBEvUTT4Ng2hTFnLiuN2wt\ntG1D30u6rVKq5z1nhE9UPEOn2eZI0ZYmB3TSRF1BVmKuHHXBBcGbO2PaBlsSm11IRWHbjpoywliU\nDBwknGWFsiBCQxYDVVyIaUDViEUgjWSJDtW0uJyQqmWVhQcEv57fGB6e2R86puJAfqD6yHo6sOie\nkQV7bJE3SZgE6TJTxcqfAli78LQ70dgd42Wi2oE3f0Y1D0g/IVlJTvDr6wvhKHm9rtxeIr7LvIiI\nmBRCAKGjWIW7BQ7NxHm8EcW/U5Gkzw5rNbE6RNVImRG1pZYGIROigBB3tFOjBLkotLToGtHGUKME\npdBdBzmx+UKTI6m2RC0JzMRSiHGmiZHOV5q2EmLLe31nkD1IxxZvKBfI84ZfN/I2U8lU90q4FOr3\nzHatmNRwfZtoONB2ivdvZ141NGrH6zRTPEgeqURKKVRRiT5TQ4eumn74kdfLwm3dOLYzRUmasXJ6\nElxCT9Y9D62m2CPz9XJvnAtNHyQFR0QQzR6nxjtYNkt2x5boFsyhZdUB6zteQkQiETqzV5bx7R3V\na9RecCiZ92VFiMySIta2ODJ1yZSa0cGjdh0zilATp79LB62VjOLKQ9vQrmA7uN0ccuhZyoZuW1yF\nthkI68S+GGrJtLGyiRnd9Kyp0ImMKIq+M4gA+IrsFVhHURJDjxj2DMvK/FHSFUmbFGFvWZ2jNsd7\nZaI42lZQiWxxxt82BgyXbSLaG09es+weeVsVJXu0LOxTRZWE2Ali9DQtvL/+gtWfCHFDCkV1CqUU\nZyPRfaHvBC/ryGBbpJ+xsmNpKkpHwlYoIVMzbLYlvS+gNErBpmEQPYkN/ZCoRTBNgQd9oNaEbi3f\nz47cGaZiMMmCrPRSIIaVNCfG4zMPq8NJTxosh6op0gKFy3imkTtWqxBNpfvxE1+vIw+yQw+RvW25\nLRuy6dhK5M+3GybvOVnF6QRuvhM9elP5fDK4LTBFxQScbxu/37W8LolSFDIXtmlikHv+NI58eBI8\npIZdr/mnuVLOC3/84Yk/vcz8X7+ubEHyzb3yZI9oaxhVx//x/71wbJ95C5LL9oK0gS/2Z54//J6n\nDz/S2ru9+7b+K7UIxreNY/PIms48PQ3c5sht1axi4rLCbt9CTUT/d9vu5vjUggmeEYlPRz7rAasr\n761nzpEsLR+1Zqkz3+OEOiry1YN4puQLKE+MLYiNUPOdkapb5OqBhmciW2fxRYNOxBgxWrMKx9Ao\nxFp4+HBiCTdc3IFpGGzGpUhMkqYISgubm2l9QxCJJA3WK5rjEe0WslKk+HcfWohYpdkyaLPRREVU\nAi0TMnawl3hfOJgTIVyQJYO0f5fIBo4C1PGBFZAe6mXlMFjyJPFt5I+HJ9blG12MDM2O7+tKcCuq\nkTRC44Lng30mz5n/ml44NAPy+0j3pYWL4za/U1nx18zkb4xvDr1oZBepa0dtNIyGYhIX6ZgvhU1n\nNmERD3tE/nfa40oiQHIYqRAYZGkQCIQAJQpCSmSVCCmoJSBFoaAookUpQVMSSSl8qKhG0qfMulZs\nn4mzoWRFCQ25LjQ2Mc1vNMaSudLkjjWOqOzY/EwKE2rdSM5jU6CISL3cyG+C5a9vyP2OUgNKWRrl\nWd2M2UlMVwnfHJcASI/ZJELtyMxU1eB9oG8Km5a8X97Je0svoIaVuntE7ASXGtAy0jeVcbwBR9ZJ\noc0d80SGLUmqKtTlhnnYU3KliQYEHHvDujlip6mrIrDDq5EPMiNS5eGhJTWVd5/5W6r0SiJcw0TB\n1oFBOZyUkAvd45G3JTAXz7G1vE+JTSzAgNY7RElcWjgmYEhM1xGjOzhGDlUTQ6Evmr5VTB7QEikG\nFApFoJEHYoyEOCEVOAOsjq6XCKlJQdJOF4KqmMmwGzp0C3sSR9vSxczmBZ05IbXDCKDueK+FnCxN\nFriamIRkW240toeQuKhK1R0qRfbzTKgZIRuka0jmRrIWLzRZJq5xo8qeo2xIbqUpHbVR1FHSNpmm\nCvws2Pd3AgulMk6BqjRCGsasyOtKPDlULsjNQEnQNHx3I6IxNE7wPOyZfaV0FRdhLzOibFyWgi6J\nsi24daZvDS3NfWWpMzpD11hQhivwvB94+TZxeN6Tt4DYItP1wmNrMG+Zq3NsbFh74HK5sZoWIXf8\n+OOP/Lf/9xdMmDHdgW/zxOMgKPqBmhTbnJHdnhwi3cOONTge2ZPPM8XCtnk+2I5//W1injdoDLkN\nKAyXORF0ISAR05lt8wyqMsgdZWf4/PGP/PH3P/Hpw+9QskHqwPv5HR8FIkgskveXd348aC63iWX1\nwAQp0InKdn6lP3VYIxFyIxmLi4o+F6JXGJNY2kzqnllvv6HijZQC5fQRXMWPG9V6iul4dTM9gp0Z\n8Eiaw56SElVWklowXcOo793KFDekkvhl5HB4RFRB2zp6Dd0HSQyex+cHfnkPiGLIIXPUllUsbKqn\n+kArLU5VqjKolDCtZrxc6axCZCi10AlFrYJG3VPJvhZurcCkik6RrRaaEOl8hDyTB0ipQcXCVgwf\nP9zRbdN0o9nv+TZ/548fPzM6Qde/I5qebb2xV1ALXG4RoSM/PR/4frvhoiWVmZe3G/ujoCsGPza0\n2vG3386c+gNvPuCWkRIT9kFhtx41bnhhWa83+o97nIr0RTG6jUZE0t7Asef94tG7f6cG5CU5GnXv\nKxjT0SlDLRFVFapoqhRU7simqgAEsjQ0EkLOqCowGaIUNNoR5Iw9SnCCuLd4t0M7T0yGb++Ojw9w\nSxsfhw1sIcVA3WYoE8GfCaGSlgWVIFxX/Llib4nXJOmngCySvipiuB9Xg/CE18ASDpiiUDazbzMl\nFc5N4JAU9jhQV8GcPPaxpQR/31ULwzaPDOwwtcWVjTjPXOPKs22wh4LWEh8MpjR0YubhhwMv3zNj\nEBx1pjAjxJ7RbYi+wU93EsaqEh0CWw0GwVkmus3SpITVlnnesLKhFRXSdsdCyR26WpbbQrNTqGhg\nbZA10PUDKRVssSSX2HWK6KCqFrW3ZBVY1oHMSBMVrkaiPGJaQZtW1lSZ9EQnLMttJXUDY954FAd0\nraQy4tKOpRZ6afAmc9CCmiVpicQm0O0+g/GY4CgY+v0TJq4EC7Fc+DJ8JFwLxqz0NKQIPxIpNfG+\nFH7fPHDRI/Oo2FSFXvFyvfLFPJLkRHGCyzyjREX1PQ0LbkroFobc8vK+3jl4cyE/djwWjUsbSea/\n69cFc24JKZCKIKOIc6BqhU0ZHSy37NBW8CQkYh4ph4ZRekLKtJukHVrcEhhMixEWF1ayTPgsyTmx\nMx0RhRAzhp7NVT4OkqPR7Pcf+O4X4ikTkOyq4/z9ci8+u4CWI1Y33BYBx0qXHJ9tQ/j0gV9dYSod\nRlSm1d2DFm/fKbvPjG8X/qgt9uUbYj8QQ0Z1LX+d36mq5/Wy8riTfHNX9uVI9Q1rDjyZPS9rIIpM\nkzUpSladOT5J9OcP/A//y3/m+ekD27Qgc2KbEpiWbRXspGRJhb7XfL2u5BIZ3Teq7imxYE4CcRa4\nMdEeJbJEjjTchCIURVUOaw/IWknjRA8wfuXDw2fO4YLzkWaoOL9H6UIzKKT0sIFsNE7ukGRk8XRW\nsNTIrg68ukJjC6E6rGpZpso+B7SpuLrjg1U8fYIUA0OBv0wOWXdsQZNKxshKjJamE8hGMPlI0xjW\nxdN1LTJ4rKkYX5EiIGqLKJmQHFXtKSVQG4MqlTatdwccGpczJg8Y65Ep3iWPS0WqjmsMNGJBDzvi\n2lF7w8vFcWorl6WSgS0WtgBZSeJ1JPiJfn/kvAVqCITQMZSOqjTX68bpI/jlxmMKbEbyPhXS0rKU\nG4vzmFlyqAfKZUQTWNOOrm3ou4YaA2nd2BfD7frvFLK7xeu9KGsEKkZEEfT6gCyWIO6JQmpES4Os\nAiErVSSEkGjVkbRDykr1mSxBNpJOS6oQ5EURrKAoTV7+vq/fNvadZI4rTclUF8nbSsgLJU90SpKT\nwOQbpMj7uFC2lp+6jsV5cBB0YpYRRGS+BWT/iImVJkYedh+5jG8I88LH5oBvC9cpsFMdfosoqREq\nIB+PGJGRc0WZgLvekLpjCxrdNsx5oas71jSz63Z89e88aMn4zWGTp8Gyzp6ua3Dbgu4apsnx1B34\nZRsZp8jHzlAby23LCKtZ5oppFUJkhmFgK4nqC0Jqrhl+EJDKSpGFMFWKVXiVSbnS+4jOHSl6+lOH\nrj0XtRF0pCRFiJFq3ikl0YuKyIZU/B1YbDUSzxoiuzzQmEr2r4jcUAfFvBV016PXFdnC1VZk6Xnz\nC48pcGh7nFD85fKOVBVrNUNnCOuFLYNp9/TmQHSRvt+DMvS5x+uF1igWn/jd04HqIz/XPbcwMmKw\n+45WGLyIoFoMDi0bAitlCygl8fLOY7wsI3LfsswrqVVsN4+Mlv2h5VoCqguUtYKaafsjJEXYKspv\nqOwpdodpNn7oM+ebYuwznRn49nal7hqastD1DYtu0IcvhPmGHhL72rJeNVUqRPUYGQkhE4rGN1B6\nwWYb1JYwaaY2EeMdaYVqYbmdKcqhCggFyxppesFetZQAeVf59B8ayveN8OJ5HDqKhl9nT64D/hLu\ntJpG0KqWcZ5Zk8MkyWk4shbPU19YlKGqB7YNOgWXd8+1F6At52nm07Hyu58/8PtPv+OPp2fqY8PH\nL19gBaEkMWxYk1nXM12vOP96xoXEUkbOFN7eJlTTMH5bMRoOQeCNIpWM94VU99hSKXnh0J1AWFIW\n7LfIqCqTtGAtPz0K/utbZJaeJwlLcRhV8annbXL8j4+feFsX2qHFRodQCh8MQ2moYeXU31FKqkra\nDm6v79DtEKHyub/bs2u8oePAx+ORo458WzJ/eb+SlUGnxEPT4mph2QpkQygVKyVUSQYWX0BtlGgR\nvSKXhLGgm0JdEmJZ8NbiuW+pui5hNkEjHD74u5qoCJgz57yR9nvKvmJL4DVuHFyk3wkEJ35NJ2L+\nyo9PHb9cRzZGFiq2P1CXQp8VjZWYDZYmEuYXakws1/s6c9smtNtYLo6yb4kZtA6IxjAXR28V9V0h\n1UqT98T3C6EzvN0m/vj8gcT4b86Hf9jBtaYZJQ1aSHayRUgIKSNqwkgFVISIiL9HS2VJCAQVTUkB\nhUBWsEg8Ems1MpW7YoREq3rmZaTfNWzXxOYz67yw6yslRvJ6YWcLJk1UAf61EM4bRp4Yf/lnuhSx\nqmV16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xBOw1lgiiDxznI/snvqmdDomDBOsymNv93YTRPzfMV1hlsqXFPPgCDYhWVpiCRR\nWrAVwRorySn21hDsjtBeaUfFv8XA0fb4JXB8+UQ6zyQV6axD5kr2BTftuVwXTuOOnAJ5m0E1RBoQ\nMpJjZe8UISveWsUKkF1PpyTzHZrcgYnsOqg50jzsMNyVp4aCcwOxNt67hraCg8qYHEglc2uWndrx\nevH0Twd6lcg20es7S6/pZMMoTfMF2w+kZebQD/RbYnUGjEYqkMvCGhqx3tk8iBoQ+45yDuw+bRRT\nsbVQt8h+nPDLDTc+0/SIqp7nI9xaBeFQBnZ2zx5P0QGjNd4naIbSVYS09CmCuRKVRXUDLxUoK0XA\nInpiV2CGU7/HNoMaO97W5dFUXRqiU+hY2HUGnxJaR6wwvDdJjR2ahMweJyeMqtxzJYeI4EFcWHLC\nykLTllmAND2leEQYeVYSJRPFNP5w6hi6ShaZl58PNC1ZVoHUge2WGOQj4Px3f/x7/Hzl14/t8f26\nPetWiKmxxhtdHR8LdSOYNs00af789BP/9Uvle/qFt6vl198963JFmsonGvVp4uOyoYZMpwqTckzH\nPcNU+Pnzj/zhs+br82fEApbK5W2lXSurvHFfCmvU5PQYKaa8x3VQUmFZV4y33K5v/Pz3X8kf75xv\ndy4i8p+PO9bLzHYQ1Ji5vgcG6/gkR95iZnWCBU8olmNX+OPnT3wLH9znV6roME8DoijG88hhXxmG\nge2acLVQ9zt+PwdMb1FlZCkLYp8o5cwqQSZFTyQ1hXYjSzyj+p5OgboGOm0RNIYfT2zbBb3rUWtl\nXy3fl0BvemTryddALBkpJWtrjKpha0M1Qy2CpDNNgEZTs0V2jdAWWtYM/Y41ZnJNKCHwW0XZSqcc\n1QlKrBhhaVJhO0veKkIXPsKF568dxzrSfGLpGpqNndP8nuBFWtqUGNLA9fZGcz2iaS5hhc7gExSr\nyK3xKRvky5HaErNdORkNraDHAU/FDjtY7yireVsySgvUIBjskbyu9NZQ4kgWFSHuf1Uf/maF6xbu\nPI0WRSCWGUtHLopaJciHexClkK1Cyw/QZH3M2ouQFAk5F7QqKCURQpNRhK1iqkWFwHM/0dx/5MCa\npzMPTE7cGjJbpOiJq4aaWH1Bn2dM23GbX0Hd2aVHJUFFIIVj446QmfWW2JmOxd64L4qTaFyW7zwL\nwy0Xhu4FYRp6a0hdHmFiPO9zY8kJFTzSFxaRyEE+XhBio2H47Ap6tMwhMo0O0zSdU5SwYnaaH6Ll\nl3NEHR1bVAwiMZ/P9E0SENRk0LoRiLTccHZiE4Kp76iyPIozw0algOo450ZXFJ1ViJpQOSCFQrsC\nBbSoxFzphok6Pxp8n7RAdgOb94Q6sNMCLVbC4imdYDEOVyy35Z0fnnrqdqbXFm8FPilESOz2msv6\nxnF8wgqLNB1bVxmk5eA1OcM4NWLX2PyFl2FHCpWkKpPVhJ1iTjdOhwO/vt8RUeJqZCd2hPsrw/Ez\nH5eAbIVqMt5vHLqJkCLRRozpuFwCUnaMeqL4TG6VTvc4GejqgBg67m8f6CpwgyV2nqPeUaYjbfsV\n0VXetzfEXqPkhEmNtWZarbxYydYiE4oaC7uWiUoQa8aNPSk0Pmqk1cJeGkTOD6OLTVgnSDKxbo2b\nj/w4WrRTHLqNf79s/PzlD/zr/c7/8fKZoBzadfgQCULzeTfQS8/dCyIL83tmfJqY3yPvb5G+nznp\nkbQ27v5C/3REUrG947ytmCWxGIVMmf80/JF/HCUfUyKGO6dp4O1+ZxMB3fW87A2744AXmufDgS+D\nJLbCQCF+nwlVov2duL7jU8NvhXlT/OX6HcmMMYaD6ogYPuobnTtQxsxJHsi3G7TAqCW30PjXb7/S\n9ZaPf/snPp8MdpCE3FhFRxKW9b7hBsswVY79wG/bjZgh6kfp7CQOqHin3z9zwSG3xtN+R8gbNM3k\neuJWSCUiW2J2ghgVrlQu1ytikXS9Yl2viPBwMXZm5KNkwmL5OhyIW2IcNfO6IokEmckt06zktgUU\nDaTlmj3j2LGuHtt3xC3Ta4dWhaVJhJCMnSOEM0IUGj1x8zghGJymqMcOdy2azTTYPKoaspDoLPm4\nXpgmRyfAqYoIGtlBq5VQJR+r4O2fzzz9l6+8XldOsuP+sfBsd5xjoMo3BmXYZoNThfHUg1Y0v+Kb\nQKrC8DJCLlyvG3bfM2bBPQVEN1BrYrSGbW0IpwlB0GHRoqPXA9LceN/CX9WHv1nhqqpRSmEVK72e\nqAhEKVBBykQpEiEl2VRabQhWctUoUYgBtragZKJvEtU0SRpsMgzSsnFhkoZcDa0VhFWEIKFEjIBY\nEpSC3AL2e6WTE35e6GphXiW9USiRSd5iMojceP9YEIdnZIOnpw5TFXVLKNtQsTDqgagSo+xoolHb\nRmuWmGaMeeK39294banagZF0RnD/uCH1nlXN3OJGt43sC6zxTg4N6zTVTdxvZ172A8vHBbN3jM4x\n14RPHqMkZ1Go9pm83bj7glT58Uesklu6c1KKJShCiOijfuwWfaXDcm8NZxTXUhA1MWBQTSJLRbRK\n8YFOHQjbRsNRamFXI1GA1ZaxbEg5EeeBoV9QWrF5g+omaI2WCx0SqXvykrE60I+GuEVcd2BbFb5V\nhqkxNklNir41vGykTdCq47BXXJY7f//yhUghZ/1oElAjWmj+bI7cbCOkmWHoHzb7ClNnOMvMel34\nOo4PIkEVtLJyK57PX/e8vWk+zje6QePEAqZDR0krAn++choHhLK0EhF95Xa7cugz4nSgy5UUIsJa\naknsdc+tNnTXkeKCEoL9IIlS0WbF02HPX24zoSgcG1aMuE+SeF3o5Q5pIcdGXAvBgtEa21t+XTRf\nZaDbCf7w/IzVK4eXHt0VRu3QRXI47AnO0rbMbughSyQ7Liys1zPdruOrklhWZM4MzmLtkdoWdp1l\nDmcOu4l4LQwO5OnIEhOrLpjDni90TN3G108/cY43/vzlSIgb8WCYQ+PnwzOpbgS/UPPI5bZybheW\nzZBK5rfzjCDztq5ovUcWz15IXF1wZeTLuOPb+cbTNHEPnhw3lC4EETg8KcRtxyXd+Do5tuoYVaMb\nKuf7jXntCbogTcYUx7quXGvhunqObKTjnlIKJo8YYfncDdhWKKnS90/M4ZFzC9mTgdUpNJoULcU3\n9rtHljH4BqHH9aBo3LLHToqnVnm2C4KBXDWWwnldiEWiREO3jUQlCKjFsBuObOuZoevQytKMoIZM\n8Q075kdv1TIjVEVbR6iZrnU08Wirbp3D0WFtodQZKRQOA8ayhgtSCmSCIitL2mF1Yt4yO9cTooZW\neXqZGIrgXiLX1YCWIHvWUtiLgvIGudP8thbKfcWKR5HlNO75foYfVcdbPtOrHm0tQmTKcWLxAoWn\nW0f0qbLEihQGLw2dakSfGM32OB84/y/14W9WuJa1YrsLX6eOVDdEDVgzQN5YlUII9TBupIrSDdUq\nuXX4IBE10lipopKFRdJhqqYhHvuwNqFNYfFXhlFTlkeA068eKc0D6ZQ2br98INVCWQZiWklNIGqk\n9xG/U5zThSAKyAE3DXhbcUnSxYBUldIPyHlhOA7YRRBkT18lZTdTnKa9VugE7/eZUB2yCZZrodsl\n4usFuTtwz5lvbzOjht4UXktmtz7ck4cs+RALu2HHkj3NJu6l4buO4h1f94qUV+rdMhG5S8NuqCSh\nCatHWsVeW+ZY6C00s0OEgjGazJWWPKNrSL3H+RVpKiEmbqtjr470qvGaYQOMEGQRScVw7xshFZ5b\nQwhBbIlqDNcVPrkDfVeZZEN3DiGuOJmJstFNmm31LPQIW6hxISlF3zJr24heI43BPxXUq6IrCukm\nLu+Z3sDbbWbQJ4Sz6MMVU0EET9prupbYTz3SOn6YHLIs3LcjqhXu9cIeixsr5dr4/HJgToLiCz8f\nPXPXsesdTTbq1oh2pIhMLwVqyMQoaTkxZM1x6ok+EoUkl56vB0+WmqwyxQcOO8u2FlS3p1M7tvI7\n+ydLbgZhAi99penGpB16LijTcMMBNk0umdjAuEbXPFUbdNTYXc+13vlBTHw5dMyiset37PWEcwNp\nlSxXxdPJUI4D91vkh68wX6D0Ay1BbyslvnOPA9YWrC982R3wsuDvK8enL6TZY4+StG50VTGYghwN\nS8jEqphzYmqBoxuYq0e6ieobnQj8/v7vWCsJIfN93jhHRRSK2uB29yTds/gzxiiWckEJzeg0vRqR\nyvHr5czeWW6XQKsVpSG1PbmsjHKiyZVpGPn328JLJ7itG1nu0S0h9hGr4LPS+LAhOkm7bZysxYqR\n43FgbZL+OLGUAF6htaOWFSMb42iIyze6riMXSXt/RdaNTxZ+yQFZBNv2gPf62jDB4avAGsPBLZx6\njdWGSY6sMqFloj8cKLc79Z4RKbIfB5bN0zuHiJkmAikL/BqQyj12965SYqBKRREGEQ1JSIS2LCkj\nU6FpQVOZpjJE/wDwtkYgoEpmJzRFQ7UVp04sc8XnRm0dXQ64APLHT9xCIN8M97ny9z98JafGcrsz\n3yVxroixYupC13foneL9m+Wrbnw5jQxNUUrP1+7E9+WDk6681gtlDo8pkzIsasN0BzoymcRnmSjZ\nYMSdadrz+/l/0xdXV2507SfqfKcJAd0za3qnxQEjDNoqSqv0usOnhLOQWyHXQhPy0dWFQEoDVMiN\nnAU5SISo1Jg4mp7qPb1TlJQQaSPlBb1Irv8+M5nCmiSqJrSCkjWiFN5TIv/6yuD2+EtFHhPPh4Hz\nh2AwghoWiox0+4EsFev5jq8VZxXbBOWm2bJmEpFLfhCco5e0cKeIQqtH1PhEKZl99ohxIi+GftKU\nYUGFkdFf+dcWGbNhBjYp6fuBGgTRbyzFcH6t7LSibxDvCSM3nDtwbRudyTg9UqzAbZk638m241Yn\nrE2YQWCyoSwLbyogpAShuWbN0Ro+1gu6swwdLE2Qs0SnijGBozMsRXKTDdMqTwhym2mu8T5/p3Un\numIQW+Dw9Ew2GzVIapAcy8gqKtdtoteP5mmnA60ErKzkODNuIx4YRKDWgpsUMklSa5jWKL5SvWcv\nDb8LyXWO/Od9Rw2KkhPHnea6CVorHE2F3QGdKyLD4Ri5xJ6vrjK7jaUWMolVS3r9Qq4btToadyqC\ncm9IvWMWiaHb6IJBmCNuOrDObzTfcIc9lohtmeiOBP+OsjDHmamT3H7x/PCjIQroi2ZQAx/3jWFw\nVBX4/GnC3zS5CH6Jd1r0PJkTWwWJ56suWGN4ftmzF5VntaeNPVEb1pz5qI3d8Aw+E1nZpQM5CfJB\novxMukb8XnLPmc51eBnpd4Zb8aAc1Xa0TdAFTZArWE3xjTg1UpBc3gJfDnvE8JWQA+ePd3anIzms\nfIREU5kXrfGhIsREoCByoQlByCtbDCQtKaVQg6JTFT0MpC6w3B9O27xYZF2Zphfq2wfadXzUypfd\nkctbYImBNCg+lx21rujDQHiHoCdq8I9sm3E4ZR+5tsOJeZ5ZPCwfHuMcs/VM7oTSA9Llh8FKJlSW\nKColX0hF09mOGBu/vv4Lu9MXbtc7o5Fk06FyoqaE6TSyZk67AbezIOB0ELxeL5jiWOaVkiVC9CgU\n621DdlDLmcU/JkRDg94otthwnX44DDO0nOlLRe86QmrkULFC0BSUAjUYttQYh45lWxHicQZmAVVU\nrLToUAjtQckReWS9w/Mni2gzl3sglR1xXhmUYL717NSP/PFPleG5cPv2O3flaUEg4y904cRP0w4T\nK/OvhambeJcBpyp/2lmu88y49iRRKJ8c7283UB613FjDQNdrrqk8Rp2nkde3D4w98Nek629WuEpb\nWMqvVGGxpiLVQCcnlJCUeEfojioFrUAnYQ0NoSRKPIJ7WEsTipIbWmpqMyQklfyojpaCUgI0T0mV\nnAJlmdF+JX/cOClJkgb/2zupBYo5sN423s8L46QRPLGEQjGWVh/uo+wgV8GySI6HA+l2pjVLs3tc\nWFB4hH/cgNL5zvKsmHwlzw76gLQTy3xmZKUBKszspx0yC5ZYqdnzoiurkAz9kU1rlusZXTO6GFKM\n6KnQ6RG3FCIRLR0qNRaxYccDy9pxqY0XURAtsVwbrmVEN5JDYmgXuubQuudeJFsT9JMlp4qvmSeV\nOQyZ3hx4WzI3c2WvegSSLBqmN/iW2JuepQUCitvi2e81vahoo8khoEQkDgOvfqPoTEWxlzuM3jB1\nZXfoaJvHlQcJvxMHtrZQ7I57u9KlI7nrMHvNb7cZ0TQmBXRV6NaopnKrN17GT6zC8uv5g89PT7zY\nSGiaRT3atIUC0Tb8oTGZQv0dalu4DYrLZmjBIsl43SAvpBhQXeHUG9J74S4dw0lgbiDdRBMGnytC\nrmj7sJ6v25Vuf2R2jV2cMc3TeejMQHOO/Zee9/fANBr2+x11VTwNAjNCMAdUFMTmMU7wuZMc3BG5\npAfNI4LSBt1bsg9kJ+l1xDrDYX9gqYUnq8gp8ssW0MaRygXVIjoJnjsDB8G8LJzGL6jwTk2VlPfc\nL984ffqMIhLE79yVYOgF4WNhGH9iWRaK8EwDrO1GKxBCZNx95fV+oVmLqh5bNcIqluSJlzv95ChW\nsJ2vXMI71/hwiK5RoTT8cV9ppVC0Zjcd+Pi4whi4rA6zvnEa4W2+EZj47XV+dPXZynWe6UJD7h2x\nFoqRnPaJkj3vVfN6W0hZonLlOEqWkmEnmMPC59OeTgx0RhJqpKyNbBrT0ZKWgsr6sbeKcA2RkAvD\n4RPLfSGE8KCNaI3MhdYNUBJ9Z5ncgBoz2feQFT90P/Lfv7/zumRidNw2T0/ESEUsEKNmGgSpKJRr\nrEsktQ4RBbVmZJmoMuCsZg4eYSWiNAqS2jSyFSxQayZuAj1ISk7Y1iFaQfKAk+coHmfDDmLx7E+Z\nf7lW/vj5B/bGMw0D35eVWhv37XGefor/wKcfPqN+/BN/+fUbHybx+usd9d6wGrZxJBRPajdexgPf\nw41VCI76gBkTb68rd33G9geUrKSb4mWU3FpHygPdGLmeM1+OJ/7y+r+pOWONGaEerLyD7tF+ofZH\nss9YmUhbRVvI5k5ugJgoSUOOKFEoVQGS6gShFqiJUjQCjV8TSkRqq+ToUSTieqWVQFkCCsP9nNl+\nlxi5pxJZbvDx+o0vz463t5nY7ylmj6yBkhPbLeCzxJbE8Dwwf//G4eSISZAJ7F3lrdzp+YRf7uw/\n98giaDv5uDGVjXSTTOOOtCT+9GT4vX/Be0nNC3ZUVO0Qckcqno/iWe6ZJzdhtplxt8MsjZAbRUSW\nunEyPaloosuYradmy7Ku7F8UwxLxWVAFaOf4CCuT6XDZ42vGbo3WK9zRMZWIt5q9Ulxq5pP9THAb\nf9i/8No30n1A5kzXFX7fIlOs2LHyZfxPxNs732Wm1sKaBbIZdgPcUmNfCqkIgrRkNCE1Qm9YZng5\n3HFCkZMkGEUzBh06Sl0oW2MRK6Ue2a6esTMcbI+/CO5ofp7umGqoxaHLxifVcMORoY6UVLkvjSg3\nZFNMssNnwXn2BO+QOYKQnN8TIcJpP+K2yNsqWAxYmxHnGyGfmMOKGST+tw+SCnT1gIjwvDN89wFT\nJ6wG1Rr+uvJ87ClRMYqEFIKuZoIR1HvheXpiudxwU6MY2NuBahb+dfP8+fDEtN9xfbtQF4GOV356\n+Qfe/A2rPMe95enLiT87w5XGx8fK8LzDl8AWI/v+mew3siiA5jKvbHpmyjAnyaQKrt+x3AVfp44s\nG/N7wmhH2hZUX4glPSj/t4VOjaRYyX2PlY3O+QcDMtwourD5C26S/HZZyaKQlKX5RCc9TBNFBFqB\nVQR6eyTFM6lMrL3jJKGGihSBLhzAwHR0pHUjlxVMYxWBYRxQdcNaqLfIvTtxMkfm8oZaBLllXoae\nvmSqPnIPZ6aDI6+S23rH1MCLqzx//oHf5lc+OcmzSVAXgh5xZs9WK/lypl1uyC8HznMgvEecgagF\nb/czn9qeWwioKhhrIYpGsY2j3LOTFSNH8HAyiu/+ymUx3EumeUXOBTv0zDEhc8UJTTI9oaz0XcXH\nSJOarlmID/CzkJEsAncfQXWPaqcciVrSW0ddM6U1hm6EtuFFAm3QoZJFpJOSVBNZdHSjId4ibVf4\nuGuYFB+X33GqQ9zfGOWJsgrWXeX9deMiv/HUKvEwkCzs7MjP/9f/w3b+N75/u/NxCZzkyPOXkewL\nJz3iY0KmwpwM425PvCmEiuhoaUMlV7CxkDpB9RFpB67nO4MyrH9FH/5mhUt4D9Uw9JaWMq3MRPFO\naT3khhnqw1FYDbFWpPggVUOshlw3NIHejpA1MQtyUcToUTkjSmANd6CiW2LNAZszyira2BHvv9GS\nJ4ZGIlBRhJYQUrNcNOOTIftXUhno7AGSwJTEQYxIuVG2G+7pwFz2XGOiqUdxpdYjc97YHXdc7omw\nREYlUP8fdW+yK1typel91tvuvDnnnnujYQSZTCqpHhAEQRM9gUYaaKp3Yc70GnogQUKBlchSqSrJ\nIG/c5nTuvntrNTgcViaggSCWjffMHftfy9Ze34dAnTy9OXN7XalNJGaDWAMxFooBPWdS3/ASVpZi\n2Ao0XUJGiT1arvvKoU88E+l8g1KGEGHZVhLQOc11mfFnRZ1W9saTjaTfAjlXtDGInGmGE5/XZ+5d\nhwmVEhZMO7DerpwHzY+nd4xpxJCp6oXf1AeymSk+k4riOyMJh5Z2jmzzhWE4o8PMVBf2Yii1vg2L\nU0A3DlcNzivSVNnKDEvgu1Zy2jvmUnFeca8qMbfMduUhCKTQPFqJMImj3PjWnxB7oG0N65RozAOd\nnogJnBb8eLR83SVbuRIxmFQpTUvOK1IpvjkIjkvLhYDrJM/rzHnoeN0FNIVrroh9RwrHlAy2/Z7r\ndeGbb77neo3sFVgyRgSeYiJ+DThzYq0bu4q8OznMmrher2h3IGRF4wprEWw/b3w7NMQayE6gdKVh\nR7mWfPD8V4NgyZUTBfcgeN97fDvg+sBdHLhsiYde4OWO8w291Ch3YgwVkuB49y1buBHsRl0FexAc\nz55fdj3Tn1/p3x9wceYoIqHuPN02XNux1AvtUNFb5CBBb5mDtuxSUlKDHxSxRPaQmOtOSDC+ywkA\nACAASURBVJIexSQiGwH9GlFOc1kKOj7yumoIJ0zzxF5XtPCYVLlk6PU9X1Ph1K98fk60q+D4rmLC\nxGl/G96fzi2fvl7ZKcyLwbsNswTE4UhymnlbieXGnVW0raOlIjWsu2TW8J3zPIjEqCLfvxtoTwdk\nXlF55G//5kdiUGi1Ig8HXoNmmq9o7bmFTPeN5/8aH+lpqH7lZqHEkca23KqhcQfSHkA7fN25psRN\nbYT+QL5eOZ0sSnlUqvycJuag2GoiW4W9TKiDR7jKeFsp9RkvLduqaIWjFZVNLawqUt1b4SYEOO/J\nORBDJUqJx5DThPQgY8eUM7IWhKooDTMRjWOvkVwFVWXgicYKRB6gM6yrZO8Ctziy6m/Q24ZtWkL1\nXNKf+flPG98Jw/7lCx+M4ZIN9tzxy1/9huGc6F4W6nLlS3jBW8eQB1gvCKMQYYcqad454qRQeULv\nkFNgi6DbFq8DhRuTuFFPLXz95/Phrza4igtAJMZK1RtBTRAr3p2psTIuhqEdEHkm1YqpHbFoct3I\naUcoQS6GUDIpr6RSKCmR4kqtEmUkSlZMUaSykmSiFZavf/gzYincHh9RLrJHzXQbaYIhZtiMIzzd\ncP2JSECagtwqQnTcDZ7blMicuQTJodOoUmj8TlM9H/dE17Vs485gGkS/E/OG0/d0QjC4zG4Dwg38\n4aVQxIpRPXLbcEZgpOB5Lii/4OzGtlfeHQ5v991OEpKg2QUkSdgibSwcRGRXLW3nCI2nbi/cCc3r\nemPLnnWSuAGMLHTJEdeJX5meNQsa6fm2MVSbON8P3FnPc83cDwEzHfgzgc9x5D//oNlvAd08QB1p\npGSSKwdtyc3GEHo2Mu7OkFrJfk2MocWrgvUSEwRPYuLuW4WTB27Lio0tOV7ILmDUQHGBIWaSBDk3\nyKJoSayq5afLxvfHgXem5XG/8XyNtA8NjQ3cUiTulV4KQqosYcYdGuy0UmkZleCuP9MtEQ6FVAK/\nahsuIVFzIO4JYXs+uICsiqx71mklkEjjhjYHsp5pdYNJkkF7yh0s84hZCg9nx/Nyo3En7q0kEWiK\npqkV4+75qp4Z60Z7tvyo35Q2ynls1OgsuWtb6h5ZqyIVhx4Wzt2ZOfwZWxt8KrRdj9NHlqxIDZQx\n0jf3dP2RZXmhPfWsS4MqM3dS8boVogFzd2ItE+t4493pwG164WG447JPnLqG8XHjeK9YY4HU8Ro1\nJy9wg2AMC7OYeU6ZZopk79jixBIt1WiWminryNkeuO4CjGaMGyYWxqBofCWkQlICckFkybbBoEf8\n4USYduZ1I50Uw34gh0BrBeOUefjuTN0Nt31iHBXKGeJ0oT205HnD+Q4TIlnMHM+ed8LRmQ7fLzwo\nhXEWWTIHDujOMqZKP3RUN/DzstEkOJ7u2cQVYwXrGOij4JpmGlGZXzIiC9pTYn++gWsIIaGjQ3iN\nUAlvoa0r3ib69kS3djzLyLzuzNcL0FNTZdOJMC60nce3jrA6Sg0UkbnlzKANIUS0kaS1YpxBpELc\nAkV5ZC5gBSXNGN0QSqWqCSkkSmcSLTIJDqKQtCOnjMIgKuT0xi2cRMQ3ZwYSWmqccHiTuJVKSCMv\nX3qkjMzrMx//5Hn37h2N0Mzmxj99+T0i/kh/+JZv7hqy1/z2/B2vzy98/PmJ1b5xVk2pxE9XlL8h\n7APXYggxo6tCikS5PbE0mhx3Tof33Lb/SEWS8bZRDTTDO+SW2cpGVRKLRgpD1ZnbXhlsQ6mJWndi\niG/0CxGIWcE+odBsu0TJTA6BnDOiZFJKKBvZpidc2NlfV54vM3memZ6eyHklbpVpmQhREV83Wm0Z\nU0C0Z3YyuRTIGuUrL3Xn5c87/qDobKTvBSpueLOzCc04Rrp2oKdlszDvE3d9T4o9VEXeEllv6AJ/\n+vjM3emen6+C+0HjYs+nsnKXJw7HhkBE2DN9V+m1IF0jUUpew0ZRw9tmf5JvS81Jc5sVOY+gC0df\nWEqlSseHYgiNoKgDOY80RpCcR+wL1oBWMG6FTgpk0zHVmVNv8Lvg2W70umF5WVk1PO6FEp95bzR1\n3zgNDbQeTYCTxlbLthukMoRzIB40VUpiGDFUHj58i84bSSoGXchhRgXoho7n21eOuUeZI6iAGBKa\njXl75aTPrHUgBsmcJvohI/zEIo/YRfP+/MC+TahS+WHouMSZL1um9wdKggelWMaMdZFDo7nuUGXm\nndFoaShk1iR5Ka/c+xPhspML5EOhMTtnObPFmdBZRFR86yz/fpwIrePXZ0m6LPx4bLiVyCANndPM\nescmh7aZ++MRkyRzenupHr89cLtB0wpUHGgcJAqrzCQD61WxrTv3/QdqFbz/3rLIDb1sqKbDOk+n\nNGsq6HVEyMLj1yvWHnC+xaqCi5FDFSQFHy8T73zL8xy46x54ev6C+XDm9uWJk7M8PS0sBd6dBl4+\n/4l8emB9HNHvDFm1LDHRmYavtyvv+5ajlFzHT6hqsXcNMUY6r9nnkWoKW+ypy8iSIqJm3tvALp8x\n8YiLPYKZr3GiBLjTDfslEctEKju1JGQOrJeNKrY3/1ZMvJSdvmtR5YZ51xHMBk1hEYJf9I77xuBi\n5aAPaJlohMMpxdBU+kYhimPVkTnB4V6BEzxdP3E4dHwNkZvfGZzm8WaY1oWTLsw6EUaNnATzeME2\nnqgkVEWvPCnvlNrgWs+918zNRgk9793Cq1QsZcNLuKaIcBYZVgqCkt+YglhDnneuRJIRtJG3/77U\nUBeELkihUECKb4b1FFZkleiuZ79e8A8DdYvUHFkiKLmSyxukoYaKVZoLG944nMu4cMX3PfGiMQ9H\n0utXTm2g5EpSClzi8eNHwjJj786MZiXi+NPjv+eoIneHO5RK/PxS+e7hV5jjgfSyctsW/igWsjBc\nxo5eRPblAqGgjCVR6P2JnCMYy/N1xtnwL+bDX21wSSCrjRI3iihoo8hYqAqsIk2JrjmyrCNtp0np\nLbBK1uxlYiuG4+Ap8xVrBuK2U9aKEpoUbzixES+BuhfC5QX5ZUTMksufPpOkpFOedckgGqzcCShi\n1zJNAXIBdg59z/L0lSlLYg/BRPJq6KwjxYXxClYq9n6lOQbml4A9rrg2cWccWjgMgjmOfJqfCcMH\nvk4bx+E9+7Kg8pkkN4Yho3NDpx23sLOtlV4UjJY8vQQaCWVOHLoj21rZrSXnDRMzsiQ6K6gxsWaH\nNCu7egMSa99ggiTWjSkklphRH05UVu6EJqTE7DTHI4iSiJtmSIqcHRnJuie61pMQHHrPXiKL3ihK\nsc8FIWeGd5JBzagoIGakNBzahpIV+5xRXY9sBH3MqEZxEZqWhuBb1BZRLSh5pu3PhJeC0YpLiPxw\neGBOjnXT5LKgpGNZClmvfDucWJdIEpXHrxeOreXsJXPMGCHpXaVxJ+q6ME0L1kkkGzZ2vB88qRYu\nm+Fk3piSwgs+PUpe8gtt29CrA0mAnTNL2SiHlSYWOJ1Y4sz3Dx3PubLHhXPTsc1fuTuecPFGK+44\neYEoDQ+94xoy7fED83rFERDsnJsBkwOiCWjZMeqKTy3PtwvmcOR02zCm4bbvvFwTx05QK6xho1ZN\nWneSs/zp9Zlvv3uPd08IMxPGlcbfUbcXmvc/wr7yMHSMTzNW7HwtCt8ZdIqcmwfW5Znh1JKvC8+3\nDXu4Z447uJbx8oJXPTZtPAqNoOVxXpFG0qZKMZXlOWOVZtlWTkqgvWIOib7xXF4fmdvM5XVDh4R2\nGTte6N5ZXueZpRiu20JfEmve6elpmhN1SFxvC8Mw0LSFJsz0pgHneFoLLlaGxtBLxX/SWe58QwkL\nPxz7NzQXGqkVJRSSKuxZIWIhUjmfHDFmtrDxn33fMwdJPn6glQL5eCW3kQr0a0u6VNYq3mAItASh\nSGLBtAJZMsPQ49oFYztuuwDXYdBobzCtpX69sUrolCZJENniZAAnkRX2sYBIKCXQslJRFFPYssPu\nAdvDtmZEMJgW6ra/QXnxiCUxGME+bsiS8Y1iqgInKquMSClRRtMY+YbMswf2l8DhdGSoiVFesDxw\nfP+Op/CVuo1c94brbUIZzXy58FFk7u/gedx40ZGz7LldMg/vNZfrxLpEvvvmO4ZvHyjjlV8PRx7y\n9/zjv/oHwrjQcyDJR6y0rJsi278ITaN72zlz4l/Mh7/a4MIblEhsdWfQDV5bkpREZfDJc39oqSr8\nxZsEUc6kkphXQWcltu7UNJKlI0dJiBlvNTluqLrAnpDzyPjpkXq9Mb0sOHOi8x3Llvjp0xUoWB8R\nS0WawjgWKAX8TE2CkF6YK2Td8eXxla49I1VhzIlD49mNQqUF+6Xh+KGleb/giuW6K1rdEfIrz0FT\no2QsR6Zb4RfvHc+PBZGh1Yk4C56YGYwjGd7Mp9IyLjcGf8ZqyRwq1lmm8cL9u2/Yv6xsKaAPhrpq\nbKzktiU/X3l3PjDPNxpTKPXKri0nC0OvWDdBzTfcoVJvCspO12Vk7aglcDoo9PXGbg8MGXRZ0ecj\niYyzCp0TrWxZd4FuFTIllq+FPMw0XlL9Hb30lDwSNknb9aSw4ztNmBa2W+Z4aOhdz1oDh87AHLEP\n90xVkh528jyQdKSVih+GHo4Lz2lg2m5U5fh8KYQlcec7MIl1Sdy2FWE0Vhi68tZ1XJYnishMWnGy\nhSwSn9ef+dVwz0lZVFQsBUKeMbrjN+/uSa7ner1iqNw2h7YaIaBEsD7T10KWFSevdMZSkqRjpJc9\nJSaavseLgjEHfAzoqjg1AInXvNKfGuQGRWy0hzuk3rlMifPQc3vayErQtJqSCquYCNaRx0j0DVOV\nTLeV0nS09sgaAn4o/N+3EWkdfci8uz/wx9eF4+FbPn+5Yr1hTZrzu++5vv4Ta9jIQlJeCkscKULQ\nbpHjXfcmWEwZmysjK6d+4LpNXOAvWp4roq741ZJtz4tR1GtLyVeElzxPlXVcqK6i40CsEZc9L2En\n7AdEqNxHwfRlRHf2jYCfC9mcsIxMWpM3T8gjx4PHVEVeJa67I9WJTc287z5wXCM6VX58H/nB9eRw\nxd31TGvEpY3D8Z4djbYCckV2b2LWOO5Mc6WZBX2v+XT5xHE48XByPI+S7x6+5+XjHxEonraJ4N9m\nUmJoydrTFNi2G07dMceJJWbKAtiCd5UlbMjcMs8zy54R9oCpN0xMuFVTxMgoJBHPKReciigkRkKs\nb3gmhYE6E5xDjSu97pmUJLmNXBo8b3umKWeq0SgSRbwVDo1WLFkhkibrihkMxVjyPNOqDaEVedKU\no34rtrcndNuiN7gqgf7yxNEa9pLZiNxCIE8feO8k//D0ESEOiD4ydAesgs+f/8jLtvHrhyPHb+4R\nny58GH7Jh//+PY8ff+J/z79nf41k6ZBifDNSAKm+EUi28B8pHV5uDdlWXHfEde/QYkArT2M7tNSE\nUHDGQzVoJlAtxa8gRi7TSOc1aUxYfWBXCW0GSihUMiUW8m3j+uURFRN7tbSdZltWbnkhB0dnPTFe\nITomtzCHid4IylTIZuf1Kjk4iAEm8cL54LGlch0Dqs2scwRa2kFSmsKL0RziO0QpePPKp/mKVBbp\nLDcpeWdaGrEyT5pVjNiTwYw7nZjQpnKURxYiich2MJTpBElCXWgODWmH3t4hd4kYWvRWUbWi7c6e\nI9IN/OJ7y8vtE+fjkaaCLgkhFCff8LzduB965FjYHxPVCO7PiWmR/PC+5+PjF3Q9oRrJXZtZN01r\nz8zXKx/OD8zzRipvapFiLEtaOGqPLgFv78nrTGMC8+uG6RONvuPp4zO/uD8gt5YlOD4cO6Z9RA+S\nul44mgcuPhPZEJsnB0VuV+6lYn0cUb7h/uB4sB1bcJR1wetIHCxlS/TZMMVE68/M0/JmLG4TQlk0\nLc8vG7ZVpOmGbDLGGK5rIOuCsw5VV7bdorRjVAJfHO2pZ94qMe0cfWEUPesMa9zotcM0itvXL/hB\nkcuKNIoPZqBVgpWEMwVld65Fo3RA1hUVKz8c37EvN6ZpQR08r7cdK8EOlrpHhDTY2jDdrsQ9UIIn\n2YmkNK/zzpodqipK3Pjz9UZ7d0+sI9beEaolrVfsB0tbHe/6d8TtI9eXmSiuhHhBkfBaMYeRcdzo\nPDTc8yXcONbKOXWsoXLoG55vV1TrOQ896ys8P0eqFJzMPTmsLG2h3AQ+zuSmchWvON9x3TNlh05k\nBvsNU/iZVh2wKbLkhXQ0ZO14GVes0ei6o3fYXaLfEs9xoWlg2ha65oHkCqsHXzXCOF6fF371n95z\nLwzvPSwe9mywxVIOmlP/gZAMWWr80AILajcs84R/OLHcHnHvDfEW+aY5oLSk5Bt3KIKW/NBY5ucR\noStzhNtaOb833OJKEp7u8ICqhcMgaJzHzII67qAljfBsaSWWHaEghEA0GttGwpah9NSUOXaOOa70\nqcH4CCWSgiQhsAI6IxBLYcNQiWgsMpY3kkzS5JKwViKUZV8y0guKssQ9/8VvV5FCUlfNsq/QSxqT\n0VHiVWBKlnrQ4I+UfcKXjp8+vbwVOS8r2qq3olh7fE58ai1N/IH16xOoG/Lrdwjpmfav8HliWz/w\nm6yYy84ff/97/vYXf8d/+9v/jsMvfsXv/+2/It0uPP1RMc0V0pUmWZBvxPl/6ajf/e53/5+H0P/b\n8/d///e/+x//57+jWsXgGlp5pHN3GHVApwNKNnjnoFqkUiAVVEPJKyEFvMjUrEixgEzENUCW6BRh\n34jzje35gtcHLnOmVNjDBuuG3kGXG1m8sswJUR/ZSuF06AgvBXIgiMK8WuYsKFLxvm1IQVObSqcT\ncd84dEeO2rLvF076QEGw3RasCKRayFskGg+5EMcX/KkQgmPdV0aTqRu4sGO8Qxwdn28TrRvQ5Q1f\nEzeF44o0lawaMoBskQpSeGVdImssbGUhHDrSbHnNkVnatx0xG1ACdGqZ40Yphc/LK8JlSglsnWXI\nktu8k6MiV4WpGo0lV1ilJtRK7xVRFFopsEUiB0eViUZKDAnlPDkbnLZoVRFaMM8JpSt93yKs5p8+\n/ZEgA4WdSiDPVxQNsVS8cRgSnW0Q/ogOkfuTpDWQiUgq2y2gVOLYKO6Glq7C9+8PtGrj4VSZbxN3\njUbYxJYj2xI4dQ0bO501HJWk71tUsW/yUXtgHhfemQ7RSZpG4LZEdQu9yXhmDm2HNA5UwfaSljdc\nknWGNluMl9haeHANTmb0QaLagvcaoyu96whp4tg1yCBIVRFzxjaFWj1OOSiCvUZQieIVwmQIAeMd\nuVSkKyyiINyJ6SoJGfLRoy2QHNY0DG4gjld+vH9A74axbuxu47bvCO+QKnKbFqYwI7zmy+eN47mh\nqdDrwvfHnusa+Bh2qtes8413B8XleaVxmU5sNIdEtp4/XxZyFSgirdhRWjNeZhrTwL7TtR1xmsgh\nUMSOmCSh3mhsZmUnLQklQIQdKzRP20qsha04LltAm4ioDmhJEZrikc3KffMGef3FqcF3gQfn0Gim\ntRCLo4qOiGOvCrlLGqGpFfIeSCUSZQ8yQimUvdB3jpB3msMDy7rRWE0RAaMUrR8QdiHnwN15YAmB\nnAxaKPZ8o2shC0VlpX9oiUrih4Z10aSUWWth3BPUCvJtHSRXyFXTWYeUAelBlMqeEiollDIoA1JW\nUgJvE1I3SAGxCnIRCBNxbw8hSW8kIQLWaLYY6L0kpISRFmcMe13ZZWVJClKkO3liFVSXEc5yEgYn\nPI/7BbknttuONYpWVGoBrSxJaaTTXPfpDQhxCyjTkNLIYO/4w8c/M4dH1Bb5cBj4N5cvPL6MVKX5\n5uFbvnv4nlN/x4/fv0efPClfCDlDWWkQjHPkd7/73d//hzJC1Povmyb//zhCiPq//m//A+5u4P50\nx7f9LzHiSDU9ut6RREWg8VpR6k4SmVADe5qI68g0jiidiKFS90JG0BbQmybNCUJi+vJCWAoi7Wix\nofDEa+Dy05+hSl6WHacjtWS0NcQRwmXnelRc0sSOpliL3T0x7GiTOPUSXwPx0lEaxR4jKQeavPOa\nJLcIvzx1fLw9czp7fgqRu3LArxszCZUr/eB4mgONSTgse0jkPlGE4igszy+Z1TvalHDtQovj67RQ\nsycqz1ICx7Sw54IaFOtSmaPASw2lsnSO/hJwJ4E2HsjUXWHsyhZbFBHXZ+QiMUlgnUR1CasEIjou\nWbHlG4O3aN6QTlJreqkIa4ImUYPHhELdFvy7liV3tG2ixBnrjjQC1stC7Tq81Aj9Nv8aZMemEiWP\neFuJoXDnW3xrSJdC8c2bmy0vNCfP7fIEXU+5VQ7+zDXsNE5xFoJqFFntVNeSa4dab+zzDEYQa8sc\nX1HWsG4KJ96kj7frCrbFlBmtAzVtbMpA6chJcO4TVWd8srysmRjAtQ2y3zloT17fnHExJlZVEMpz\n1zeIkGmPPV8vL4gqcM4x31Z8qegG9vT2GwjnqGmm4ilWoIRmmSai5O1j5qIY80a2Dl8Md41lqiuL\n8Ty9rqjsEH0hlEqYBO6dp5oBXTzleuX+fMDUneRWbpvi9cvML+8dH79emNONc++YF0ncrpwF/Pjh\nDHanaVr+4XmBdeNgLUYdmDfB0M8MneMSKp8fJ4IUfHx85tQMnNrK5yt0QiNV4stloblruIwBmwO1\nRqZ9Rzctxq4c1YF0SdzySju8dQtbqix7ZKiS2VjufU8WV4wb+HCyvDxXdpc5qciPD3dEAdq26Gpg\nfQIDmoautGjXsltwOvKdOnArG/Z8pJWKg9eMy40gAm6PmFpprQa5kqLAqh6tFkpNvO6Ba5j5eYz8\n2+edLDo+bok8TxhbmAno9oRzgXdScLQDutNMXzXVC8bLwnUuXD7dQC4IC4a3Gf1coFT1Jr5FkMWK\nqYolgjMCQSSUglUWAKM0KSsSlUoGbVAJ9nxFZ42ylT0mjHTUGjHSEBOYoyZtmWMzcNk33neVWCut\ntkwcaHrFd/2Akzc+FXj5wwu72iibwFAJISBljxsarjHgdIZpJ7ierhWY/h7XSp6XGTFXHmzHr3/4\nwOQLX9JC+pL4u9/+Db/59gdmu3D5wzPD6W/oDld++ukPfP70T9TXzO9//wdqrf/BYddf7VXhJhua\negA9sGdL277H2A6DQ+BIVf7FHdkhaiTGGSUKOyuts2zbwjpFRHGUlNA5ohYDqyIvFRdPTNfPvD9o\nXp4zWdzgckNZydPrwrIm+q4ijeX1tjIWQ7ZQS0WlFi12SrI4BAcxoOyMjIm6DczhRueOlGyowjF5\nQd0zTa/ITeKkvmGdRzp1QCuLE5XoLEZn6tLwzVGyxwthrPT+A0/xZ6yxvGwW0WyoNNOaE9O6sYXA\nolviNtGfM8daiKpDaAi3jfOQoTaomFFoXhN8ex64GzLTXogpIlxmCTvWVj74d9Q+04iIbhxjqtQS\nSGtGloKXCV1bTIH7h4an60pZDKLZ2YTh0+3CvdfYzSKdJobAojRhLgSh2NcJ10c67zAYnLSsy4XO\n3rEume5Bo2XL6/XCVjr22mLnV2SFRhdKymQ9oMOV4XDH62LR1jJuN1pvKWnjimRZE+dBU2IAGRk6\nQdd3BFlJtwYZd2DDtAolG+Kc6ZqBqQYa13K5Xd+ubUKhqwllFImCkprLmAhS0TQSoxcG75CXwOHu\nQNGaUCMhLHj5ZheoJrLvK2FXtPbN29a3Cq8bXucVdsnuwKyRxkg2HbnGnVw0Shg6ueP2lao9bdvy\nWkYu2bGtkqwsuQiapmVfA2vIb/McZanjI9nvXEJLYyN7eKGbLK7RPBtojhNftg116knTlWAqL89/\n4rtvOuIq+cNt4rtDS40eMV4JSSCtYF5e2GPPsbd8uk1ELbhrHZ+mSP9wgKwQtrKIwKAi022h+J6P\nH1eC3XgQEiEEGHiaE6fk2PaFTsFlqoTasKdI9ZlzrZhQ8I0nm4QbLFVoGlHphopVkm+P72GJuF4h\n9sqX8RnXOdq4IjrN6/OIrpk+VIJreI0rps3UeWQJmkWsnHpF21rWpAk1I8uOCBkvOkoMRC9xrkes\nV963P5LjRP9B8WWc0GXhKbd4U2mi5lXuJFnI6p5dDnQxsbhEqbDNmTRtaL3QGEOtgsuckX2DTysx\ngzcZLysvUYG2nKVk3hfkSaCiopWGqUZiLmzbhHKWKAS2GCgRUU4ItVBkoTOWGgqbEZSiaJrEtGZ8\nawjllfu2J4eGoCLCZn5pFVevuQlJlzNGjHz3657Xori8KOQM9riwjQo5P9M5w1o1wnRQAgmY80Jz\nA728UlJlVYl/91JpuuHtmX3iHz/+G143w3/xzR1zTbx8/Ee+i3/Lf/3b/4bf/uq3/Pz5ld///g//\nbD781V4V/k//y3+JaRveDx8YDkeMHOhMjxYdSlm09ijpqEislMhakLIQ406tlbgJbG1I4ytuN7i9\nYf06IZDs1yfG6RE3GMgK6wzz6w25zG8vOtHgxYD0hds6s0wjOwKjQWa4ayQ3BJ3Y+Q5NVpJFGF5u\nkrkk7toT0yjZzEYQE8cM3jRkKk0BXwOt0hxtT2Fh3kb6rkFnwaRHviwTpj9CAuLKtCuElmSZWXbJ\n0fZv3cW2UPJGKgOHtsX1jmkqHMT+F3dZA3nFtD1KFuw885uHgcZDCgt7glgNeQx8c/ctThqWErGv\nmpeUmGJiI1Iy1GQgSKICrwqdc1yed6aXG23T8PW5YJsD5IS2AtN27KWyAp3xCN8gG0MrWsZcsaJQ\ndsOULrBnriTWkniMr2ypUoVnjRC3BVkEKWtSvlKsgKgxJVCipJEWpEM7gxU7hyZzuyWEhcenkQZB\nWq9QN6AQhCbGSGM1dZ3JMaOFpu08qUQSC42oRFFY1x2KRhmHUjdsAWt6tjQxuB7BGW0Lt2UjLxsl\nJJYd4pow1dEkQ2BnLZV9XTlqybYHBIJqGn7+ckO2DdW8GQ1ynXheNiJvBVreI09rYsz8RZB6JsoV\nLze2fSMrhxIbrSiErZIpJFlJRVKumYM/U/LKvM+UPVFjgUGy6YXlmum0QWwJUxTxLI/WwwAAIABJ\nREFUtqBjRmqFaQ0FwR5vqGzxSiGy5KXOGG1ptENuheLgLFtyhSAEZUksY4Q4c/aFW/I8z5WmBmpx\nfE47vzkeeQrT2+6WkNxby3KZ2ZUn7BuISqMgigImU/dKVAojAm0v0DXQdh4TIkbN9PLti1nT9eyp\nIEJkLytFJnYJaVoZvOXz85v2p60bqYx0uoMqII1s2bztTtVC3jKuCoTM7PoNjdS2mdvrjmwk1h8R\neeau0/i6Ib0ky51DlRjXUILA9dApQ2HgcQz4AqpKjNJcc2SOK63WjGGGnCiiQRhFIjIgoKzMG2Sp\nqIArG9ZUYrGYKtnGmVwroSqc1dRSaJqeskoaJ7Htm39LxUyiIJSCkvHekfdMiAmnHVkpcoWSFJ11\nsEZESOBatBPYphCF5fFV49s7is8c2jP2/h5pM2UvlFjwaSNvCqM1Kq7ULOlCRBSBiAGRYNrAlA7n\nDfPtQrklNnZqvHJ38Dze/sDz007WoP2BsiX+9f/5f/yzV4V/tR1XKI4zPcq8w9Y7vD2ghEPLAwAV\nRU5ve1RJCkQxpKTQ5vyGDpFQCLBHpNLs+yuWjcfPAV0L2rec70+8/PSJ9WnC7JWlwG2BojOdufA1\nLEg0uhvwReGUYouGp1A4KUOVLZd4JaqVqATNUaNpEGrDRkXMO+fOkFLip9sL7d2ZIjUlVpxTiCRI\neeX9+ciSAkI5ms0zeM9lDmjpwSvsMiMbjVksnBRxXXBHT7hlmqKoytKoBWUc2lRK62h1R60LqAOy\nRm6hMgeFWwK6Gdj3FeMMd2ZDDycmMWLLPc36CH1DFzNT7onLlawKuwNnFU2MtDIhNoX3FiU7An9h\nvs0b3m140WDEhJUtTX+migW/F7IsLGLiw6BQo0B3hqIcabO0YSG7hiju+HSZOXpo+oxJDUu4kXwh\nLYWTldhtYVeSyJtfy3RXOt2zjIG2HJAiIZCcvSeFFdf0XMPKnlZW4Fvr2NcF6TqOspByYN8iQnsG\ne0LuK67xSKnRs6b4BlRmmQJ6unI4HVjmhcOx5XmJDEbjvv3Al8evfO8VGMulFFY9IZMjqsi0bzjd\nUYsiVss0zrjDmaeXC1lWpK5sW6XTR+I24gxEKbgbJDV45ljZyieOwlBdeKMg3CLhoFjjiuDEtu7M\n+UYpAW87wuWFvV/RYqNXJzag145p3JDxQK47IhtyuXEcWpTfYJaclWHKGqwn1YxMC7+6a/jypee2\nj6Sc6d69p4aZl3DhcOoQo+WnVNGqMu6FlwBq2lH1z0TzgVAfGZzn59uIxbKnnSwla9XYHrSq1OIJ\nprB1Eh0DKitizXgfSAqq0+SlYb2sfPPDO8TV493AVCN/fHnCYPAJblVgReJkBnRt+DqOuMGQZOBz\nLDTKUOqGnxpMLjTvgCJQe2BJO8potBSUNaDbludb5Tx4qBtbnGnkiZRHjl1Pu3mut4XDQ8PLkpFl\nJuUzY81YoZDHM3tdcFsmhxtGzGQBYz6QhKGxG/NtpnMeEQulWlYncd6wTwlp32DVWmpEqPS95znz\n1gnWRMkZbSzjsuKFJuVA3N+IMcJZyDukhCwRmxIxGbRUyFKpBnTI6D4Ra6Wj5VYWznumaTfCdIGt\ncu6+AVcxpaMvheIVJ9sTG8HHj5E1JFotGEug0Y6KZiagpCLUBoGgiI05fkLv97QpknUiv4x8rZW1\nZpYEfvuZT/+uEnTHN3enfzEf/mqDy/cH2v4bXHV4fYdhQMgDohqk1ORa0LZASoRY2GKgWEO6XiAE\nbC6EPTDYjvWyMV1v3LmO8/3/Q9177MiyZFmWS7gyI+6XvSDIStZAA9X//xs176xCZEbkI/e6u7mZ\nUuHSA49pBlCTQrTNdWaqW+ScvdeWLDs4rrz92CiHIq4Jvy08joWYFAZYVMVngTOCpjUtw5zjx6ki\nSOZU6PqDbuxY9+9INGlRWKd5SzdK7XiEg0ft0TLRjRLdEhXDOPawbWRVsNJR/EIyjq4edL1hywdW\nnpGmsdwP7Emw3XfOZ0uOgosdOfYH4nRGpMLYIlFX9iPgxhPL94z6pD4yH9Yz18rl6rDC8XQ+cz92\nPg8jKxnElXlbUc8n/J5pakBLj+wVrlW2t8qpWqQ90UrirBtad5jLwLE75k2SZWN4HjE58GzPdFaS\nDoPqHZiFvncUBSpmuuHKb+vCxTmyCrToeZKGaBINTfCB6dJjlCT4RBWZJSf6Yqn6yhwlmgbNkFQl\nicQxw9lETmrgNX7M+qUzyJIpNlAs2CI/PmzCEvxMR4cQmvm+YbTEq4PJat7uOz9de/alIJPBXjV7\nPsB2MGlaGmhHIraB7+8L2g0kE3n8+EHSgh9x5tQMuQnKrcIosJPADT27D1Rh2fyB7CZ+Xt+oKfB1\nHDBGcSpX7jGhu/6D/iKgItjjjZANiMrbkRAiIqXjSJW2FK694HZ7sEmBNo2ThP408eM+cxIC1ERb\nd75+/Yl1Tjh/xgpN3B7UGqhOMtiD9R4Yesd9CVxrIeXCXDX/9DxwdE8oM+NDBASp3KlJk+pGVwTt\niAhZ0EgGPbDPDWIk5gHfrVymM10MZJEpotE7y0aia4rsnlE1UYWhMVOio6wHw6j5crqiTKDank5p\n3FXiHob1L7/y5Vx5uQve44axApM9tRtpsyOy4k8bKX30ltUUiJslpco4GW73yFQqz5PmdT24WJBK\nIY1lew88nQdEljw2jxaaZRdYJLlFqj3Q1hCzoqaNf/3yE78dM+91I0lBjgt66Mg60eqKkhJfCqlz\nbP6BSZr9eCCrYC8J4yw+VLwEqJioyTFykhOtGaBj3x6Y3vH9cdA/TegkSFsGEVDDhJ4FyI6tVgah\nKU1QgwchGJqgdQafD3ozUVolZQErFNWQ853LtWMTB6avBDzMkiAjzgwgCksRNKmQvaXHo5++8dAz\n/9gZ9i1zVplHjaz3B/vDUw84hMdKRUsGuyXUqVL0Ha8lsQVSekNx0OYTnTvhj4Xb+jPp3DHm4W/q\nw9+tcAnzDPpKN/yEURNC9ijZI4pGNUlKniYbsURKbTgz4fcXVK0IFFpqUhRs9w2TFj7ZE1TFbSvo\nqNl/+42wbPjYiMcNoQwBT//5GyJUZAZTIikd1NqTk+JR3/ikOzIS1eLHH/mQlNJx+MJFSMxeeC2C\no0lq0YznnvXo6WLm0+Bo9SCREDXRhEW0ia0eKCrjuSfJSF4Hqt/R1SKvid4pmr6CMAza8MgBZwbG\no3LkiLeFZVMYN6JM5fMfe1T5uGWq3GOERq7wT6cLKc98MpovU89vspB9j42JtCu0v5MxeNmo2tBc\n5vnTiWdp0NVSjKRzlRAU//HbHTleMVdLOwT/qBOjCgT7sUdyTtOpwl4X1FEprkPrAZ/LXytSCudW\nGPonbsuDoz8zh8hPU4esA7tfoLMfzkV9xYWEODse8YEdNEeAOg08QkOYJ9Z149AfIfQnJWAptBpR\nWVE509ixSM4Koj3jgySFSj/1+CypzSPjjfNgEbvheZTstfHr/UbpJlzYmewzWSRefEadDJNx1GTY\n5oK0fMQ0SuCoiT0bSu8QzRH2jU9OUYXGq0avJB0JeZJEY0nHDO2ZVALOZTap2beAtZYcG7VAVgnq\nF/S4/pXon5BFUdvIPQUonr6dCG3E1xs+/Bu9vRDTE/72irmcaGtEWAFyYdJXXuixNO7xTmc1zk60\nIqhRUMtBbh+HgCUXyvZKqR7VCqF7Zl8z/2Abr9GiskVYDY+F0mXW2441J3YB3vaIUIg6YHuwtwN9\nvfDj/c7T0PESF8YiaSpR1J3KQHWapk6US0Htmi9Xy8sa+GR/z0t4QfYgvOPPiyFVR6oJv3vs4FCx\nchkKmIlaE7ostCKZQ2ILic994XWPyNzRdY5HNIgeOjfSiJjhiSPszEdACk936jF7olIIpUdLgd92\nOt0htUdeYAiVz73C2Qv/a2v8ut5wdmBtMNSAzSvT+ff82/z6sS4YNCl6TMvMsdK0wJSes8gkDCln\nSk2op8yxJAbTuH5R7KXR9SM1ZaIWyEuHKeC3ikHjXCX5Sgw7VhgYBMehGfqGolKVYgsruxO4KhjH\nEywbcjpxl41SGrPXDKOkbz1CVEJuuKGipeXYXljNlWzOmPdKz4j6JLj+dCFHgSvw+y8zL8udf/9/\nF0wWVA52GXFJ0JRlnjdEqWiTyEGx3QNeSZQrjG5ie/kz7U+S4j/9TX34uxWusz5h7IVKj1IW1RTU\nD7BuEQIpJTEdiJrINeLDDqGhgkYUwXK78f4y42RHkz3mrHi8tw9HTjqoeSFsG8U0Pp8GljVxUpqw\n7zzeFMgDKSUiOcxQOI5MkZBFQlXP9dqRE/i0cxKWtSTaPvOnAO4keep2Ukg0LzlrxVOnmXJk6np+\n9S9Y7dh3TROe3hm6U+b19YF0ijhLTs8XHu93pq4jbKCnjqGT+C3R54IuK800hkmzrw5zMahSkAt4\ne2dE899+N/LbIvi/5ZlxMryRSDFyck/McyTmykt648vU8/q+MjnNr6LxB+HQVdFy4nfOo6Ug1YA+\nnfl5fePaW6bO4OzBT1yRF8EX2xBx4Pv+wuBGWi24zlCWHtlnlsOT6kcQOeyaJTvM5HjdZs5Th8gC\nK090xuBjZHhS5PWNp+uZY9Yk4EohC0kNHc8yI6om6468vxKQ+GrpjOaRMq102Fa5fhrYjzvCDqz7\nDW/NR7GjUPiSSVrRbCNuBpEnlK88nCDgeSs99vwJEwuxSdJRaHljGEeOJnn34Cjcc2a0EnVIgppY\na8bqlT5bfG9Y7xrnJbXutMtAtJBXKPsFM3kElbwlYkuUJln8x542RI8olXN35cfLO5fLwc9/vnHq\nLcJB9IEoPUUF+u5CzAvLMdP3jql9JcwruzvoxPhRre7AsONGzXIXGJu4vxTkFFlfHcMoMTJw2x+Y\nYUQ2zamDbX7jPJ1oh6Y0Te9XUgV5tfg5s2ySNXwwGP/t1xk9WGqVrA9Nf4b+LNm9o/CKLiNvbxul\nCLZV03pBaZleDijVYwfNaUx86z7z9vJKa42oOsbzmcVWyl4wRbB5ydJpluVXkAdX94XXuWLUB93h\ns7pgosL1gjYExjhwTwe1aBCWPc8c6sIjCZy36Hnj6fnC7XugaYlC8oxC5EqlgJoox0HBo00j1YoV\nCqt7uiyIMUGxfBYb7dKxHY14wPA0IMMTjxfPY90RR6OFB7Ypsu25GM2yZoo4SN2JmiKjs4iY2G47\n5vPv8Y/vGKVppVHrHSU74jZS1EFrZwwSqVa0Uigt6J2iK405JJwTVDWie48+BD7BkBVmsBifGfuO\nkiP1teEnhU4C8fKC+fJM6TSlCnJJmBaYPruPXV/aSEPmc45UqVGH4KRHjlMmlzOfxjOjfeXleOPt\n54JF0qN42/xHl1sO1DTQSw3rhhaVcYQ7HzGDvNz5Lta/qQ9/t8JFcoCiFYmPFaMqWjWUbCQ+ajKM\nVFDA5URoOy1vlLQT15Vj9lwvXzE2U7yjzIn4CIT3O2qbCceKVA2rPX/aDM1XqvxwxCTTEHqkxoLu\nIk9aUM8GXU9Y6dG643XfMM6StKV4ONwXTifJ5+Gd4g2T+0obDlgkMlW+/dSTa6EsHi0mMpLp2rMd\nmiNE8tZheaYs77gByn3nv01Xvkew6o7VnhQjOcAgFF3/E8u2wJFoujDQ0amJ4VIZksKLHb9U/rlN\nrGFBjT3xqLBV9lYoVIT0fP1sIVQuT5bbVvmDLRgXuT59I64/MMpzpAEhMvX+C091wJx2fl9GnJAU\nEdgXeOsEzvYwnBA+EUTgbVk44diSRgvoxgvvYWcaOlSD1KAbDKpGzjqwV0lfFE0+2IuhGsn9lvgq\nHdtYeSwbfzxf+FXDMmdsPfBxZhqvmLTi28ceSbdAVQI1wr3dMRJC2ND2iWYrkxb0RvHuNYaOvO/I\nFDjywXn8TLaJyYxUX4CD3mlEm1ASspkocaV4C8OFpAuj+GC/LRViAackVV/5j9b4JDZCfePBJ4wS\npC3Q75pWAsRXhHeEOWJtR8Ow55k9BU6yp8VKkZlYDuTYeDve6fozr49feRMOOSma79BH4XpeqE2h\n5ZmzUJymzH/mwteTpx4TddkJ5sOOXaXAas37fCOHxvOzJIc7VXWsOdOwFJ2ZfMe5ar7Hja5LnK3m\n3VfImiPt3F4so1JscePf58BUJjpheH8cHFSEEuhjwekeyc7RHIfL7F7y7M7s2TOWHt8qumWGi8VW\nOMeRpDf88xNq/hh3/W7qOKtK+fSJn+dIzpIf80FvT4So2B6FQmLsPdQn/vK483lSGNOh4wldNp6E\noh6C4QJeCG6Lx7jKei+MFwXrjYKllYQ1kjsF9ommoJcL1jlIHVILfGjAh2tZGs+lV9ho+AeVUUnx\nH4enlyPbPXPqC9nujKJxOxK5Qa8N4X6gnKC6Rq0TJQs6q6it0jqLEoY4b0zKkJTDNSgx00YBYePp\nZNjxiNQja6SVgtYalTPFF8xJ4eyIpBLXK6bsnMfELCtxCdh+QOREVYIgDKIEenuGbkA4QwmvDK6n\n6jNRFcqS+TI+k+2KTitcP3MqhqNENF+4mkKWkaJAfP3M5d3w37/+AZUqf/n+jjcP4j7jpKaVyD0e\nfB4H8uY/ntEaKQ6cOeHnvy0Pf7/CZTU2CZSFkj2ddMiaCDRKqcjmyTGz7Qs+vpFjxg2OkCNJ9Ij+\nMxZNlyXz+wvbC/jv/4kTipoSVRTqICnLwdgsIRecG9nDhnbmw/o8RErr+HmNTPpg0oocK+97w4gz\nIT3gpD/yO0QOISjSg5bE8oZVZ4QpPE2OdV3xzaFtpbTAffOck0WqgaQUQR4I98Jads5cOH954r4f\nIBPPrmd53EB2PCtwXHhRhpA15iI5WxhUT6c69rBQhcKoD+GXWqN3z4zGkAmyIVrgtWWGfmR5Xfgy\n9mgyP325YOeZ5AfmEHgWlrP4Bx7hHaUSX55PlFnSh46kVrZNovoPm7BPB3uc8Xrl83iCMBB94M94\ndBmZ8ooLlt52zHvmbCrL9qAME4eoCAWYhdR2ZDJsaWOQCq8Kf0k38r2nognphe5kcGrg0g+IThFz\nwo4dY2vUUsFdaNGT10pvNBft+K1mYkqkBroqDvHgOv6Bef54Q+x4Qm8FhP5gPDbNuUSCMuzN0qdM\nNYJUC6E0jNWkFmhSkZWE4j46mXrDOPSksHLJC/aQ/HHoeZSV1DRCFpaWECLhFKxzoDTB/X0l6Aq9\nxxpBOxpKBQKNVDxHCORs6bvK+DwwdY5jaQxI5GiJGlo0jNKxtwf7e6DtCvu7nlu80wXIQQCFFjVv\nx3em/sLWe2w7yEcmasWhKtUp6hEwF0EUjfs9Yej53BmOJBhPgrlV/mP1/PM3zbZ5LrKBesEZPpxq\nPvBtsPTNImUltp79fedQmr4Kdp84bMZIzyQtHYnfXyVHEbhjYm2vvG0FWTYu2ZFipD8PPGRibpFH\nygxKU/OGT4FOWlrxhL/eWtygiKbhm6BvFacMQ8zEwZLajlARkRVxX+jchN8VdtI8wsxkNPMj02zF\ni9/4pr+wxUiuBVSmqw5kYSRTJZAVsni+mA7lNYuE58vIbQdZJDLeeRKat5qxSn10oyFJopFzpVeW\nrjNIcfCeBEOTnNWZe94ZaqNzH8H4lBNtGvFUpkHhN09Vhk4mWu2oRTACikg9F3IJjP1AzYLkZ4oW\nHEdE0qha0qxjOxLaOKpSHCoiWsDqJ2yJ6P6CspF19vRjxx4NY8vkozCdn0iPg71VhNWMtvB6m5lO\nhiMESjJ09grKo0Xl65cvBCd5+y4oy0IRCZML82MDAzk2ZNH4XRHsg2G8/E15+LsVrkFIRImkMqPl\nmSMfCJloDQSGEh64VmkyYgZL0RWfVkreGGRPDC80f7DOnu3HD8K90nnNvryRykdj58scObln9vmN\nYjrebgE1Knw7sEYhjkbQCaUKjxBZ5QczcU4RlQM6F6KqKH1mcmDCRu4crkYmW2h1wekrYh1prKgh\nE1VDHZlPrqc5CcsLkzS8HJkqPV8uZwwDMWWKCpztQMrxI7V+HihxxMsVDijOc67PZCOwudG1xFwi\nh9b0UdFU5SYDQUtG0aHPB7lvsFeQPU473DkQq+TkYN9+43p6ZvWOkOCQMPvAT59PKG85tko3RtKh\naNWgRaBvltuxoWTC+xvm24mfHwd+V0yDYVh6xidFkYUgK2GtBDQ/0gOlHfdfdn73pSfpTN4U0u1M\n3YUc4S53dJjoa491EW16lL7SCJz6jhYWzr0jqQ8CiXWVud6hnNGmUt2J+1IZSuJcIu7cyKHw2DpM\nVjy2O1s1dDJjomSn0YqnA2oT+CiJRwEXeLcG7zPdeWJVO/vynX58hk3SSsQ0wXguzOudFAfSnukm\nwxYayTVe10LvDrjNGGW520QtT5TZM302eB/QzeLqx2jT5sy8N+xzh3GVoWn2QxJLwUjNdnvl2p9J\n2mJaxHmYdWPPHtkSzv5EEyuUwBfXIZSg7grRCofQ9B2IFLgoxeut8PSTpWuFx9zYjoPTFbL6wC71\nk+DYNm5PHfJF8fN2gJo4GcP37yvSKY7kec0GVQ7+qBXHmIBCuEzscyCFRBUdTRT0IOkkSCzSFM7D\nRMPzngVGSXI/wNHzO+EItieWyNfTlZdtJ+4F/zpTVMXLiJozfcvkNuO6zG+vmW+DZUkPvDz99cPp\nSGumSkF1AVkNnzqHPyJRdmg7skSwTXA6nVD5YA4FVRqbE2yhMIonkB5nDLvfIUdepaeXJ5wdKUXx\nEjLnqfI7acFW9uOV2j8jwjeEXDhNz9zjL/TKMseGtnDuenRyHK1ghEDoA93OvG4H/TASxYZokiwq\nve5IRrDtgk6PSLHQ2kjTgRuFsfV0ubBkRxUF2Y/QDNaOpOmNx7wxXZ6RYUaYxr6+4aYJozNBrsjm\n0OZMFxvP545AJjYJuiCyZzAXluXO58kR1ow2Ddk7prMhl5XrJEjHQdc7qrGoFKiy0sjYsafLmt9/\n+cT9FOh2yRYUS2tsqycckfNJ4WRHTIr74v+mPvzdClepN4IQtGKobceZjC4aKwUYhe7aR3WAyCQK\nx74SHgcuJuL8A50j4b3Qlp11XUnLBy6nVNiS4pftoIadkA15GAmHp5qDFDR9P6HmO1VeOZudWUmC\nnZA4utUjlGIriadposiKtivC9+Rg6YREjR1FBhAdL/vClhrCdlzzgd2g6kqIhV+r56sb2N82rk9n\nhPxwBHk/09zAVQ+ULEiyweOjkiRsC0ffuOqK6wRnI5ApEUziXgVWVk4odtnIRhNW+OR64u3GYxAI\n47Cq8O1cKDXjQ0dVipwbMmZyH5hjxVrJp8FiqaimcC5/5KqWzDBqlq2izJnfvMDywaB7f0RqWOmv\nV+gFRy2oAVwzxHBmTgWtK1qtiE7Qdsvvz4q4NcwlU8QXRDrY88HYGUoGYXraHulHRa8lYrSE44Gf\noVeaoDNJHQhluC0Lk/nMkgqdgjjfGfuK7wRHMNzfKl1vySKzvCeu018D0rVyOhWWPWG6C4d/R6pK\nWCXCwnZAKpIUd1r6FdUmyI3t7Z0me05upG436tJRnwYOXYmpEnPk2X3h7bfvKG3RSlN0Yt4yR9Ns\njwVRLen7QVYNO634vdL8QBoloxGEWvnxW0D1AlsiKQtk38im5/shmcvB9eR4whJuCXs68aieQ81g\nGz5m/CLQRmIqTGdQeyEmx1YiViTGU89+D6TDYsqdT9fKOCrcuvC+C+4hcuk65vhhSnHx46P2fX7h\n2+XK2/uDd8A5Rd4d/t5oTx0XdZAWz5EbMSeOIuiU4akT3NYZNXyiykrqJPvj4NINOGO473fOnWVQ\nIOWJP+8Pfs4eHpEfb//JYQb8HogZxpOFe2ULkmAKump+DpHPly+YuqPWhk+VJSdE33h+M4RuZDs2\nxpNgfCR8iew09Lbwu6p48QIhKy7t1PnMfu4INeKs4LkoVLEoY9hKRgJZJpr7KAAtDGhdeG6Ffz2N\n/KoVv6bM9emZP4qOvXlu32eGKNhb4JY8g22oqInio+H4nYyTiqoDdVQc0fJB8aqEuOO0xocFa6+U\nJNFZcs7gZfgY9QpJlQ6NQxJYQyE3xfncQV5Z5YmRCk7ymD296bmMZ8RJ4ZxDNs8bO89ciI931PjE\nzEqXX7heMspmymPlZE/sNfFYFqo9EYL7K6A3Y5FIfiM0R0kRpES1FdGPPLWviJRJaudLf6Kl78hO\nQ/OInEheMA0Df2ta+HcrXEt4JyhDXyyXTrLX/cNoIUAWQW4CVSLRB8K2kvaZ+fuGzY20vqOD5Le/\n3JH6QLWBzggKP5NKYDCCwQgeZiKlSs6Fi/LcSyNIx1wanb5wboIiJlpbOAvw6aBpyaAhR8keFsah\n8Lm7omXll3vmJL8g1HeEkqyLpFjFj33ny3RlsGd8/oX9qMgmKEKytkx0kqFTPHWf8XFntAYVywcK\nqHhaHRhP/8BtX9FT5v0R+d3XnjF2eH/joXvKXvg6TYTa8KUQ5AeaRZuPl05eR4rMiN9m6rUnLJ4u\nN2oztLoRraa4C7VKtFjpo6NVgXSO23Lj6zQhaOjWEWJkiR+RhMRAzj8IDKzC8Uk/k3bF0FtUq5TY\neAt3husZsQpMKjwZx/wAJz/GBHZQiOYReC7iACOZQ2QaFTmsyC6x1I+ab/loXKeRbdco13G0gt9f\nUc1Ra8/KO0VXXu8wnibey8p5T5xEx8/K4Evhix7oLgc5ecLueBoMazIEPZCiIaeJGN+xJlN0z21b\nkSlzulicsPzpIei7jk4WaIGYbjhtkJNm3w5eY8OKCxfbOPIPLkaDXrjPCdeD7QIChbwKiAkrPkY2\n9f3jlKn6wmNZ6J5PvNw8RQ7kOZCVQihB9h5cJYod140oX8mtUU4DUQXEYZC50A0NaTWlHmgz8OYL\nLU2kEEAdrEvgcrFst/UDQ2Vn5nvjX9LEH0TiL77xIxSq7VF9RswHd3ki3W4o07h8euZHngFHCJmi\nBdJIplHzKiKHVkwHHH4nWMNFJrpJY08VlyWTrfgiKGbneu2RXpCq44+fnzjAG7iOAAAgAElEQVTT\neJUzoz7z5CZe9pmxZeJeyToxCoOSCTZBsYKoBU1/42w2qqpEISCcOBOZrorHbolCUq49x75BkKju\nTJkqIhWuNrO+F4oesLrwEiPJWP6Vnu3xQH3uWSrI6PnSTbwcG9Y8U6JEqUCnQDiDCGDLR3B3FJl/\nPhSfzoIsE+HbBSb4H1sjqUi3FEwWeLUi1YXkd9qpR0Wwk+PzWFAx08zIEW6cyplf5cAu74z1jBA7\n7iyZ31amXlAXj+kHrBEc1WKdQFmFNIK0bTSlyMXhUEgUBonVDj1MFGtpVZAngd4rrVh2WbDTldQa\nfZRcbMXIRG6Jeew4ZVBGM3YD2kpS8Ow5IIcJi0E1WEpFu0SIr3SnxOuRGNaM/OLpW8f+7jn3A0l/\nAAUQFacVUv3/tI/rfX/nqjtE0xg00kikyxgxUkSmhETKhZQ2UtzRxXK1lfn9xvwopGXFXToCoOrB\nvN0QUlMbxKNRSwEnqDLiaiKLzDSMSJ+pVYARFFUpOdJ1AypFmvrI0nwzma8nxVue+NwpZLAceWfo\nL7xumb4ZhNcsPuOr5JNJjK0Rkkc2x6gtOlqs1EyqIqdC3x5MZiTtEqsqa8wkZdHNUMbGm1/JaaeE\nhmmW1y1jMuQjIS+Os+kwSdOaYGkPemsIc6WNgRgOziP0SfGjJT6HK1mBrAnTGVpwTHrDx0IoZ86T\n49l9NLS+1hXTDD9+3OkuF97yRkySikemRq6RVjvuqnAar+hOM9mGTBuiGmyfUWXCz3cUYIefyDkx\nukAnJvbm0UJQwoBuhd/2Fd0rdC95Ow5E7fk0jjybAFXhj4M1W7wVxLAjo+DH4YGRC6BOnrRontzE\nshwUI0jKYnWkk5qY7rzsIMuINYqnoeK7zCMU/B7pzJmkLEUabIUqG9I2XOk47hBl41QK73NCC0Up\nhfPVstx25jlgjGFB0JsbomguzhG9J5lCbIGwW3A9oST2W8C0yF0HHqHyJM6s8QVdErp2/OnlhVIc\nNQsGIXlVnlM7M1VFNg/+OIxsYqDuiSgatluJ0WNrTwsHT8OZY1cfRYzhjhkGlkdEicpvj8D17BAt\n0GmHET03f6PvetQl8foOIRackPij0Eym1o7H2xudscQkKfedkAO6SXrRsNnTqmcRlVQss9dIp5Cr\nxKkOfcrovkdKxXN3wrSN4aK5HY2X/UCN37iaE4sPfLtM9OnEvh4QNfke+GV/R02auFaOzpD2hnGJ\nRIYyktJ3MoJmMl3VJJHIRXJ/LOiLQLJ9RFBSQbqepAPKg8Pyy2Pn80Xztr0zTRNfXMfr5vlZBgY3\nkPdKkplJVR4uUDvJPR/o3KghE6Xh22mkdYF1l7TaCFiq0pykIpFoTpJXy6BBDhduUaHdAYdkLweX\nZ0l1CXf6ho2aT/YgOBBN4dyFX357p44DvTWYKomlsdzvaCNZs0JrjY8BISeqkkAkFUm8R7SwmKQx\nLlFPnr4Z4qtibY3HISEe9BfFFASxVAbr2IvEbRvGjYihY4+Ca1bsdefiLCEdH7t8P3yMS3NATSNC\nRmrTeN9xuUp+3O4o03O8a1QfqVePqQn2kXGUrB6wldg1hl7yrDqOTXD//l/rw9+tcB354LofmD7g\n64wtBlUVokEMQBU4Y2hZgZEcKVOCQPeSUZyJppI3T5ciWzzo/umJNi/c3240rTAVYk0MWhJrpaoO\nIXrGrjBVwVEKpIhphsf7Qj+coTlO8sN2foSI0o19l9QcUbXhgqDlRIodyjWkWnhSJ4S7UlqiCUmk\ncY+K86gYcyCmCRV3zk+G+20GY9ia5bHv/PRVcVs9Zg0EXRnzmSMo3CgRckd2liVLnnKlt4W9HWil\niCkwlwJOchIz4vKJY585O8f4+SvzkdG1spWVX9aN3w/fYIfreKbYE0d88O9vL3wZNYSPk/74dCY8\nNl6OBTVqOhSuO1PIPMszw3bw9cmSraaXBzZFVNMsMWJLY1Ad+ovjdttYiiCzoUZLXzoATpeJH+8Z\nN/6ETD8IvtKkwboTsz8YvCXZwvmi4XCsfkFXUEJybQOb8Lx2O6YIUl7IUeFq5EwlJcm7Uzyyx9iR\n4DwhPPipO/FjDgQS76EQlsrpZPFN0OmBdb+z1gDascWAVA4ZFopQH/mhEfy+8OM20luJ7hoqwykp\nbFB0wE3cMSEzyyuLv0HcSMMJFTK660gCfn2fwZwQtVBsT7aN7T1QaYxV4D4N6DjzT5Pjl/vKg4HP\nrSPGSBMZrQ6WsrFuEiczWYP7pHnlTioDJ9tjSiEJT/aSJXqOCEILpDD8y6ev/Ol95Sw+8XQ+2OeK\nT5ncQ7k7rqfGtgWSgHbqiKGCkry0FZ3hLCJKSkJxEBLd82fMUlhdoh4J7Rz65Pj8VVGPggyKKjPm\nsyPOhS99ZM5nutqItTBZTWTneQz8x1a4bS/kWDDVfbSbq0x+/5hMpCgYlEXLxOkysL4d9LKn3Q++\nfDtTV410HYNcMPJCnhu6L1SxsL8EpotmbhM/nU+IXaCUo1cTNjZuhye5RhaZTmuckmij2P9q0jAX\niY+gDsnzeWL2kavUVH9DXAY+Dyce8xtaDKRckXWm8QOrMo9ywwhN7ywznif3zKdO0Y8938XBZZBs\nsuPl/Tc+V8daG/pscEowt8zeErUYpsHRfGM7JElrpHqQxYIJEw7BjqB77mlbwRjL+TzwFhVfJ80/\n/uOF//E//8zrfEP3V/q+R+aM0hakROhI0iNNV+6l8UlOODEgRcUkRzdsqJLRMaBjwsnGLVZa09S0\noo3g8X7Djpb3Y8VeR1quVK2RTRBKQcaEETAME0Jn7u8B+TThXYL/9V/rw9+tcOkYSA1ypyjMGDmB\nHEmxoo0DqTl2T4owmo+9hXRQI7iust0cdw9rChSxMPhKVyxKjSxtZlUCVRuqNI5QWEhIZegR7GGl\naOjqlfd24/n8ERyVuXEvmXEPyFNPfXjmDpqUH+yw8MCeDLoZtK1c8xN9adzCDtaSmmTLje4smcMb\ng5ow5c7zVOF4IrrGuSp+rZnu6czrfBCk++AphogdC5OzhCI59oDWik/2CacrpVa2cqClwDVNXDRR\nZEZ94kgOSWZomseeEHnl1Cnuu/ygLKwH8tPEz9vO13Kgs0RWi+gDpSqE+8xWeo5aGXRBqMBgLNfT\nCavuXKrE/PQTokVC2pncQF4kNVlE3/FWfqB7g8qas004IKszKjQSGyFFSAIrDHLyFJ85mxOlGHTN\nOKUwfY8KijrDrBKD6yirIkfFS505C4HaDg4jQRt+2z0TjftYsC0ySo2rMInCW0ggem4rbLLx/npn\n7AbO3Yil0FE+TsyTQ3uQsTDXytfBU3Bsc6HrMlJ3DO6Ezx0lNZptnJvieDzQ508EbXn4hloevD7e\nOQ0GrTTzuvFluPKYPc+j4au2aNNAJx5eEr3gpwHau+DH6DjuO4MshBLQWYOtHHPmyI5F7vSdYJEn\nnLScxEJ9L9DBO4lxgnIEjDLQLJvyPFxD1Y64Brpzo4WNXivskelzRbfGLR20wzHvHsaFI/YkGTgE\nXFpB4JD3iuwdM5kueXoTiXZgTR+GiOA3vl6mj5u3HDCPSmsHl2dLUB5tPmgu5x7OxhJLQIUeFsdS\nGkewvN5XtJS0WIjC8xCOznUUF8hBkx+CZkDIyuv3lcNYriHi+o73dUNWQTlWruM3luWdTT9RudKv\nDecagzQEH4mjosYNqQZqi0QlGJ9+R9serHKjt1CF4tVrLkFgHJxFz/t9RQ0n6h6YrpLb8aD/fOK+\nbLguch56Ys3cl8Cv7xEVHMoFLkOHchITAqL7ypfr73F48uPgX9zE9/fI0u4sx4N+/MyP7WA6D1Qf\nGZSkc5Kjs+yroDRPGwOiOkqaIClyjOAMTh9QJQyGLBaQhj9cP3NVE1qN/F///f/B/PI/+e3u2a0j\n9YYW37HmymWGm5D0VfNse5jfSANoKTCjQsQzk7gg1cKWEmYQfBKBkjW5CNxpIN4FaM03nQl7QsgO\n7zZ8XmhWIMWHueNeV+Rj5XfTxL1YkBPwy3+tD//HlOh/82dMz5oCfXqg1UAzH6FjlaGV8P9R9yZb\nkizXleWWVkU7M/Mm4jUAmSRz1VpV//8lOc5VlQSB14WHuzXaSS81cIwxBj/BJnZE771nb7TtsO6z\n/R6XKyUIooMhPvOXv/1vuq5hTUL++g66UHPiL9/e0KbhjGY9oB6FN1XZVEVIsBT2EBHq00VVdeTr\nLqidxtGIOhJy5Q749xvpXKnrQuq+kLJCkth85Ec9o7rCo2w4M2CyZS+aXmZenzTXe2SeHRc5kkMm\nkhF9xK8TbzrTSUnOHlEapINiLX1TGNEhy4Eno86fdIyhNrLY+DgEl6cvvK8Pkv/OWjueLj+yHh5l\nKot/EGXHQsNKWN8XVtP4cr7QRRipBNsjtMXqxuY3SjDIdmI7Mh0PLlry9PLC6XwQlUK3yFf9A3Wp\n+HqQbMO2jiMlumnCPxYu5ye0PdPQLFugczPP5sFvsdGswvjPzpAeM8p7pHDE7kw5dsL2nWBfodf4\n5XdK90LTmnW7kZtmKhBzYRg9WZ04QmKSM2sRdM4QV8mSNP/WL+S8cTTL8tcH49eObCPRdwwh06rB\nKYXVhZILSVWk3tlWSW6WcDT60pMcfESPyBm19wQWYi2ollD9RF8KJWdcf2EvB8P4hmEmxMggHeFo\nn6fBeuK237Cup+aGs4ZcM0csTCeH3TqSgPCSec0H+2CYgyIqQ6sV3Q9svpKKAVk+yfkx828vBaE0\n71tHbAnbDzhtyPvOvSscSySViRqujOrMTmU2mnu40qsJ3E62E8d+Y6k9fS48uZHjKAy6I4ZGLoVb\nSzR/UIxGysbmoWmHNJalXHnRltie+WIsB3eGL5aWK72WLHtlExIhG9EX3Kngy0hnnlD6G4Mw3EKm\n3BL/ue14f+MSDa6HXQ10+c5GR9oVe22k3tGJxIvtsRXGJvAUPnxhRCJzoZ8df7k/qPIrcfe8KEFQ\njZwUW1J86fi0GfeOIHqupTHbjj4EohMo43hUidLgZKLYGSErjyPydRqJtbApWK6Bfuzw18+T3Nv2\nwKnE5fwD//IkebwdiH7i3xnYokMMnqgTdpMoVfi473wcD8YaEFp9msr7jr0EiJHFDxjTMbaA1JV2\nAEimoQcaS640BKpU4knxcjYsS/rsheaKzppOj9hoMU8d34+Drz+/MPz0A9r8SqmNkD7JMrftQTeO\nvGD4S4285gMzZjaXmTfDGjIXI9FmBymQg+XxeDC99ohBsJWG8B53MdwfkbMeyTpw0p+QYacMbnbg\nNbUtGJNRo/lE7tXKDxre/0E+/NMGlw+R8+VzGdhZxSAsxX/2cpS2xFyxYuC439iXRFMd1lv27Yqu\nlr0++P3XO6MccXZgPz54PV0Ix0JtDlciycGoCtkn4hEhVq4l4/qesifEk+HS92xbZaGxXlem88By\neO5oyrXgUocrnt5YxKliRPskV2fByQx8y5kwdrw0RUsr9iicrIFiWB4LH9fI/PRML6BXibgnqgxY\nHUHMCH1gVEUKw+Mm+defB97WDXBcSkP1nxJNHTP3I/Gxb5jxTDk09Si0ztCUp+0aKRxHeTC4E8JL\n5mfJJgOvVnP7ZaE7jei6sAbB5etX3LJRakB2Ha+T41VqSkkIU3liQIwK7UGcJh77g73s9NNI10Zk\ny5xfLhzZY14n1o+I7Xv2sOC0wvWBmBxHiRzNUL2nrZneKXSBdVUo+0KpByuKEBUyHdS8MtkTQnz6\nqjIZUQRN9QxqZxKaSTqSMPAi2HLke4LnbiQ8NtQEt99vtOcL4iioTvFlOHHUD1IeEU3w/vCYIXMc\nhpNu7EoQcyZvO8N0YnKaJgeORyCpilKR2eyI0ihF0rrAk5TcH4I17WTVOA093/wVKyxNWawwCNHY\njkJtmZygjhK5PkilMg1PrCHyw3SG5UYyjrZLFlvptw9EUpw6TZSZ5BUvlw6TCx/LDcYz63WnOymO\nff9Udbzv/HQaEVHwfbUsJvNkHF+SRZ4qH2+ZpBpxDPxyDUg7sXSKWSSWo3AtK6M+IXIgR4UxhjlA\nTQepSHKv8cLy9WzQtVCIdMZxOv0H9+M7e4DTjxolBl7mnnWtdL0F05DtmeMj0Z9eOURiEYltE4ia\nMCkTxcq2d8w0smmfhzA507vMJhshOPYEWmuIDak78pRJylHbxmtr6FKg8+x6I4SMYOCaGu5YEJ3D\noDlWD33GKE2tnmk6822fMbpwUn/fmSVBNActC8a+4+FXtDSEEFBOU68HEoOxipY1e20cx07yAp0U\n00XiH4pRCtI08le/UF3m2y1hOGhl5foQGBHIsRFQlGWh6ztK8+QVrrEgjaNWj1Ca7AXHvlFsjyyJ\nrQVO4hnuO//jPLClxunkmLoRMw1EM3IckdPlhZIliJF++IEQH4xd4i1oftQnyJIdz586TYw7Un2C\nv7+3jXNzrBN0OZCbQ9fEyUmy0eQ1Mfcnat3RRTFOPaKbMHGi1Uw3PqPinTEZunPlFgOnoj5p9EOP\njZXkTv8wH/5pg+tiNaIEjvmCcwJrLbZJUq0IDDqBjo3tITHCknzg47ffkPFGPyRUVvzrv/wH1Bs1\nWUpw+McfOPeFW7zTnSUfoVHXQq2GTlWGoadkia4RHQTvt8p7iuj6qZO+fO358G80NfE0Nlro6E3C\nKY10mlrlJ/R2lKQ6YDqHwNMnTyc0sfVsqdArRU6N8DShT5HOZ75fA+a5IidFDhUle0ptqK5SbeK2\nJIaT5b7PzE0gd4GwiePe8MJwxAPDAwM0L7nYxpjv2Hwm7JkexfrblUGNLFnQlwNxF9T6zPYkiHOg\n9IpX3TGwcrv+F9Y5+q7wdO5ZwzvS9MzjBS8aSXek9xU1nggqE0Vh6i2pCJqonKeZZdlw3Zlvt4Wn\n55+4P77zPFtK3HjuLvxy32iqMcqO9JF5OX9ljYHjODDO4GaDagO/Hb9QSgdCI/ufOLYbwgayNJzN\ngDgZlvCBMpEoGn754Hm+cM+eL33PTs/35RtucrSsqcNEiQpHJmjJsa7ksHJYQbkX+q9PrI/vmG6k\n5MQtJWyTyCawS+I9K5xZOeHo94qdx8+LUx/xsbJbA85z5A5sxVrDb+93pOr5Xja+0nF9KIJKcDzo\nzUzpe6z33CiMpxOuKNzwxNueCcLwYGUYR7osONkI4szZSe7RIM8dW1jIS+bWa7b9zrlzXL9/UlX6\n4cyv31d4fNCaRXWO3geevzhq8SSfUWpEjTMpBk5Dz0pPXBbeaiU6ixk0120nr57WD2whIq0EETjL\nnllbVmM+SRbHd3qxc7aG53H9tJWrV6I8UEhscVy0ZupPtHDH24p6hj+uK3XtCSLg844cGtsi6KYL\nMRdUPajSUaJHq4oPjSI9qgjA0FCcT5mPtWBzwXrP8/lMlB5hBZeWWY+NZjpqTozsSNNzKwdfh6+w\nF4au4y4qY0y8mgXZTYhO8H5/Z3QDUxtQ+4a0iltS1ABf+5HOZLb7gRt7lJG0GtHmzJXMuH1g6sA4\nVkYh+D/qwXuWfLwnUipcS6TuCl0bQYCSlvW24XpJTJm+f2IPd5qAtFWyUkxtQxYJGfR5JFWJKA3V\nJNJVYvHo8xNrTQz9gNxBzyNG9PRDx/n5K5t/YyUgJ0NdCln3hHIgXKTGkRwdR9iRXWNdd/7jp4HV\nH0jbEW3P7hv90HMZJHrIuDCzbIrLfGatmZIco+no2kKvHbda0KFj21fm8Uw5edZ24FMlkpmeZvwa\ncSg+xO0f5sM/bXApRg5jODOSF0t0f8fieIkbNE0Lji2jS+FYCt/fPgi1YaeRH//13/nl12+caBy/\nHBz5gyN9pw2CPz52QjPE+xtyyKSs6PqOGApLLOyxIoeey8uI229MTrDFT4yJPWBWT5RTRWTQg6cT\nXykhUUoGpUA3mmgcJVDXRJaNszbkvFM1n2VC6VmjpguWmjPro/DzRXHdNFkq2pqo9g5N0Pcd9+XT\nO9VJwZE2XGeIufGxJ9bHB13X4azisUBWM33VPMkNZwf+y+/opmi1YOdnNhI2D8h547gXhtNGqk9M\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4cJXRjJihkIXBi0ozAuE9+7pxNM2kBGoCWXdedCMuhZV3+nzhaB2/7YlOGwoWZyInG/G9\nopsyxc6kJZPMwvB04tfbneHkOO6Kt3CgBofwnlHBWWvGmKjuwEhNkZU/NkH1DyZtcN1ILgFhAg2J\n6gSn4Ij3g9pZHqtnsJptq9x0wnrJWQmCEYx6JO5wPQ6eL45tOzDCwZD4f5c7J77w8mUgEqGb8ELS\nV8VSPQyGEgvdVmhhoc1nyrLx5CSHnFm1YgoFqRJSZcQ0oBbDfg3IyxOIDVVvcDVMkyfLiff7g0mO\ntNLYpecRA6fJEMuJ2xFwsSJbQ+mKoieLwlE2zKPww/MJUQ6eBsM3Aic9sT2uNJ1Y9oYxHbem4O7R\ng0S0xJeowRi+jgP+u0SPiR915dt7YlET+ajQBdp4ZnaVIjL3VdJMwqhIPDxWGYoIvF8rb0Ih951L\nd8IfhWk4U61hTR8c+UAbsHf/+YqvkLUm6Z6aPX379IZJNyE4cxwHioNxNOR0YzGGZ+lAdEwloLTi\nLUm+zjNXL5E6YJridhOoU0WoidfzwP5453x6wRqLqZWwT7gOzhfLqh90Xce6fsCg0b0hHImpU1Am\nPvbC8+CJWfDhBU+95OIuxH5jJ/H9j8wXOzOoiqLwUTzUESsUWu2Yqqg4Yu0ouuNkA1JqhK54qagf\nB/YEKhSkEax+51leaBjU3x8Pe1hQg+HjuGNSoslM2iVdF9iWFaWgHxz+fqfrZ/bU48sB4oXmNbOx\nFNFIdUCqEdUyP3bPFP1A24N9G3mafqLXHbU2SjFE1UEDHSrWzqzrA9Us1+87yhaq8hgTcJ1CDDNh\nF+imKS5h5hGfC8e+cPiN7vIT9/UNVRoy/zcNLqxEloqKM9UHRNeopmFQYCXWOWztqS0imiJnz7Gv\nHOsdcmLJiWoUsnmijZxHSct8OmuYaCYyZsmxZoJo9DqSDthKoxMHsiW+do4tVGYcu3GMg6IkQwyS\n/bedP3/5ylu80prmETeKEry8jtiiscedUA8G3bEcnuvWMJ2itp1j10xnRQsdx5rpyu/k88ysC8pH\nXp6fUFbRauZ6PQge7iHi1DOqavLfZ+dpnzmLTI6BXCTGOaR68GxeePQ9rRVWISj7ynq2/F9Dh8mN\nzphPbqE0NB24lQP5trC/SMZqGAZJEJksO/recNGBbDu2NoFMrPeV4Yev/L5uWAaysIxSsEXHQaE8\nPqghQbO8zD3724N9LOgqOfWaGDIVyy0/yINheJow8dP+uu2CRmV0Z9bjzr0tyHahN5IkBE9ng99X\nhBroOyBBVCBV4F52XLOoOpKOB2HWoDI2n2nlRosGqR3tEFRzUIplD5E6CEQOCANZCmQe+PcW+cVn\nQlcZ5I5Xgktn6VqheI13T9TayLXRV0kRD9atYI3ih3ni/b5yKytJOcz+6dTyunLuDbUdnDtNQZIR\ndIvmfmwMU49rkS0VRN6ZxzPr5nlD89oC/aCp1SKLYppe+fYt0gmPGHr0IJlKwltDOipuzLynxHNn\naFXyODxjEkxP7VNOqQXLargSqfn2yQCVknpArzN7K6jieNKJUnu0Syz9xDXdeT2duG0bq06cpguq\naGR9MHUz781TU2MLgioG5J4IWSL4vILzpePwK5WCF5GwX6lNc+SAWDt8SaS686pPxM5wuEJXFGHx\nnIyhzJFy1VRt2dadRqQXhfOoiTFieoXOjVQyJzcgS2HbD2Z3wt8q3ZCx9gf23dOdGyOW3lR+v2/M\n05ncQCx3Xv/8Pzhi49ILkIEcFzyGTMclaCqSNgre04bjhJWFRWpeh0LYepI0hJJh6qmPjNOGt+uN\nl2fDc1/JxvG/vnucsthRU7KmRYOuga6LGCk4u3dkbfjdErrGtn9CslNNaGXx3rMVyFRokSgN9h6p\nQ8U3i7w9kLZRlGToQIaGSgWpLfd0Iy6Fs5uR8uD1XyVLmZhsRxKK6AOqzFgNUj2x9YpWMiTLIRU1\nGqrKpJZJTwodDmJWHPLBabLo3MgY4p44C8FxrPyxaeapoV2jDSNKRZ5tT0orZrLct50mBPE0sOb/\npnT4s3EUAXH7htYFN/RYlalFIpQBINWEAoxRlPgJrc1NUaxg3wqTnfG254vq+f3bN4bhhMkJdUT+\nsm9MVrBnR20FlT3RKkwKxGPnXhJD7fBupm5Xcltp6sTJGL6aAdkE/2f5G20aEN4zn06oqDiWiusL\nWirCLrmFA2Ea1mXuu+dLN1AHSHvj4SXCjghluBhBNTv/8frM77dC3Dzf7zvWnqB8vj5OXwTH0Whl\nJPtES42HPDg/Tfx63bntHpUd4lwpS8E9f1LAef6JL12FrSB7hSxwqEKvAo8jYaYzduxRUuAo+ALV\nRwiRdurZO4OmElohbAEhKlPXY/XINdyZOkPMd+LRIbaCGxP324EcFSnd2flOFxzLFqBMiLQj3EBO\nkXgNqMsrJQZiuKLTwV4txTSKsogtI83KIyRcd6I3GXSkHwziFjmKJIrMzS+4rkMrgSKRuh8I942s\nO6JceRYWgBB3Wi2YbDGtoqbG+r7zLBXNGCadULqwpIIWjq63xH3D5EaQmaI0H1vFEnmWhlYguwy1\nfAJLayPev2OSpPSGt2XhUgUnW0lZQxLI2viQIHOj1sraFsZ5ZtJQ8k5MmZevJ/Y94VyPRfBiJlRI\nrEnRtGA7VnRnsb3j+Digy+zVErcVsvh70bzx2DzWVp5kw44jdu759v2NxsyRDpwwxKaoqfJkPvtY\npXou3jBIzfPU85/h4GQ0T3Rs1XFvkFoPDW7pG6/u9XMPoyvP+oLqKp1OxHYgSdTl84w7LYJVCJAR\nfyTOKuDl+HfSuWUPb7TO4mSPEI6YN1TqiNlChVoT20OhDaTSyFLRacNgBLIELk5RaQRpCTRmnVla\njynTp2X3qWeLCzpnlICSNLFvDCKjlGLdEyJ6vvQTty3jZo03iu9vd6bB0DooVrE3UFLz9fwZ9DaC\naZJTLcR9ZxQKJQLSRmTq6PsTv4X3z45fqLz0F97+9itfzpbfPwKaRgkJxYExn0X47jSjS0cSmRgC\n5e8n/3WDjeOzl5jK59hfae5rxo4jcUnI9AnntrIjikw5YAkwG0WjIEPCTjNbkNxXwfjc06JFmQHp\nK6pTXOwZRcBraK1SQodQmiINcQ9IK7geBz8Pji7sbCVTioZJ8Ou3b8zTRNgtPZUUerKb6TIYG7Hd\nQCczyEz0d4bpK/u+kf0HTSZMkXTB/MN8+KcNrkLHFlZQAtssoSRquCOsQxeDEg3dxGf5VhZSihzr\n/gkvTQf/9//zP/njr38wnF+5/+f/hx00KWe+LSu90fTPghYH/PtC1Zo9ZorasHYgoelkx6MExLGT\nTKFvjlwL3gesnfBV0emJLRdOCF5q400/GJtn20e8kYza0YlK6yLf84bCEVKliIHf8kYxmZ9Ujyg9\npWSG/kw4BCkXHmtlM4qdHTc3LljIiT5E1mIIciDYnYFG2la+3ze685lQA0UXLkPGFM+p+5m6g6US\nOGgxoMaR/fFgyxb1NCM/AgyVk3Ukr9HxoHUzYjxo4xOCz86R2xtyrEzDhd0fpH7C2We+XT+w1iLE\nQk2JWxKcRklL6+effB+QJWEapFqoQkH4LGmno2CnOymDcw4ZPMZIivaoVdHFmeXtwWYTQhiMUQh1\nRu6VTiiMDcQiaNowZcsWC52eWHfPZZLIvRGlpCHYQ4QccWrgI2Vc3xA+8+PpCUzjb+HBHDRFVOo4\nMLSZe7mRhcBlgSaTUkG1GQ1IV7gwchwrp4vldiv055G3d0mtmXUJqCjRfeNeBVFl9J6pdkSNipIV\nIlYGr1B8YqUG2fi35wvi8HSuR7dGrJVvNaFaY22Jeow466lZoXxBycyz0by9B8IkqFqSs2bUBqMk\nugpMMxzlIP66wSiwIvOICTqNSIaz6VApcRt2ZOloMlJaQtuZr1bTCiQMIYPrEtsRmY7A6+lEUwnt\nR7YjIs3GOP2Mk4VWn9jayl40MTs+6konBXs9eMgKQpCTR5tCSBmpXhAUepvZjo0qG2OK+CaozuHj\nymma8XdPJytVNEp64Xv5laGzuLjx0p15a5LTKZOdoLxvDH3PdltZreHUdUSdeTGapURaa+TYoezC\ngWRWE9JIzKkyENhi4jwOdFXQS0MikLNHTyO3LfGkLtyTx6hCs4rYBC5pZFs5G0f0nuADzy8zt18+\nuO4aOU+sZ08nMpeXB2btCT7SFGhl0abQWcX7XvG1oTtHnyQNSRE7Sgo2UdCqEVIDtaMHyR7vVDUw\nS8OoHVuIGAHTaaLcI6VAywmjDW1v1C4wjj8wPml2IMYb56cvpKuHl4yqHslIqRMdB8U1RPn8eqQF\n/n0ekL0kcSBcpfqGcA05OlJQ+ObZW0C1zEkM/P/UvcmSJEu2Xbe0t9abiMjm3nqoByGEA2DM//8K\nDil8BFBVNzOj88Ya7ZUDL+HwTlnwTzAR122m5+y19pJo2xtiWXmeDthTwAxn3qvnc25I73jRjsv7\njfls/zQf/mWDC0CqgpCFmK+U+0/m8Rs+H9CTRiTopCbHR9+jxIiqEiUlg5mJPuADXNedUBytV+gQ\ncJ3gxg4uMC6JThWEbKSuUKvAZMXmJYv1CCIyF1x19PNM05m+Fu7lRqRHJcV/YeKi33mLK1XDaXzm\n/e1C1h2/uNGrRMkO6khnG0aOXJeV7qkwSEnaPLMBLx9D/0tq/OPDI2pHch6T+0fQeM8eMnOT3IWn\nKz2QWaqmkWjWchKZXd04MjPbgeAFUmTmacNZRQkHrvcLP68XpKmchx4RDM+DRMqe/JkQc89ednSM\nfDt/o1iDaAOwI48VHQ3r/ZP+/OXBPVSOZIEqqGGl6ydS2rjukfwZEKcOGTI/c6BGxfdh4GP75Nh1\n1KI5DB1xXTG5w7/eKMqzRkmpDePXx5v492fGsLLklS5p7mtiHg8UGiV5TqJyF0fkvvN0gCAjyMDi\nC1k2WrUEeaMog9ONTXXE+IncK3WyhOJxGH4PL+A0a/3ger8xTxZTFFB5VTAVeB6O2A0G23PZroS2\nUduBdAdk4fVj5y4yT3bDh5FxGLn7G8kptIY6OqIXiM8NWRvBaJ6dJSrPQVq+ciDeM7l3/LxuTNPE\nbgrLNfAkHApIYSFa0Dmz1cpiOpYtkMyZkj6Z50SJoOQJkW9A40feOYyGjKH1ho+rpwDaKmbluKxX\nNgTRW462A5uQ1eKbxqiMLpK+ZopI9KLhh4paCz+WnbM5U/bKudfE2JNDgKDh8wdFR35c2v/HuZT7\nRm6GIgsq7yjZoTIPVuWUSK0j3Hdi8uiTZlCasnl2ETmfJpbblaIyphsYmmIJkc4aDIauzoxG8bVk\nQhV8NgHmQEwNNZ5odWNrGqNnlrRQcuTZOJrZGTMYX8nbxs1onp4HljbR74l+zAgS1bzQYqQ1yboE\nZK/ZfCKagBsLdwEujDSxkKVkz4GQBEIb8rbz8qL5+NXI9w++95kfuXAwJ0qc+B/iHak049MRUS7U\nfec4DqRXDcLxefvAnAxZGWSStJKRrtDRIZPFUph1JquMkJrbnnHTw8flvcc5h9AFYwaUr0Tb85en\ngXnosa5RKoxPM8v++M/J2IhaIZVE1YBLGakiYjCsIRDLnX29ME8TVhomPfF6X3CvGyfTseVA84Jm\nDkxk8lJYskZOD3ydaFDlAR8DzgzYZHF2RKsbOUfCn98U/usGV+ckNSvyXsg24TRs/g09KKR/RtqK\nRiKFQVRJEgXnHNZpdin4+x9/cL38xObMfuzYvWCqgcNcCL82bFP4lrDOUKeJbdl4/bxipg3TWbpa\nGaUhTiO97pEhE33g0hJrK9jOYRz8wSfpvlPnDrmt/BF/UfuvEBp5y+yzIAmJqzNSJVJ759keSRsc\nqsIPmeW6cUEg9shtzWRl0Dnz7S8z7d5gXVmtQRXDe93BScacuHWS1BrbZ6QbRzqtOB9PtC1C15jH\nyuQi2z0ivg+8b3eqhMO3M1UUjlljRCXWh2PsR7gwuMRkFPPTQMNQWkXJyjEW3v1OSQXvYU13dPfC\n1Eau+Z2cE4enkY+lUG4e0VuKCBAKl6rYo6TqwD/CK7ucEEnx7WDYt8B2L6R2p7iCJFKTQssTSl+Q\nUnNWO5dZkj47pMiceoPpG84atrWxhIYsnpuK5GC5lzvmNHLbPJ1WHHQhLh3SaGxqXOOFs3QE15hK\nxOHwpbDmD3Yxs3YJgeFvtxuDbXRWcCiGyU0YRsyXjU4tnFNG7wVhNu6+4mpD6yN+++TDHFA20tIF\nJTU5bnTmTEoLHYbOzvh6QblKCRvnLwdYK2tJ5ArXxWOHmV/XD3QpvLjfuF7vyF7iuoDwPdY5fvh3\nZjqqHGk2kJMkREl/NuBXQkoIIxlsozaBFuqxQDRIwHNfINqIGDOmdGgq0npymphHSWo9XRVUlUEu\n3Lzl4GfidcXpjkF6igHZN/6naAxpYw6G1+C4jk/c/3Yn5EwRlV+5ofAU3ROL5LoJRtMRdaTph+jy\ncn9nnhV9P7O0O5droFcnUhUwaIIfmM8GLRs5TThzQ9IYB4FNgZQqYHClp5MTxWVa22lITID51PDX\nD852YjeWLcPLpHjf35E28k7PKARlVzi7o88jMQT21BjChc4ZkAItC9+GIz/iwkxHTjtTJ+lHQe56\ndK3oqKiD5X25cnIHltt/IJximL4g3xYKC0upZOWxE0ituIUbp16yx0Bcr4SWiNUwTQP7/U7tHxuU\nqgm8l0ixouVMYeGaDX0RZKUR3YMdetAGLUAqSb4G5OjoHPz1y1/o7M78VWEPjo/PFbElusHx2T74\nto9sYgSg8sFxmAm9Y9szJM15PDGqwlYtW4RhdljTGAbFR1Iod+bbsOGvC8Y4KpphGjBuQEjDe904\n3DtEhacJjIpcRGKTA8zfGJv803z4lw2uklac0tAb7tvKJe1Mo8OaHiEaQg0YkXEykKqk73t0p4gh\nPLQL7UYOD0RNbyu1NZaY4Rb4evjG69//TpKRlArpLeFT4XzULDkgSuN8mom3BRvf2bcTndloTUOU\nDN2ZdXu4f6Q5YEykloKanwi75/2tINXC7HpyEaiiqS6hpefyvjEpCcPIqwCxJi4psxVLygY/aNJa\n+G8vM+XyB6M+sMiOvvX4cqPXE0UHkmx8vO2UTjNIwdlWytLw/Yl5jNj2QM6kJsmuIG6C9V4xudCd\nO2L8YJw6kpREMq9Locwd/fDPOZE5o7WFsmCLZMsJ3TTe79TxRPCeoW3EfaFvPUvX8NcrX53hB5H1\n/YbWmr00XCk8HzTr/Y4ogpNUiJxoyVAjNKHosawl0+Jj4SCZSlCJsQhUKiSfONozt89/oHTP2z2j\nqfRmYqweNwRMG2ilw7SKqInD6cx1XfgMG73S6JRow4RKI+/LlXPfMFJRl8QmC5uUGNZH4bif6LLn\nS+fYi8DYigmVrQVyzlAj98FwuxUOJqLsyCISonpirCzVYxSYbJAOnlT/zzfJxjhaPstjy6wjkoxk\nviWi6ql4QHKshl8pYfSAbIUl3cA1cq6YWhAKthX6w4m97MxyBC/onULLwuUz4OaJ6DwlRYqvPB00\nLQpazez/FPX1RqDQbElAyw+U0iIZe0HJEEQkKjg3+dBo5MK2KJ77gRIVMSWqieyEx3WQXlk+Oq7e\nEwbNknt8WnlxPTZrnOm4xMpBWow2JHnB5swqB8LuEP1EDBu13RifRtawMowas2vuq2R+djTh2ZJB\n1gXTepLTbGugiYEgM6fJIZpkqI7NaFivzHKgmhHjDLv5YM+gqsaZim9wPn9hqRn5fsUcHfe6clAv\n2KaRytKFBdEa1o3M9pk/Xt+4Xq/0MpGdoSsWmTNLjfQ1Iwz4utGZmRdjUaVyenoir5G27/gi6Izl\n3laclNx3gewrKkrWUrn7RpWCtWim0lONJztBoaJiZEsN1WmUfYgxlRywXaNlQ9oLp0GiBsM8zYy9\n5sPvnE4nDoOD/gmLpE49H7UxZ4sqgLG0vHO0oK1kqIVYEmY4Ut4zoWoOtZKNJYYrF9VzmnqcguwV\nSg+gR6a8EZ2kmJ7JJvwmaDpz9XeOSqMoyCy4vWx0vaW2iPUC7SX9sYNBEdf/RZFPprNsMXLbC0Ua\nUvnk7ldEsUw9NLtQQ+GoCyJP4EZKrex547pGPj4Stj9grYZtp6UPipMko8ii4exErj332kh7xBjB\n1b9z7r8jreAjfjAeZuqq8GLByA6xbJTOcFuvDONMrRV3mll+RuQ08/bjxvueSC3xZVYIJNoK9m5H\nbQsfCwz6OzVtXP39gZsyjpgEv5aNwyh5FvDl8MK63VHiCxwTNQZqSvQq4fOGz4aSN5y1tFYxh57V\nVQaVUenGtnuk7fApIaVmnE7Uu0CQEb3gHx+fTC3yD7Vxns5s6RVfNU/9GZ8T48GC1RR5pUZLOzT4\nUBiVERoulysiS5RpbLKhlMS3Stkrg1Z01rGEDWs1KXiM6vnHxdNZibpoOrngnizr/RP/T2nimgTv\nYufUC+SqSapnGo6I6NmqJ+VHEfz56X8jpA/WsNOpiRI9pUZS0MgqqDRiEQhVkRGUmumqooWMOp/5\nvN3ousZT14Oq/LpWlM74JBAWXpyBonhPmefDF/K2MQbQXaRJzVo9g5yIxrDnhLIzr81j9w+smtBp\n56wlvTEssjzkl3pFKEcWEjtMpLjz1Spyrix9z7PsOA1woSK0ZbmtdG4iJRD3BWk1i6pMrj4G982w\nbRC0xWqFEIrkG9NQeM+Fp2QZJo2/vWHHgZolWRnCtfLSH/gUmVtOjL3DlYIolbE1jNRIJUhu5L5d\n+KLBSoM5dcQMDk3VAxe5cFQDswkkZRhSoY4D94ukf5G4rHlRkdfXSgs7BxI+V9bc0BFy/yhAn3vP\nEsH1A313hNcCYofqUGbH7RPZOO4xIkTB1ol4vaF0ZniZ+ePHzhcniKFw1B2hZOZhQgoYB81z23Fl\n4xeVJixTFuyXyiUeOErF82ng58eVb+OBPW50bmDuFV22TFYxtoYWktkoOI5c0416D3DMjLNkvW+c\nJ4tJnkJDigFSxnYSqzMnMeK3Qt8d+dgX+vmE2y/cp0gvAjporoIESAAAIABJREFURB4xrUeMlm29\n8klAV0NfGlt7cFBLisStkXXEtgcmrMsgtWXJASkURlhGWbn1hcEqatv5T+4JMcAiAv25QzZN1xua\nrgi5o5WmqYkaEuE4EJcb361/1IrkyiVUBt2x7RMMgaEstKbxaUPIF4Qu9KUgq30QWboDSShM3/Fr\nCxDVP4vGhcoKFl7jO6PocIffwUtMb7mEgqkS171gs2RLdw7z05/mw79scBWdKGVFWYi58nZ9Z+gK\nRRVUldQieZq+szIxOUuumpoFP9/fWNeAGweUrqTNsS53yrqRU8Uce5a/LaQlP764FDCfeb+9Y+cD\ne7wRc6UzifuPX5yGCV00F/HgIzYCTAaMR8ee/RpQxfC3H+9IKq6TzAZmFxmN5HPdUavGBMObyIg5\nI2VEaY30kmVtFFl40hNzExg2Fh3ouw6jI00VJJrlknF2JNpAtjuxVmxRuCporfF9gbvJTMeJ5Byh\nap5sR9h3/ufb38nesIRIcYUmJLXr6TKMLSFVj9GP3tE0HRiMpXiJMgMoi98Ttg2UuJMiOJPQWhHX\nCGPHulwQk4Vm+Y9fd74dZ0a1M09H1pRwJnEokfPhG//97x+k58bXbDAoqoDrWjnMI12CxVdsuqNb\nIe+OaoA64kJDS08sK7pYBiQhvDGZjqdBcw2K6jNvpbDKKxaD2SKpBEQPh3nmcgs4LUi1J/vAqDNf\nneTXEphqTxCF1xwZjSPryq/lTt8JhmmlZQFK4O4eGyt6doRt57JrVNcYRgu7YmkBPUlkSahSwEhi\nG7ChEheFdQlbNcUUTBOIKhAi8I9k8dtGJzdUUtxqYC4dw2nitgWGprnnhI2W2sPmeITivUFpyJrp\nxw63XCi6UKPkLCRbfAgrvcgkobjIK/fNM3cz467xNaNMYuote4B7vvPiIr3uUNpgiiTeE8dBYzfN\neUxsZKTJ5A2K7njbr8xOch5PxF2yXAOrDvxxv3HoLIVC0o0nNJdeYbLmXHvWUJhOikUouK30R8fy\naVFZME0CXRQ5XfnyZaZ9aBYKVoI1lvUjcZg7TAy4zSOPHXNn8DHQj0didlxa4TgY7F64tyvT84hc\nGqYq3KBI6k5QisttxYgbwjTE7pFfNR8pIWaYfWJRDWd7XDdRc6bebjxNM8UM3DIMjAg2qDectFyv\nC70eGU4j4xwJJdD3PXHfcYPjxy941oLLnHmRPW//WDFW4oMkV0Gp3UMsmBpWP0ztsmq07FBVg+5Y\n1xtTEXSiMJ4G7utGlIqwaxSVby895+eCOjZe+o5lGzFSIY3Eiw7ba2rITMIQa0KHndFaNjkQlgXh\nepoyxOwI5frYDp1BbA03fiNsgrHzMPSwK07WkfSIdor9vnM+/UYOC0oN/Hz7ZOx6nPY4H1FeUfZX\nxq5Hfkj04FDiiU01rl7QF03N45/mw79scKEanp2FhVAWitB8+kxwBR0Wnp1lXX+iZIdQFWUNy3Un\nhooSBWvt4ypA96xWE04T6edOVwvHeeSyKlLIZBUp5oLvVkwrLKvkZZjwbac4wxIWRLWIXMBqUl0I\nSZBiZlaaJG7EbHii48odcmQavtOlAHlHlTOd7YhGID7e+VluCB4KExVWltxwSjLaxrV4Xoxm6spD\nA19uVHNiDZHubCFnvnDij+WVGDx2EAibH4sYyvCbeOLjcyfnzHg8cM2RmCS1zOTllfEw8HoLPLvI\n8athMDOfcaWTG0I/U3Ljumz/7INdiKJQ9AmVKnu6IqUnFkspBSUlVRZa+OTsZj6DIPgNnxq3ErAn\nx+fnO1+t4x/hhnGat88bdtIcbUfeBR95RchMNS+I/R2jDcJASZVjL7F9pfmOX+sPcIGL1ujo+W12\nLAtkceLDR36zldICw2AZ10aIz7z7C5Ooj9mGhL9v74+D0CvGg6eJHVUUqVlmV0nFU9WJrBbWdOeg\nBaVWLCNrUsgiyHdIsuNdR9RaaVtkQENrXDcBW0VNjiDS44DtHdk39trI0YBJVLVTtOWPS+WvB83Q\nCv/p+cS2fnI/OH7eKllaUlxIJnDxGqc0Il4xzRCkwAnBXHd8DUThMFqhdeN1CXTmma0UQo4Yq5HN\nsJeA0Y1AQ6EYD44QrjQ30HYBZaJFT983+vbv3JYb5yHgxT/VI6kSisNPmsv2ykEeuOnAM1BSwJ2O\nnFThvv6BDwWnzvyio7mAr41Gj0uWvW+EsPOkZnaZWIeG2wSnwSJlIKeCsyBdpRuf2MqCmxz+ttAJ\nRRUaZQEao1UsuydPHU2sDGPkNT1xbDtSFVwHBvDaP0q6Bm5+414tZlbseGyVlLKzDIqSO7r3lX/r\nzpTS6PREDAMfeL4fDB+1suyNf7OWRSpMrBxHgw2Jj7QhUmEpkmm2SDHjg+GP98x0MAgF6IWYdmzp\n+DKNvNJIsiDI6MOGSAYdPCel2beGPlnCfccvlm6yKL3SrOZ4+J3bbcHOFtl11I9I85msFX5T/Ofn\ngd9/nxjYcU9fiCXRdwtpiMS9Y2hw7keqziBH1n3Dro55hlhvCDdg1UCRjet645ssGDJBREiWFyso\nBZ6/BrQ7ErJCjBrGEe1ncin8ftDcU8EbjWgL7WVA8dAQ/bx/UHVDR03VhdB2xJoZbIdCULwh6ID2\n4U/j4V82uLYS2Vsi1Z2hs7wvmm0F1yp3tWPiO8PkoGzEqlnjzLpt+LDQSsI4Tbw9RIwyw9j11EMi\nrx6xTpQmSCz0GoTRbLJghWLuDX79JPFYqpiUoI0D4f1O0iN7VGglEM2xrx+4TrEmaG3Dyp5unGhl\no7SIMRUtxYOaTWV8MZgK94+VWB8HYxGKDU8thqezxSnJa0goK2n3kbjdmceOmAtl03yGT1JneDpa\nhqKRunJwhW2Zua6RJArT8Qs6JS4Flm2lBMlnFhxDw5HRqqOVnlh2QrrRfTmhRcOqAx/7HXP5pFeC\ncT7g8VTdMCJi1cyn/6A/DZQ1sJYrmQa9pJmZKgXfZ8OtzxykQR5A1AhSEUtHiJ5n56hx5y4csQ4k\nv/GsCmvtHvOb9nBkxaLxHxrdC7rDxG2P6FD43o0sGyyx8mVw2NFwFQvtVh+cN2UxooA5cPE7zih+\n3RasM4hd0vcH7suF4ST4vCtCSfSq0EbNUMEoxzQ6LrfMFhaGXHnLgYJjKAqlE3t8XAUN3ZElF+qy\nwPiMEoIzhSUESmyELKkoWvMMtmPbd4iZtTW+G8UJ6IeR1/udmCCJFVEEQWk6q6itYxgat10yjR2H\nZviMlZokCxplO4zK7LeEbh0pB3Jv2eLOYZJcQqBLAotia4VvCLbSEDpTrSA16G1CpEBNGaUsol05\nHAfi5x07HrnsFaklJkQG55DiIZTsn0YIN4xrBH/Hh5nSLHo6sCaJuF7pQofWGqEXqrgh6BiFQIiB\nHBe+C4WdT3y+R0StCNuQk8ahWNYbbbKE4BkwVFEoNZGtZL0Xnp4LArhugVENUApSXmn3HTv/Rtoz\newkgMm42rJfI8HIkqysnaxnUEwTPoQ9suSGrZDjMqJZBCOZ+wG8e/dQRiuKgJbbbWUPg/PUFuS7o\nXKAWxiJBOFYhyOtOFhLpNFIoliUzTQ+ihlBHVq05mJ3/58cd/dt3/HbDPc14D3M+YVojTwa/Juxx\n5PnQYzQULbGd45Yv/O+/f+ftItlFpZ1meitArnx5mfnrl4lJTyjORBJdL0h0ONdjtMFlSUkRcS+g\nK1prfJfJNGIAlT2zVWxaI4eCcBCun8z9QM476vlIzpGoDVNRtKR4+vrlwbIcPaf5RLw6BhOxWfGR\nHde0IddEyr9wk6TukpIv7EtjGHpaTNyQnMa/kvxKqIUU9j/Nh3/Z4Cq9QaaKtjvr9ZOWNUd3Zluu\naDNCPbCUTK0bJ0bW/UqVHicD933F6YFWLVJFpIg0Vqx2/Hy90csPsgHlbwxdR7ob+vIF6yqpbBTR\nKKYj1cRbsegU+Ig7ImbaiyWLTF0FTguEHjHDiuwsMhoqmZwbF1M51cp/fF752jlMu/MRN0Z3xIuC\ny5XedOQmsd0Z0QSDkaQQcboSL55h7tFWE4JnLZKgdvJooGh0Gkki8vU4s14gSY/tI+fpiT/eK5JI\n1JFeRFLV1CaIRSHlTNMWqQJCKJQ48vH5wBht4Q3rEqVqqn6AMvsgESdBxvJ+D3x9cVwuK5ebQnSG\n07Nn3W6k5rHa0PKK9AOxJmTI/Pf1MesaZsOpN3RpJQ1HfnzuGFHQVLquklTlcg3kEHlyA0ELal/Z\n+WQPBcVIljuXHBH06PmEnBWLf6O3huOXkS011o+dWTd6LfiVM7uUqF4gtoTuX3gTGdMUS9gfc0tT\nuW8rsWmUuNFJzfWS8AaaHskNgioUNLkEZNUYY8FGoogkEfn+dESkRnQRUwtdgtoNXHbPXhJKFtbu\nztAPD9JBqvz1+RtS7rQMVff8fFvRrZKdYg8frG1E1MagEkVW1hRQQoGK+BDRQ4eqhRjgeDoR9wVp\nNCGuIBuXPVNqx+gk+xaYcLy3xpYjL7VhR8tWG0EW5qNkXwSDdfR65N3v9NOEU43BfuHGwtOxsF1u\nuLknrwXaxtoqg+655g3TS8JWSemTe2g0KWi64z3deJYBbyVzAdkZ9rLy9PWE8Bdiu6GNQqPYZCGu\nO+0gOXz/yufrHyiluEWBGgeaLJT1g96+kLeGtpZeB2Y9svlACFe+9wMX/0kxjsF15KWi5Z3jYNlC\n5al/QWtBLxv/WCt11Jg1ApEoDEEPuD3S9RvmWLBeUoeOKAMyJ6Q54tMNQ6VFzVAHgm3oVHk+nFnb\nBRczW9o5DSO1CvTe042V1/DBRRR+Mx2/vTzxccsML39hvf6NMq+8uIG67LStorqRP/bCbCw6evJY\nGC2McsDEga9/MRR5J/uePNz5YkcOdmY4SmrYee4mUqqYcebDQHBPsFf66lGuQxrDLjO39YboOnwL\nGAWwsdNBfmickgw8PZ0ZtST4yu4j3dOZUR4JVTCfBkSLnCaDOVqun4WvXyfCHvmxXxD3gd+7Cd8W\nwroR6pWk3kBKutTwuyXYiAau6x+k0hObpMj/RQvI2+0ne9xom+RmDXsCpwxWQJKNW/lA5ANCzeiw\nI24NciLEgFWWmldifON+EShjMfLI5iMvp5myvhIJtJcZWaAfgLbhPZTrHaUa0kH6bOQaSMZQDhOH\nLB+bQ++ZVjOtL2glcEHRB8lnvTC4gRw9b3fD3Uekdnz6hFY9ex34/FXYB4dJmX8bHIMutBD56+nM\n5/6LrDrC5mm1cN9HatRUX1CDYtT20c9Qha9dz2EUKCT3W8Z8k+x7IC4fnMXIK1fmMHDPlU+/smtJ\nUztOJ+wwIHyjTTOf10wTCasXclL8deohBzoxEqNG9o3O9QgivW78+PVOVhUzGUaViMuG3y2uE4gi\n0XPja6mst8RuFH/Tjv/WK6a4kLQiuiO3JaEEaNFwWtJEZciPxYrz1wMhZNZlY+gdJ/XEcnvFqoxt\nBSnv9IcjjoG63ZjFAf25MR4cp7Gjlz2f74lcVl46y93AtjsCiVf/g2Yeb8IiK9bw8HNZMSDCRqma\nzTxQVYSELhLdC3qtCFSUs5itMKuGjJnZVq7mQPIbunNc/cauBjadOJSCrAdsV+jKQvCBGBrDUTNP\noFTi194wrRCvCT80tiWjtkweLKiC9BByYmoV0xQubsjOEgrcV89RG2oW3NcNUQRaWDQayo6Qj1md\nT4lkElVWrHJUOnbZ6LRBfyakUtS8I8vDGLA5Qd83ukvhQ2dy+TvjPFIWQ6/A7RtXaag1cxAS9U/K\ne9fdWNoVyRPfeskfS6UeAiaMODOwxA9WJLUJnHGsH3ey00i/U6zDx0RXG51yiCBYU6bYAyUGUJqS\nG7pOTGNBhMDTONFUIt0ra+hIulAPE27sEbJRlkhnZ9zhgZ76sd4wOTLWL8S5J5Yb8jOic+TlLPn1\nluhFJXGjWsWOoIWRW1n4z8bCLbNby/EwodyG7cEvhYhHdhKNRvoFowtLKFwLBD75XZ5YUsSFjf/6\n/a/8n29/Y5MdPgaOL2f+Ft/oDxM+gzplNtHTjT3LtnHsBa4q8mRJ8RfdseBko66BudMgDHcdEG5n\nOn7Bav0oHD+9YFBEPfCzrTzPR1bfGM8vhNvycALmiE8RpR/25yB2ohZUfWC7Zs7WYayh1cJkXhic\nROkEncFvEbrK7hun0WCtRHU9xMr5eOb9dkEheO4nNIrrdefQddyuB4wKFPXGbR24KWhCYFvm8HlB\nTRUhJvzN0OSfXxX++bL8/4+/qhqWwiVf0MXQDw5VJUKPqGYJRXP3A0UpUgm0FLmvN5oxFAOx7gjX\no88KMRjMCKVttJq475JNwvfDN6xz3O4Xnq1hVBHVCfJguNRGEZHOHRn6HhczIu+o6hG6cTrMWKt5\nf7ti7eNKIKH4vz8Cv/bEtifuyjLJiiiKn9eERGJsYJKC8wSyBpR01CHzpgpWzsR7olSoVmDmDEnQ\nNUNMhhA9vZV8/dYxCM089viQGJ4c6+5ZPkdy7rj5DW0Mu64PlmMHRyN4Uo2JnrfLT7bSuO8edfhg\n+jqz1ZG9O3Bh5set8nb7iTYLaV/5/Ny5Jc+9evqTZVI31Bx53yKfiwR95nicEFrhi0K2yK+4875E\nXqQnlYblAEWiELyuN4oFXUH3hluqfCqNXwPluiNFoSsRZQv/1/aOnhqdhpQFsnQ0uSPvf6OFd/Qk\n6M8H0IEt36k2cf7a8/tv31CuRxXL2XWcTjOyaUyDz1hZIwQn8ULi20aKElEioii0FkQh8KoQqLQg\ncBTIkdPRUFQjDAfi9JXb5rlZyUpmk4pQKspb7iWzip2YV6gJ5Qa6SfCXTvA8H7jlQlsy275zFzvq\nXum1pSmFKj35Y6eJCkWSoiTWiSgm9t0jrUHPPUILspL4Kijacq+eIheKCKjegZUo1zErg5g1qQFV\nYKsippWsdxCPXs3rtlFnS24bu4DFab49HZi6npButOypoeA6/ahU3ALVGO41sEhPxTLoE1p4Ulg4\nTJZDsfxbn0nF0+qjAAvtQS8ZBGMzpGQIq8cJBR5KzvSxh7SxXjbi7jFSYEJhDAV/d7D3fGwrf7wu\nPB1HvIO3WDi1kbFoUtywvUbJyEWvXM2NuZMoVYjDO3z8D+p14/h75suz5h4lVQukNrRsiHJk15bT\nwXEYFcms5LGghCS0hZgK6+WGVIFNKLa90h86ok10UnGeByZVSSVzF5EsNz43z2X54OgMW4sc+kqo\ndw5mYJEWoewDiNvBXn8S7IIbC156frhGOR647IJkNPbfJel3gXmGl9ORNiiUrZTQcNbyuv7grbuw\nuZUvX0boK89fj9ixUaeJeyogAsid4eyh96QGAUNvHV/njtOzohnLly/fQCiCENyNRI0HDu47WTmO\nXye6XqGUotqOZmZiW7HTgWokn3haX/l6GkgqE4+VvShkO9FkIvsGt4zfBcsm+Vgab/efuOGT7b78\naT78ywbXUguryhjdI5ukG3pOx/kxk4oCVQQ1VXyobL5xl4ky9nTjQNSCJnu6o2V+7ugGi6SiZOQe\n70ShWKvh5i/st8DpOPD6fuOX31lrIK2C/lKYJYzCM26ZvjSEM8jQMfcjW21I0fP9pLltHpwm555b\n0vzyhWgjX5TB7+0hmRwjW7hwNCMxZmTrCLYjF8mke3LWfIQ7507hZKarjbJmOtUIPeRyZ5SKp2Hm\nUKGUwm1ptJooNKY0ghm4B0PsOnR/4LNJ7uJAzQPX6og7LDHxcn7CjgktPE4fcdpScPSt8OvzF5mG\nnSaW1NhTQZQbzQVSeqelG/r4IHKfXyTdOHCLH8SwkzqITbLT0waLFpEuZZ67ypLfySJhW+bJHBDJ\nU3UmxkhGsa4NkzLSCfZLQzrNvtzpxM497+xCMAwDfT+hfMV0PcZZVBHc31ZS6hkOZ5TSLClSSuFl\nOnL8NmDPA8oW/svXJ0ZjmLRABElZPbUlsjRUV1F9T2yKZVk5C0EvM5NK/GV44klJvsvGGAoHMZBi\n4+flFzmtIAr33VP3hmqQc0QLQ2uNRiGpjtZ4LOjIRy/xdQm87htrXqhlx+uER5FqQRePlFDy4yuq\nU5o9FkJtNDtwywUZAknJR6csB2oMOAUhF5R0pF0Q2bjGwJYEKVjKCgOWWhImwl4U0VZylehBwpqY\n0I/na2Z+fEQWv9Ntms8tg7b4ELGTxuqZdGssOGw2vC8rQoykNCO6I2HbcTXRokPpStfP7L5iUmVv\nmlg0+7Kj9GMzbo+NLW2swK99xWjB8AxOG3phGUTFmECsV8Lc2NoADFy3QrOVJ2cotXLxgWM3o5Nk\nvQl+XO5sOaOMZLQd2Rvezc7eZ6TrKMMTSiT+0/dnwlpYQ+Q8HBBVcwmf0HW8LZaUNLbt5LKz3AMf\nobAmxXWVQMf72xXDo/Plb4lRPjOpieA9upuJaFqKtFA4jgOy9ZxPE0rvGFvoXMTqnU16Ts+Gl/OE\n7AbGpwOzM+gK4zThScgvgv/6f3xl/PeZH+0dMzmyWKjsJFEYTkc6BKPr6Puep+EbTShOh2eep4Hf\nfztizs8cvx7Z4koxilIKvdGo6ogWflVL//IduoGut2wiMfU9NRsSmn52pMDDPl5gxCGRiNIwomL0\nyP9L3ZvtSpZlV3Zj9/s01t3G3SMykskskiWWBFUJFCBA+gF9s/5BAgQJgsiqgsgkGRHufjtrTrd7\nPVg+J6AXIcv+wAwGm7bWmWuMoo5YuyeUiDg8oHY7IpYPoWgpYtKE8jN2malFcIlX5hD59VpZ9X+h\nyKdObsxAzo5QQJgD2U70eoeSPWhNrJ6YO+ZlwfYHBqPJYaKmjc1XvLSoFrDV8XYJdKOhqWfadOU5\nOdwQWUXicjMoN3DCkk6JNSTi14SSkthu9OMRskIaj+sd6zJRq+blW+bDNpp3fC+Bbq4cawMB1Vq2\nOHMYBZMo5NnTCY3UK18Oim25EaPH6Ruvs0OUGVdnbjtDVQMiW+Zwh6caIfnRdwRn6DrD6yIR3RUT\nd1zfJFleMamgR0Pa7iu46QPW1TOnwqmLPAaBywnGI1lu5ElxDY0HndF/uBA+V6TuWaJB94ZQJWkO\nFJmQySFkYNc/E+avGHoq8LpMNGWwgyWmQquFh7JnLYG0rXR7jwqWVHrmklmnjSw0XSexyTKIxk0t\nfAvfMMuBfjiyiEAZMyULZNMcVSMWT9GwKvBNobVilZJHeyCklXQ4sqUFfVXkssc8adr6jneOv3oc\nuc2CX8+VML3yqWZ+u3viP349I22PKo29zGx1oKqGIzE+H9hKombJ0gypBTKKLBaem+WybnzowpN0\nTKJQ1waxoWW789i0Z0kLTgz0TaNqpkpNzppvRSKdZ76tSCm5NEH7I5rKjQJRKkvZGDrN1ARhuzLY\nxtg/8z69IKWmNUsLCqEG+m6hxYJWINq9AWaU4tsskU2y7yVkw5gNnS9MbSMVge46ekBNBSU0TgE6\ncVkXHj89cQnvjHt5/14JSTk3ynDmmjWEDWkVjw4WJYhJMWwaVytaVyqV5iqNTFKFtDZ684oQFis1\nc03ccmXJC6wChyXVRNGZQytgGudaqUtGZ0mvBEtsfETBsd8hY2Qphto98H27ctRXRO3QMtN3J14/\nJj4/98S5MUTPD+6R9e0Vd9B412GCgCqIptKZDn/6QszQnQwPLtHqr+Rbh+00KVacUahOskZHnRLj\nYFAE4na7r/hvN7qhZ10+6A4Hhm7HmcZJDmSRWMNE5x5IaeaHfc8bmRfXGNONYReYOeNaY1NQRY/d\nIh/njO8c81o49ZlFVYItfPqbf8f/9Hf/M5/Mga/8r3BTnOO/IOPCYiKubQxbRu0Mznuc2jPqAw/D\niGgj/pC4tpnr9spHKKinn8iv7+z1SNaVqgc663i0Gtkcz2Ig5it+P3KezjzsC1u6okJPcz23khmb\n45fziho7KPct0+A16+rweJouyPVKr/eoccaEQvQP/NomyjxhSkTKheVSMNKhTo7b9qdFkn+2E9fr\n8sJryNwsyH7Hoc8MsuLqiep6jDnQuxPb0mjCEMtGDIWX1421RXIsTGulpMISFUuQ5HifgDQSV0GL\nnlo6rtuK0QLXK9ZZoqaEc44QFIP7zMPOY81ASoZvtzd+3uB7Lcwus0rLViPdVsmxYDrDQ1M8p4hz\njpvoiVnTj5HxmJBZYpPit49PdF3H0exx8sBu1xj3B3KRdBX6IfDl4NlLyyAkO23YTRk1r2zbH9Ax\nQbqxf3gk+Z61L0zzSlstH3Phe8gsdcbsEx+tsSVJ7ntMW1nP57vM0GWsH1i8pIuNy9dESO8c5Eab\nIm2x6G3P7aMyL5bz5Yq1R0Te+DKO1GzglnkoILrK3gne0nf+/vbOjKO0StcXptr4Pm+0mPlUBNt0\nQXnFUsDpgcMmGXzADhUVOrRQdJ3j41I53yROJnZx4RAba4aiwNKoU0SQMMPMcDLIsvBgGk9TwRlL\nSgkdCurjg9/tPI/qhMp7cI3jqce5jo3GIhqiN2yxcS2NP8wTN6eBjMmFdblSV8EaNX/IhWuODEbz\nGu9ruyUFquaPD701NU/UBlpWairETaCkRduetyny/WMilErxCmHdnWOoBKJkaJL94YSmkGNAjr/h\ntWje1pWMR6oeJQTGKub0QS4QS6WSqZtB5w5pKvuHRmcbLm+k5JjblXNLbLJROsNliYik0Nqyukw0\nglkaht0j4ZL4xI6uWaZsQSRODyM0y6FveDPg3Z5/LgsmTTgb2QtNHU5cvERWzbDv6MxPpKJIyVCj\nYRWeuQZKyli90vYOUmFX1f2A14ysvUPrQrcGpJRgJLd4BdNwfmCaG04MPHoB8QUnFG9rY3GC0iox\nb+x2HW/Xyq/XykEduH27ovsn0jRwfS8E6bgQoFjamtFAKNt9qr01QNJcwtbMbqfIcuOsFMErhPHc\nquYdeSfFnyOH/q5GUUYRlxlvFfudQupAKYWmLEu4AoK3MmE7haZyVgUdJZ+kpYyONUWMWmjDB/sf\nMs5n9qMlG8/Q9+w/j5yOllEeOOq/wtQv7A5HpP3C6/m1dFrVAAAgAElEQVSZJg1bWUAJZjGQ5RFR\nT4i8R6lnFDuMlRh7Yu9PfPIPaJ9p/UjoPZ04IqplqpCkRg099Ar7eEDowtPhM1ocseOewEbKC2Hd\niHUl1xdMSlgM3ntCSQxEvAPVKj/qHrPdj6VziKwl0UnBrQquc0XfKq4URlGwyzuf9X+hwSXTii5v\nPJhGL2e6ZFH6E+HgcG5AhIJLG5aIUQFnNlCZ1DukNdhqMHbg4B4QTuCHH1lrwh4LnRWcTo4lrRQE\nKgvSVbAJT5E71NOP7E89j/vK6K7oOaLShBZnVCucFLQSKb3ltThy69EyYPeKNSSmBhejmWrB14wa\nM7q3HMwRezSYneXbbeLLoedgBJ+GD1SKvJ8XVCsoXbmFSC2OUT/y09ORIgvX9cLfi3eSOtBkw/Se\nt+3Kt2nj3CRmGBj3NzoXcMrfjcVxoM+F5CyvbzNzg1hGXmbNv35buH28Y/eCpgulRUZhOBRBzYI0\nDIgSGfaa92Vm0yuTNMxKcEmNx26kcwUhVnyMTKHQyRFpNL4HowUlKtK8YlShCMn3eqPoPXmp5Dwx\nq0jIO5Y58Tq9Mbd35mllukxIqSn2wNRpJm9QB0cRkSQkRjnoBUvbo5aONmmEjzR9I7ZIBNro+LYI\n4n7PGx1Zeo6PD2zZ8NPjkV0NPBnLexKc641RrzwNlp1JrNvElAyl1wjnEKmgNshbJZOQ04WxNvq0\nsXOSViVb0tyqQHeaEPmj9yhTTMeUNqrfyG1jnTeUcixJEOfEsThqhRhAF6i3lY+WsBXO040koImF\nwUBOM0ZJcqq0KglhpR89Umq8jYT9jq9BkEImdpZaPfhIlIJNe27Tep+YNKzmTuI3uyMCi4jQZGDJ\n78zuglQ3rAYTBVssyOLZLZ7KSg4zT4eBIBKfTUcSK6K+MeZEzYYWNpZtAtVTVGCTitKu9xVqXFiv\nmlOWWKN4bxshbdgSiVPifROsVbLOEsxAKIJla/cSlsxc68xcEzvd0auBIT8whYnaOmIQpHCm6jO7\nw4TuM8IZtO+47DLSNcJlQ9aOXGY6Ei5k9CYZh47+1DFny+ANSzFcbwJZHSUGlDHIESa5ItmT4ie0\nc8Tk+Zg6ptwRN0UNmXx5IxXBmjKLKIhhYM2CUo/crhm3E1TTiFaxDg4pGrY7spcjvT6h5h7TbcjT\nd9Dv+L4Qlxu+NsziWT9GyvUZ+R36YFBdIwiJsQ+cx4GXUCmsrCaRNYiqSLmg1SNpC7gaCG1my5EY\nr2gJVWyMpvDb0wNPdmB82oMJNLPSuRPWN7Z4YV1X2mowecWryPm2MLpn6hapeeaWCq+LIQrH+2Um\neMebzHwIQ7YdeyXQ0yuDgV3TSKlZbGJqhqTvn6Gu/Z/Oh/9/Yuj/+ytZQ613IVyWO661suSKyJU5\nVpL25HGPsZ6UR1pQhPXKYAolQe3MnawtPakaYnmn9SsP+x2LCCws7MyJdJ745B37wdLCSk5XxrUi\ng2A3SlCNyWhit2f+aBy055YFe53wOdJpUGmlNYOLkqGC0wpdNV3pOfaG5+Q5SUOyE9pUhqI5upHL\ndONrmFlrj1SZHx4sI5pt0XRB8NhVjAu8v5/5p1UQ9ie+5IFPJiPUyDQVttIYrSQmyTxl5mKJyaHX\njUcy5fLBunku14XaCbxLKAxbKjweRowxtO3Mt3fYm4pvPedJUVqmLO+oveDXuJL8jOpATe/0pSHq\nRMiNR//EqfuEaz15vvJtmjE1M7SEDY01O7aQMcJwjjd+vSwstzesFOz1iLlO7NzMrnNkUXCtoKeF\nfmx0bmOUF8bsOb+t5DWgpMUtFdF6tNwja6KmzFoDOQmUvFfp59IoubEYGDzsZoE0huFR87DbyG9n\nngaFVRqihqJ5KY6ft0xTe9g0qhq2CeatMBFpSjOIiFKJGx1rUWyd4RobVUCqNwyJFej2Bz6uN9TO\nczMLtVOItwy5MVqHqVd0TIy2p0mFlgKjLIs0NN/h6khuGSsWfFN0ckBqcdfHyIYVGZUi1nrWJUKq\nSOVIywsPXU8NHpnujrC9UdhcefaKz59PeClJxtCZjlvauNwueG2wnUfpQu8HQmyIvEMVQew/U1Ol\nUzu+YRmMYnSN5r9QXMc5b6Su5z1uaGt5KVdktEx5Zfl4IcdITECxBJkx/oDwgikWumrplKL3HaIa\nhl6DEaR8D9Ky3c85xv6+ys1iphw2LvFCM55YKmrX+HLc01sJzqDYMbg9YjWkW6F3mnN+Z1SeYhqD\nb4w6oI1E/LGEs6qACxsiV4r0bNFgnCUriRt6RF7v7+O8cWodgw7o/EY1hWQy1hWMMZRBwa7QKYuY\nFg7qETv1qCDp9R0P9cNpx8F2dz3TqWPNmYdu5HHoUcrSUqX3M74F0nnjcagMPyqS7fjH73/gZf5K\nmAu3ODGZuydvFQO1+4nXOlCWhvWW9yXR1sKUG+f1gsorftkYZUZkhZ8tZirsjzvEcN9AmX6gbR43\nHvFVIdwzQj6CO9CsxXwaGV0j6Ru4K1F8UOzKefkKbSbXmWUN3LrG4grFCq7zd5qK7F3C5sC0VqLq\nmUMkNInf3bcSfbWsi2VBstQ/fcf1Zxtcc52osqCsptUPjM4IIXDS8WgM2khCyTTjUFbglcerAzl7\nhDREYUjGMm0BlSycPdI+sfvyxPHzgXF/YIkBP2R8p6gp08nKT8cTtBW577mWgVq/8O1SmYRg6RSv\nQbKFiZQryBlnFuR1IbeKaoV+19F3jYc+M/KNRU6ofU/JGic1o/KclwUlYI0rTghESoRwJ3xvIvLQ\naTqlCKLyvmaWlGlIdkJipSKkjip65vPKrjRYJ37TO5w0fBcdZ2Goh4FvIpB7RSIzWsuDNpTQWKoA\n3/Of31+5xSuiGtpWmZTkqjfOw0b33LHzkvmakKVRUobXSJAHznNiTQVVVkxMfET4p9tKfTiwGM3Y\n9XyUxosSjF1kipFQM0ZAQqOsZrtFZK7cmuQXpZiKIU+CInpqPxBDJayJoiWtNQ79gbJkbu8T73Xg\n5/AVlGbo9szlzK9Evk0bJjZUviHjO0PdeFIXRjXR63c+jZnLlOlcz3B8RotAqhP94CkIvBDY1Agb\nrFkwy8JWM7EYEplYJNMmGapF5I2gMtuskFFC0Li0o6zdvRyxnemGjBEboypIKm8qYnSH1hrjBqoU\nXLYLU/njJBav5LKxLBOyFpzqSFGgmiGFSM2NPjVqzky6oLTBlkhvDVNRLAFkcaR5oTOKGBpKbnRb\nxkv4WFbanEBZhpCJy8qgNZ9lh9giXkjSEnGrpCuZuix0XSPlBaUMJVzohkYyjtQ0y/cXPvkB3RJW\nNwSaGwnJHYStWEk7RRSNUBaMaZhgiHFDuEJriW0t5C1ADVStSVtBh4KXEqsFndc89oq8XsjyTOcq\nfVTs/JGUZ9x+Im8v+JDx+YpS3/j8pFDvK75IdHcklcJRCkytNHYkpfHa4klIO9F3AucUtyniY8dY\nEw9PnjIWqpVMoSH6jt3QEBlSeqOyoo4NnOBg9qQwM/YNnTt+vd2INmK9J9SN0RvEHOiyZts2Xr6e\n6WPjoBrj+sHve8/8ke6N4ijJBZotrLLSjx03Jbm83skmX/aOn1//N/7h9r+TrWDVittq2YsnehWw\nrrKmjdgUl9crL1xY9AvCnEmHyCRW0lVxEh2dM4zDCd4WbE101qOEw/oR5S1ON4bRc+wHHo2l15bp\nPbLUhOw2fnnd+Li+sd7eeYkrb3UhVwlL4PMtYsvCUBb2RtKuM+n2iqyZt3jmRiUVgYuRbWncvCG7\njd0wsTcWWvcn8+HPtpzR1IRxHb5E9O4zJVZKaqxkpHSkGklVsBbw1dJ0JKQrvR9BWjCK83RjZzW+\n03DSvE6azZ0I5kbvOvL1X9k/PxHfwD43RiXJ28qvpqcuhTUZ6ASib0ix0o+NXncsfkMki5rhYXhi\n8wolEv7UcXm90vuIoKGSQSjLdavkLbPGxFICvaxMN0XDktyNWo8Yr9kWQVgUdojUTvM6Z0pZ+cmN\n5LBB21iWRhYnbvmG6QfmsNIZS2ZjzpVSO+K60YQm1xGzZkYRUCpRlWNMla9549DfK7Y7qfj6dmP3\n3EEZOZXEIf/A68svNF1Z1j0qVdx+wCrDki80VcgZiAF1VLxf/hU99MRzYvA7ujhzE4bltlG6E0YK\ndLpQU8P5ikOSReXr3FjzSqdhqJI69rwWwyQTv+s867URBXxcvmOr5flpz7vKPO4a54vhEiYUASs6\nxHXjtPPMMnMVGW32lBVGk7nOmr7vuWwBWyqvNeB2FWstv+sGpp9fSX3CFsd1XmkmoWjoVBD9njgn\npJLUuDH098Nd1YPcepArWkNq91VSCPfavq8H0hyQBrL2lLlycDCVlWYt7wF8gd1+oKaMVBCFIq7Q\nWkOKShJwNB1rSzRzZ1I6YBUFoTtcNkidWJtASYM393amYEPKmW4YuaSJ33vJt2aIc6HazF+2jrNV\nnEPlEiZ6JQlOM53f6JzCFI0XI9llti2RXONpsPiQSasGkSle4LwgLANzLoTlxufDAy028vrGZAI3\nfaAslT506EHzvtwwqiFaYZsiSoDoHLlarCwIJwkflb1SYBdi6/h2fuH3o2XsRy4fG4vTZHenduz6\ngRADz/sj69uG0BXtGy+3K/I40F4nZrUgZOMpdwTVWOINjeRlXfjhy48IuWJER/j4xtOPX6i60onG\n688zx/0eLRupZTye19eVh27PaiSbGcjpjAyBXu2QSTOHmaYSByP4+HrBjQ+4fQd5ZdCSKQe827Ft\nN3SSnLzhZ30kCsHucCIawbe3Ba3vhoelLlQNY7gTO/z+yD9s/8xP+z0P/p9JofHw8MDusGdK8O1V\nwfnKp6ODXMiHEWsNo1hxzycmsTLfAj4opjXcebBhRelG3gLWRpQWHPcHnAF98jjpGPo7+f52/icO\nO8WvSyVmaG3Fi0xsN0rec2kSc3gmAa0E1HJDac26ziwiMpdESpnhaCnvko/1FXrB+U3Rm8b7NrE7\nWQ7OUar6k/nwZztx9aYgZOSiF5rNOF2pfY9UR65rwSEZcsHXQiGwpgntJVJqaldY8kZtkqY8m1IU\naXlwO1I8czodkDkzqsxJOmJaCF1hUx3XudK3hJIGowVb25BFYIunRcG0JXSZKTSSFryuNz6sxIsD\nt6/vWJVRrucWoXUD03WE2jA6cWlXSpmh26G6gteSkn9CciLOBukKSd7vY5K0lKjo8445ZVQshFEQ\n9h37/R7TNHWNPO0sujWuQaG0RZfMIBXxcuGowapKtUdCithe8P9IRTEZVSzPUnOOjZ+eDLI2TrZx\n7u5V/vcUuTZHWhsZQTdnXtIHsmvcasS3yA9eUELgN/2eegEz7Ag13NdBK4xyxx+WG6vObCmSi0EI\nwbRGFhbe48alNFRJ/Fze0FKw9z0PVlPLFWc2RuDUWWiZrVb6uDKHjaUmWhWEKpHGs/cV5Ru2JR7G\nnm2eqGni+/vMTcH384KMCaUbTUhU6Bj6IzGt/IcfPvGkFFYYnr+csBKkMkxNcJtnhBY0NE0V1iXT\nSqYWieg3SoUYCjlXEBUjNTTNFjLSW2rL7HzB28x7vYCqLEvBpIlmC3HJ3DJ3A0IoqLqjZoeSlioM\nQWRsqRy9R+fGogbggYdiMeLKnDObKjQykRXfN7STONchuUKxfM2ZPo+o7q7C+MUkammkYMgohJTk\nGNk3B10lPO14WTRfl0aQR7rZsk2Bbxj6QTEcwLHQFYUI72zbGasEJr4jt4W+eyahOYTA6OE2ZJAN\n7Q5sGpJSFG3YhEWZyNFkhlIIt4mmE5sGhEIRGKRmrYrzLYDd0yrUNeDVjpwTTj/z/tYQXcfHUDiv\nEVEdWgKDQZDocfynpZCco8lA3xls78j6A62PTGHG7gxTPDNfoCYNXySxL0QzEWy+m7z7DuSKbxZT\nXzmUhqkLL9sbT58/4UKPVSPbTSOOzwyDo2WFwtDvBdI25vcJb+Q9DNUD7etIdzmSs8ZcFSensU8D\nyw+P/Dd/93f8h7/69xxOv8UdvtDvLf/20xNP2hKWn6lNcRA/8hv5yBe95+n0CbF74O0GVZ5osuOn\n599wePprHj79wCc/MNTIVb7x0SZ+uW24Aq1kmpJcw4TqBMprnn78kb/46Uf+6ne/5ff/5jf87r/6\nwg//9i/Y/dZyerT4daPMN14/IAjN/PrGrjXqt18hNdZg7zqkqeCTxhtPIZOloNs8x6Ko28YQBZ9L\nolcbD/0DsUgW8cEsX/9kPvzZTly32PBaYLVhThd6AZ3oueUV5/e8tYTK4OtMNoZFRp6UIcYV5Uak\njJg//gtepUR0lqw1tles04wxhuVyJhePPYy4eaOkhtvtMF1PuL5j5UrOHYNSpPJBtY3bFunMM+uW\nGIqn9BKhMuJwob16tlgwKrFzAzIsPHnBH+Y3lN1h+56hVXpRyCGwxMTjyVFypuwqTTfs40BLEjkX\nvNBItfK2XVDdCb3tWcvGkn+mBomqgikKQjM4dV89Zi/QUTGYkRwjq1Vs88pQLN9eEsImQi6sRiNS\npXWKP7xvPH46UPXGED7YtnxXqVSP9pXBJsKt8bx/pkbNZ2H4/nrBPCiEMrQ64i18XGaidPjmafaD\noWhWeyC2gO+fUOuCrglxKNS0EWRlMT2Xj8jp8ITJFdYXZN0ISSGTJ6+Feblx2xxcLxzdgZZ3IF44\nhxsyaVb5Djnhs+b7NCEHj84rVzStZnb5TBg02+IwcuOhFvA3evuMlBLVRf5W/cC/fMy83wK/1SPv\nMiDcjrJ+oBkQcqMqxyYkKQkaEQsI07BDTwgJpQTSrXjhkQfFmgvadyzrSsmKznZYK6kq0maHEI21\nFrwSqKYQoiH1ghawhkarG9U0khLUecH0PdcQ0CJQmmRjgFyxtdKaxDjFZdnwtuO23GiyYn1mCgW6\nmV4qKBD6lev7gBoVjo64zpycI9iNtjiu/IKrUJVkm79yPD0x3RKdNpznF/rdHuMlRUem18zDXrGk\niVt9xJqAmDb0DLMMLFNCOc2tRGTL5FBQ1mHtDrktfCyZlUAvFZ2xJCSiCBpQWqTvDDUVfG8p3USb\nCkdnOfaeXz4sF1/ox8TJHxhzpuo9PYJt3RBkTBr5NSa+PAt6NcNOsRbBIUs+ZYnLhVelqVbickdM\nERUdLQlm7dApsRsE0khsM0zhiqmPKHtkP0h0DYz7Pb+8v7AfHG3b0N4hc2GaC62uWLOnzQd8q4y/\nWfkIG29bhZef+ck/8C9lo7w2wqiJEqSp/Pu//m/526f/Dm6Wb/bv+cfr/0ELC8vUWBbBQ//M3v9I\nk5DCC0qtnOwbYpLk/V+yM5l+AJsEsu6Ir5YcbsSnzOV1obwBZeZ7DqyA3Re6EGA30j3tOe4e+Ow/\ncRqf8Voh20avRv5e/V9c5xeCuhJWjXeePGeWrHi/bHRoHkxF1UZyPUJHppIpdUMsEVEja23AzI9+\nzy/TjBphX3eUfsFFyWn4Hbc1/sl8+LMNrrIGkvMouVBlRMojOlcOciC3QG2aTWxkea+fplS5zDd6\n90AsBeMSsoHS0CnDgqL0d2cNvuInhawSO0ry9xV5XXC7js02yBXfKZrec10Tc5PszYFtmqk18Sg8\nN7Fy7DtK05S4EV8jqmgeupVgOsIGXbfjuk4c5IjSA2ObsCrdf7B1wu8PJDLXP7bDBj/SFU1Yr5hi\nEUYhcuHUP1EpzLcPMomD7oi1QD8Qw8ZSI2ZuqP1AlyObuP9oeqvoblfMpwNl0fRVcTaasG6s+8Jv\nngeGFdzY0RooCZP7HZf3ALnSq8i2OV6Y6DuPTjNaBZB7bJ3xwwOiCq7TmVbuTct5vdD5Ea9G1jDj\n2syh7/Bac7OSLToeamWuR3SLfJYbf5CwTi+k/cDkM+O7ZkNRTWHvFF134GP6lYf9E0PvCUQOxTG/\nXtBJsj+OvMeFZWuI3Y45ewZrsWLl+y/L3RBrJmJdGFvD9B3XtXJ7fUXv9iypYmzmN18URz+SrwVR\nCuv6htWNkFdSSphOg1bo1tMPPaJcKFshZYFAkXOkuIoF4pJpFEqr9EqRhKFJTZkn+q5xlgYnGr0T\n1BxJKeL1HW1kvCTGjs6CMhG5rRhnOKczYz/Q2h3eK7NE6orTlnYLvCeBAkqKODtQamLUitUeSPWD\nL0iisgxTIRwdb1PGGkP0lr4keqnY1kaTI7aX9+k5JKZ5xJoALdLJEzJUnDZMQeEfoF0jWQxQYLWW\n9qxpOGwwNCSSBSE9kYXT6AgVYlrxTqNnRT8WpghKNnSz2DFRc7h/z0WmSEVuGfWe0c2RbMcyJ46m\nsc0RM4z358VKIirMBN7Xmd04cpUrvh9YygdLufGojpAT3cnCzhPOkb5kPtaZqAKfn55JDdawMXQF\nM+6Z3s+MpkfLSPu0Y9gW4Mg/rWd+2BtEmZmuE60lDkNPDB9oXxBJYerAkmYOXSXqynXNlKZpcWX0\nniW9cBo/E1VgEYGsFP/ub37Lf//7/5HP9W9p2TMOv6WvD/zf+f9E9m+My5nWAo5PWCNZ9MqTkaTb\nlePDE//52ytKaKzxyLBHhI40ZfAHyN+ZzUobJ0KKXM8f+G7PHAxeeH7C8hfHZx7MiZN74kv3CSMk\nKS+c2419PpLaHhF7Zv3ONL9xeHimTxWteqQ9clk3Pj32xBpILbNWSbxCqZ51PjPPgXKONF3Zt4rD\ncouCbXziwSn+abnxaP4LZRVa4zHS0MqGbneg7Lr9I0P/QLwpVDKYTrKUhbooSlO0tlBkRdkDFO7r\nhhwRKrHKTH9qrLeNIu6iyK532OIxXeP9fKPJgJI957RSt42oHZaMth15TeT3iaNVzMsH484R3j8Q\nzRKLQ/WOXghqtXRuQOWAwmJPzxyUZMsNN2ys2SIbyL1hTZo0Rz7ven69FpgDio1Iu9913GZGZXnL\nF57MDmkH+lyJIoO1nNcVawxdb5mniSEX2m5kCI3tLRJ2isFbprcLhQ47CNgKB29wdcXOinPKPBxH\n1qyYw8qhy3zfFh5/fKS8fvDjUXJtz0zbhS+PO7YFvk6Rvzw8cn2rOJ+oToIwmHPFKUEzCzUUlgbd\noePt/cz4/IjLHf3oUWHlY9owJF7XzGAFP3WG9/SCFQ457NiWzE7vIW0o2XOSHXVOrGTOpaBbRCjJ\npgo6F7rjyHVZ+eR6RG58O08MLjMed7xeZk67EWUE5/KGSRkXHpB1orcVkPgt04yiGaifCyJJxOXA\nrQaMciwTiNZg+0AbwXSVdFbQS0/cMn2vEZuC2Li1CWUdZMVhp8mx0Cq0NNFbzbRsYCpJeWROeNOz\ntQ0tHNXUu3zEVUqZkaVhpWQJkWHXEUpjQ2O1wOqNgxDcYoODxzbodpISEjnlu7LdQForQsC5aIRb\n+FgzosyMKuJyjy6OpDUXCowB0QRdaYzKkZ0mtJ/JbcDVE1s7s0NTkkIoz9YyDYPcFMFsiOgZrWHO\nAi02NiWhOUTTYCs5LEihMUIiasNYSdc0RSdChcs2MxrByXesbwt2cGxSETbJgKavK2oTLHsNOXMU\nmZIG2BkGGdku9W4HpqDqQo17ht2OVlacdgQ83hpGKVnniMDglcMfQTUNYcIawxo3tNqxpcJ48ogW\nSckjp8oaFG2f6bHIqdI6SXfacfI7EgVNT2qJNRn2CkwfEHrARcNH/ODp6dMdc7bMGDRpyBQZUKax\nf/J4pziZ37CrRxg9Tj/jvn2mU0f+4fy/8G3d6NiRa0Dmkdr1iDDj9cBLVZyOn2gChB7ohidaGwhx\nRZUPmsicHhXq+QA5stojb29vMEvSrDFuZGePPB6+8Hj8RKc8KSRK08yXyPfXb7z8+iu/vH0Ql1ds\nN/D2MvN0/ERaNnQLHIxn+/jOLFaaMExLoveVFCvXD+4MTjI1aYIXLINl8IWd7rFSUesC+U/nw59t\ncH3NDZcWnnSmswb0QBGSZSsU3aAVOiFRW6aalSYj1RXm1vA1Qu0JVYKq+CzoBvDVEOKCSJpbG6jd\nIy1VLuvK7tQzZ8u0Bna5chgc/+l6b0gRE2/br6hd5jxFqjshrgHjLVO5Hz6Sbnx5GInF4M1ArW93\nUdun32DjmZr2KPMJqb9TF0FXMrewIaxhyxunveNyXREPJ5wC4yTWOq7bxp6RV1UxS6bWijgZ1tfI\nZ7fjl/mdpvfow45PTvC2nblER5GNGgPXWlHKkVujmh2or6xFMpqeKBp6/wChMLYbu6HjLUf2ZmS4\nKfbDFy5LxfgrQ07UkFgvnk3faPoZiaWJQG2J8/UMUtLpxFwtNWx0Gm5L4t/4kWua6GWlqwuvUjDF\nhcOpJ78n8q7whxjZd4+UrEE0Hn0l1jNbrYhyJg+W8gBdd6Z83+jEkVkasjKcBsv1mllXwff8M795\n2PGqCy8pMKSC6x0hCayRuLjjikR7UGFHmK+c8FxNodeKg9lxSwIpE/ah0s0dplS0s1zjjU+7A9er\nQJkNlGDaoGnIOSOKB9NQpeCUpZqNqiRLCmgl2WuJEAXRGZr2XOLMJiWiSaK0GDosCS8jzQZSFFTR\nWKxGlZG5bgy1YXOmNIlAMYuVrVrafEV3HZfLQuck4/FAmC/UqbFPma6vNAwlC6xuGC8oi0XrQNE9\nRd2fFx+95+0s2WtBaIlkHbXmu7VWTjyfet4+Ml2xbKyMQ8e1ZWzOWNHIqlLElaf9SPmY2FjR/kCT\nAbFqdFM0q6BJxFJxn0biNXGIkVkYZC9BVOYpYlVH8IrROHa95fX1FaMdVcQ71DYbhD7gpSS+rlx/\n35EnBcOECgOtKDoXuS1v9Ba0SkxBImtjcw+s6wvjfkeykN80NXtqX1mXjb4Ztvd3ht0RLyyXKfIw\nZILp+C41X7SmhjPS7rilzKE6xHSjdgrbH5l+eaHfTdTlQOxHbmVmqAcex2fatqIPGy0ZbreVnRdY\nMXDygq9rgu6AotGKpEZJC4mDODJ3/wPu+h/pFMRRY+RX1PDM9/eNtH4j1sJRK2LUaLvQH56h9sjU\nk5bvfG/fsA+a//ov/oZsRoY24GZF+esX/vF24ZV9P9MAACAASURBVFr/X+reY9mWLkuzGku63uKo\nq/IPlZWVaYXRpYXR5F15A2jQoUGvoEMlEJWRGRG/uPcesZXLpWmcoEliRgOL3G/g29z8c5/rm2No\ntsUgsqUqPU2w+DHx7W3hFjZ++fH3/Hj9Pcwn5m3GFc3Lnyd+09/hXxfiXiFNzzgt1BLcYY+JKzIU\nkkuU5YzWK0veqKqKXDy7LuGuHiMVS7uyXyzSGor9NyqSrKXEGI3LAe0d3p+QZkAWBzmD1oRUcTEZ\nmWfaErl5xSCurNJSwkav9xSfcVEimoTWHi89oSSGXeYsLHn2lFJwRaGkRaYLWi1cAxifWFGk9UzT\nHPn2sjC0RzKBeXW8FYVWmurJoG8WkQRJNeTTK72q+SYNjXshYnCHleas2DjS7BLBzdwPHXqJ5ORQ\nSrHfK3SO7HYVYXU4kymL5OttZqhrEJE1RppZkKzj2QQ+PvVcbgK9Ct6AWwkYo/BVhcLg80K91Zgm\nEG5vqGZHLzYOrWbOArsG6iHgnOB1U3S6Aemp3cTqa5ypcanhfqjwW2JMK59+1eJOI1HUxLSRQ01W\niXl7fV/4XjNBWeKaMLlj6xX3JZJEwouG8xKpu4RcJM1qsEJwiRHrM93+gNsuEDRjzrQ2MV0TVym5\n45751eGLY1SFsDiatuLr+Y1aSyiJ2Tect4rbbWarK6So0ckxpoX9peJu6OlIODeStSSR+b56Um3p\n5JGTuxJNQZSW37Qto3Kc84opHttJTqOGtqFKGVECQie0bMhSkEyCIshSY63FVobZbXjVIpJD9hWv\n10jsFGqZ2AtDYCMoRZMN0SwoKlKUYHrmeaJuazYfIDiK0TTFEZBsW0GIzF3bvyO8+orkZ7q2IUbL\ntAkSHW3vMUS8aNAhs8aVQ9dz8StOrGRX0zSJlCJdyeQxU6N4VYJGSxplcDFTyoqPFedtJqw9q4Gh\neuSn8YYIha2r2ELHJyuYN3D5xqY71OoR+Zl617PpSK8sxMzmE4v0jGdH11pO4t14LFbNQ3Y0xvAs\nE/cbbNuNMWgQFZ7AwVSotKEqTa8FV+k49p6NgmoN6zhT6XtuS2H31KFzYtlOtM09Siooim06s9vX\n9FrxMl3pEQytwpqOc4Sh08DC6fzK7+4+Mwl4nRIin7nr92zzlf1dw21bCEYz+gmXBFGYd9ByUygW\nYlgRW0EaxZImbIq0taZbdwTraT8c8eOZrrW4rGlky+ly5pRPVOUJvxaWOVOkxNrI4/A7ruuMiYVW\nZ2weqcUbKkfW9cJFG6xSGC0gN5ACcguURaCTYdffs9t+w8f2B4oYqGuFPAR+9Wnipr/xv/3LL3zz\nr9zNn4jP8PJ85qv/A19ff4/hxuX5xtfRUZUeP32nNXv+6K581oJ9lvjbN1S/x88BfYKlXHHhwlkZ\nzuuMLe8qmHGceBU3PimNHhRpbTFTRNwfqJyG8G/Ux9VFhZWQVkh1AV3I/opWkjkllF6JZQSTEV6R\nUgDh8EIgVs+cZyzfaPUdst3x7fvIsP9CEJrdseZ6PfHleM/zP/5EozP68MCyzRA6trBwWyK6C3Ql\nEmJLsIr7R8vl/MJhsKioqU3D1SfMEjjuFEo1nJ0DNE2o+HBosT2EuFHphhI2miqxs5azH5ndlc/1\ngUWfiLFHl4CpHtnMxnib8LlFHzRtlkgDS6yoTIuLgarp+LQfCClyLSu2tizBc1AtWlRseaWSNWXo\ncGJhvxekq0GZjccPhntdkZbM8a5hfpto+4GyHQhqglJ4dRqtEzG+MdiBSlhcCchGcnue0dGy2/3l\na7M506+aerunchuukpy3iGlrau3QtiFR8cvLifZo2ZbAfbNjVYVFKBxQCUFjatzyhrIKmQImV5hc\nwyBgjaRVoKuEXhrCaBmUYllvNNaT047YZnQKPI8ngpD45LHbmSU4xP3AaZtps0AsC52tOceVKQt2\ngyFPnjn9TFPXbHljvxvIUfJ438G3xIf7gVO4UjWW1+cbd3vDthVWr9g2hygOZTQ5Z6ztedtO3FOz\nlw2kBVTPm5/RRpJjxJCpREHvjrg10EeNz39RR5RClRyPVUNqDFsUJCRazGQNm1Io5DvOrBQCNSZ1\nWF+TRMEKRS0ULnvQRy5uQ4VALwoiD3gvqCuB9AOqFWhdUeWNnDRZKKqmolIV+IRUhSgjW1aoLLFR\nUj8qwjyjB8XgN3xrQLxzPecUOOeWvsDJn6k7KCiCTzQlkaUksUEtWTHcdx3pvKLqHusTbZ1p7/d8\nvTzTBUkqhVNX+CwV6Imo6ne2YpAoA+tUCGpD3RvE1TFFwc42aBUpIXI3CqYKaqFosmdf7Qgm0xeL\n04nVZ5Dv94aTnqMSPLWaQ2VZ4on7u5ZlufA3x0de367EwZDkhWbYcV1u6OqAWyce9h1pdTAY/PJG\n0xuWcaT2mlhpyBtCJUK05CRJ7szkCzQ7UJLBWBZV3gHEp5nn6SuD2WPjE9dlIUwLWllOzyMlai55\nJCTPg7hj3TzflxtN2yJfzszAMNzRLM+klJhmw7Jd8DJz2jTN2rHr/oEPxyNVVd6p/Tnh9Indf/EL\nzy8z//LzP2LHjvHtlW/bP/O2Xfh2/k9EmYnnF86jQy+FZDPKZlblEG7HZ1GzhhO7bkeME1gop5k5\neoKvGExiyt8ZaoMfFXWscRl63SISqK0iZc3/C2P3rze4rDbEIJHKEXJiGmfqRvJLfGEnD6xxQose\nOWWEiqxlRZbMxUd2qmFfW3S2+E1B3DgOO6KJ2E4REIi2IkSwdc8mZtx0IhRP3VRMm8Qqi9U1r6+v\nWF3x8qKp1I7K3PH800/QWIbuAEQqZbmEZwrv7adeFZQe6O4K26hAGqwKqCHhb2fmS81xf89iJm7z\niappcLmiDQ23i+fYGrb6SNaWePvKrz52XF8nVL9jEhkjBj4NDS6/kmPgThom46hyRijPNiuah4E2\nKcTVshlNEAt9nzCd5If7J+xsWMSE2zJFdgSfcJc/cffwK57DG8UmDlWLikeEkyw5MOsNbfeMz46q\nUlg0p1FzfRN0VaZF8poqzreZZPcIWTgUSSmBxQhckyjzCybsuKUzeajQR4ubJ0zbcvUbjc5IG1hK\ni78944Qlmo171THdRqq9xkSFnzfWeuLQ9fyZwLHWcCtsHoaDJMvCvAb6IWC2Hd/eZprWcp4mDlXF\nZZ7BZipTvbedbMTRkbfE0/ABuJLu77gtgQ8fOqacUedHPuB43Gf8beaSO4p20CbqNOD8+9v3Ejcq\nk0nrTNLLO31fBWTWzMJBEERRsdZ7yvWGEYFUQ4kelTUygNCKWMt3bcSW3xd6SyYGSSyZvpJkaZDR\n86tm4GVcMMORrqzMwSFVzxgy6rLSK08xifIXVb0QPS7UDL2CmAnzRpQCrzKP7SckI7f5DSMt46po\nho7J53dhZXx7362sKtxlpKsFt1WTZg9CsnYtw9CRLhu9BqsVE5Ft3Hiq31uZ3mh02DgoT9kyYXfA\nzAudqhHNysu8osOAlgu2GhiWjVRBrVpeZ/8uLyQjs6AUT4/melp5fNhzOl+ZdEuLpK4LlxZaYano\nWOXMbbtgVIVQLevV8MPjA8s0cr8v5DKSkkFvlpP0lLgnas/WCbb1yk0vrNvM57omTwt3/Z4xKdoK\nqjIxPB74488LIlcEs7HXOwKSqN9bkkd/JImZEjdWn+l6RXAB2RhyUkitUZPA6ZX/+PV/wXyqeaTi\nunqSK/i84YtGRAduwXWCH88vVPETB/W3fL9esIeKPjnW5wlTYKs3luxwaFTnEUdH88EgK0VjDENb\nI0Qhh0wtFX9XS5r7P/MsJJefIuXbPSpeuc7/BKEQXWISFcuaCVukcRFjNqToCcy8xA3VJLTcWKaC\nMwEXVmIqnF6+YoaO65TYde/WgJBg2B1wV08vWsKUKFWirP9G97iGasVoyDmjhWanO9S00cbIuE3v\nD115ptl5lA0ondlEphYNs3OkLRNKZs0raEdnwZsZYVbMrkPWDanWXMWM6Ft+++WA8AJ/2jikgT0N\nYZToSuP0Qn0IDHvF+XKj+fiFTUnCPPOx7qhagRYP3GfFnkcW84A4PtL1T3S6ompqchkgGXZGouuO\nuLbYWNMfW1wqeBY6DV/uLWc0qc4chpb9hy/MTmJ2e3bG8lg37KrC3nh0yPzsGqaqh+6etvlIqWD/\nuSUpjZthLN/ReB5Ly2/3n/nNl4G/fdrzcJQIK4ibemeR9T37o8bkV/Lm2WEYasmqr8Rj4lkteCzr\neSU3hUoIym1F6RHHCR9X0IpYFMHVVG7iSy35MPQYLbieLoSXDRYw/cSsCxZJf93ojYQXR9VZirKE\nU8Xr6FiU4Bw9om04nW6cXOK2BnIdkYOgbC1X2fLFWORpxcrCoVeYmNBLxmZJ9O/nKkPToGzH4gPX\nAmsFPjny2bOv77jOFrfekKIiFU9aHcq/0LiF9tgz5CMPVWb/oea3D/f8+y8P/M2j4nM/MNQ1ut1Q\nTU0RFXXd0wvD0AyIKBBZEsKGiIXWdpihAbtRywtZOpRs6OSertoToyUNLV4a+tawrjOqkmiT0EIj\n6waEZguCk8/ccuancCHrCuYLc0iQLDoF2tqTPfiwZ/UVJip6UVAIosgUq1ndxo2NVUhECSzpjTVd\nqYYOX3Usy0Jcz9jWIeavhKA5Odg2SZISq/cILdgdFFUzckBRTzPTFqBtuJwnUsgsKnCxkqVkQqxJ\nRdOUllJZok/4rFi7jLEdMglEbxE7uKlAXVreXGEU07tAcV0IUTBtiqISbS3ojhWbL1TxQGHjtL0x\n+kRV7ZE0RNPS8AMZWK+KIisO+4Qpb0ThWEUkekvOmbUJeO+oZKSpNP58odQBH680KPycuJWFaxxp\nlKGMinF+X5DeGTAaSBlvAj5NVKujeFgqwSwzqxG4RrNEwW1aUK1FPRzIWtL0Hc2WWf74e75O/ztO\nfienG9Jm1vVM2zySomCLN07TT2xm5B+fn5mvLUbtUcLQqwpkx2jO/PPlG9/HZ1w5k441f/P51+xU\nzefHI/1g0eI9AoTMKFlj4j2P4iPHVnP3oTB86fj1737LoTPM6yt5PGPmmbSutKZBBkfpCpfxivM3\n6joTfWG8zawyUKYTOZ+Zrz9jHgxTcWypQgRFa3qktEy3mRQcpZJcq5UbK8rc/tV8+Kv94vKxep+H\nVj2jc8x+ZNcoZhdZy4WhMRyFIseJYjSjn9GmwmVPrSockVZZXNqoRGF0F3ayR/UWKTJNPTC/vHKs\nG67TjZ/eCkd7z1Yczo64yaHbzK4cOS0rxWu+rt+odhGVLzz2icoW7o6GtMzs5IDoK4SV7GrN0ia+\nbyPWztShZSkTwXagJJ3U2M4zZwMqU8mWblB01hByRd8l7g4txiumy41XUTB9xSArNqNwaePiZ8Km\n+OFTT7jNBG3pjhX3j3+PPp/glPl5m+ksfPhoeTKWx3uDEYZ1Wvh69dRGEJaA1C0EwbS9MwybZBDF\n8HrOiGrlcgqYThFWR6UEOW6YXcNb2HBSEdSOjcA4XaAxVB1QEmFNiGolTp5/uZ2o90dsNUJsSbLi\nz9cFFTb23YDWBXdeiJ0miUwzaKYXSDlgnUTJTHCO0UqU3JEnR30QRC54F5G1Jk0by67GyHd+m8qe\nq9As/kaqKkxIDE1N2iDRkJ2gPw68bCfuO4VWNWFcmdRGioIPUybrSL1JsswII1jmQFGGUit+u9/z\ncsnU40YIkrkF96aYlpXUg/eFkMH0FWWMLHnjabhjHhNVXbHOnigrknBIviPkjjho4hzZ1QnrC40z\nfLJHfvZngtJ44Sk5EG2Lygm0pc2a6Fe2JuO0oysw5prWRgZVE8Mb2bSsOVFVmsRIIxXTcsVUFr0J\ndI6UXEgaXLYc04SqJOmomVtFvRWG/pFwG/loa3TdswZPNhtVzMybZS0H1nHlY1vzeLD803VBVIZB\nz1x8JMuAXxOmzcSi6eWCLS2hgNQJWRxpq+liYg03Fq1oykYpC9YYXufIXt9YiuVRSiYhUKWDVRDD\nRhsMa7zw0A2E24n+saHJnqwUOkykkvClok3w2dVMS6b63CGrkfU1UwW4thO74jAb5INFKcHu0GN0\n5rAzrKuBYtAIVKuY44liM6IKlNzQdw5bItObQMWKOQaizmg0W86QDWabyFbR7DsqPbKkjN0SnbH4\nNOOKwF01//iHP7D/d7+jsQ1l8/Tmxlpptlgzuo236YXqMlLKf8myfmefKnTaI8UV1a9cvyeKqfBq\npO4Kf/vwO37dfODfffk7GiNQQkIuaAxFaJSIZCVx4cinRtLWz/wYV/75n/4PaDaKz3y7jriXjd/0\nB76v0zvO61R4aDqSh5/9K1XVMMcWtZwpcmPbEj7F9x6AW/jSWfL0CnykmMT0srD/Yccv243fHY+8\nvDkuzfiv5sNfbXBp+0QJN1SpKEVytJkxvFdv94PGiEgK018gqRVGSaxpOCiJW86YzpBKwFCBNFRV\nBaagm4L0C1rL94qn6zC14ua+8/J8obNQNkndHCn1Gz9+G9lKw7IJlhBpreD5XPj4wxFR3TOGBXJH\n+3BH/aA51AGZNH+4ngll4YePj9z+JHjYt6RmJOuaMgrqOtM4y67eMZYZ5JFVvUFb+Gwr8Jk//+c3\nkoh0g2J3qLm5FeMFO90y+Zlyd8fKhm027u7vOQw9UXry1pHkiOkNHx4H/qbXPOx2zEEh+w9cLzPC\n91zTn1FWMmjL9Bap1IEg39DC4peJUFVoeqwJWKF4Wy6ox45qSszLiuh6qtfIwI3QDazziqoKKc4U\nEdgfP/Dj91d81WHqPZ0HIxt+eV0IraKua0T8C3E9B45Nx+l6JmAJ68ShLXyfMtZIDn3NdyHZvOCJ\nwuN9zWvYWG4CZ2o2NVIPNWUcGe5aYhFcXU+7V8zuTNwm7J3g+XnmqTsiKs1SAl+XkUPJJNlh0PSt\npMiCrCNLlHT1A1prqjbwNmX2pkJ4wWE/INcVeye4bxtGX/HqA8Z0jCv8PL4Sg6A6PJJ8oNYPKGbq\neXkvsriBTSYGnei7e55Pkfsuo0fH0NQ0rJBbdN3g9Mzh8cjVLSyjpKlqlm2mNQ3Imk1BYONgLIHC\nbRGo2lHljhAKKQe24sHs6QhseeZQBFoZEpawTYheI+qKcVIUIdhbiVGODk0OoETidhq5u+vwUfHt\ndKLeW46j4gdh+HEaiZUlC8fFj9SpppMB3Wheppo7rVDBUYmWkBbapiGsmut5Q7UtQiyonCk5cAse\nu39AFwj5HQ3ll5EPveEh7TkROfQtTdholaAkyPWeazihd4Zc9QSzokpGbo64O/J6u3HUEw8f9lyf\nb6xNoVEVORu2JdEMhSo32OV9Gdy2luXm0MqCVsgl0cue1TvQAmtbwi2QysaD1PjNczVAbhFR0D81\nbOtMVg1LyHw4NrwsN/peYsSeJm+sYUMLSxUladywuw5TWzajeH77Ba2e+Y/9/8p/qH9Ft1qe/Q2r\n7t/Ft6OEUJFLQ3Fn5rLQmyd0Woh2Yj6dOMWZyQdyWPnyeA+q4sP9r3nqHqi8BCsBgVLvDVWERlmD\nsYrLIoj5ylj9gZ/Gf+L3X3/hz+OGvb1bF36eX5jjDu09+6GnYWTyPVusyUIQ/Nf3Bf24kZME0TNu\nr/QxIvQOpRRl3fA50O8slX/F1Xc8n36muztymd2/ng//f4TQ/5efrS4osafEkabLqAgt784inXh3\natmaFAWd0niV0SWzC57cWyYtCFGwE4kcHUVL1rigAtRYMnuKK/RD5vTTRJUdsTWkynGRsG0zZToz\nlxqFZsf7OUTaH3jcW2SdMJ3ifjhymyaOH+HuYUCsG6efTuhUUM2RtvuBdPeV+qDw6jPGOlw1cV93\nFLHjphfKpIghYbo7ut7wdt6YvgYIguNdxsiOSh2Y/cyv9g+kraCHB+p2RU01SdY0h4asHAcdOHvB\nrron+2eEvDEc71EqgM9U2wMlQpxfeDoYcu4Zv12gh9lvAOhSs4UTVVPQusOUFr8EdNqRloRfJUiD\n8yOLTgx+oJzO7xbo9E48aSrLNF4ISeC3jVZkdAysW88qZnIYOVYdxWdKEgRROK8zabOMYmT4sONP\ni0erhtcx0qmat2WjriTPYSF6S2sNKjhy8FSqpZwjper4eY70/UAbLoy3F8SuoXMWcY707ZFLiVTn\nEdFnSJ4sFJvsUJODuib4G4PuoInUKuNXiZwCT41CVYCRyMaybRVCeDAbpMyu2rGkhbta4Om5tg1r\nWKlFIMeRtjZMLuCallWdMUqCl7y+jZjWsW6Wrq+Yy4L2iWQz0kWuMaPLggnQa4hkGiMxueBiZtdq\nJl2YXaI2mbYxJAvKFN7CStvUOJ8p5YL2kh8O91zCSnIREVZaa3AlsbhAZxtyLnyXLffVHrYJO2+M\nxXE39CzzTFs/cld7gss4Y0iN4P5pTxoXViWYs8JtG60FguMYOoqYCQiSTNjKMk0TX/pCJtDammmp\n0UnxugSK6tDbhveeZBV1SDzZjmXbmI2HvPDj2WDrljF6+l6SxhkpOpQzePk+dVmzpVaZECeynXDG\n0p43draQdOTNe+52FY1VDLKmBM9qJKFqWIOn7QzKRQqZXDes44xSCh9XtBM4HWk1lBpyKnzuK6bl\nxp1RjKtj8plsA02jGOfA0PfkbWQWiZwi1miuYuDQNOT/W4OkJON1ojY1cp34+V/+T+TTzMfQc9om\nbLqRm41sHVXf8vJ95u8ea5JMCHtj1ZnbsvDteyHcrsQ28PB5R/dpx2F4JAmDA1pt0QWUViilEH85\nUlJIchIMdUeIll8/1fz+c+Lbf/qZ6eYwb4quVuxLT/Ib/bHD1xXn0NCQqHVAXuEoCrOZaBE44Xmd\nPVomaquZN4E0A0avVBGi2fMaW1QRUATb1dE/PgC//3/Mh7/a4BpipOBAtRQSl6jQVpPyxtD0xO39\ngWdKTSmCTkkQgjEs1CahUkvfNdgYCJvDVjXkjHUz2raM7oySmcf7Bv/Scx1PWLUxJ4vMM0pHtBm4\nONBJoOjpqkJCINvMmiTHhwPCaO7bmi+/3jNewOXA/tOeRmX2H+7Zvs4cHg/Ykri1GlsLhq7GtgIX\nDc2YaR8G6jYRVoW/PtN7QxHQDj27nSXEwjLe2A13uGh4lSea4chn65iyRneau88VMUbS1SMVoFce\nnyyDfa9mZ6/oTU8yE0Zkvux6nm+BWK4MnxtkgV8uhX3zkem6cLd/QGhFlXu2MXJ+e+H+0xfEdOPq\nHaKpIA8MfmDaVlRlMa3CagFyoLMNiZmLMjQdZCcYUyZVJ4QTdEa8I4mOBXlzVJVhy5G10yyLYneF\nTjSMAkSt2K4zjaxpxoztPXtTo0zNKV7pG82UJC4FfiUUud1zvWwsbuPYGf48O+rmSF4EIcwUpWiw\nFOfoZMdqFdMtUqrCzrTElHkOF34d7rnYFa0yu+joVoWqFUIPUKDUBZ07JIH9QTFeJ0RV0wtF1Vcs\nXjHe4BoXtmbjLUsaXVjcgvYDHyvFJSeafct1nBGmYZOaXBSahpnAvsuUKVLSjcb2ICtGaXCjw1CY\nS4Hs+NJ3/PQ24X1iVwlcPJCFojMClVaqWCF1oGoEIb9RZEWljzT3mm9ffyGHhJUWIQLWL7jjwPPr\nd2wlaYaasFgum+epUWTximFBVnd8zS/8qtkjThkh99SVxsjIRXu0W3GVwecLqsuUpUGGhIg1jTGc\nppGnvicFxUHdo3VAiCt1yaQAsU04n2i0wZdAEoqv68bfHnq+jhtlLdy1LfiArQu/bK9U4hGyw6qG\nOgmUHVlvK0E1tE3PuFlMt/DNv2Fzw3UFI++QccLP71V1Q8LLDZM0d93AZd3IUYDeMOp9r6q3Lf0m\nQSpO68KdHhhP3xHNI0sS6L1AziOt6FjHjRwcjWuQqSaUzP39Ey7f+CVcMLuHd+p89iAFbd2QjMB5\nT/564afgWKt3vJdwZ/wNslsQX1es1pzjM3FfY9WN0y1Rvi/ks2IWDuME1VoIp8JSj3jv0KqgS0ZI\njdICqQRSQi4aRMIoRZGWQXzm31cVp/8688flz/wkf+SXZeL6fOLuMGA7Q22e2B8C7jKh8g67Wjr7\nznp1pmaKhWUEbRPZwOWaUHikXhHC0DR77O3Krjuit42rFfRUbJfTv5oPf7XBZe2OJThMzhgsZlew\nWdCbmr3WbLpmmh2V1agqEb1C5j1FGKzNOJ0xWVClmko7KrmBN/jYYxBYZUl2Yfx+gfMVWUearscv\nC0M10OXMVASdvDJEzWtO9PsD2U/YneL4dEcgcdjt+PRwYDxNuCJB71lZuGsH2iyxnyu6wwPjCH75\nM2rXo/1GmiNSJQ5tS7s/sqYR6wIl9VBO7B4eWC4egUQYycPjjts6IbXiH/qB7u4Bv97R1IFAQOSN\njOPx6Yn1+ZVPWnJFUR071hAY7mqqSSFcYC1XJni/3rQiguQ2rQxCMadXglkozY5mDdzWiZe3CTrN\nom5c1wmUpzUWd7qh0hldD5QsqNaIqiz2UMjLlVYpemm5BY/RGT9LgquQBcYgYPbs7TspYPKFJDR+\n01T9gArwmBSqaliXK5+f9owvgSUWDtTEXEhu5odDz7JN3EaLKPCmFHrLZCnIXjApRYchVCttW7gt\nkcNg8a/+fTySN3IsaGnpFPjbzwzmwK57xPmG2nYkPzO3Db1QyORZ5hvaNHRtYY4eKsk+BNK+pYmZ\nWgqYCpiOpN/YLS1/mjN3a0PuFDZ6cvQ4WXO/s1z8RieAkhBrQeREbhuG5DFqoLWSLCMxFhqV+ajh\nD8bg1QMDZ4Lb8Sd341hriuopLLg4YX2hUwPOQGsnmtxykoG3uWWnCq+c+bjVtJ3mbSnkaFlLYbe7\nQzy/8mA7rmmlKx0mO8Su4vvyQusUDx8/omPm1+0D7vaK9Jq6LsxI4gYhF4TekTaHqRvkFMg2EmqB\nJ2PMDlVnbCroSvDPlytatgQhUGWk6JZAT5Udud1z2xy9dXRIphHu9J63cKOUQiAwhQxmwJiNOUe6\ncWV/uOPqNO19Q3oukBtse+Gulbz9xc826jETXgAAIABJREFU+5FdW0MI2FiRxcrqNhphMWS+f//O\n/umRLTiaYcdyHbF1RaIQS8GIAkWTxIITkWpbKfc7rudvtKonq4qFyNBpquK5hEBTVYgSSCHz5dBz\nnW/0VUfbtGyqoKRj2jb8EmmbDr+ufP06UQWDqjOLN+hFkOoeqTMvOWNeZ0g/8/JsURfDvW5QQrNp\nzdu4cvQLb37ktp6RuaBqidF/4WPKAoCQBSFAC4sQgqJ6bLb8Vxg+/zdH/qdP/wP/nfsf2f5TJoqG\nXd2xe6iom5bc78g3uJYJpQQ6Gq7B85gCm60wS8HfRnKViWVjyAZKYS0jQUvU5gih5rHJvGJwY/hX\n8+GvNrg622Lp3/9oLXhEI9RGpJCKQmpF1+yQWdFVNVW7MW+J6gjL+l6dRUqyzgyqo4SJXGpy8axR\nUDmFTorn0XGOBbVXqCJQ0VKkRHWOg+5wb3BSkfS4Y9ckku6wx4bmMPB5P3B43KGWjNgEjc+YHCnV\njlgkph84HCte32akcjzsB769nXnzkd/uP3GLMFWJ5E7E+QzJ4utEXGpELnza94i2ZQ2KrQTSLhNn\njb1/pJiCqkD0Ei0s1/MLtu/Jd5Yvp5pvf9oxLjfE4vnb/QGzLHRVzZoXvLWE3OJvN4ypuG2eWlku\nbsJkRcRwmQNBtMxrRlQDc4zom0TVDzj3I2uaWG1DCi2SmV4KfG7QS+KWPLYCk+E2JrwBVzSzy/Ts\nubByEJLX7YaIG6MtaF3RCs1LWVDesaoj0kU+mhW9b7ldPWLTNDJTgIufOfQDa0gkr4lLITUNl/zG\nMVuGWtPeDYikSfnGeS7MgMUzrwu2llAnsq8ISVKbmpvw1J0FMXEeK855407P7IRlbiBLResDm+mp\na0tlJLu6xi0v5FRTT57QSiI7ormh28LDsmdcbxyHA1u58S3AdlPYTnMJmZADWmxUbcd10yzFIYz4\niz27MM0LHTWravny1HC6OMY1oOuanBYI6d21hOWWOyoiWSmqylCSfGclipW1yrx4zVEriljxZqBZ\nFs7lxJ2UKNHynA2SG84lZIksNjLNmdP3r/z97omfX6/8ard/d+Rtksrcs4YVYTRrL/C1pr9FriUz\n+IAXjkO1cZUtd3f3nF7PtEZgq0LbvGtdWhFZY+HLlweEU7zFha7dsaTMeoNyHFiWlYemQQjNWt7X\nQuZRYOqKtVxRVCwl8iAlUhg2Dfap5dVP7Kmw88rffH5kzQ2X8Y2h7jAryDkyPB5ptCJsC75ccWR6\nU5NjYZw3+uOO57Cy1xYxC5p+IHvF5AJCR+Qmkbpj2yQUg9UWf1nou55xC+gw8bHpebt4RBXZ7Tpm\nDyE4EgotWionaB8P/HGaSKLm4+GIXb5zipFluhEECPmOAzNEWqOxfYsPhjuR+e7e+GVesFmxk3u2\nyvHtfMVrDbKmnSLXP/7I/vCILJaUgVwoIoOUIAtSvFf2QSABKQ3QkwBVKvp2j/8Pkef/9sR///o/\nU82P/MY8cd/33MzK5gPf/UgoFiUEs6qpsuRqRtgibdtzt4dpnTDqiTSO+MaAUwSVGRpJFAspWzo/\n8iQV3/+VfPirDa7KWioMVRUILiIrixMSkSzrNWCNQiDIQULIOB9Ab0RVMNaiZIVRHgHkElm9IMsN\nozdE2OOiYt4c29sNFwJd/74oGipF3dXMTpGmERnhvuoRe7i/O+KazPFpR1YNw8Md1iaus+fL3/8D\ncdlIt5mJlf3hgWXc2LxkNStlUvRxoasfOd4JeiNxIeMSpFjQ8n1eHU3Nhx8+8Ocf36i7wiQAEfA5\nsNvvWI0gicRQtUi9sS0VS7PSPdZ0jaa4G/tdw1qN2OdvHA8dSlrOLmBrz1IMup2p/Bu2spyTIFrJ\n99uITAlt30dw83ThQnmX7ylBLyrCXAh9QSLQRAQJERc+7UEKg88TOlus0Nyyphp2vM0TTwTeSCwm\nkL1kdgtSKIoy0Df47Y0eCKGwqcQuamoSLi3c4oCZL3Sip2oDTQVLjNRVx/XkuO8yz3jUZ0W7Grqq\nsEjHKUTyElgQeBuQWjA7h9p3+NuCLAIbE0JKxqJoRIFQyMnwp+vI072iKi2jS7Ss7HvDef3O/v4j\n9XKm14nbohB1h6pqdsJySYpOW5aw8tRJQpCkSjA9VNzNhikesI1DuAtCbGzGoFDs00IQ99i8IppM\niAqBJClBDAW7W6np+XoJpJzohobKR0iOazIoHdClUExGpMDmC42IrElRlKfohnXStGZG6Yq9HTAq\n0H6ynBdPcpqtFJYqsJMVdVIU3eDnhK4sdREEHPem52278Ln06DpCPJFM4nG/5zImTt9ufLjfUUpm\nNjus9uyqjqf6Dn258sOXA5fsyPmdWt48PnJnErti2ZJjmw1P93fc8kI6LfwwLGz+Rqz3XGbHsRak\nm8J3iU4WTEqsFPxJsn/QxJyYtvfSgaoEQkik0iBqos/I/EarKs7BcagirWqY3r6hVYvyDmkyPnVo\nkdFGMAfNJhXrGoEbOhhUqQklYoSCMINuqMgkNpKVOLVQhwRREcOFQ/eR61KYCcgsuJ1GbFPjlWSN\nK3VsuN8fOfmJ/4u6N9m1bU3Ts56/HtUs11p777NPnIgTGZl2OCWMsbBsRAc6NCzRBDq+KnrcAkiA\nhJC4AECQQoCMnZXJdBSn2HuvYlaj+Mdf0pgBzWggIQWzvRpTmlp6x/i+732eD/0G2UVCPrMmg1IK\n02zw1xUlE84I/HIvP+fS3p17KXLYDeRaiGRul4WtzaxYUvA0a6TZNazNQicCD8dHtLYUBUVkpBQI\nIRCigri74NQ9uhBSsZaMkY6cK3+3+wf803/3xnVc+PG/nonzgXXqWMzCRgni3jIWjbiuiDqhVOZs\nBVupyMVz9grDhipvOJ1ZIwhr0DHh5ZVHkQihQQnPzX/4vfnwBxtctb5H6BuOd3TDBNHT25aYeobG\n40simortGlQS6NxwWTLdtmftE0paVF2Qa2SJFaEVOXlaccAqi8kSH1YaZxDxSt444lXS9yCtREVL\nO0js5oDb7Wi2gjEJfv7Hd4W6G3YkOg7NA8dvK6446mCYHwr7uLCVms/pymu+0tkOuxnw62e2WTMJ\nwZQjKSvCHBHGss4zu80WdCX7kWZnWFTl1VzZ0HPYbnAq0T1pmiZj9oYVgagVqQvt0GDajnxdOB7+\nDv9n+d+R7gmhRoQQaCEpYiTVwkrH5C2bHFBiwfqWJVmcifxqTbTSUH1Et4YpVFwD79qGV58wb5li\ntrwtGSXgoU2oVhJv5k73qIYHd2YKG16+X/DlxtJu0OaGetPMeLabA7OfaAr0xXAWO95uM05Galyo\nbsvqL0gjYEi0MyjlyRmuPtNIS3z1/OSrI5O/susr4yS5lcDpOvHuYct0DqidQldJvxjeSkJoy+ba\nIlPG6UrKw32kZSPTcuW4+0CcPU73rLNFNZLwllA/h9P1Gdtu+W6MHLUjjDOH7XvO0xthjaS9pzSV\niIXOkeqR4ZBZLjfeuYF1utLtJK++4ae7I34dGbXilhNjlLCuvMbIsSoGkZjNiomSbbujhBPtuJCN\nwfUNXUzkrnDO0BsFqpJiy5A8Rt5QrqFGTzAOWS3hJOi6DlevaFVYh8o0C/ZAEzSz74nAdvVIMkJZ\nbqpwVA15veGSJ+4sj+4d358Xvvcd7+eF4bjH63K3JlwCrm14XhUyC44PLTlYvt4HdtuV2H9AuJnW\nWzabA/MIq3ulUwKVBN9ujohDz6QXvjt/YSc0c9xwlZHpy8Lj8ZG//fQjqh2Ip5W9kIxVsO5/gq4B\n7yuZC3v9jrYkqoxoYYi+pbQRUQ3LOKJaR+MD/dAhfGTTbjidZp52Gy63jNgWxFqJObLvGiIJGTJm\n16CloayC4mZEFThlyDLQKseUHCFUeiVZ0chiSc2eWdzo+0oJLXGZaPWArJFFQFoUvBU+HT2HwzfM\nKdDXJxACzJlcNuztQq8k15SoKdL1mmbbEWhYRsFD2pBkID40jNMzk49kcaEdMq5siOMblyrQ7z7S\nPilWlViSZ9M5aoWCoIg7LxNRUeJuHBeiIoXEKkFMjkZrRFT8qfvH/MN/9Mp//j/8Nxx/a3iNnge7\nJeYZvZeEdKFXGqUl4ZyxSXMeMg/VcV4TcYaTX/hqsOx85K0G4hIJfYNeLT5Co3pqzb83H/5gg6tp\ne0RKkFZ6NSC1Za2ZJCJqM9DFiPcSWSutreRVofpHUllpSqZpM2ke8PMzWI2vGsuRpShSPrNcruRl\nQ1AzthVEIZG9peTKEhP7vUaWPUun6R8PmNYg1UhsLa3aEVLg3b5nt9+TZ43EYF3PUCRrGDlfvpCa\nnj531GUBdSb270lEHJJSKp1pWdcVrVaStuAV03gHtj71AxMn+j7jmp7qR1JzJNQbg3aYrUPJhreH\nhPItjz/7Glc7/vr/+O/5J//ez/iLP/9z5JeACopcZnrbk4Nl9pd7S10JXk9feDq2LEjyKnheFoTU\nGF/5jdIM0fMwDACsyuN2itVnlNLkMNHQkJTjdpmgyaR4oW1bLqUlvhWGD5qHN8P5lKhaQYjIwSCW\nExtlKSFwWSbaBnxfGK+R/VrZWLjaA6WMmOmMYmCNK92wY8mZUGeqbXgdT+Qx0fSOoheyEuxCRwqG\neZqJuZKJdLYj+syhUYTTmVYLUm9JPhH6FuE912yZn994ev8Vwl8QquE304SxM/Es6J1md/IM2yNh\nc4UwczlDEZHN3pAVBKNpTceUAobIRnWMzpGXBds7nFFoV4hD4W9fEtuqsDFTzcDnaeXQOlKKTAQs\nlpBWarnSGcUPIrJai11nkmzRccdTM3OtgSRmbKyECeTxQI2RtAoeNk9QEuvuipATKWjiOaBkYVCG\n060gdEW7kaZoCgG9rCxEUJI0ANdMsg0hGiaRcF1LKhOvZcHVSFMdqIFh31NKpkqL6Fp2RB6+Wqle\n8dVmg/yo2Lqf8vkl4lf42aEhFM1GO4zS5CSZqyX4yLdf/QL9AF8ub6wVkrvwJXv+jjny5W1Cy5ZY\nK2XYU+bAcZfwsRLLHksCubBeG4wFO2S27Z5lXkm9pGVC9Ude2JAZkfJGi0OmwoeNY/Ydnda8rK/I\nmMk+0/Q78vlCZxdWLRmkowMalQnr3VR9SwsP7x8YX880NXGMHfN6wbuV1j6S84nsBLVJMGc6Woav\nW+Y50VWD0VCDRauWhsKiB2ItvJxgr7/GLhPmkJiDp5r7KmHXWGLw1K5Dh0g/blh0hTIQBsHt7Uoa\nM1kr0g+f+cvf/Jpvv/kV637L7Au12dLW/k6hkBUhBPd5oaRWgIqo3E/XBaiq6OuOf/Lh3+CHf3rm\n+b9aSTXQ7RTzSRB0QQyOs1e4qdLsNpwuI7XcmJ1gXUZ61/I0K24LSAWtUKQGplNhrZVoA5uiWLvf\nj4f/gw2uTmxBJYxyyKwwKIyI4CYwMM0SqztUKKR0oaqKzTDIA6uUGCkpdcH2d6GimCu39YW2bZlf\nMn6WqDTTPFhUivigePYrXe+w1whioe7fc3jqEU4hGs2u3aMdDLbHDXs+PHykZE3n9jSiw0mDv63U\nsqCSwmVBrxveBo8RluO6Z0kLq/+B1jiucyDEC2GJyJBJKRIVxMExHDTlHDkMw53WnI68XC/cmkz7\ntOV47HjoP/Lzds9NJB6fnjjIli/6z9k9vGdwlVJXfCwciqKzFi81ZpN4ezvTNwe+erfjV9nj1szi\nKvVqkUaxyMjR9nRCs15eeXzaMS5XbknxsW5Zy8o7qxGq419PK3+y3TCUTMgd67iw5B4lM81tYZaF\n0ieWRpJiQ5dA20TVGZsyKcwI27K4nrSB3RFSMNymlaYx5OOW0+eZzu0oqTKNC3YvUN4SZcE9DNwu\nZ0ov2LEhCIhFI2zHxhVSKWQh+dC0NE7wrO9laorjxo2HIlmtofWKr1vHOp3waWY2iibD0Bq6VLjN\noI+aVgTS5zfccOQmPfv2gE8V0oQsO1xW1BDIjeBvnl/YDAdcL6DL+C8XnOtINfHt+y2fvltwwnFS\nK8ZK/HinZgfdMk8JuxuYCHS10vcD18uV/NQhlMLOK6nccWLpTbFr7k/Ql3ijO+5ZvztxuryhTaFR\nmdYJxPaAeF2YtgNXH2nbSKc3+DUiiESzsGkfGOcRrwvytqByIciEj2eMFuxUYjCCsn1g4kpbMp/f\nznz99J7N/ErTNvg18dArdrv30CkkEiUV63Lm3XagHTQJMO6XrH4ipomcFJgdD+YrtKk8PT3wswu8\nfPqOePlE/fxrdHjj+GR4e5uoWtO0V07XyG9OCw9W0HUPmGGhREu6SWyGMC9oaznsNDl5rHpgHKHr\nA9fzjaZvkUYwlZmt3XC7XjBmS99pIp4cFMc6ox8HxqnSmExaA6J54IfrKx8Gw1wastOkcUG3K6kY\n5ibgm4yeLJ9PK6JzFBkQUtO29/FYKgUlHMpkrNW0gGky11tGJsNWbMA2bOORpCQbBzpfsOYOYjZm\npVhJEenuMtu3NCVTRSa8nYlo6mCwvnL6YeU3P/yK/+lf/Hfs+4ruf4lxd3BxqmBqQxHl/ub1f2+7\nKgjuI1dKRhdNED0f6nt++ff/iB/+x/8Z+7llXRdOYcR5jUIQ6kzE48aGnRLU3Y78cqPTGlMF3ghM\niRRZEQlacz9uaUpiVzPOfc1bmH9vPvzBBlfPBl8CVkeEmjDFosv9KGONmUELVnHF6oEcD6zLhDYW\nIsiqCSUhVYEsqfk+8qA60rkgJgVa4A6J6CdE06B9ZCiZ/WB5TRPddofb9OyOG4ppmUXGdgJVItoJ\nhn6H1TuUdeQECEXwFWtb1usrAUW/21OUYLgFnpdXuhqY4g0bofiV4guskYhmg2JWkawF/U4y+jdM\nfyDq/k53rpXSFb457tj9ZM83P/8FbfmaXg98tFu2zSMbGn79N3/FlzhS5RP9Vt0b70i+PH9C9lum\nt0If93xOkl2jkMExj1e6jeDVCZxomZcrVnouJdF1G15Xj40CnStez/i1sNntiGvlXdvTCEmonltu\nMShiWGh7x4s2+GmlzgERNWsS2LxSOsHkA7pWmu0Tr2Eil4yYz1hrudYZA7BUbs+CD6rBJ+hcpbUR\nlRPISPYNsem4hMpgFWK9YrDkvWHcroTbzDAMXIOnTfDmKwVHOE80g6WWxOv1DWEFg9CcdEAkxY/S\n8DPAWsmc7hy/btMiwpVcA23Xsq4RbQVv60heNY+d4DZ/4kzPu64hlpknQEvF66rxa2DYbBGlUoc9\nU06YY8fAij41nFOk2VUmf0aJiC0K5Suq7fB5IYiCawvTbQXZ05hC20tcANm9Y1l+pOk3aGu5vCQM\nhv1jz+lt5iotabrxQVwYrWFonmnLe0oqXMrCqBKNKMhVMS5XTNaYMNDnK9JUVrulFIgBhFMEbZjH\niNnvCSrw7c8OyFtBbH/KvHhkvOGOR8ZLotkYkB3FV0zvaOWOxQsYwJeF5rglXA1D957eaTrXIIXh\n4d0T897Tf+x4+Y3jZ71k+70lzBN7s0GbzG9uhvZB88P4PRWDXjM3UZHmQNysOFa2QiCtI/jAjgY7\naK7xwrrC118/sIYz3gdK2qEWw8POYm2g5pElGbrdhuV1ojUK1TveLmd2ylHTxNff/JR0PaHLhA0d\npwzdcIASkCHxmDxBWKZNhQCdcRjjmJeJaCTxFhnaFlETJgdsTATfUJykeoETPaKMjDnQbR0hJPbd\nIz5dMU2DUxODNpwuES0TVxPoe810Wzm2kpIDy1LQWWFi5PO/+MQX6/jL459R/17BbS1daVGqI5cC\ngBD1d+F1jy8B1CqgagR37Nggn3hvB8xPEucfvhA+n7gVjfc3mk6x+IwThmorxIlhltyEJZgOLQo7\n5Vh94pzO6AxLbkm25SYDp6IIiyIvv5+y+wcbXPyO+dbJkRJ7tDR4oCpHr2dyzsj4ALLBUZGrI7Lc\nNfFKspYESSJjQ05X2j6xLi0hg1Ygc6UWzVQ6ptcXbOvZuspyHdkfjjz+0bf44hE7x7JmeuuQIkBn\nOXz4ikFtwStspylyAGGYWEghklNlv3nCWsstzizNxGbxLDriKqxLxuqWRVSS3WHDyCITm82Ol1ay\n5pHj4PBLhpr5vE48qhZtKvGg2bzf8s32F7j1jzG5QRuDri1OG4Lo2Bzf8R/903/Gf/pf/GecbyPb\n3RNlDeh2yycS+64yionZT1yXxOapZ3z9AdsdGdPChzIgzq9cd47XGDj4gmobAitrmNlsdyxqIUqF\n7Fu8SlzGmWbzFfNyo6yaE4Hp+oWnvcCIFj8FjhaO25YSFnxxaKNR60q3hzBGlNpxrQVTFZjKdVko\nXjPuK2kZcTrTacenSfMUKkOjef3xBffYwCqRMjDlwHb0POVKtncChQgGIw29ydzWDF3Dkm8kWbEB\njscdVz+Sa6IVlr44Tm8TqjUkUckF1nxluxOoNXP1ldZEbNKoThPSyFIcaytI1ytzNHgtOERFEGek\n3tJNgs5WghLU4mHcYtYvBNGju8RHIfju9sZ23xF8wbtKUp683jthKsPHwfH8NkHzHaux6PqIy5lo\nIKTCIgxy9ZjqaB52LKcrtm04jStBdOhF0BuNvfagV1Y9kXygyxKZIttmi9eB7yeLIXIYNCVmuuxZ\nYkQ02/teNXvcYPhACweFTAVdWx73K09fD8zlgY0uRL0hmZahFwy7hrTeSQqyKuIs2A6Wtj3SdYIc\nK6MX2E7iM1ySZ3NoOL1k1LuPPDpHM2ZmfeUl3TgcBGx6nr/c+GbzxFuoODcyeUFJ39P0953sVw8b\nFjPSGYWfei6/feWbrw8UYxifX2l7SRCW4iJf5I88uj3+uoDdoJLFl4lmUOSYmGOkqoGEZV4T6ctv\n0a7wcfdTfnv+kRokadaQZ4SCt9xQS0LYgGJLUy1lDoSQUJstOo9EE3E3xevtRqkt75sdIb8h2w23\nObBpO1YUrRHIbFhmS2DlQyvA7WA6oxrNPDWo5DBmpH3o+RTAbEDxzPK8sp4N+7Vylj/wvw2ZT/mF\n8KeSf/zwyK5qhFT3eggSJX73xiUEpd55sUhBiQVEJBfDh/bIN3/0yL/8s7/g660hv93YNfpO3+gM\nNS/MPuPMEVyl+JFd2pHihbgRXCfBWjRilbR2BmlZ6TAFsv+BzaC5/J54+IMNLqcFkgGRM1bev6aV\nFSk0QrRIWXGukivMYUI5S8qaVCRLNcjYUOqEX2445XgZDfksCf4LbVspbeEae5ZlJjcr2Wkuo6B7\nbJgHxef8iYOyaN/SmfZ+vmoqW2mRVRJXi9MdMUlKziD1nT3nFzq7Yw0j0nhEnBhSxbct57eZ6jyb\nTU+YM9uNo15Wmp1jqY5VT2gp2fb3Rah2LecQmexEnL7w8JVhODZ8dXjiQXxLKQ3FbXC5ItA0JfOw\n/Za3642vP/6cf/sXP+XPf3VifTkhhMRfZlRJrLJBi56iF/7e+57LZaXp3/GaKioIcglgBo6DQ0dB\nvo24qjmESupaAp7JRxxH7Cw4X5/55l1H1le+ZIk2isUXOqsIqZBloXUBi+a2eKaQKcOWNK5MXOjn\nLWGC1t39aykVYpXQNpicOY2B1kp6MzCtieOuwKQ4q8K5z2xS4JrVXd++MeQK79tHrvOEigWlBi7R\no43E9YJr0SzJcUtvHPqG57c3XNdgc8O0FJRK1EEwzZ5uMAzCsE4FLRV16FjHCzINnKeVZrn/TR4T\njYtcSExrIq0rt27LMDqeSLxoAyqzVSs6aYxdOTwOvPmVuVyo65X3g8WLFT0Y/DWhdUPlRo0tUVRU\n9jjXI8hczzfOzZmdhI0znOPAFAu7ZsNWRrLKzJs9VMHj1nNdF1bdMmxaXsYRVSdCjpSsiGR62/ES\nC0FZtsrj68StWkqAh+MWFwXLnNhvM6sQ7K2hBbbaUcOK2/RoXZHC8H7QCDnQHVq0KrQ7w21ZyCpR\nnWMwjut1RO3fITJYsbAIwbEXiFRJRfPl04yYtjT7jsE9UrodavM1Pzz/Dd2PXyjLifLmCd1M7VvK\n58RaO3I60dsNnWwZdOB2qwgx8xYs7ZRRfWXSE2Lc8Nbu6cREjonX18rP3u0ZF1jXliOJ4zDh1YDN\nDbfThDZXJBUrW96WQMFyKI7Rzhz2mzv8e13ZuIZQFh63Dad5JcQVicfHxJoKj4eGcXpj+/N3XEVh\nbg1daUjAWbzil5VldbTKInIBcZd+0lpqXTm4DTl4iiqYHeh1pBGCOFfCbUGqloO6MWfBj2hGkSkO\nUrWcXz31X74gleNfDX/Nk/jIN9s/5V0jQVpAYn7nLBMkhLojNWpJVKlQxZJkRi+OEDRPsmU+P1OF\nZ5oNX94udKZF1YJTPcYZPFdwlSWeKb3CBY1tPEwS4xSqNqxjIm89Cji4htGb35sPf7DBpYXESEGu\nzV1DIBOSjFGOGhW51PuTQJEYIVjkjMgtVluquEBeWeZMFJIv84k0B6bV05XK9CWQW4Mqn1G25eSh\nVxmGzJuEpjToXInaEEJB5Csb58ha0DQtMmlKqExpoWt6pDbEJWBTpNeSaiVVayYCk65c4oRfZkRO\nmHx/atENZKlp9SOUK4QbVe9I/obtt4zlAuvI59sLjx+3GNGTtj2bDz/nnfsTZHBU06Hr/XS6FAg5\n8R//J/8hD7s9uWT+rb//D5F+4ru//g67qcTrzINwvMwTOU7YpqCDIq6OUha2ZsVTEdVCzcyXlazu\n3iRWQUoSoSrcNlyE5+snaKeJqlt+fNMMg6N1kvQ2YZxEOceSZ2RYMULSui2v60KrDG8pgp/YPz5x\nngUaDyqQhETXQKRliRIVPU2vCdJyHisqCuZlQsaB3Gv8GrFDRc8r23bDb0/P7M2GrRrv12Z1ZjsY\nXm6KJQR0A07fsEWikmEtGqk25OWG2xxQJSLCzFIK/bbDB8/Jew7tBu/9vbhpJHaJVJUZhKJg+RIr\n8Zr4sD8weYE7PnL+kgh7wXCYcb7lPEeO7YE5RbStlIvi0Va+BIvc/YTpWqn5Qp6vPHUDVzmSi0SX\nQqByyRGTND5lVO9wLYQwIssTj80Q3HBMAAAgAElEQVSMT5Lpmul7zTxfObQdX86FXePYN6Ck5xrO\n6Eb9zvKrIC8U0zGGGdVoDlWi2gfya+ZYLKkvrDFwcEfeDTva7kf64YjTPVsROQwdrYZu15NcT54S\n+8c9L5cFvd1wbHqCyMzXz5SS0aayCI/uCiq8ksaOUQpec6LdV0wu1KSoE9jewSQRxtF2O0RX+LAR\ndO2O25ffktMnnvbvmcbEwzYwyRNwRMYrG9kQtULrhTgNaCUxQ2BvOrJvyLfKUQZWecPKFrNrOd8W\nfvFuz6/9zKc6c4yGx3JhLSA2kjpW2k3PevXsm5YvZM5G8FhXeirFDiyhMoaRd/sdTWMhRupUWGKG\nzYDU4GOmaI2fI/mDgL6i60oCPp8NHQ0yB2rJtEvG6o7cDMyy0B87tBdYW7ilMx5JQDK0LYWRZRHI\nNfH148Bvnj/RhYDpWk4hMM8rnfFcv5M0/YVfP/4Vv3z8N3HqhKiZTbvDYH43KpT38WAp/8/oUMj7\nsYYs0JmBGE+IHHmLHTokYp6RFHyoGBSqVVznZzACpwWD6FiWhcU2xLLS6UoXJ1bdMhWNLoIi4eIr\nrne/Px/+P0+g/5cfUTVaKJQT6LqCkJSSEdlQS6U1HXO8gxi1cuhaWS8ThoSQlh8uryA1WYBLmmk1\nSBmQVZA2mlvSxOsFabaMS0LZTNE3iAnpBCVObGuglJHSbvDzwka3GAoyr1jdU3Vi9SMyL4SUEI0C\no1FpJYaJoldEfGbYSuYSoCQ8gRIrx71Dq4z0F8J55VjhqjXdpgOrucwLtl3YawPLTLc/Yt41PPYP\n1KljdIlOC0wUZFERvysSHh+2DMNHwhI4fPPIvz/8B/y3L/8lv758xohK2UrC8w2jK6uvvJoVnxOr\nBH9eGN4duF0Squs4v545PFhaYVC14FuJnSp0maM0+OfCq/G8bw3zfOWaMjVmdKeoS+aViMiVjkyl\n47omRjlz0B27Tccob8T0hlMNXgjKLHGNJNSMNAsqabquZRMzcZlovtqy1kAYoW0zXQJr98j5QjWa\nFcF2/w12ulIMFGlQ4QETAh8Hza+zYLkltran7Rp+XM6warLxoBri7Q6VrbVhPSfanaYGR6gRT6bR\nBkHL+fodte+QIXNKEM4GvZ3Zp8wcHElUmlsgD44IhLfAsDEMYqVUQ+syxMpcJGSHcw7Z9tjLM8Iq\namyQSeBli1eatSY0DZtmj7OCi4+EVlJWEMWy7TNxsdgAyipyuOG0Yw0R2yq6XnC+CKZ1QB8Su04y\nBWhzB01CCIWsAwpFiAFVr3S7nrel8hAr3bZgzJVvv33H0+6nrJeJfbsnuZWut7jSsh0kY93R7DYY\n6fn44BBi5fXtxBor8XJmjQl76MnKomViufyKqt5TtUFKTX6RxBxoNi120Nxuv6VbBs5C8fDwjpwD\n2jR0u0eMBXFQ7E4v3FRhHf81jR1QMlM1DC3ERaFVj7SJeZVouWdRjhgWqps52D3p1vDl6nnShkO/\n5fvzTImJvesRerlfi8aI05Z123BVM3qbUUXQRcs8e2JTSMVSamXXwK0I1pSZXm+kuDK4DdL1LNOI\n0J7UNJANt3rjwb1nKpZfvd7YthvULpHyhFp3FBIvZaUpkv4WwGpClZgaQWlau8WHF0yjEGWliHt5\nuG02fLlFolYMwjAvCZkKomimySIMPH+XKY8/8OvH/wXhV/zTT/lKf2Qj7uFlVUutK/c3sDvlItWM\nqIEqC9O4MAhDfawMocH2DWb8AtGTRUOKMF8v6J3DFEUNkjFP9DGzXFf6zY7x9Er/Yc/sF+pcGKJD\n6cRJKI4y/N58+IMNLkpCcBfFVZVRSKwymKJJGEoEUwVaFioOikK0C2sBHyLtbsP1fEKkiM6Sqm6c\nciHHlku8koRBlAMx3WV4z6EihMT5mZIVISnabuAiYcgR4RyehCPQpkjKnigLhpZQw+/+4Ss5Q0qB\nqDKhXMnpBz4vl7vKfI0IWaj9THRQQst+aLnmFbsWkvE4mXgOn+n3GlEa1Mkj+wZahaXQxR1VGZRV\nECHhcBVK9jS2EtcvpPQVlgaPof/qA/rYw9yhbIL4zNPDkS/jTPFnLmuFkBhDYt8/UK4ekS2TlKjD\njlee0WXHvja4naTOKyaNbJPltHjetR1XvyBUC3OmGsnpGin7xKG723nrpDinkUW27FLDpiSW9Mq6\nRMymZ1NXngnUrkEs96vERoIViZd5QRtL1pqX6cxBWzQwZ4nTlrC+cbOwy462Blx3Z1z+zSljjWIv\nZm5yQAjJIWqiCOQMWc48NB3PY0aaQi4D1meSmjGDhptgTgkaxxoqqhu4nq44lXDbll/fBE+6oUkR\nEQtSaE5CU9dC4xRKv7H1e/w6U79tOY2/pjUHXsNnymzYte9hE4Er2+J5mw0Phz0v88IcPc5M/Kx9\nxz9/u5K2LXF5Iy6R0j7hm4Y4rZjS8LXUfL6cUe5As10QkyLLB3TJaBGg7bl5T7PdE2+Rcl55Oyf0\n447z64gVLY2oTK4yDIo4Zrhmnp7u+669hc0g+earn/DQPlHKwoev9vT9DlMzqZmxbO6aFq8pwlNS\nIlwnTnbET54eS9tY4loIcyKkijWV3GxZo2QXPYemZU6R1kliDbxcX5il5aGztB8+kGIhiErbOdYl\nEBeNyT+HreK4kXiruX4+I9obtnki9ZJLbknLM4dOsx06SttRbl942D1wq0f+1fobHgi0g+U13OiE\nxvuVh41kriMyObok2DmLF4WPacun6RkpDZ3eEULgaHpQK82wZXwOTGrCqY7TdeLxoeFp03GZr5gi\naTYDP8pIWypdA7poXtfA5ApFel5qIr9ciRnCfMW0jh6LqgrvDPPpTM8jQkb8pZBcQlpHDCtCKKKK\nNJuG8dVz1QorW4qayLbSJcMITLeBoGdyfUH8UPizv/hf8R8/o54b/u6f/CPem2951//k/puKHlH0\nvQNKoqJAgg/3secvN9/y/bc3/vbTb9iVDc9i4bvwhtAKlshT/0gdC63xLGalRo3Z7FHbhfX0/X2f\newk4qxl6w2ALL6fAV0fNcvv/6XFGKYWQA0pnVDUIGlQViGKoMYHUCAE5BQqZIDyhKvySGdPIeHsl\nyyvTMrEmsKrDrIXrFJi9A7dATZQomKTgeblghGRvG4iOZjzy22niJ4dMkhKtEiIr/Hhj21tS9tTS\nc1oE1vWknNDCMnpQZcHXhSxe+avrbzC1wHWmKoWQglw0UFCsvN6e6Y3kIhVi8bw2GrER9CVRiyE/\nSNCWKgqNOmDVI1pVZFRAodaVUCJVwBxW1giVRCSQcwJrwGpaPTIWWFXHUifGcabtDWURmJRpXaZv\nBbcp0/j5PioUEssTx85R4xvlZvFNww7BD/NK7QsrlnI7IbZ7VjuyYyG2nt4ORG9oZsVrLhTnaFjY\nac1sCyE4lJSUdeS8Guy+RyuBz4/oeaWykLTEqANzyPS9wciAFJZqYKsSZVxxjcGXStILjZMsZ81l\nMTi7kpTktskcSmWMiRwlcrjvYuIl0JrIsRG4lDnLEdcaeuH4wU9IJ5mnDLXQxMDsAwXBZR5pcey0\n4nmCnZLsjEQJj1YNOQdUjOSw4yzA6pbpJYNqmNYAdsBZGINHpkLT7qkl8mACX6TkURXMsGPxF2KJ\nfLPbI8SCdo+kVDB1werKWCuNWvjyuvL+4WdclwtaGaopZKtYzld2VtzlftFwvr2yV3tELwlCUG8L\nbXYsfaDUO4fxeX7lHZp6NNhdwviFb37ykbaPPB40S515Orzn3btHvD+Tg73vKd5H4qoo5TNpjYgi\nUFj0ecU6x+fzGz/9+P5+QCVWmn2LWCtlibx7UFgZyHmi6QfiNPHpU8S1W0InKNaQrjdyAt1uGMPE\nbbwQ1oXWJkztmAv87I//lPjwyg+//ivkUrmuK408s+jMRm+4jjPGWMyuIZmZJhSYJUF27LRgTJ4w\nXdntHnj1M02zYX67shyeIJ9p1IZgE8dsSOXuZWuc5dMyo6ZEXF45PD4Sn89Yee+EXk43gpP0WvN6\n+szhq+GuxZkTbXBEkVmipBJpk+bZZ0JeqPGMSS1+3jDnHfNHDWfPvhOINPO2SETjaVWmrCs5J/ym\nEL3AiYzqC9tJIDvDXyqB7DR6Csh04/CwZxqh5Mzpnwf+/Mvf8PrzExvX8he/feaX/+AXfNX+nD9+\n/Hf44N7TCYtMCUTlnGZi8Yw5MJ8qfXPgl986zn85s5wXFnkmj4ES31BuIPgb55iou47oBtLlylIt\ny+1EZc9YAl3XMPtEXQWLlzSPT3wqNxjq782HP9jgSiIgZcJIcYePioIWdzeXEAqwlJrRWuN9QaS7\n6VYphZgsg97yvJwI0XAbb/gimf2dXZhEJcZAqyzP871T1GCpy4lRK7LUJCaSLiw5ouczxSjGAB+E\nYpaSECXabNCqJcSFUg3LcmJNEeUTq35jrldWAW+nN46mUEpmLhaTJN1S6VixySF1S9IR11WimulN\noi2ZLDeUq8ZXQUoWqx1KjMSYSTIR64JVEqfkXdxYG6QbSOsZR4M1gjUkHvc/5TKeGH/7W+IkgIIZ\nNMMSWERAbQV2FbxezrwbBpaYKRV8KTRJUnXmFAudqKhYec6BdYbSNCQuHBvLpxrv11IGglZoHHG9\nq2S6piEiKGpgtILiA3KNRKWZ1CPOBRIL3U2Aqgix0qGYor4XyaeFWloa2TDVRG06vj9feGx6dCMo\n88ppSSQiD92GlBb6YNhsN5Qo8GnlaAVsE9PccA0VGkUOhU1deJ4S4mh5uxVOYqaxmjhnktEIJaA2\n5EXgrMOHjC8KEwtbgDFx3Sqc2NHVQM4VSEx+om40R+1hdVjT4lPBGYjLTPWCdu84j59o7cA1F3pp\nmPuRrWiYiiFMBa1f8QRy7Mk+MRwaUggcG8s0LbTHgVXPTGlhkyVXkSAVGtuzFNjFhZwXDtst/Xzj\n+8v9ZNmpHcreeFCS12vmhsM87rmUyL4x9NuBP374OV9vJMkm6PZ83G7pmg1KFtpNx/V6xdYb03VF\nZcfr5yttt2FVCVQgp5GsDhgUy1VTu8ryNrHpIlULtnbPfFsoWpJyIX6ZwFT2j1tMBiMKNU/c5gvn\n64XHx3fUs2XVHTkptl3DON0oypBXidEdx3dfUa8F+fKJxIx6N5CXytPhiC+BmBSjsMQieJIdrU6M\n840pdki98nWzkgSsATq3gzASfcF0kbFGbKPYZEOsFd07Guu5jQJjId1eya3jxyXzUStUk9GNZV0l\nXz18Q8QTp8SubUmS34GpK5OYmbLlGiOndaVvB6xPyP+LujcJ2a9b07t+q93t073Nv/nOOXWsU5WU\nVRAVJWUz0lEmguLAQUAHmiCooOBIJwERMjKCgg6CRCKKOFQMUUTEFqw4iJZVUnXqnK/7t+/7tLtd\nvYP3E45S5ySkFHSN9r7W4lmwn+Z+1n1f93UVT5BH1qfCXacZR4nXBqEDflmQEkoM5CajxxtKF7RQ\nVOXGoBJTnHm1KXz+MDMJhbaP3I5XZKjZvlacPzxTYsMlDBw5o76e+fxN4IdvN6w/OnH9geKhr9g1\nDUpGPvqv+fJ0JD433BWJagPLLfAhTrz/+kqjLcmdsI0BCstwY9vcI6dAv058dTrjjaRYR9ARUXoM\njjqAFQahDPOY2O7vyKvj+RfEh79h4BJC/LvAPwx8KqX8Hd9hfw74s8Dn75b9K6WUv/rd3L8M/FNA\nBP6FUsp/8R3+dwP/HlADf6WU8i/+wsCVJgxQfE3WCiUMubw0WWpl8UEghYYU0BJkECgRmW4DOq4E\ndyaLBiWGF4aMtEAg6MgsE35SXOJCpSwxzVhtiLEi6IU5HVmLxKbEKW6ZhOKHomNdIsd8xUaHrvao\nDEZG1pDJxeFiIRaLMZExHZndwOXpjAmJp8tn7hqN6mtG22GzRJYV20TmIqkFGBtp/YQuirYoRC5U\ndsOHeEF1AqEDKUSi8ozSIRQIaZFZoXWhFM0v/+pv8v6n/w3CPKBERY4Dv/b3/AZffvX77JqKKBcu\nY6GaC98Ew844TsOMFTVW1JymG9vmEbUuZLdSNQ+k9TNftDXHqdBYuMwOtbfMa+HOeIru2WFwxZCz\noYoeJyLrusLDa8bhQmNedBB9TkweSAu7cIduJ5LoSUti1itljZh2T+ZGh6GOirte8mG6UOyWys0U\n70BppjigbwJVdSQnCduGD+vKrtHMQTEfV/q+QceFiy7s9R7bZ+pQIKwIr3gWgV3X0a+Cr4LDHrZE\n6UmuwahM8JlVa9pUyD4SKLTBs5GSMxP1RmOiJ54NqRPUnWUZCk1tmG+OY58J2fFYbQkp4M8DdW1p\nWphywsstVfTEJJinCWU02lZsuRIaT441X6cKtTFcvceNicoq7lvF6BSz08TmRqkafAGtVzoybpnJ\nsiOIhmwl2jt0X9NbSYoLQXR44ShxJnQVrKBGwe7Q8ytf9By2gh8eKkquXlwRisVXNZ2KFPfE8/mC\nIRCWxOW6EJavCaVlihMpG/wc2W9alPM87t5QNSB14f7tPc4P2NYyzu+wtkZXe9bbSLWHe3tgZmAu\nifPFcJkHrOnIqiOGzOIjphXUJnENmaIkaV7J5SWFG/OBnCbyWbHZGHJqCDozuE88PNxRV6/55jTS\n6MKoHVOSrKXivp5JWjIscKgbLu5ClC3OXdn3bxC6sPOJHOAkNJ/nQJMHGuXRckslFSXO3LWGZZh5\nPibuNg3LGPAiUdmMFYVaRJZZUmoF1pInD9ryPI10CkrtGPJMNBGfe2q5oawnVmfIrSSTma+Bw13N\np9tCs9EY4UlBg7OkkAmpJ+mJKiW8KtzfC/y44kuk67ZcrwMfPiXuugO304hcbrg+c3+G6djw6Qee\n0ywo44n31cTr1xuq1nMJv8/v/fhb0oeK+11Gf2/gf//JE6cxo5Tj9nTB5w0eQascQWZYRpATpdZs\neksUF1KeiVWHfF6YzMwnH3nYKjocJVtwLTvR/MK49Ddz4vpLwL8F/OX/G/4XSil/4WcBIcSvA/84\n8OvA94H/Ugjxx0opBfh3gH+6lPJbQoi/IoT4U6WU//znbboGhVKgZELRIGQFqULIFwlIpTIxr4SQ\nKAUWm1lXSW0UZ7ewlpmyZBb/0p19Pj1hgiWqBWKLA2oyMkcgsfpIFgNWfoGfFlQjaETkeBXsugOf\nrzO6FdgwsmhPawwiOqQcSbFQ2z1CJpblyi14pnLDL2eqCmTdsuqa1TjO8srrxVBUZFaJelkJLTSi\n4uxmqsaiZI1SCcFKKoFXjeFWV1SdQdlMUomVhRqJyA4hNVkUyJFxqjgOn2gOdy96jbrl8Y1CN3ve\nfaXp5ow0PW184vHQcTpJdqnB1QYrNUuxnMaRYR3p2y2RjzQm8947mtqgqxW/CnYpYZuGigp2hvwM\ndd/xFE70UbAITVQaNRxZ40ouNXs9oJImmZZOe/J2ZF4zCs+rqoMZbsJ8974qpPfktmZkJpgXVqRt\nFbYzvMmaJGe0uEMnQ+o10zSyrzMBRd14bjHj3IqrYKMUa7wisKS1QpUW3SnsCFUtGGdHc9dx9iM6\nZKQseFOz3AY2cmFVhW2leRQWbSx5SYjS4E8F1XQYe2OeFFEmnJDIlLnvEkkGxKZiKmda3XCNmttS\neGUy1zFRa8dTVnTF40JitoFmCSRjEFaj1sRdrFkWR2cMJSukUCxT5v6uZ75qrqoghom0SeSbYe7A\nEWlMg85nvA8oITkuGVU94tcFZRNRRDrdINaM7iv6VvEbuy33bctDpxnWGd1V7DpDIhLPJ47zwNIm\njh+/YaMzOSmeLjOirDi5IawnOrlFG8scrvzo/gEfV7LIyEVQVEaqO0SpQUEWjuPlHf3mLapkQp4Y\n14Va76i3kut14lAFCBlrtpRawnpBhsRdV+EqSTQWYuJ8/UxcBfVO0Vbf4/xkOM2Otsls0x3h4qi7\niS86yzBc6Q8dt4tDVA8UPbOxcPUZJT+zfbjjehOMqUfFATVFhNrzcN/zOge4C7gQcMFwEJHJLbTK\nUK5nXvcNR1fwaaRkxU41XGPGlo7mdWZdCgHFna1ZjETkTC9uOLNQVwtTKJQoCPmZx82GyzkQrCcu\nljwfqaqJMLQIFLPMNDNIUVNsoBjJai132vF1rJnMnmX+SGkzOhrc9UYnW5Z5hJ3juk5cB8GBnrG5\nIZYfUt++4un0hJYKuwlck2d7gJA8cljx/iNfXke+/fCeb3/7wvEPvqK6SnJsqVWNCx4lwU+etvY0\nKrPMB1xccFmyFoXwGW1bTsuRN5svYJ0p2fOwFaxCMIY/Ih2+lPLfCSF++IdMiT8E+0eA/6iUEoEv\nhRC/D/ymEOIrYFNK+a3v1v1l4B8Ffm7gWtyRIlrquqXERFISIxRFKFIWCBUhaRIJQYQlEOLMsqyU\nGJBsCMNHUo4U07DTgpBfRFC9W6hTQRiDE4lr0GQf2FYdLJ4SJW4A3+/w0rGEwvW2svGa28Ziy4Lz\n79mKB2rV4XNmjgN5nqjlwnzzNDrjF40RmVtZ0fI18zLSeY+pB1xV027uWUthWQVqW7PRGRESrhwJ\nxtDUO3TUbLct2/oVqtQY3WGEwuREiQNzyWSpURgoL4rirx/+Xtbbe+7e3iFKw/x0Y8kjG7UyGAte\nMTY7bs6xsZq2blDZwyrp1gMhOVJxhOTwUlHWhCiZXEuOx4VdI2nUniZLlrQgrisqV2S3km+e1Rqy\nidTacs0GJ0BqxVokq8v0aaTsNHMGmwShLEwmoGXNshS0KeRasMrC1kbcLEixIDeGWhmWWRJqAymw\nYWFYFwoK6x3b0vOVX3m4U+ggOHnPfbcnLontVjCXyA7J5yQRBLoqom3NmDK5GjlkKGmDZ0K4FVXV\n+OgI2jDHhG0Up6Dw60LTalxj6deAu0JVT8SlZU0SY2c+zpnH3rCNkFTPk3PEIKlzIi5nKlGwdUvx\ngegkWWrsBMImegOfbh5pK/qUMCj6/Y5vhxPJFug65gG+Xs60BR5FoV4Mg/SkXNHt7pi8Q0vBmgui\nVmxFzZpvqG5HGm80tWLT1CAV37ORv+3VBtMYbFqp8oaoG6q24ul2Is+Z2yUwLiNWPOEXye+NMz88\nbLhOlnERL4Kwhy3W1mwOLcpY2L1B+gQ5UaqVJCUlBSbnCSFyOi5IBYobDk3fZ5pecr1e2dgNqt9T\nKGQEogTWm2AKgVebhsUtNEJjuh0fPn7GiJFN3bDmxLRC9/hAHgZUjMz+ibvvW9Z55hYLTV+Th4VW\nW2QrWW+eEma21QHMHpsE91YxVhtmNyNj5It7xXG6kdWLc++uazjPilHbF5p/UhyqLRddQcok4ZmX\nT1T7DhDILCiXhKmhqJrzNFNKQX5PM9vAvt5xnBLGSJSp0XYlxc+YtqFgGLNnHgR9WDjWV3abLcsF\nNneKvc3cxpm+btCqY1oUD6rGVAvOTchKsQiPsA3DZ8+uqVndQit3VDKzeMFm/wVlL2lqw2n9Cbv0\nBW/bR0oYuAyJcYC+3XBzn/idL9/z/OV71qFgY2EKCiMlqMy6rDSFF4Y3infzgjhoxg+JfqvZrA1L\ndJz9R2x+eb5VozjHjqchUFc3LP0fLXD9gvHPCyH+CeCvAf9SKeUKfA/4H39mzbvvsAh8+zP4t9/h\nP3fENFMElNIQcsSkRJECisHHQC6QEggsw23Ee4dzjilOTGVlXSNSGdK6cJ5nnNpyjFekSnS1QQnL\nEhcW9+I9s+0UykeMDOjOM4eKT+MJuzMsbkDrQhXA384Is6MqLTILgsnYzRYXa3zQsChcekaGSEmW\nVG7cdTtCuVJEoaokl1uiOnRc5ok1AhKOc6BrIjUDm26DlAqrMm0vKCHRGUsjtiTnKcpR0kRV90hT\nCCGRi6YUT0w36u4eYc+QNMUnrtPAD96+RdzOyA8fmLxkURO5SEolGacTymgm7xiS5WCgtVuOqjC7\nkaauieNCKyyqaxk82HxmftSMY8fpJKijobiMrXskkTgvVFIg5cqb0uDczKa7Y/IeFy/sl5a62yPN\nQp4kqrJ8CjcW07ILijVPBC2IMdIq2BTFNnqq3DLLyBw92WmuXrDZbBjdle2D5Xibafd7qjSgiuBY\nQ5ZX6tLw9clz/7BF94Lu0/hS82gNTZzY1Iapbvh2XpFdh74EBKCbRDYSv6wILXkKkSoH9pXk6gPR\nR0KfUPnFBHGzCDQ1VRtRWuGyRY0rF1nhvaeSW9YYiSGTjcc+gywNvanxJSPchK1eVLIPTc8oCmEt\nQEKmwGP/YpsSokIqz9t9w3W+0OwbwjShu5owFdYBepU4CIsXhsssyO2Wuna4IVFEw2oGvogLP/jB\nAw8PW3CF3hg2uwqz3fAqN3wcC6GMxHnm/fVGm3reCMmtWOLO4sXCq92GX37T0aka3Wuua+D+YHGp\ngUaQi8OfZ/q6ZpifSMogsuL5dkHIij4LbPSoRpLWG8VURKH4eBuo+z2XK2wbSU4rzUYynyPjxZGM\nROmGXvY0bWSZEtorxrCyv2/xt2fquxZ5mhC2RgyZtqrpthV9gqODWyOIt4HORm5TRIQnYtKIuze4\nONPVC7XJXKXjEm4o09IY2NcNjszmcSY9X1j0PTJ5ZC3IWFRKHGqLrCtEnl8ajMOC7isu55H6dc1Y\nJ2rb4MaJ3WbHOY5Umy19TugJYtuTyXR14fMkkD5T0owMBlE8T4uj3e7x/sbgJLnrCOmlMVjoDaNb\nGZyn2nSk28qoCy4s5MZDXaNtwxo0iwjIRrLde+5spusa7h+vXNjy7bjBHgTlImifLNuHPZeuxl9P\nmFgxLwvQIskEPyG0JZURv3i8NLi0cN83nKcT/aYjxkQMAqUS+9xy80d0eQXRUKWBfW2gkwzi/x2t\nwn8b+FdLKUUI8a8B/zrwZ/4WX+sPHW5dqWrLlBe6uiOk76RHkgMN3ntijuRcWKVnzDdufiToQFod\ni19J84qPghACUX5G60BMFc44NIWwZvpGMDqHE5IgCmJdYRWYdkulR+wEUU18Ui0pgi2Rsk1s20Cv\nJMOiYYVOjkg38qQz2d2z6wO5de0AACAASURBVC7UZqF3BbkWiu14jme03lJ0jZ8CjSxcVGFTMimf\nGSZDVfeE6UUbT7mIriu07pBZERfQ1pO1A9kQQniR0NE1SgVKDvikScGxsz0+jlS648O3v8PuoPmp\njLhK40OiUh3KSxhmVm9wObORhkOtkChuSKwMbGmJMSIqg/CKtYVVTkxJMF8z+XKkN3vGcMFnRZ8l\n6+golWYOkV2n2dUN55tnnD0iee6rA7P0lGngrZTkneSUbhAjD11iCgtaRw6yIXvBpDKLyIS08sZK\njOow0SNURPUS1Ub86ll8hy4Zswy8DwP3D/c0i2VeA7WK9PuG2wo/OT/zw80OFQq34UZvFeSaNCq2\nyeDLyO1gCZODBCkEjK3ABTwR+gMhDGhTUEIxFU0ImXsj+RA9RipKLOxlIfrAtbQc9hUyeUKZKH1H\nWOButsRGMHn30rjpVnq1JUSPiFDtMwwaXzIhr1TFEFeYkOjTkV1VKLph32759OGZ7eaBZZ6J+TuC\niPNcmxmtFHf6QFkGhAfT9Xh949fePPLDyrGptmyqLWNceNj3RFFYBs8tL7hpYQ4zCUVfLDJNPNeW\nWhhem5Wjt7R1j2k9vt+QTU21a1iKZmsl8zUwzyfWaWJdO5qNYFxWPn+eUBqMysRa83zzbGWFNZr3\nn04IcUedBWk+UXyN2jScL0e67h4TAkpaTL1jNQYRb9ztOr5cJh6+eGA5jQgD1DNN5RG7llIWfDhj\nEuibJlYVZiORceXNdss331zZWk1KmipDdhcslsm3HJThLt7wTuLigK01rpIYuWMXF8KDYYkzazL8\nZJhJRdBYwTUMCCtRqkLmBttLTiVS1wYZCo23rCWSREAUzaF75OJmpPKIrUVFj6olIkey86xLIFWB\nyzqTMsjomY8Lm3XE7g7cPjXonXrJRHnYdgfcpVCEBhy+bwjjhbYx5DLib4q+2SDuGqxWjKbC1jNb\n/WOWfI+on3jSfwL1bk81KXYbhagcarXcNTU/ETfmeeQ6FnoUUdaE9FIrRTfUdUYrS3SeOkF0illM\nmE5QkZERWnFHrAU+rgQf2agOUQrbvf5/3kiylPL0M7d/EfhPv7t+B/zgZ+a+/x328/CfO/79v/g/\nUNmapq35zT/5d/L3/31/ko0yiNLiUsDlzBwc43ykFhM+PrMEhwtX5iXwIXh0Mowq4nrFWkYavSOu\nEasglwt1c+AarvQ2kEJDCAPb3LBUCeWvXG+CJmsG6WB7Ilz2HO4028UzjJZUzzxWrxDxSpaac5Ds\n6wbVOrS2pLBSbx4hXClNxWvzfXIojHIGl8hB0GvNVC0QtrRtyxgmOi2oFoduaipqXHG07UpIDcYZ\nCpFUJ6Z4ZadqSnKsSbLkgtKQ5MBZRMLzwq/90j06Tvz1L79i99jw7flM+7jl+M7z+kHxTIW0LeE8\nU7Ytfan5fHzmUBmYB6Le41eHURXKrzQlsO+2DFzoqo5z6oispGqmpaaWHUPXECtBO0nOpWDKSF0i\n0+IRveQ8TeyMplIOQ8NpXmijZqoUuWi2pYLZcIaXE9xtpakCRLiIQGszDQUXEk8ucEgFiWS+Jh5z\nxVhPTEbQOwepMIkJkzv6+YacFQ+icJsjlyHStD0/vVXUTWQjDQ93gk/nZ8SS8LHGWoPNkiQVyhRy\nUsTbhNxCWhUxFeQ6I4vks7RIpVl0Qt4Urij2vURlz80H1gWshK0WTGJgKA3OZ7YyMK4vWox9o5l9\nYgiCy6mQiqPXFVXvcYBbDb+0eeDb+C1T6pDmgEo3sm15cpK7Q4MQgutJA1u2a0f0kXMPjfYcGtBy\n4ovXkofac/YVog3YMJFkzWkWeAQhLshlYoiJ4leUUlSHR8w0s9nuSTLxSz94w6upMLgLOW0ZLwa9\nmRE5YpMkZ0fVWJ6eA9IYUlrxTwViYtESYyV6lZyAXirOpxt12zCNlpgWNoc9758+86bRiPUtwyxo\n3IWu2mDuasCzLI7FOSr1BUVACpcXCS4/UdotFI+xEdUrdDGEUJPchNkWXqkH6lHwNAz0D68x6YZZ\nK+whkmRmdhl0y1wyKsNBCpam4/Mt0q4Lr3YKbxxEwRdix+BHRp+5twqbjqyNYJk31EZiReDTDBqJ\nVw2zEyyiUC2Jqrtn/LSy7gPb6oCS40uKn4XXreXd9FMO2y0XVVjeOXQJ5AU+jJm7e7gtmiEIdOcp\ny0TdRB7kKz598zVaV8x4nDDUtWdfJ7zb0uYHhHlCCMF+kRxdBPnMSTY0aWLMK+1pi7/99/z64R/g\n4XtvSW9Gpu2Nb55P/HQuHK+BcvK0yyOXfMUrT+MlrekQWbIlsV4clz6j857AgCYyzoboNH2n8EWi\nZGIfD5y14NvPZzjXmHfuF8agv9nAJfiZmpYQ4k0p5eN3t/8Y8NvfXf8nwH8ghPg3eEkF/irwP313\nMrsKIX4T+C3gnwT+zV+04Z/603+cTdth6x377i1TcMjcUKWIS5lYIjkmZC64DKQ9Mfwe0zLzvAyY\nLLjkBaMyIi/UUpOKp5YCoyR5lWQdWVKiXyC4wK2qGdYO/zRyIxNyIlc3RAr0a8VcRS6zo+przHkm\nNS038Y4qCrKoERjSmpB2ROqAKTU2VKwk1LoiRcQrw67puCVJrgsrN2QEUC9KH6rBqBojX3y5gkp0\nssKEglWgRSQuCy4WSt0wRfGSmksJTGEuBaJDR0+SN56fPvBf/69/wDmc+NW3rylJM12OfO/xnvcf\nvqLeVjx9mbBNjVpuBAJtW3NdPUOyrH7h4W7L282W8+1KZSzP84LSNcu0UvcNMrcUYZnmCy4vPEjB\nsCwEVRGD5ikXiJnd9kXAM/cNIU4vQct7smhZrHqps6kXokyjN2yko7ASRCYlQTCaxljIBR8C213L\nfDzxqr2nXgbW4lFC8krtEMzgM8rU+DURZWDwkU4b8mqxzUq9qfGlQTGzb2qq2uF9oDU9eyQ/WWaS\nUFANZBTPGIoQdLnCXBy9NuSccaqQ5MuXyWrwfqbf9CAFLktcU2inK8JayiI5TwOpCiht8F6SqkKH\nYkNhPD8RpaTavOLqE/e6YWsa3vvAZdbs9zW1f+aXfvCa3393YVciPrxYweS0MFSBrT1giiDUmXG4\nIlpFVUuESJi2ZbepsEZwLh4fR4wTNFjaWnHzF45jQcYNRWrivPD20FApwXRbeH3fcPdFzXVOUCze\nrSBfcSsJ261Et1KSY/EKIwPmNtL5hRR2TJzxJGI0BGWwrpCKgQCmr6gag9rW+HCjSYEcT2x2GlEk\nxSTMocJFR2MK6+0zzGC7Hc/Te6Rd6LaPuHSlaXY4BV+YPSl6htOFYhWKV/RV4rrM3G6Bx0dHLPBw\naJHlI9ELklRICTm+eI/VwbOqideHCpKm3rQoOyCl4qwmcpD8clsRpoBuQdWa4iPZa+4wPJXCqiJZ\nSB46yaoX1iBJWhOV4Xw+c3dQbJoNfV2h64JsHrhGidEVUUWE6JECsr/QfbHh8m5CFo3QiY/vAlUt\nuXsl2KJQvlBKzVxf2Nw/shxHdIbWOM5pZPPFa07PgRhmirR4Z3k6jmwPW+Y10M8QpUM9PTOowLbc\n07z9iD3ApK/89PbMu/efyD/9RHy2lHBgX0d0jEypInmBixnVwefiMbXF5wjeUbSkGWoODy1dGHGy\nYhCJXRBctMAKy+btWxofEe2O87vxbz1wCSH+Q+AfBO6FEF8Dfw74h4QQfxeQgS+BfwaglPI7Qoj/\nGPgdIAD/7HeMQoB/jv8rHf6v/qJ9P68LPiYeqAl2IIgdQ/QkIXBrIBC5rTM+RW5+YZ0+oHBoBEEI\nDm3LZbjQ1DVVBE/C60xmwssDSR4IJWPylqgCS3Fs1IZ4fWl2PfpMLQxrntg0gmhaqqqhCME0C6re\n0PiVj+eVTdWQa0HKF8YUuE8VigJG4nNCS0uQLaau8YtjpzPrUpNzj4w1zs+0nSUuL7p8McE8SKJc\nKPsrXlh2KmJKQBSPfNEUgVRwKVB0phRB8J6sBCmONLbQVhv+s//qv+V/+/0rq/rI21c90zDR6Jbj\n+y+53xjWEb5/v+H9xyf28o519UQiXkBfN4jFMc8jOq+EnAhBEHPD9XlB1YZoA9rNqBx4eLgjLoXx\ncsZuK07Ov5jL+YbKdNyWK/3GYEJgUh2qBK5uoT3smC7zS9/ZWig5Y7rEcBpp646BTKsknSxQB6Yl\nkITm0+SoqgNfri9Mvk4qvJJc58j93ZZ5mokxk12LVwPZaFYR+L6uiDnww/bAx8sTWWbmocL6io01\neJuoysL39g0/9TPzVKGzxG4EZcj0bY0PkUvx7GqDKhqbCnfAdfQgFMNtJtuKfQPpNoJWXGfPayVB\nb1iTpeQWxUBYMrpYktQvjdqNYhlnOt2C1pymhIqKg7ZM8cIxA8eJ3zh0FBN5vhUeHh4p4cZ5yGza\nHYTIdTliHnaEPLHPmR91W/r2wPt54lJe/gQZpcjFsCqDtIXTyTFfHa/qSMqKuANlA/e779PkiapX\nIAyFzOengaWG69MNUzXEOIFLlCx5Ol95fHTI+i3RZk5PK6NPxGbBLZ7ubkPxgt1+RyUK205DV/HN\n8cg0erZ2Q3y6sX+zw81XvDvQ09HaimlccOmGVoZPHxY22w7hJEJGvPtVlJ0IIeBZqdPCRhdOSZIp\nVAn23RsWFjolUK8E03nhdfuKqVzJXUuXAojEnAPS1HQpU0uPTwvRZ151FXMQ1C7x2WVGKShKoI2h\nGgN1W7Fkw+ATKiaqrKBqSdETQ0Z1iZJqqkWw5prjx2cOP3pFVWlicVShxeqR97cr13Wi298zj59o\nt4/87qcnatMwXFam/CKubVVFWAMzgv1G4qZnRD7QGkHbRFafuQ2evpZ4n9EyM60BVSy6Xqj3Nes6\nolINk+KTKuyVpd+cWUzH/3L6bW7HkXBZ+Gs//j2OP/6W+0VgUmG0knMaiakji0jdKNYSkLrBhhYf\nZmIHzXLF6wNjk0hqpnQWH2fqSqBrzS6ODHXHI4FLKzB/VD+uUsqf/kPgv/QL1v954M//Ifj/DPyJ\nv9F+/+f4MN2wux3H+YrULcgb1kqWOKGFZAk3Zncll8ASJy6TIk8LPgqskgwpctccCDlT1TuEnxF5\nIhnwISFRiGLJ/kyUgqVvyGtEdglXKbomIwFp72n7PedV8qbqOE0BXQypFczpQltX9KplDYWkJNpW\nHJfPFBSv+kd0SCQqsugo2dKlmjEIrIhENFaXlx8PkVEhooPFl4ocHXqzZwyeYhMmrhiuiChRoiel\nDkj4+GI5kFB47xFGk+KMVQpCw1//rcDvfpr4/kaAj7RWE6JD6QZyYg7AKXLXaE7lRFwNh8oiQqLo\nzHZbyB4WvyDti2+UWy4YI/FuZV/doXRCFvC3gaNTXJSmzQZlJH0qHPaSp9OVTfNAzgNyU+HPAxcS\neWuZ3AlRKcYimCjc1TXzMtDUFdteEgdPqi2Tq5nPM922pr4uSFMRWRB5Zl8JprCyo6fuCuV4pGoM\nn3OhqRoq1VAqRT3NyDogdMcYRpakaFqY48L73KCHmUYphiWwaS0PqmFoIuMC8QabvuKynukKWJW4\nrQFdWU4pMITEQdW4FGmlQM4BVTJ127D4xGsajPbMy8Jagy4LIgSkqFhNwxwWkshM3lNpS0kKlQIp\nCxpjGeYVKw1KJ5585F1U/OgLxx/rH7CN5vYckVVPVSV08PzSq0ckjjlLYowMyfPNuxP11mIRKLNy\n0D33xtB0Lee1oINl1700w2s5Yovm1e4BbQI+bElWMqTMu+PIVsP1dGMaPfddzzVENq3hukhEFZgm\nhTY30DOfXeGr9zd+5Y9XPG636Lpmszvw0NaUyqGlAjybHEgpscYV7gxPy8ShtJRpwhzgMs9s6i04\nzS01fP3pE7/SbsE79KXQPswvnwnhmGdPZSUhRSKF4BaaZofA0WRNFRPOCEzVYatAURPBu++s7Ws2\nS4OsQKoa6Wta43C6Bi9pZKLd91TzTMhH2qrDTdDYDpcXDnXN85DBCpx4YZKJsiCMJyeBVTA4x6HZ\nMKoNRzfxUHe0fc/oR1IT2UhNfRDI9ZlRKa5h5cEElq9vVEWyoSaSmQdHNgmtCioW7lVDKwyzvxLV\nwl4YrNWsCo52wrYFWVp8UaSsWNeE3htaccCnK10Q5DwTlgbvz4jQYn78ExyB9ccXyifFx1iR0ghJ\nMAOmgcYJsve0QqCmmQWB1ha3GISqqVXFKm7sxoBLllRvqWxi8TWrqdkWhVdgLwv94x74+HPjw/93\nlTPKM5+HM2+6X+bzMhJyRW0jVmlkloR0QTBwuxWG5YlSRoIQuDRTak1eoG9bkrPcRGLbtLiqwayJ\n7N/T14FPvvCwh6sLCNeiNx3sI5fVse0f2LdbyhQJ1rGtO5qoaVqB1oJhTihlaapC8jPn20S7f8XK\nic0W2NcMMrH4whaDaXcsU6TVDdlnpAjY3BGUQluLWjOX6Y5lCOja8eZOsQTPJoJoFlKSSJu4zoF2\nkxEYnJ8p9Hh/pasqLIqbu2GrBp+3eKN4Yy0HVzFSU+KBWlzBDCD2lPXEfhMJuebTuNLqCiEGrFac\n5kylNZ/TyKPcsqwKTyGLmqo4NDtiE+jMhsV/xImKSgn8baaxNbcl8AOxYV0+skiN6jKVmODmuIWA\nMBkVO2LJ3OmKMT8RXc82OZSUdM0OZRXHcSQVTXITOfZkaXglLPveMuWXmlcVDOI6ss+WbBTbEJHd\njmtZqYwgLjNDXmj8HrqKa4z0aYVU8b2t4dupUDdbCIlSFGMpVN0GtxoOO4ObFqz2RGXxZ2ialsKV\n7BNisyPHmX1XwRo5LQX5+sDz7Yl9gY8OjJaY1XFS0Dho2RCcZB4/8vahZwkKkQKVEbxPK9P2wN3H\nmcl6tBfoKJiMxBvQ2mB8Q2POCA9f/1SS6wmMwAdBmI5s+0hK5YU2Lx3D1fPpeOH17jWn8Ik37oDe\nJl7193RWYboeE4/USyJUklwyLhrkItF34JBMviArh7zWvB8v9E3D8Xbkeayoa4OtwArNNXsGN7Ip\nN2x5w4c1IZst2U38+o/+dr53iOw2O6SoGZaVwQWMhfP1wnq6Eqm4CsuyjtzpzCVCrWp6GqbPM8E7\nPtdnkt3wu+++Ybs90JqJ9ZiwrwNyCSQhkGvhYVdwQ0BvarpFYkzLlK5sdw1mSEyL5ThPNDKRKNwd\ntpzON9quR3mNl0es2SGEYX9ouHw48dhuCH3keJ6xKvK614xOMU4R1RqUgGqOrNPMpS7sZIeZBXSS\nrttzjgovFPPgmI0k+IVuZzmLwtBXLNOJ2CiaqCglEZcONQe06zHLH/C0Nmx7Szw5sgDLjAxb1muC\nQyDlG0vQGH0hFEsUdySfyWLFiECtJ8xrg/925bB9hS8r69BSUCS5IqtHlrzS6JZhmim2xswtf3Bc\nEfLGeDMoncnLFmMuCKVxo8GnhO4l59TS6jPONLg5Ym2myytxaTAxICrJJgjkpuG2CuYpUXWCXgtk\nGSmLZnt/T+D/pyK7l8uNpurwOoEcGYyipEBxFUHBup6IYWLwmiwFZYwspSCqCuUrpNoQlSUyIGOF\nUwVVNdgcUe0bruJCFEeMMlQRxKsHZDE8lshdX5PLi7PxpjP0xZJSzVVKmrSQiMhlRO5mBpexqgM5\nMi9X7Da/5G6vI1IkurKjajXH0zOJDdpXSBPpguOaA0dxYx/fsi4nNl1FUjVzCHx+Xtk9NkgVcMeB\n0koaPVM3O+bjN4i2kFWhpE9EseW6DFRKk4pAyA0iKRppeHz9Bd//4iechmeku9BXARkjFz+hjSHJ\nDYu78FIpK+wPO2YfsHeaj8PEF+pXOArHtRrZFUFyC0tecE2NkJ5hSSASXlWc3I1mL5mD405Yglkw\nqiNoSVdgVjfqbUcXM0/BUmShqwyf3QzUPIiGmZm66QnzSiM1WrXYKgEJykLTWg5bwRJWzt5wc5ZO\nZ6JUFFNomsxxSORwoakUFYGsK6KVkBLD6Hm0HZXVnPKZNNUc6i1Pt5HsE5X5P6h7kx3Nsmzdaqx6\nl39hZl5FZJ68FzggWlyJt+ctkEDiCpSZkZkRHu5u9le7XDUNQ9BBp4OuyLPau7s115rzm2NIDJnL\nfmU0J26PB8oplFCcVWJqCnuAJARKG+y8c2zNu/m3CIZOUG9vHAQYZ/HGsFwn+sHhpcS0lcf8eF8y\nHy1pXxjy+L7LpjKNM4j7g6GR6Lzy2Cpf+oZcHjT6hagT23znNFj2LfF9SaQiaJuEyhmf4ce2kUrm\nZhNHVZlDZlQHwv077bFDG0fXGh4l8eH0AW8UVvVc7Y70gZpa2tHRdzO9PZHdyH3dGeYnQr3jQ0Hl\nmc1rtHpA2PgeFX/94TlZAzJylWdiI6lKM9qG44eG0/HMccwkqVHnlm4XVH/n9rYS80zjDK9xZU0B\npR1CRr6MB9xVkIadR175eDoiciJvN/7T0xNLlRyf/sht/YVr+saWPTo3OBnYFotAs/uZmiPsK6om\nfK0MbUu1CXWvSP1Oq5edZegs3AKPsJH7IzIGamz4Gu/YQ8PkI62WtCayR0M/DnRxRp01flsIWdKP\nI5XCcFuouWB6TUwLU1XvGpIqaEdNmSZS2+KXxLkU5teF3VVOwjCLgLMHathJeqSrhety4igyycw0\nnSP4DTkc8MCXwXENG/QaV6744SPpnjmoB7KpfH564W1+8EX2fLv8oD93WByPanHWoL1BWc+eMqVI\nnAkE6biHQivgOiWauuE9FBsx7cS8G6SpmOdInBLX1eDKFdmMxOWNMmjEKhlMw72D2xYYOsWr8BhT\naQEvPY0EtTxI3Zm2GSlBE9S/U62JEyNitQRzJypHg3xXBWRHVIEcrnQSgr9TUmDyOxqBrh3KNuil\nYQ+WKiz90GC7TPIPTPVMFval8tKeuRZF20JvJTkKPtQXiurwqWeTgqde47NkvXd0cUGVgaVLHMsT\nU/qOmB7MrSBoQZNXzJbZY+D04YmkRubcsd0jVhti2vi6vmH6EV0ifX1G1Z64K3yjcCWhk8CngJEj\nt0fkWh68PL/rXEQR+CowTuO3O7ppyHnGpISwinn3VKWJAbqmoSTPXt94Ohp+f+v4/U0gpGFPDdUY\npDDcHt8wbaKVki1u5FZwuSvilrFOM9cH+AXTKr7GzMdOIoUg5oQukmW/0VlDXDKN1jy2jG8UMUse\n28a5N/RyxhnF66xZlhU5ZEzoUAW08TzHhU50/Orje8vsMXF2lt22hGWmlkCtApHLu9pi20ih4rDo\nmLAHRUkKkxNy2bjUhnOr2WNAGYNKjoDilhJPoySEmUVaimrIMhLnC4mIOTZsS6VLFWcaQsjsneAn\n1UKXeJ03WtNySYHSuPc2sMoIHyk5o4yioOi6I3H13OeIbTyfBoUykrdVEJWi7BNPWqM7xy3DWSt0\niLhYycpQ0k4cOtJlZbCKLDa8UMx+4eThgzH852WlIDDnhqYmNr+APJBbKD7iQsaJwK2A0C32BczV\nsIjM73KmlS8cjwPLw/M8DDBDvBU6KyBPlE1T+xPfpwd9I2mOHfv1Fel3pjnh7MaYE9uS0MOB+3Uh\nrS2T9LS58nSIHGzD8XBE1MyqA08fDEoYTE5Mrz8wjWW5VMK6sbmVyxwIqeXHY+U/ni1lg6YR3LYJ\nUY6MMkLIxD1zfP7M/bJxOmq2y8RPfUfyHRsTbSvY00YphRILttM0wmLMjpVnUhEoVdlExm8RZw9E\nMuwzbW0hG0Sz82OeWZKiiIzGMKWF0RhiEHSn53eyy3XGOYH3D47dZ6Z1w1rH7fobf/j8ia+XRHSR\nTML5Qq8ztvbUOdEKuGwruv0jMko6XVj8eyRARk3sN3LR3C6CrXjWDVRpSY8rpmsYGIkbVBkQRXAq\nB2Rt0c0Lj4fi+LHBxxuf9ch8u/Ll6Uxgw/Y/s90Ld5FQRaPlTnNs8XOiUw1FB6w5ER4/eDpZ9P6G\ntB7TKmwLPiYe4saHT4bbfSfeDbZXaFFwrgNfGccXphBRxuNLoMGiekdME/IgafcN7w2pO7CJO11z\n4q4LP+qFn3THQf3bpemftnCtOTOFjS/iA83lSn/UaOPYEeDf5WarB79mVrlQpeJge25bxXiB0C1B\nHDCAkYXBJpQsTH5Ci51TW5ClYtqebT3wRTdMIhPdR7hKnrufmXImPXaCNgRl6DfL2iqaLZBz5JQu\n+K5l3gO+Fo7DiHOCUVbSfQW3YCgo27PPD0rVCKvZbjtCJuqwMTvQk+CpfXlfiK3fGNqGsEe2dcbZ\nQNgL9+KRudCdW+7TnePYU7YVIR253jH13cu1+kwVMJQn9nKgQ/Hf/3zmcrnw+uPvjB8yutMoG6hL\n4OcPjtffPGvOWNXyuBn0UKnqQe6fWH5suCJo9uk9Ej9lOq1YqGw1UlpDbVpSlECCsfBcjoT5ilSK\n25oYjy3LPFGlJtuKlYZWamRr8ERC01HCe8DD1JbYOqacaBLkqhmtZPM7wUiy0TRRIotEmwU7WnyJ\nRJnQVpClxXgglnd+5WiY44azlmALjywwQiOQZOOpwtEfzzR75Nv8hq0V7IC0hUdZOGZDXBascTzb\nnpQVjYvvRlihUAKkUOgSqFFQquChIp0E6wx73Nm0IO07rj0TQ6Y5nllzRm4RXwVfefBH3XG9Rw5N\nS3Kwl8TaSK5hp82VzhqErcxC8/Aruj+xXt+oacXlSm9aZrFii6NoiS+B1e90wqFVYpbw6U8NXRiQ\nKWBLIrOx9D3dPrOsC1JHurally8Y3VJN4Ll94nF5gGz5HgovySOE5DJvjL1iCXD9ujDIiu4Fn1+O\nNKplaCovx5aUMllLXvqe69sF3XWEfGPaEi4qwvKVWgzLwyB0gSUzWo0Qket8w7kWe2q4bVfGviMb\nQ9cOyAJPzyPHQ8Pt7YYaFLN/I8mMqhVD5dvbjb5p0cKyxswwNjwennE8EsKD0Vq20aG1BP3uTtM4\nIomkOs7PZ27/uNF1R+55w6+RYhLCZKblzslZRKPY4kzTHzA1MDSJFD2n5ol9SxidME5jG0eNO8Zm\n7vuM6g0iZT4fP/Pn/jAEyAAAIABJREFUi0f1LdILWBO3/QfD2FE3y2veyUkgtxa9V7bNI1VHzZZY\nA/Jl4CQi1p4QukXvmf15xXkLQTPaI3m3fHr6GWskly1hVUW0M521LNHTdM98+/obtj3RMLKEV9ZS\naQ/PRBPZPRx7zVThdCykaeal7yk3gVcR/weJ2CL6mAhZvBMzfIu9bxQ1EINBlR0toZQDdQ5I3eJc\n5OAVqEQ+FJpc6LQlZg/6/w3M9P+cf9rCdVgHipboOSO0JiTF6+IpKtJUw6NK6h2qfSaViaQ6bsrR\njwPrjwet6vm97IyNxEoHYeGxLGRh6aUjNJ6qK6fU4J46jDhS1yP+m0HSMknBqX3he72j7YUnbZBC\nIa6wi/n9xuYLUiQcGq0aVKx0zRmJZS6VuBWUGPjJ3am1MqtEzYKgM6ptqdtK51uac4OKK0cHeMmq\nM9olWl/Zwsov3wzDYeJt1ByuC+NhxZRfMKYl49j3SLNYptZjzEjKr2y159x85vT0iWmOdEbzv/wl\n8T+cAmereSwK1Rrevt1xpaULHm8VS/E00iJCgy0J1yYCmihH8iLZSmDwCqMTh0bzPWZ+n+GlE9xm\nQS4SLzb6USNrA+LB1x1CPdKWgu429P4+hP04RB7rxutUsMMTMnuENAi/0smBZbvT6kyrB7bZoeqE\nbCGmT6TkcSUh2Glrg5eVSKIXis94kjJIdWSaV3ZraKJAkFFK8HAOsQeO0fBkIaRXlr1SOoEXGhkl\nrtx5lg0PH1mk5qgUai/sImIBazouj4iRgmQ9nXQ81hWresJUoDO4vWKHJ37fJ4bjEXHZGcYKS2bD\ncHAGV+W79sZoWnPm9/v8ju3KnoRE2IYqYFLv3303D86zQpOx1lBrpTGO5e6IKtEawZ5WJIK+a4nT\nTqwnnscb10tHIyNFZvou0vYDhMx89SxzoX9+oq478QMcm463y501b/glYkqiRgO9xqjEN29JRiHV\nd9AON7R8+dDxMUmexyPrKrE+sIaduW7s5gRyY/2RsMMNJseqBL/dAx9GzxYSazjywR0x969M1eOL\nZXs4CgkpPTIZhhfHyfWUItBj5eFfefNXbDSEZPFhQZ8NdVBoDnz3C2VbOcqOTQY2V1j3mX8xUNhI\nduW5U4SlJZqG9f6gt2ekcszLhf7jkZIS3WaIUlKUo14lsoU1F2KGF3tAbJLJR5StFBUYuhfa9V3u\nuCzvNHzdFvpm4NfrG00F0wqWCkejWOfEumxgNU3uuGXHWjc+CsPv24wQmV5ZWjcjXlrma6ExDQ2C\niME2TyTpeZaS23fgfGb3hZ+6I2HQpFgw+sCxe3BwR76/fsPrSm57Xi9vVP0RS0Ipj7UNShiUWvA+\ncnwauf/wtE3HJXhG1+GUIbUX/vU8cPERlGJLgWMa2FvH29c35PlI0260G9wfki0WfE2cho5lzlQ5\n4Z3D+APtvOMaxSp3BAeuj/8y5Iz/4icj6DbDXiSTLKzpRmMdYnUoWUmiMgwZ8gXbjBzTSNw7Fmtw\nXaSIH3Q5QWkQ1pGkwpSEr5alapxokSISZMDHyjoHOr2jxojTgpoyk39DZk/KGeFGVv1gG97YUsao\nDVdXisgc+oQQDYfmBWUCLgr2mGiwEOFrWDGHnmne6MSCnz1u09j+E77xlJI5tCdUSnT9AUNkVoZH\nKLQSrrcZn3bkwzOYQpVnJrlSiqTaQBMLSxVkVXhMPxDDgEoXcrfz/PMHPpfKX/7z//4OWn090P6h\no8hAzaDcE98ed1DvIQB0Ybo8GKSh2kxHZvKJx5YYpcUIxaoFxqn3TX7h6GUifb3z+ZPjkix1nznq\nkckktNI8G8Xj/r5QaDfLeFBc6sY9aOISUVqR6kaRhbEoNp7BTcgEWcJcEm2TmbOm5hbFK1YaSoYY\nHeM50wvoqsIvkYx4Twb6O1JZnotljQuiMyi/oWQFYZnXlfPY8lwdmp2cwGdBiiutlliZ8Fowl8Q9\nLMgC1TrusdL4jU4JRNNRfGAKkdIOZF2JxSNURQwFFQKNEqTHHds15AIaiwgXvvoWJSqmVdScyWnj\nLDNFHHjIld5VOt0QPez3maY58SFEVE5gM1uObEaRibS2MDaebCxpjgy9Iywea3qkmsl7wPQalwVV\nNnwZ/oCaBba3XLbvROEJ15kvn48M1WDynSwzZQNjRqKp3B8brTb84y//YLUNJXuchajgD5+eOZ4U\ncd15FQ+6s2HPirxVCJI6Vh5viXX+hY+64evyHSsPrD7xaxEkYQjLzmwU0nb0o+EkoRMdsQSGvuWk\nHaf+yLZuSCMJITPfF/y+M5fE6+POtC78j8cz8m1B1IFjNvzj/kY5CZ4ODU1u2aeN+fRu3K6l53YP\n9LpS60BtLK5RLPfvBHmDckDJlirufOw6sgxsdmLzBTigpOU1e0bTEMlU26GFRK8rXuyMQ0eXJat4\nx7IZzu94Km5cVolJgXYQzEvHaN6XnVNVXO8BXQTfmx2tHCrDlAuf5Qf+4T1DX3mqDmskj5LfwxGx\nJTaaj8+SomYa21ON4enQs68CrwUyjSR7RA0FpyFPb1ihEC6x2YJfdqIHzIVTFby0DraMfH4i1Z3T\n/sTJ3TAF2p/+lbdy4acnw74UWBd8EpSg+A9f/itu09/Q1hGroBGeqhtU9OzritENxkmsBFkTRnSk\nKjnskq4zTKb5N+vDP23hOosXQoVSI7oEyiVxc4lFWM680ZcbVxpsp1BKAworGmrIqH5kewsIIejb\nhKmJVo3MuqPVknVbicKx3nfGxrDXjdE5enFjSooYF4poye59ANp2mixuOL3Q6oW/5xlfMlYmEoH9\n0fDhaKhhRZYz8xoJWVKWFWUqIsAefrDuK+qUkaUn58oyzzSq8sfuhHIC4UYoA82eWLXHNC37LMli\nI94DUSvsx8K63nkpAdmMPNROn1tUfwEPqzFsVdCajA8PDs0H7rdEOx44tp6w7nzWI5txXN8uuGJx\nTuG0oo0SGypeCqzwjOrA//H3jaWpSC0JU6Igya4n55mj6ZAhcA+F5umFv182jgeBMYLvZeVgW65p\npC4z0ReUUkjl8cniZM/yFqHrkfOKkPnd1SUCCknJsIZELYKPbeZGpTYNJe3IomgNbFWSusrFb1gG\nqtgYjh1TqjyWlV5KnClscaGYSjKeKSiesyZsFdE4fpOKj6FyeOm4frtj5PuMboqK0VlyShSt2UOk\nUQanDU+6JfqJhKduOwcDxSp8XCnJoauBTbKVSGPfnUvaaWqFSIG6kBvJ4BV9J7n4mUuSqArWWd7E\njlaCMffcS8D5Smdb8rhS18KmE84AwdBlBXXjbhw0DkJBmo775GlUoeREe6rk3CEag1UKZR1bWemV\n4Lo82ELk2XZkYVj2SrRwiJqxKN4MPGKgWT2DNKzLgh1GXu8zf/r8ASMFNsJgG0IM3PdMwTFdZlDP\nJB1ZamFYMo9fL8TTwJ/f4MP4ia/3nbuPNNJydgNlWHkaEk+6ZUsa21g62yNtx2gj565jHFuW/4s/\n6oxh94awGOZyZW81coc///UXMIKfxkDJkKNlCQlxjyzZo0tg/bXhw6BwbSbHQkFh28xeO6YtIFVP\n21l+/HqlN2BDBgWitNS040QhRY8gE/JO0xqGrmHeJBHNTSVquKObQtwqqr6/Yu8l0HUwFsdflh/c\ndo97+RMEz01CSBHnGlwV5JDpjGOdZmKQNEPLL49X/jA88XarVB0oyWL7kRgeaPPA6CPTFJHjB/qz\nJErBFgRPzlGkxJiGbRPEzeDDHbF77JIYrOTy+Io1lWIrhRGKJpVEQDK9XTgJy8dDIYpnhKzM7vDu\nFwwLTgjcYeQNS359xfSJF/eCzJJ9SJjtyEEvxCRIrSMs8j1AFw3JBK4i4aSAJAjTyunT/0c6/P9f\nR2yZKiQ1LahSmPdEoz/xuU5M1wvtU0XYSqlHTDqyRoUThg5HWiaODmTeaE1Dd+jwISAGw/XtK40R\nxFjAtKQiGDpJJwM+SrQ17OGB6TN9k8A0ZG2QRRNDRuQPNKui1AWeQPrIh86g1kyukVg2inVsj42T\nNYQ2ME+amlaq9vxYI6UUchxRauE5KIJWmK2SqHTtidZ1pPV3nkIh0BJNz5IycQl0PwLmYPh2Nxxy\nRbh3qsJnNWCMQeeZ5bHR9TvJrjQqk3Pk5ePGf/rv/hv+p//1f+NvcUPNd76cWrLPiGrYPKxiI+QH\ngp6HP/DL2++YF8d+W3HNgP6gUddEeATEoPg2rfQnCz6xl5njqaephuseUM6yPAyYjaR21NjQ1sqT\nc1zXCKIihUHuhUE1KA+uJFKzk5WGJDCtRadCFAKXNKhCaSzrnIi5UpWmEQp8xKjEnkCjcFWS9IZU\nFQKILFBaYbaMwCFVi+SGpvL6taJHR7xE6DR9VCgUfl8oQWG1IUvN5iNKC/y8o4xE1Yp3jj3DrGBL\nlRaF1S0xFNgrXWO4lZlOgpYNwRc+yEojIpu2TGHm3J7okUxVkI3he11plIIQeDs4+q3l2BekmCle\ncVs2+mPHLD3BFOot8tK379QWn3isAd0csVozWkBLSrnx3/7cM6eI3CWHpzP3vPKWN56M4w/uQNM0\n3Iqg5oDNghorOW7onFBCUWxE7hX2QEmFf3k+0jcOIyXPfUHlC16NrD4hVEWaHhEnIoUfbx4vIlPT\n0sgFUTS/vxYuy8qWd2yULP71XQK6Fupz5stBc2qORGVYTcEdB1SG18croi1QHT9+jQgTWeqMr4I2\nFLJTzGKjrprJXEmiIu0RbQTz9QJWEJSjLoKlDbjoseYFXyNNEfRVEK3ESsPl+4rThiUuDMbg/QIZ\nhHYUNjSK6D0nrSnV8JrAUmlrZgs73eETxSSKrLRtzy1d0VLz09OB6174l+En3kKmlguukySlKXtl\nLhOpBGTb85ffr3TWkCXk28TBtGzLjFYDCMOgJLe98DI+o0pAlMLhPHCtkrgLxq7helmQB8NgHUuV\n1FRR2TEMJ5JeSb4yx4nmYFiWhVxb2q6yTJ49gpJPHLo7+6YYimBfGr489Uwz2KHDuhM57gjgxWY6\n/RO2vO+wzdPCqdtoupboO1Lt2OxE91xZH58o5UGTNDIVsnJsNNiu8O327zScIUfHMexsnKl6IuaZ\nbbqRtSNFzyN27yZVP+OFpg0nihZsYqfpOnKGD2ok8SCFTDUVhKB/fiGtD06HiHo4np9OzFskpAep\nHOhUppwlVWzvw03ncKpD2xZhjlzKhDtK7r5SQktST6w+09cN3SS2bcGXjdFBmV6Rpn2P8VeDTHeU\nKthqSK4wukJvR5aUOJmBJzQ1VtpYOVWHCQoRDSLDUVhSWrhtCz2Goe+5rC0LGZ0yc6nIkogh0A8S\nsd7YdKTuf2b1r/TKEm8a6QvjZsFUXheJFRtW9Tz2yCML5v4zzB4tVrJVtLXlfIKbyGyLZLSG0SkW\nFKrT3PyCLAJRYbpfeTUthzGgrpGL1jznzKRa1hzp5YnfQmBxgj/IhhwW9m0lNZnqGvo9kqtlqhlX\nIW0b1Rqe9o5X4fHrwksdEUYxNJbkBd/ihFUN2VdEB3PYOYyKH7tl2RJHoQmi8HCRYY88O8Vtu2Cf\nM2VXuADltmE+PHGSians7GvkszKsRVJERO07gxHENYK07NrTIXC+kp3ALJqSPdpaNr9imorOHl0N\nn7SkYEg1Yt3p/fJTC33M70lLv1FUQYpMExWqdqxZcJKCvEgIE34QmKUytj23dqXdLa3Y8EjSeOK6\n7+hxQ1WJ8YkXE0ilcr9lXGu5b5X/+ddXDmaAEbYisbFDZYWLGx/+6yO7V3wMhcsaKXnmS3MkvGUm\nU1DKsT8e+LWlrwI3wn84nBl//sjkBfVyZUZy+3FhFRVlC+EVnp0hpwWpFgb1wg9/523O9P2FvLQ8\nodi0poiFm3e0zSs/H/8EvuH86U8ELagl8vHTT+zZUOtfSXVnvy1cvhdSX5j2leAbtuKJ+8a/HF/4\nx/VGUo5f3+CnfiSLGe9brKkYVfE+MYeVGjRP7ekdXWYhXG50fY+xgsUHUhNpS6UESc2KaVkx4wFy\nwdKxeyimEHQhCINwHm0EYjLUFFl3gQmawB1nWmzrWIwkh4A9dmw+gog8nQ3TXij7lT1XdFQoe8Rf\nftA0hlbvNJuAzvA6CYw+IMIGQlJ7GGTCPyR1hKbvCbJl3AOyV+8BEWEJk+dCfu+stD2NlLyGnb/t\nr+SyI6qnbDe2WHjKgsfrhHZHtjlzPP2VdWvBdpQ8MQyW+TagvmjCmqim8rH5xFu8oqKkNAmzrIim\nIYkWW3fGdib2N8J8oLRn7m+vtOfA22QoMtKpfyWZhbRt6KqQ4t9pq/C6/ECUSgmKGiy6STT1b4Rw\nwgyg68Q1jbhOM1RPaBKttnTVkWRCONBGoeSBqFZ6WdGyEpDIw4GpPjOePdE/EDgCJ2R5kN2VkZ5N\nHuk+jVhGGnWmsz0Ah/KBe3zw4j6TS+D19RXPTG0Db9OM3ySulxhrWEvHRVXMUFnXBFmhXIC0UXWi\n1J9QLtLWjMobRv/EHiWvs2Ndj8Syg5owekRWhQfe7hXVBFRoEPJ3tBwYWsWyKUiJXmliWtm3kdDs\nPH4rzMtO0pVFRpR1JDLD4YD1LettA+FpT4XpHnBLxBaHjxOuKQxqxSdDXFeuSyKbd+144zfEsWPa\noRhLIyyHRjFfJmo3UjrPSRWm7Yhrr5yKxoeFXieKFPy2fkOpBn8oPHU9qUhyoxDF0yRLlZpRSkqJ\nPPYLyQnOY8s6Bw6N5cfsoSYMhiArts/cN8/BDSB6zPbGTubuAgWNyBbVRHzYibmAlxgVCU1E1J4f\njxvNYDhoRa5wlQmhFqI0PPWGbVmRpkFaWLcVbIdVDWlbKAa0LNQS0FRSSighqXsiJcUsErXTiP2O\nkpJQC0paSnnnMAp5gCoJNdGaBWk1rSjIGNhcRlTPZitiK1Rj3luuVTDLzMPvdIOhbIGKxjWW2ldm\nbXiIHrs9QAjqLkkh8jycGZXgNDToIDkdXthMw9Bb/vzn33k6toi0cF0933TmAJA3lqLojEAUz89f\nnvl0PvL7t4lgelrT8HZ9pT5L/I8ro1zw2TGtZxqbsY3lt6+/s26Z0lfe9g67XTnqAXc4sIvAgEPm\ngefxGdc0eB05jBUnPvDXv/1G1YaNwHSJLNITm57HdGXeHqhtIWT1bude7oQVxLNGOMuUPM+DZvMz\nt9hyVI4sV9RoMD5B3pA2kozk1I7I+8ReDlwuM0YqGpNpbCWnSO1bdpXoVEXIlr413C6ZNSVqfcNK\nx1wzjb5gTwoln3h7uzN2DbEEiu3pkyaYhewsWgq6zrJbSdlmulaxFMW9rHQho32mdprr7ZWmHbh8\nnxh1j60G2SiUtoQC97xz6BtoEtP9jawsNu+wdOjjyJYyjCPHPHF/rFw2yz4LirvhXOYf15kuR9al\n4EUizgtUS+EVqwIincgJKg+uRXLoGi6dYMwSpY8UHJd6JY8dqWZyzFjbo7NCmQzS8Vh3zt1HtpqJ\nNXL6MPBWXhmUYVAJne/Mi2Y8SPalEOy/03DG+pgwZkCnzGp/pTMrne7Z8o6wd+bS8NIciOGKt5oG\nwZJu6O4J2wqUleissWZkjpbWGBqRUUZj0BzEyjLBxkLIC7Us1IMj7SPJOfLuUbPAjSNOP9ObM1Jo\nzspw0InsH6z7d4zV3M7feX3cGQ8NnX2wVCjaMAyQwuP9tTFo5qsjJ02SLeOhwu6p1eGV4dTC9pgx\npqE6hS4RsSuWJRPNRpx/sOyebjQsQZKVpxUNaV8wRrFtGy9PZ+5mBtNSypVzvJBlwgyO2/eVxrSc\nXGJfIjK3WFN43GZcp1CdhVUQ94YwL5w7w0F7HouDFEm0COUxMrMkz1wKeZqpqjDoI0+5sqkAncFQ\nmFAI9f6Tjt7gZeEuI8LAIVmUFqwx89S07EskFGilxKRIVJLZwmGLCF1pGkPNgmkGITSznyjOIiMU\nlSAk1sMJGTJHN7IUz9B4enMkBI3XO43M2PpOXjn3hnUpmK7SbJpYI28ikRbFz0qg8OSk6F3P6nd+\nXQNnpfl4srxdd7IzXFOhr4KgJJ0UxAir1mgtUb6QM+warLWclWLbV6xIRGnIwrLnglJwtO/mAq2B\nrElJUSqsQqKkgvJOeDnqA0tRnHFYK3irG0tO5LjSmxarGiYcbyERJ8k2RTKgXIuUgkRiIyFUwOxX\nmtMLm9SM7ZEtJn7MK2dnCOsrsmqUysTo8VgGJxhFxyU52lxYrplv+YJTmr16pLKARF4W/tgNzBvs\nywPxYWTeZmJOqFVSYsFNmc/DgbVXJBN5fX3l5Xngy5cTzbFj7A2n54E9aB5ToJE3Sknc3yLEmV++\nXxlOnrxsfLv/HVeOaDmj1ciKIaiVsTdMPx6kg0O2X7j+eGXsJFp47pxwYWPsO173hAsaFTOjbVjX\niZfWoKKnFknqB9bpjegip/YIKwjpqKUQpaevnr6pvE4JmRoONtI2grz3tFWSzU7bDAiRWEREhIhV\nA33fs+aG1ux05r1NnNRMYxW/rhGzB3LOTMfCr9eMWB2D99iq8fWOiQvn9kjaHcgBdObt8YNuBmkj\nU0qM3ZHkb4xb5pE9LA/UYEl+4+3b35Gu5XUJqMcDbQrXx4VaBGUvrKXBNYq8bWA2rspwLZnP1cFu\n2KRnOPUsdWdQlXN75voIJJMoy4X26AgGStJ0UTMvlVSeeewbISu8WPHe05cPCDsjwhGdAsl8pSaD\nMZJvW/k368M/beG6xVdeWsuv6xuDU6TSsjhL3+1I/zMPv5LrhfOhx7jIiy5QKlksHIZPDFpxkAeW\nYGhbRaoFCxQPAk2dOzr9YK8edkubHY/7G3nz8BC0o8DZDuxAo1u0PDLYA9LCsxDE0jMIR5D6ffm4\nvZO6K3vnaGKhbx+UFOBhOfUtj7eEUwLXa2z2EDNDb8l7xJ4zvnjaw8K6zDxyS0fmHmai5T3dJTJW\n7LRC4qOk0dAUTzsMfJtXXnrLtt5gddxngTga5m0mFeh0wDYT/nHlmEc6ZXGt4/74xtA/sfl3WLG/\nbVid+PCnkful8O26kMvGqVZcclTRIWRCdx0NGZEKSUpCUfxjXakEVFGssmKxaAFD3RBDw7ALjGx5\nzCs74FOgEy3T5pFPI+r3G0K1LLLFFUWTMl6DUoqTlYQ50RqIopJ1j4gbjTsyLwn9klD3C7ZqUozv\nJG3RsuwLRMVHbbn7nSwFe1GEsqGro+YGaRU5VGwj6GiYlefYdKQcufqIto4uvEstvz38+xw1V0LN\nbGrDiMJeYFPQVUlYd7IC2VhETv83I/BjY6nZsVpFmFda7ai6JSjwuSHGiaMpzDFxQOIGxxJmdGuZ\nkmJ9LJzNgRQ9a4wUJRhix+nZEWwgrZVmijSqsqwPTk2Py3eibClBUox8xxfhKFqzhZWn4xNNb7je\nPLUUHvcbqfX83B8I24Ou1ZSQWAtcY4vVhafTM3/5vvKYMz/90bH5iVYU5rkQB8V03/FLQWtNnSZU\njuwicNuh7RR5tLzlBVU010kydj/zLy8nGm349Mcnzs8H2DMpFt72Stx/Y9kW5tVQy8xNr1y+x/cO\nSjaEJAnmBQ6F8mMlV4tvKuueqVmy+Veqg81nnrp3h92oHGPxEHYOGN7uG+ZgcN3G2/TEsTX0h8Tf\n/YrVgk4bfr9fKCHxdH7m6y+/8OnlxIZiqhKRBYdDZdsfxNIhrCcniSo9VUse7IxNh6gSb1dEa7AC\nBg3VCNgTuW35fn9wxLFZCPdAjoEPVLZW0FTNHt+X1L2RfK0L6MSAoNkX2vaAV4JkgCp4LDMhQA43\nthzJriPImf264FTL9eHZ6g8MGX9baLfCDx/JtYMS+JI3dgkiW+bHRjrBV7nR65FTfDDFmT+oL/hy\n5XKbqJ1lmgJOaTz7e5pWfsCnCd16gtdI1dArgWkiS8wU32LqE64RlIvgHD/THgP3LfPzKfLbv1Ef\n/mkLV1tP+MeOc46DOGJMpgqDyiNOZH7+aKliRR9GBqdoa0XrkdF+JqWWp7anBnjuRnZpyKWQKjTF\nEb1Huhs+PqEzGJMIZUbeLjTjgNaRyIkgIm2IdJ0FWozscSbhYgX9gXtWPJ8KW9h46k+EsFKEZrlf\nOYmGYAV3A2GqKFdAPjhy5ErPUbdc9cYn1yD2O7nJrHg6e0CFG4up5PEb2/U34iOiO8vVnWiXDdsU\nVK3EqJEp8qQ6rFBEUbEYrttK7o7E7FF7hzo0rN9vSFlIzSvu/Mw9VLrmE79tv5PkgOPOx6cnfAlM\ncSUKTX844b3nVkdkvHKILblL/O0+88ckyP2J3x4rXWcJgFUg486+CIKr/JR7yuEz6/0bb3qAIDlJ\nzRa3/5O6N1uWZbmuK4f30Wbm3vs0914AhCgrWlGm//+QMqsqPVAEAYLAPefsJrtovHc9JF+FZ+gb\nIixm+PK5xsDMio8lMUvD8HrGa0nqHSIW8AnZwGpHKJFbCCij0CpgtOMWKpOY+b5vJBGYlh4neeww\n1YxsPeuyo06W6cVxO0e2bBhTY3cd2W2U3SOKQ8tMMR1Sgby/8XRwTDeFHiXRdvzpfKY7fKZfF0xT\nVAWj1Bx7x1ZHZIsIUahb5CYqQii6Wsk+06ylU1DDnY8oiKHRigVVeBYKHxWxesoamUQBozBVELpC\nuSWcMnzohiya1DJZWvquomNgkJK3GHk978jZEBcwauYSA005Qox0zeI7TfMRJxutXGjFcRCBcXih\nU/DrdsGXRN4ilyjRRvOHbz/4yWgO485H09Q8M1C5msjqO/r5xMkatm3h7F/p+59xeUM3S9uAeiU2\nyaocgy2wJH738oI0C68x8h46npLh8zTx03/5meMgUfmOUc98+x7J8YPNG/5yuULVeLFQfCGHyIGG\nx7AnTbCCxo5JOzFM2IODaDnfLxgTUIeBJxRva+S6rxQVeGkdQv/Evgc+zzNn33DFEbad1xT4ZfrB\nXXU0LzjKSlY9+ePG5CTp0LFs3zkcDoR7QQ8zym+MzyOX2x2Gh4xz2HustATZWPuVz0PBpYqawJ40\nzpxoopKMZ4s2IQfwAAAgAElEQVQej8NXTZEd3r8jU8/Zv1KqQHtL8JC3ipoq75eEmwSfc8dZLLyp\nO7/pvvLmv9HvitoiS4s8T19Y08aeKz/JwpYX/v0VDmWnHjS+giie1y1idoFfHIOL7LXizcqffMc0\nntFxxH7fH9oisaJOE+9+51lULveKOA4UeSUtz0ij0GqnXZ9ZSJzEjXNJpCQppVG3d4YEtz1ju8y2\nV0yLSHfAloSfC3G701Jlv+S/mQ9/t8HVimfTgQ6D0Za1dJymA2MbOTxXts4jzYgZLMfpiU/6gJEj\ngzpC7XFMVFVRziKqIUuJzBWcJN0TclUUKrIEhvgdsARnyG3hT9uV+RToUsezDaS8c+gCQuxo3WOU\nhAKDmCjZ80kccPoXyvzEj+3feJIVvZ+RSXOyd86msV8KnT5xSwJ1kqwl8qmO6K5n2xZGkxBywZed\nXhnO8UIpEes0+5j5NWayesA+bU5YnTFWUXhQxm18eIs2V3FDQBAf2nsdUFfQRtDsTmvy8cdfJPse\nSNtCJyd6PbD4Qm6azhSkDHykiKuWdstE4zjnyNxp+mhI9ITbyu/7idwpPKCcozQYvGDrDG/ZM6+N\nNyxT2+j7gXsImB6UNI8WVFbUzoIeaSFz6CSiQZUNnzw5S6y1JGFo60aSO33/TIqZk3SsOSBNoAjB\nWmFPN3qZ0SeBFp6/nDeKUijv+a1z3M3KfTkwTxVfL3jbsS4BlMPKDtcUelTkuHCtivbpQDzfcDVQ\ntAUg5UxyClDkqgn5ipGap+jYZSRKiUr/adQWA1IK7ntCdyOIG72UhOQJ2iHVRHYb2U5kaTA+0rQk\nlEJIUCp0znDoNVre8ffKxYIQMDiFFxYRC7km0BHTHcm+splAnqCnp7IxKEnSI7OLaHfCm401w1FP\n6MuNlgOIhfNbRYbG9CwYPzoICtsr2qRQcsIZxbKvrOykEHl++srlfEGaglo3WqvkF8P+fUNUEMeB\n7fWGkIGtCTAzojVOz5Z/fP7CIA/MTvKXvPDD/8Dmyv268LYupHvGJ0l2jbp5ZA5IAfmWabpQhCeH\nRGo96izZTWMcV776SEVg7zv/JuEWMqfJsfiC6TZGFmw3cFU7fZjY+kgUmvstc+sDxw16+4SriTEU\nPtzER8mcBk3+uKCcZnjqKXvl3VWO6ZVRDSwbOC2YevDxDHrEWknMgnw0YDJunggl0o2Gy0dESEAG\n1DHw8XEh0sBkpEjcQoXQHu1FEipq5vGENCtLyxg94gIEnzjJjpt/w/088nIprLfvhDohXOWHyqi9\nw/qFOlxJH5r3qyf0R07NIcIZ3xuu54JzAeEHWr8h9iMhJ7ppYrsNqElTzleEKVy8YXquvN48w9Qz\n5p2cJFfZ6Lij2gf/M2kOhw6zwRoz8FhrUYNFFI9tiaIllyLZLHCLuGGitDuDK38zH/5ug2v4qshe\noIAPKsd+YnDPWN3ojWUaDhyPkiYrQw+jUjg9M9gje5aYJtDCEarFGUcu7fGxTpm0RowLtPSwziYZ\nSNHTlCZsmbxUvKy0550qA5KEsxFjMrJWMg3ZJCk2JCOjG7Bi4mNfeJInUtsoJiCKQAaL6xKHMVPX\nRtIdrAkzaYZi4Vqw2pCzZ90DoxnJ1hC2K1JdQUr8fuV50NR6xdb5cQqdJKFltO5QMiFFYeq6x/1V\n67iEC8fTC9JlpDhw2xNrCryUGe3g17Xi0LhZoXpJqoKSN/qiaPTcg2SNjqIjri9YU8lRQGc5ILh7\nMLrxoSO7XxFVMd0bdytR/UOLomOBISFtYfOasjWUsQSTyKlhlIFmUFXAnnGqENYNkxvW6Ucwq4bS\niSYEzjquWpLFg2AxUBisIxaBShZdK1XCwsbRKxSCJyfZamWwE3+NO8hGf9RsfiU3SwwCZRVNJKIs\npCLZq+eAZouKn6QiKg0a9gIS0KYn1cxBOETbqQZ8qkQjOWTBrUCxBlkyt/aGKQolDa0EZHJ4lXG6\nMbqOPWV6LWilouWO1w2XDFlX2vMR9XFDSs37sqF6mCYHaWf1glYHjM3IJkEJSknUFBnUiEIxVslt\n25FmwLLhOsOkj1xzR9gDpnQYecMiuAvB2irbRyT9Z+HlN+5MN76w4YmxpxOF++3GcBj5uN0YnGb5\nsYLIVAUH07OZyo9v3znWCfm2cP73O3Z45j3svDxXbkR+8/KJZ1m5uHeMk/x6+eDcevjXP2E7xXtT\n7PENyo06fuYeK7QOmSN5k3x56vAtYtqJOwt79Qxm5SY1KURiVVTVcA3EGtBGcn+NfOoGVJd4Vzt9\nUKgNxKhIybDFyqg/YfyGfLGcP97JqvJ1GvDvC6k+RuMya3Qn8fExXj92ln4d8Hi6oVFzYtkD6JFh\nspiW6ETPfltwvUYAdlRk6akvmnQvhOsVNUucCOzV8HZ+RXYD+ppZtoRLI9kKUk3kdcPOGyL2aG6M\nRnP3C8EEaoXlNdB1A/tbpB025D2w6UJeDJ96x/drJDSDMIp+29mvgdE4srNYW+lNpKSKoOMeC7pY\nXotC2Z2n1pCpsK538jbz6s+48ZlFrwQ/cJoDtllK9WAiSlbW64KvAxv6AXuIYGtGl0Si0XLi2Boe\nz7FNhPtGLRnVpr+ZD3+3wVXiQ3QWRMAN4LmT8shPp68c+o5h7OipdJNEdAnHzCifkULTu45RKkST\n6NZxz4Gx71BN0S2Nl3kmhIVcIu/pCoee/HZmuW6s950odvw50J9+5dBPPMkn1jCShaYzBoUgZQgE\nikoYJnwa6eWJuRu5t51tvxJExpqGWDzH45ENECGjbUeTirMRPOuCbTtkTasG7z1eLMj2gW4aoR16\nzNRamJSlKo02gt4ohOgQOjPUiawbQklOo6IozRXPX15f+eenfya9Fd7Ob6wq8fknxT3eEdlQYubp\ndOT75ULZFQcHi9853wvQ0WXPpxK4qACdYc5wf/Pcm0cKzdD3+BoZheZHDBxNhxGFMg/U9U6gkorF\niYrpDIRKC5LmJU5GrO0ofSTvCWUsKSpE02w606yiq4IoNCIWRFJEBFYmnEooATE9aBDVW3qZaRpK\nlkgNGw+j6leR+abgLQTk0NOHSrz7hyCwa5giKUIRNk8uHXex8/nTE29+QdQBkqHJSqkRkQrd4PiI\nK1LDR7nQ0RitQ+4bsy20XjP4QFIPdmMve9a403rHGgvWFA5FoERjiY+FZSUkthdsXqEihFnj18IU\nE7WrlCwpckTUO0bAEiy2KkQfMa2wB0FUUEpBa00tINWBy3UnmZ3cDdRi+aefNPcgmWKkGM1ePRtw\nK4n3JaKbIG4LK45FSMbuM//8aWS5B9SWaXEhqsJ+TmylYbbG3t8YZ7Ax8V48r3/embpKXM5czMCu\nLGVP/HQ8okrll6+/RWrP1y9HUiq8+nc65VjDir9t6CDYc3m0X2XH1d/YY2BsJ5o06IPHN0nwldIH\nxL7Tjz23VngKlX8LmSdZmMYjK4rWPE/Z8OesQCXKJTJXTRkEgzVctgXrNGvZkFrRnU7orNE6o9XA\n68fOaZz5dnnjJhumHwjbjmiG8eDgbUUUiZwE67Yz9gd6I0EbcqzUKvDCMw0OUKyXjfHzSNSKnAtX\nEZDHgT+er9w5sbZXxq7j+vEo9hgRqe2MSILaNpo5IYXG33bKMXMOiXGfETv0Lz1+uSEuC7dd0ItG\n8ZnJVfb9RsoekTOiRk5acEue3QiaKNy2lUkUWjmh5I0u3MnZ0inHIgxFLoSlYZ3EuodRue6O7xSO\nJWM0XC4wmJ2Ye05Pz9y3hXi7IE1ApIzXA9VULm9nBjOgXSSbifW2YgfDe35HF02Wkhb/Dx0V3m+R\nU+9wowI0L1Ihuw9m+xWnHf30RC8jox0oJtLJmY4epydy65BNIJQi58bYa1STVC8w1pFTgnJAqXc6\nDR9+x8nMNEVCaTQPjV+5xI6tfub79V/43VGizEhOieg0WT+qnsaBT/5R5AgKyQ8MMy/xd3zjlUOX\nGIcv/Oq/4WuhUx0heJIbuKdCZypVCoYgkftKdzjR8jsdBt80ajlzUI4kjgilmOSOMpB0jzMgasVq\ny6Jgdg7ujSwWmnLo8MTt8s5RnVBh53Vd+e//+BtuvzZUyUgD9+vKOFSCn+C2co470zDj08pXIRhH\nw/qh0dGxF4glMo9P+A9PlI9TmywaKSKij6jUSNWjY2IyjsMwsCwL0TpuutC7hg5gpENZuBZNq5LZ\nSQQeURXDWiglEOaJbAMv2XLF0w0dNRVMk9yLJ/cn8rJhrCerjq0ZZF14ij2rrXDfiNphSmGqlcEH\nlgSfho5r3XFh5tYqsQZ6K8lFMZkjf3y/4zpJdp4W7nzqJl6XJ3YRWCM4W4lJkHcFslAISOkoMSCd\nIYySo2joqGnKUJSlJoFymUblXitaanrfs5dEU4nBjuy3Myg40XHq4CYsCUnfNrrOMa4D921jOhzw\nopILYAyCQvMe13fEtuIYWbcFbQqWEbUnnr92zPYriEqoAbMX3s4L3VSJxbMpR7qDmjue0k53sBz1\nAu3IvQjkdKNeoSjFZV3QW+Vd36lW8xIUt/sAZJy0rNcL0/HE+qrRJ4kSOyfTMx4PSGERQ8+yWy55\n4XswjKIhNs+Pu8ckgZ6e4LJTi8UMhlIyKmeKa9w9fHtLzFPme0h0paOtgWlU/Eu9E5bC/LNmiRtj\n6Nnu0E6aYdg42oIMYLLj9f4GzzO9HlnDnTLrxx1wUkT9OPH7FEBkkigIk7DbjJ0dxZzpU6CsPcF1\n2JpoIWCtpaVIqRKje8Ka6HpBdhJfC+TKwBO33XGOVySBXiputTIJzVW+s8bK9Trj93f2RXIqA7W9\nUcORrvvEj8tC1yA1gUian5XlLUuyE0ixMNmNNGg+9YItS25ywETNet1J04RVhlFkwkVinSTVhJaa\nSTvmJthjprMDSu3EEBBKMJaEsj01B0p+CHCXuvH0PCJur2Q18rY/c9J/RgTDwWXif7yxqwI7yF6z\nXVd8vYJOfBpGLvFGDTudKZQq2feGWnvOqVLNO33+P3SP66enhuk9/TCTlKL0HafjyKYjvW04JTF2\nppqOkB3SWTrnqCg61SGFIbeKMQpZMlIKqkq0mrAO7iHijj1UR80D38ob233j/CNyzyt8tvjvG39O\n/4L7Tc9/5I2X7c/I44maJH0/Ul2kyUZtHkN57IdgyO1A0wVnN7b9nY+y4LJmbYXYEtczjK0ie8mu\nJINx3ENDS4MWHuETiZUqDhQcTlj2EnHzSGNA2IgUAq0NQhlMNRw7MNUgnjJd6EEcKOJOr17wl4VO\n9Xw5nmh02CExPUO87ORNYJRjHxS1VY7pGakcb2fLvUS+sXJyIx+b5+4sVIEKiX4w3BaP04rnY+IW\nBXQDvajUbceVRKqJX/fIUWjyNTIphaqNZRhY98QzA4SC0nfqzZAZSKrSG+isJq07ShYoGqdHLved\n3p74sdzojCH+J/anIqjtMb45qh5fG2Xf0WPHlgu0hDXgpQBR+WgJr0dS2eiaoGXD3swjLO1jnKO2\nByeS3uFDYCtn3DAjt0AIkqYUwlWaALShRY3uNKVpbFY01biyoVZFRmBaoxMgRaM0BzGxyCsWA0Lz\ncY8UoTBS8mNZ+dpbWlxoTXKtASsycXosGPt2wcuH0VatEHJ9PNdVU2LHZhu27/D+QsfC8SCZugM/\nu45LLZz3yjxFDgbeLwEvAqU2lG841fjyqcc9H/g8f4EisKayXAydaoiwcc6NIxnnOxgNy0Xx6zfP\n+EvBJUk1jm/nQBCe3/czuf+Zz58/0xWLeVq51cZ538n2cfqN98igGuY04GNAXleSaMwuEJdExvDX\nfaMLifebIdfAskGuljV4RN7woWMRlm7SnO+GQQV0H/FtJ913Omso72CGxrp8gyFx0D2EAp1glo6A\nJpNRQCgJX+98efkt319fmd38YEP6jXF+Yss/qHvG6Z+JzZJKxmiNdZ59rfiyM80dRkX2Eila83l+\nITlN2Bb01Ei18Bf/xiUWzCb5ePOcvyuuHytP1lJl4n09o9uRlBJjbdQsCL6SRUXUkT/eXvn06YA+\nDQyiQ58StRjG0ii3wjh59teC/OVE8hC3hhIdpveITkOTrD5TXeXXe+HQDfipMuUOPQhKXDj1z7xe\nNvRsqbuiM+CNZj2f6SWYomhp4TUblC2cmiGlhEqC72tAXF4xo8DHii2CV79zTx7tLLup6Fxo+4IY\nAtjIT2ngP5b3v5kPf7fB1YbIgsW5jUEZJqMfSnupcc4gMyh3RNBx6BpKS0o1SDlgpKZUjWgNhUZo\nBbWBauRaaaIwjYpljThdEL3ks5Tcq+DiCuRMOhdOfuYiI//P/m88nxz/dPwtlZXp9ESpj217IRVi\ncFS/0k+GfSmgFXI+osSOT1eG3fDndMPUG/ftQFYF5TOtdpwDzIOgs4KSI+clYWJD1gNCak7Wci8r\nTyeFbxtejo+PndFoLRiEYuwHgn/sqNm+J5uRQw38/JsXhlC4XG/cNo/qEq3dWdYdGSLPRvM2VEwb\noLfEOnFNnphWDieHY+LbmighMA4nbrEj1H/nLBo6a4x1YHeWW0YaDTVzjh4zWUQvaK1H+kwVAZ8r\nxfR81YYkFCpviLgzdYV7ldyXHa16SnvcU23JY7RiMh2br+xip6SIUonnl552SZhqUGJhz4IiBM71\nxKSoPhP1Y3zWy8J9rwjV09J/Ukv0jvcbQoI1GqkFVfbIYCh7eYSlyoxd4xYFa61Ms6HsCTE9U9NK\nLzMqZMz4ILlAxPsHRqxIuKWCGzRdFSz7hjQWISRGCU5pJwoYpaGoTKiNpjqOxwNSVPrSk+IFnELu\nHtE6sjJU71FoYpKU1ON8pZNgxEZmw+SdPDRMDqh2IFn3aHpWRV3uvJ7fOHz6wuJ3flwzqVS6vVKr\n5FwCz2pkjx8swy84/URuAzVDk690JhOjx6rGwTQOwtI6zx4adZyQU2EPij8sG9UVntUzg0rUPTPI\nAREConsUCeoeaUrw4/uvODHR0Uj7jWH4RLguFLkxnDRGW3Qs5H2jYllpbDVTsiSGFZ8rz9PEh82E\nUImtMGpLTXfeUaw545ylk5J1bYxzz2v1TE1wkpplXxi7I62bIFpaE0ihWa8LoQQ+zZ9Yrhd0i/jV\nQJKcDp7oN8Iu6Z1F1zutLdS8Mb488/4tIYYe3Veu2SOFYFIdo+uJtSF8QOade0vYoqnXJ8TyAxkk\n0+0z9j3z1L0jbo6nXGhVQQlMvSTKhjOKEjyH2TE9VeTnzxxcwhwM0Qeexk8kImkrHEziQ2X2IVL/\nuDENM/dOUDaL2VdC2OmGA1k71hAfuhgnMGUnZWiysY+f2HboRqj1xqImlKmYYqg5I+2Bba/kdmEw\nDl0CH+uV3j5az1Mv8VZS1ooSkqws7W1BWEMqkSolWVo606HTwoxiaYHnnw0ff/rf58PfbXB1s6Uv\nlqOdQCiaMXwSzwymJzWJ6kaKtDjl0LJgm6NKixQ9tRloCkHDCAFSILVmbxohNIOWmFWQ/MKgA13L\nZP2CHhTH95Uo4LIkWhIcicynGx/lD3zLGnc84+OC5cCTm7EMkAuuG/HbQ63+ZVTc1wtOf6XOhWL+\nhLk5rrUnlgWRDdE35OgJXeHb687nf5hxItFaTwg783wipIUkK0pA3zRpr4gjCKPZYmLoHdoNhCSQ\n+kDvNNqdaGOHNoJPy5HtX/5/1rBy2a8cZsM8PHEj8/OTY9CJ36bMdo4cO8nHUvmzzxxLotOFSxWk\nHEgM+OudUj5AZ3oc70VQZOR3tSGl5GR7JmvZV4i+PGChwlAxRJuYnSbnxFIiqR9oTkBJrGtDddCd\nLPtamQ1ooQgNfJP4LdNaYxoloztxvhbWy07JlaG3fHiLMj1CJRIRJTRGS6Z+YvErwmiUNaANcQ8U\nKRBCM3UBmiMIyCJhyplaFHspPL30lKUwmJHvyw3R98Q9QmogN4yWlFBJ2fH2EXGTQahMS5ZOFpxQ\nVGGJ6w1JxFmDcAJpBGUTfPp04PWy8KSeuaQdwU6j4bbEaZCsoqHmiY+iCa3Re7jFyKglHZlgBFFl\nhI6sOjPqjrBG/DAgSqSfLewbnWyU2KiDJGrLRfXo/R2jCvfdc/E3+tLzJEdmubIsN37++k88H545\niEaLCzfdsweLio7QAhXBURdMCyQNbslotfNiBf8aI80ekPnGu9j4L89P5NzoZkszgv+5fYfW06VG\nHQLffULXd45CEKLivq9QByoras0cZMcffrwix47L7U5pmaHruK2A0syt4bcNZ3tMqSAbxd/RSVNH\nwZYeo3SpEtZofr3tTLOjdZotb4jVQb0R20RvGl87w75t9HpAOcU9bpAlsmg6l7Bzx8f7jutHelUI\nWVC0pHoDw+/5WBNqSESlKM3RScX59oFVijxq3AfYl5Gng0UsK/dd0zaL2Z9xWybffzALydtdoWrg\nelvR/YRoC2WvlHJCDeCOiiKvRPPMae44nHqs2Zl+9xPlXFC2cLcZgoNwpZ8N+3/dyGvhk4nQVaSa\nuHiLNY5+6tDhwoHCt5JQBRww9IZFQyqGkuDJdeT7nRQr8yQJxROqZlaZ2Ab2fUNbAyayC8MiAnNS\nHFplyTs7kSQ0vWiIIjgNllTSg5c6CkSsvMkjT/IOTf7NfPi7DS5hM6OGmygchk+0vYexo7mG0JWk\nBce+RxIoZSSpnkE5hFAgDEpajEjQNEhJLY3xP4GpVM0+KFrKSK+4ikiQC7G7cp06yo+dg42cbzud\nOmHaAseRX7s/8yn8QhcMve0hXLF9jzCSVgydmDCtcYuJJ3vkmisu9byVnkub2MsFNk31lVVubKni\n9EOjfrl4jlYQYkDrQtm+E6rGAv3QuL//ypcvv+U9bpyz4PnLkSgy71HyMkiexRPDODJoix4+o4cT\nLAtFHejNzufTMy/HgdvtQtq+kfTPxDXzL2ePr5oXrYhG4UePKA1je+oK5WBRm2QvkpwlPxnH92tG\naYEtGTtIumfF1hpL1EzdzL/f35mfj9glE5cLtB5bC01mmj1QtoTQA6kuONfIqSPmilQdRW4Y2bBF\nkZpByoSQiZIs97AjXWAsI/JoufvEfHwipAs6VdxuWGohzw1ZG0qNhCS4lwUjR7IWyJwoAfpRE2Pj\naAYoC710RCUJLcC6I6Xg17eNOnYIJMopUpnQVhA8iODR0jJ1AkUkNItpgrVkqI2Jgu5OFK0ZW2av\nHpkaYtS8aUkZLFdRsLoiVCPIgEoSmRupCpLSaApKTJhpY0YS+p/x73/kq5v4S7zTCYMshuITX8zA\nNSjE2NOdA4stpAa7bPRbR2gJ273RdjhTOKrGhOVcBN9rJG4e2/d8/r8+M2lHvd5RKO7Lg9hQ7IW0\nTSjxTgyKpWpGabmnO75V+nlGpsQaEr8/9igzontJrwxFXvgIiXWrjLqy7Y5wvrOsnunpM+GS8SNc\nyk4tgVkbxmHix8eZtbNo4zj0ibZmUvTUBikeCPaGFRN+h72CNJGkDC0X8taodkYXT9QSJyXz2NC5\nsdeN26qRQNdLQrhCCVxSx8kJAhFfLagVqQrHg6a2kW/n73Syx7fIpEZyHri83vnpeeDmG123YZDo\nlsixsXc99rPCyUqInnIIj2mLnPFrh7KOcYz4j55/XV4pZkSFgIsJ+oabFVurfDl94Ry/I0tkFZVe\nPWG7J75+7vj9acKx0o5HhmzJJ8W+Vo72A9Nbiu8Z18hFfsUriZFXpDuQPwrHk6PPN27V8nIYWOON\nn+vIcpX0/R11reQO5KIQh8YiJIdq+TCS9a3h5pl7BhkiJWvUSbKkwPjZcP6+ceotfYNty5inkdOo\nyGtEzTMiVMLuQYMVPc5fuGcDaUP8ciTk89/Mh7/b4DocNJOyxNrR6YocG0oXujYgdI/IAeIN9IHO\ndIBAFvGoWFeD5PFiCqEfCBspKDVQlKShaNWSxMidjc4dafYbfa4MYuCt32mv8KwuyLvhYgyuv6Dl\nTorQFsXQPSP6ntQytjwQRkZbkBmtJtblTE4KsQqeyoF3ceWtVGqfWVJDVY0tCmkEzRfCe2A9jOR1\nYzo5YslYKagUboskcqJdN5gtkwqU6rnVwiwbF+/47dOMUCfs4Rd6MTGXgUvS/OlN0t4Fp+Ezob5z\nmKG6jsv3wpnGdzFy/9hoPznk8MEvwhIWxcd2pyGQN0kUGuc9WwncQ0+bR+6XwGwFSho2n/BF4NNC\nkwLZNH4pFFkRxw6VKrU3iCrxMaNMJpRAGXpqijihsEYRS4Bi2VJG2kDJjVwbR3qu20pThtFK6go6\nVQYRufgdIQp3cUB3kbJ7UDN7MAh746AkRh+I4spoBnwqzL0jbzumNGxvKEKzb4HdN5SGXB/sOroD\nqXlSLRyHJ8JtR4UjaTtjrSU7i8ZASFi9MR4/428LGUFrlVEaQowUV5jUkdIHyloQRRBS4DifSFny\nba08TSfWfGWeJ2YjubbCwUz0l8BL/4UUdoL16F8+8Yf7yu9eXhA54G8VNfScw4aWgIjkOSBkT/YN\nmwr9ZEEoTBBcRo/cC0syvKuAz1eGrsN1kv/2Dy9QBZ3VhF5hh47DbeWv25227Li2cg+VtRSeno58\n3BrBdGx+p+aFJa309sT5ZvnHf8gwOnRN1HLnx2XHtZ5fU2JqBqcHVJ7Y/IqyO3k19Nng/U7fH7nc\nL6xtpVeWevMMWlEHhxGWPRdkadyyINaG1DtNR7Q7EmzkXgW6grl/0B1GRBFUGdmLpGrN5j0zE++h\noZZX+snwfqmMw0BJgfZ8oomELANWO5bFk+ROWDx61jTtWOKGtXdql3nbBqTxxHokyT8/qvs4XiRs\n7TO39cyzMXR6IvkbVTSsU5S4Mlw2vNFYOfP9fka7wGmo3BfFmp7p2sqHP5O9okyK+TQyPhWG50B/\nVByeE852SEYG2dOKYJESoXvWPTO6SjoqzE1h5czx9JW8Qf4sCF7TtgtHF9n2SMFA2zgYSbQOf/qg\noRi9Zk+OS15xtXDb68OisEeaEyzPE6M4UkTBGY/eIj9/ntBNgc10syO7jpwnTn2iLwlfFN8/oOhM\n6COT+FXwDfcAACAASURBVMSnsIGrLOlKPx+A/z2v8O82uKyZkU0ydQ4VDXRPrK0i6gcvoicJQZGF\nQUqkUEipMcrSskFJhdIaIQVCCDQPF5LAIIVASEORAoQhFfFoxaWRICYOrtJthrdtYzcWzAXNTDhn\n/tvxNwhxZOifHuKz4piGDmqj5YyompQENUliM1Rh0WlkX74xFZgS+FuHSoXJRt5DAmNJWTB2C+Ue\nudXC8y0zTQf21OijQPQQ3AolEK8N1xdG+cZBTOxKYE4zykyM+h/o6oDTA64NrG9vHPqZPJ35y//3\ng+NPgX86fuFqI/+xG/7w+m84/RVFwbWMwjE8DfyP95Vz6XGy4JxEbjfy2BGvO86CDgE3RoSV3O47\nrW9UBHvReBpjJ5BxQZkJLyXBZvQSHnqYVkkR1HhArJ5+sCxF4GXGNMG9JA4IbK6kKohG89eS+Xnu\nCFvkmhWDjPQ14bTmvibkbJnSjhQCZTUft53nUVGUoVWFWT3WgWz+cbHs48M67AzbcierQgaOxyOr\nX2ihIauBmtEaslFst4TSlcpK3yV005hUyTnRlObzSROvnkEWnB3pXY9pgqBAyMb4ZSTfA4fjM3VN\n7D89kXSmvit+0/2GbfV8Hg8gM1J3/OIrchKEqXA2d44HxZA1JQp+93xgSJFftUC7GdbCZB1jlvx1\ni6ThhL82lGyUOeBdZMg9f1nvlBiwxfJaC6UWRiuZTMHKiVw9cVu5pYhQDf/xRo/DnCsiQ0Si9oKu\nmsUb9m3B10rVjnXzuM1yPBrks8a6jt4YbudHM80qQ+NA2QOrupHFhBsjwQycPzKNDFqwiYSsr2yl\nUIDkEzUpppD4/GRIJTDIxCVrUJLOaJCZLA1l9ZhUmJRBG0izwwuBvhTs9GjMCd2DO/CeCt4I3DVx\nMI6jU3y0D6S1rH/5zk+/fCFrDaaRdeW2bSxO4hDc3xJZSH751PN5LpAsoYvY8Z31Jig+8bnf6GpB\nFMUqE4wDa44gRvzecAfBfpUUKdiWyFPTKOv49pHJfeNjf2U+aJazQrRCOhaaKJxmwdgbfpq/8NMv\nA1+mA6V6nnVPLh0yFaQUCKMx7YOpGzhHeBZH9CDBjCyd4YWJ79tCPB7Zlu8EHTjmnaUorn1i95px\n/gX1+h2vF2o90ktJdYohVTqrCKdMT8EVh1ORqzUM/YyTPWXSdBVsWDDTgFGWWi3X9EHre8KfAtOU\n8VtkKj1t28BYwnXj8Kmjr+lv5sPfbXA5qR+qbjkTpSNmjbMzJ+fI251kDKFNKDy96HE4SpYgJEYb\nhGioZpAChGi0JhBC0WpDIaFUas0M1rArS68HpLAoIZmPkrdbY5jAGEuu8MtceOozojtCbczucdFe\ni0cyYqp6jHkaJN8gNMK2M7qe/TKj9Y5wjvGTI97uEApu7pB9wNmB6/mxj6YPEyGOFJ+QrqJERdcO\n5xy3EEhxpxnNX2+S/9tGXPdKqyPLnnFs+GRJ/YPO7HeL5ZmvXx1r+FcGoYmpYKcT/+//+COnL0+I\nLfN8PDD8L+re3Pe2Pb3Ter7zGvb4m8655w5V5euya7C7m7ag27JQCwupBQlYQqIlJNQCAshICLEI\nCSEgoZHIECAQCQGiCRBDt1tYYGy37bJruHXrnnvP+Q17WvN3JNg3peKqaP0Fe79rve/n8zzJUNeS\npQh8uLBtN4zP7zFlxfs+c2MKawJCXAnrRgvCrFGbinVl+PIS6ErGLYFxWli1G/qxUMtIVRWmVSbk\nhK1ryqwIKfG60iwhMiiFUZooI9ZaxHxNQQ4Z1hJIC0O4cthqY1ExEOZMLyfkShADjKKwrhRdl6nb\nDYaRZQpckmJvFR5JKgtrFDErKqeZRaDPiX1RTCVz9iO1jiS7IonMw7ri5bJg5wihp7YGx0ivBDFn\nZJhIRiPqlsHPaCV52G5YlgWhRhQ1Lip0Y5DzRNNuOJ1HblxFSyEsYFpDThnZVgzTC3trMQWk1JSc\nqWVFDjNSB1KJVLeabhiu9x6vOUpwuiZKT9SKNllGMXFrE0tyzAiWsUO3MI6etax58ZnCRPIzJ2kY\npeDjRnPXWrLN9FmipoURjz89cc6ZO+uYo+fiI01jWfoLc8pErbmMI2VJbO5b9MZilaObZqxUZKkI\nfkJE+KJ7JjUtoiRUGvhYbnhcOvQ24LUgdjNKN/iXSGYm68RN3fDiI+22YXEJp2vcNKOlRC0G4oKx\nmpI80hZittfaQaWxs0DkwOwEkzIIOaPkQpwndlLhL55zK5GL52NpiPPCxXsimudx5n51Rw4DlV7j\nQ6KbFT+bJ7QL7Iomj4XjAFVr8ScoU4OpGuotjIeeSklsM6E3FSFlnNvQ7BQqFeYxszCS2pq0mVmW\ngUs4w2ri6Asf399w7KZr4Mq2ZJ+Qe49uYLW54dZ9RONXNNUKkWZUbrFVw2wm1DoShxG9viOmgbv2\nBpqK81xhReRXS8UXXtKYG+hnCp6s35OqHSKOxFCYm4K5nNgYQ9AVKQRO80gSisICdwajJLbasC4K\nYRseakstHLNMfCC2WFWoX31MVwmsKHDsaNYf8TLN7F5r5mmm6IbFSybxyBuTqEtCVI6x+yXtcdU6\nY5TGIKmNxhfJmA39UNGuBYqBTCYnRTEBYgJdKEAqIIu+RpZLgauKi5Su+JTMRM4ZkQQighT+GplO\nnucxMOZESols1rTSoHaKm82aqTQ8qFus2SPCBmsaWrkGURAxEoonpgCmUJaMlZLRT3Q6UlIhuRui\nF5h6wDSCylhybLABcBXaXWim+qqt0JZlnslWk6YLy2CJlaWygSo6dm3g+TLSljVpGNmIA8numEzL\nRkrmeaay5cqxe+6pdOGvPh/5tU8lrllzYw0tK17Khf1my3pXyOfE4Stw3DINMypIer8w6MLgPa/d\nLW/HmXlSNI1kJStO4cTz0RDdVc6pXaIFtAw0pWLRLfgjZIuLhpFMkh2tVLz4yNrWbMyWOVyY/IiK\nBqEkQ1EkPGPx7IVmHEGbgo5fEx9cJBqN7jK3jeVQj5zmjEwgpp7gLVurSEISFkESBZUWYrMQheAS\nNanAurFkYQj9GZESyjWkWFFNM3o5UAvNEBXKFjCFrDR+1Kw2CpMkXQzoHFFjwKwDF29IQdC4jM2O\nulIMYWGWNVWCdevox8hmvyMfQXG+dlmmjk9ag7QrxABDSRhlmWvBRm6J8gmjCtoqZC8xdzdsu4HR\nB+rmATtMHBfNoiJrCcFlqkoRnzWrXWSUllcrz8t5YJ4V66oQM9zKLTdOs9tavHTYJTIMF2a9wBxw\nlaTvAiUq7uSWajvxdgJRFMdhQaZIjaRpWl7d3vNQn4myxSvHc3ymnQ3Iho1J/EwNqGwQi0BX4bqi\nlZFN3NIfTpzUwm2R7NvMHDRK7PBLQKbMMgfebLYQJ7xvMSIzhomNtpADQikSihWFkivCeUHEQGMy\numqJS7gKW5XGl0RvuUpKQ2KIgh+9zJQxcXNbKK2g8x4nFtZrw/l4xO0q5GViOfQoXXGZIGeDSpIy\nDKxWMA49MmnEdkdUFUFCmBNWw96sGZbAPDiSWXBWkErL4+GFjShcFkE2gtHVBN9zUgOjmRFqR46B\nsgazvqNSH3LX3PPv/71/m/pmy2rdcjy+sGoqPn/7OY/9mT97+0N02+KkZp4yq9ZwPvbcbRxzUOg+\n8yta0eeF9zpTNnv604SMT9S1YGM3NKeIDhNLn8E4xrKwMVuW4FlvFJ6WoAO5bpC5Yb3dc04Zt4Vv\nqIYkM2e1Yt++YpUzN/uan5kz58lj7ELVRU59i7dgwsyWPaF/vqpjpKC9+SX94srSEKQjyZmdWiNH\ni0WyaSxSjow5oOJbVO1x+f6qGyjiOqGEoBSQXJ+iQKFAzhRZiD6idCLEBZ8n/BwQ9Kg8MiwzAUu7\nK2yrjNeOW/eKUq+433xM06xY1TWxRBIBn0a0dKAV4xIJMiJ0QOLxMhBcQngFWfDqtqE7H1mr19cY\neFww5hVl+AIhDJv1Hcsc8aNgLQwyVyyXQF1vqIaJytWcJ8G5L4Rppr21nDqPVAOp7jiNjxiZkMmj\nTcDnZ5rxHZdp5HgaqR82CPmKS35HvtX8bOppHhxO9siu8HxKnGXNOSw8HkdWuuaSLty1FWPyzEqS\nLxVCCYTLvB9PGLFGqkiOgXWjMF4z6cLFF1Yq88QLv+4MJz/jXE1bHD5AyFBSoK4UNp4p43AtBkdJ\nHBbYQMoCIyoyCVxBioim4pQDNxjKLGhNYkoCP264kYkoArO2HOPELlmUHIl1xoeKShlKEFgRsSqC\nFOSLQNuELpqCYYoJV07MleEns2GnLZWerir1HNnsNuxrQecnxiJZN4Z5nMhSUMkGUoB2R5EBWwSK\nglgbxvMAqiLOmbqu6buZh02NP+9pV5GtdYzdI1FPuJs9N8JxET036xrVQXaviOGKvlrfSbRdEcPE\nN23LML5QPWiqTtClSCoZ7fcMOXC7UWAXLi8dFzOgpYUmsoQJWwyj8nyyuUPryOATl1KgapFBMXdv\nufSCJUf2eWYKL6AUl34hCotZDEEObJs9d86wrwRy1TL3n/My7KgKpDjz1ks+O/c403CYInfSspKC\nQ+gpleCrxydkTKwLrFtx1XyUmdvakc4DN7ahtQoXRno/ESvNZbjgXGKIipAc6IwMM0Mp15qDSogs\nmKqWfQjkFKisweeEkAEvHNrVTOMBOcMxTtzXFakT9B6aHHkUR7oOhqK4UxnCmZU19C8SCUg8beno\nZcWgE0ZFYGGZJDevNyx5RlYr2lqQTUIoRW0L7abhZ6cDy5KZ24E+RqSTxDBxvChWBczFY/KazAqs\noWbiXv8qr82Gf/D7/zHbuw3KOkQufPLmG+Sc+dbH36WQmNLCcDqgEAxp4I/+/I/4TB4wouE8TAQG\nunmgs8CQMOLCza7h0Qs24hXVJbF6SLza3ZGHnof7jzicT/zo+Dmfv5Vc1pEkejbqQ3ZyjZM3DEWy\nbiw14Kst8msM340rGNkyLYWt21MLjxCe0+lzVq1mmfy1EF8FfN4x+MA2j7jVL2kBWUiHMZqUW8Yk\nkaYiJc3LeKa5cSxBYXRhGXtEc/UBVWaDKVDi1XUUk0cJicRAKZRSKAFKjEzLiUygyImsB+aSUMqg\nJPjzkUpd72Yr3VCXmjv3AY28ofFXgVtRjhxgygtSe7Q0GGPIfsJPI8HPxFRIJVKbiNFbykVgt5LT\nIKhbjUwjS3Bs1q9odUarFmEW9NZgvWUcIs6BVQOHKVNpSTYzJRxoyaSLpt7syH5gmB5JwiAqjfYa\nmzK1GijxhUUXmrXn4ROD1RontlTpzKtmjaJiWzLvTmd+cBh59/iISQVDzeRH2NR8+dxxu73j5XhA\niA2VS3QXTa4a/LiwarhaYovgMCTaVc2yBOS68KFtSTIgrWCJI8pALpFxXlDCUrJlYCSahhQTazSL\nLshpQRWNwGCcZUiREgXtSrI5TRQt8HNCOEMoHrFULI2GqjD0ibqy9GPB2h0LR7SRVBFmG8ipgdRc\nv6rXntEHpHEsk0DbgjAZPSSErfEmE6Sh6wLbulCmwjkcyLZBTYUmDaytwa4qdPD0wVHLxKAUizS4\n2LOeJM4ZMoGbO8FUPLW4RwhPs2kIecYwY9sPSE4Q88iddujcsqIC4zkLgakFccq07Y586TBVS5UL\nxmqefEGZwKr6gDJfyHVhni22UqTgeZU9XmRGAYsHLQzKGG63mVWtWVUtj32iag88vn+iyBrjFubz\nGikmYt1wnhIUT0wFLWG1mQnC0W4MW61IJTKcIcsttX/CmC2nl4lAQDfgA9zsDMUPHEfJWWnCU6BZ\nDKY2GA/ZVDR1QdPw1enEh6st/eQRi6dfaY4xkC2Yi2XNQraa0xKoomQhUXN9OZlywjrBKmUuUuGz\n584pPj8l1s5gLoEhnrnZbOm6hW3jWdmKfi6IMYE+85IiXdLcbAyVkYxZ4ntDKAlhI314T7ANs1VU\nPrFb75BTh6sdYx5pa0MWa0Rec+x6kk3YuzXD1KFtzftDR0kbhvOPkcKRB8E+CvJZIZod0nes1xCU\npuYT/qN/99/kd/7Z32J7v0LLazc15+taWSmBVxmZNU4q9M0VTbcrkg9/+2P63zhxOL3nz3/wQw5j\ny1fdO9rLwvp+y7f2e6yv+OOvtvzVj39KqyPbdsuuMcze85uvEjff27L+4Hd5sSv+s//qf+Knz44p\nr9nt9pRUc3OjUGONqwRFKbY5ICqFtIJAJiVLqxek0jwdH/GbhDxAI2ZMlZifLdkOhGRZFkHz8z2S\nv7iDq65bhEhUSZBjYWMLl2FgMZKXy4V15ej6QlVFeqGwziGLpYiMkpCLpGSBUJqUE7kkJAUfPTH2\nzPNMP79wGV64TAc6P/GUZ7xYKAIyjrraQZastw1VrNBySxwlzkmUSMQlIusawQIEjseRXCJKDtAs\nlLlH+xc22tOlyLY2BOFwe4EuI3vzmmlq2ZhbDuOBjWwRtnCeDMO5ptlqhuHCYZRs63uG9BVaSIR5\nYBg7NjIjmMhyh/cZZS9XSryTdPnCeuepTYWeX9jftLQ3DfZVTfzqR3z8oNk0LTJKDi8nfviu56eH\n+doZE5alRAoW088Ip5i6Z940az4/DwgtWTc1fT/iXAIfuFtVjGeBsIKQJnbrli5FWDTHHNArTSiS\nbprBCVp5LY136UI25qq7DxEfEq4GMWaCKkibr/cLaZil5mUMNJsNU+8JViKtQM8ZYWempBApUpuK\nFAvagWZEpUJdF0YfWC2WrAJZnpiiIU3glEZlydpmvJ/IyaGQNDlhZMWUJGZr0cNE1Ec2jSVVkjxH\ndL1lsoIpLGyzY793CK8IU88313BWYFZrzpfMbimMKlLvIpIRTYXwZ5AVdr+mDIkZidaCUSzsbx+Y\nLhcaq6lVxI8LlRGce41rI+OQSbECI7AaTDWR5YSh4VQqPtmMJH+hKEu3bfGj5e5uxU/7M6X3qAiN\nrAlTz7Ly9LFwef+eyjU8+0xINU0dmJ9mulI4eYmRNVIvjCURDOyFob01fLhe8T4L+uMzc0xYvaO7\nCMIKKm9ZlIcqcpg6bnRLL2b2S8JTKEmQRcWiEnNZuFMLJWV2uw2ly+iVYqM0YUi4STGbhWw0Q8xk\nwDY149hhpGROEyIrjKupRKHLM1poGgzDMbBVNR5BMImV3vA8C1S7QovET05H1qstpzxxO1vKJJEb\nj5glgQaBoqiMsJ7zOFMVyS5GmqrgQyAvHc3tloqA3dYI7TBRIVaWFTu6YWS4KEK9JsqFrI4slwWn\nJI9fPaImi1krggAlBM59gnKab7/e8p/8/u/z0be/Q3YSJSSp1IgyI7SiFEEuBV0yiYKRBiUNWiiS\n8AhhaI3D1lte3X8DkTPz9CVD/zPG43vePX7JXz3+hD/5wz8mfHlAyolOwbMy5NmznH/CRx9s+fXw\nzK/99W/zn/8H/zJ//NNn/oc/OPODn0zUuxvqorFNQK082/WOrQi8qIUlaepqg9aa4ezJquW2yoxS\nsexaSImX00AsGlE15GjJ6Qj5l/TGtSFxHhVDgVoWnmIkFgXnhaaVyJIIMlHnxGk+EVvB1kXWdovK\nEinj1SibWxSZnGZIM9lPXHygOx/x5xf8MvB0mEj9QlSZIUnOXaKtRnKusZtPmbNGsWc8edwWhv7d\n1akjAyvhmRdwDHg/MoYEzEz+fOUa+pkkeor2VEnTUjO7QG1qWndLlpoZyYduj82CnHqkhs2upRsT\nJdc8lJl3q5nV2LDKhqlKpA6qEjBL4jKMpEvN4itSM3FyE3c2U6KghIY5dwS1Zw6JW23oq5rwkWF4\nP7DZfsqfHhST6zBNZEwr1nnCmjO7ynDoMqLa0F0kjZoxRpEkTHMPRYFUTDlxh2W9nimjIrsryaNh\n5lJGYha4yeDJZCPQ2SLWGSFrDmPktX1gPHwJVcXqRpD7C6N1yBTRyTNlQdQFKy1+imjbMyiNE4Y+\njDRSYaRhmRNVlpATGChJcigt0hnSVIj6GgHXnaDSlkbBXDRFBXwstGahTZlUAsHV+KCJ2bKygZIC\nThesW3EIGZsLt23DEhaEM2yTQ8UVp/OXtPevsMrxnAcaoXnoJbEszI3k1aoiLpqN00xpprYb4nNg\nkApZOuqYcM4ilWPqBwah0DlhjaDKGW8yH7uGt3PHunXML4XGeoLIGDlS1Kvr19b4U/bBMfbgZKYR\nkd0O3s0L37COuVG4PLDMkUM+sjNbWtlQiw3Z9wQk7+eBM5ZROZZzYZGJsBzJVYW2Kz7YWqqgEdZz\nXAyx9ZxFpjHw7mmgXlnyuKHMAy6DbBz6ci1TuzkQBYibDVJPEDNp8TgDlVe4sqPLR0Ix7J1iCYLZ\nObzqebwUxBxIqmEJPfT1tQqgHNlGpGkRS2HyM7VwKLuQnKL3gbaWmFgR0xqvR4yEJifKMlJVK5Kc\nUallnAxWS26M4BQiJQfuN5J8fuQSt4iloijNvJpJUqMqiTWSNAmGVYWQK9bVK+yx0DZXIkxUVxiC\nWxx/Nl4QyjCHJ06DheWW7BsqKvLsaVeWv/vNB37v7/8e3/2bv027vqPoK+OzIKAMVzBDFgjB9WYv\nJEprQCGRFCKiWCQZZSRWCqaQkCVTwsSf/Pif8Gd/8RP+6p/8iNPbJ+70gLNbptHickC6DlvVjH3N\nlwfH7SnQ/uiF1ZvI9z54w6f/2l/j//6TI28++S4sUN1IJAF/vnDsDwz5hYJhCAvdPHFuEv2U+dm7\njsvFI9TC4TzSlB1xGWEwnIbpGu8P5efOh1/YwaVcYaX3DHNBaYu6QKUsqlbXI2cMRNUz+YSoBNln\nlPGYJDHJUlTByoxImX4aELoQo2eZZuI8MvePnKcXTqcTzo+8X545PD8S3gly32PWFUwrGjMgqpY4\nXgjUjNS0txalexZ/Jk0tIQqe/TNSFK6w/sA8nZjnGVkCAijREBvNvpJY03BT78hRYvWKuVhCnvCX\nM87dYLNnmXuknAhVwCXHQ6yZ4gVvFixnjJMcBk3b1sTQMF4yNi3kLBFlZgV8vN0xDTO31kLs0LQM\nfWS1vcOPC8u9Z/QD4asvsWJhLzO394l5TPxas8a0ki/7iTp5AoLQR9ZGcwgLomiM1shZI2tFbwWt\nr+m1YqUWRBUwtKh8Rska5wsPjWWQiT5kwgAPq0Q2NSn3rCuBRPH0omhFRaMFSilUSbzkBZckJYOW\nDi0SOia8yNRC0xoY4owQNV4WRNWh3QamQqWOzEUijGQdIpKMqyse84RuDdJHcpQIJfDBUOnqirKh\n4CwI2VFLRWwMS2jhkrm72TLnC0EONCvHSoHK8Bg8on1D5Qp6snhtmNLCu3HCbQJ39S2ir3kKZ7b3\nFU0qGJ3Yvmo49M/oZkO3LNfBlRNhHrBaEawiXgSpGMoiGNKCWmXO3UzdVBxQLK6l7yxbHVmlmY/U\na8bpkVe7Gy7B47MgsPCmUryfarZuIaUGKoecM6cvRqotHCxMU43oPK2UvCyBkiMlF7SoibrghMHo\nCWE2VCtDYzvGPPO+i/QTzHZmctfjeu00xWm6JbHuR6YQSK1jrRq8jxyfRxpbYY0nD+W65hszMXU0\nO0UfJf1YI7KikkfS0tAESTKJPvcgE9Zcv1CEiMzJXD1P+eu+XswkNHERUFpiNkzLghMDldc45ZE5\n4zY1lQQ1t7ztKmQ+s1kphkMkNRtiyGSpmZY1sWh8iYQc2PiGMkMSls7UVFJhc0PxmvUHKw6Hnlbv\nkCVRixtmM8LiaXLNe/9MrywThtCPxFJ4qDW/+7e/w7/z93+P3f2e+48+RdgVAc81Ih3JWRBjxFoF\nQCkFpRRCqa//PTOQyIivnxFBpAtvSef/hz/4w3/Ef/+//FP+6R/+EP++x8qaldTY+5bQLXz8ypGk\nY/9mz/32lu3qDc3diu1WsL77AHtzQ/vmm7jc8Dt/R+KcIi4jJS344cTkJxafqXWNlpaqqphneD88\n0S8WlRRDU3GZ7vn2dzeUQ2T7XYOvC3/xxSPTHOimn78r/IUdXCUbtJDYvKYKFpUbpNzwchbE/MQk\ne9pNJIuZNFrGcKTNE95UzLUhleYK2S0Vs1/Iy8QULoxTzzx2hHHgpX+kH594PA68PI/0g+Y4TKyp\n4BJYGBjbNXM/4Ob3fHD7wJgjKtccnhKmmojaM5wjWM84dBjVMxPZaEVOE7MfaU3BGYuTNRmB0g3E\nilV1w9IVjHIou8aVHU4nvOypK4nOisUr5rXl/HZBxwphrtQAbTNqVXA2oGLGBMt4XtDhNc+XwN1H\nDSkKSr6wV56wjHz88a9BFZiER0eNtHsYQOTARmoGm2DpkXam3d+y2RT+pmh5+2iYphfKBrpwfSNa\nTY6QNR1HPtg22LWgnRXHEexloXnY8LR49OoNr/ueUV7wKWOiYGU8Y0h4Y6iyx5aWo7aoOXBbz0Qp\nOMeCSIlcCrWR5FqwnK878pIS67riMI6onaXrJpRoyMmjSkTKPfMw0ypBmTNVqZn0hKok1fU3jTEO\nNyeirll8QVeJuqroxo6ds+zqirmfaGvNYex4U614389ItyJLQSsqVvlrRU2IZKVoV5aq0qQwcbdd\nc+l69GZFoyTDGHlaQOoTbOAYR25jRMmErFe0boV3gpWSxGVmmQJKFcYpk0PPp+1rvJw4sFCEJo0S\nESxDFEhzoe48JnpCkDzHkVF4blXmeJgZikfYEZKjGxKtTsSi0FYh8ojdtHx5HrnNgdkXzsPEDWv6\noJiIyLzQypYxOoop7G/XvLltGZ2ldhVpynwxnpE5YOZCRqKWikN3pas3Ddzd3HL+aY9Jng+U4zB6\n3DJzX9UMuWdA83pf0ceIB4TMxCGRpKGoEb1AlmtmZlLI+CJQ1pOFJcRIEQ5RCrlIRPHXlbufELlQ\na4csGbIg5YBCwWQo2vJcTlhTcOeZLyjoIhBuJsSaIRWszdjiMUUjxwsiJWopUESmqnDuZt7c3EPW\n13v2xqCCZ2MslV6oN/JqG8Zck6dbzZQnyjBSKYtOip0S2PWKX91/m7/zu3+Df/5f+ZdY3d8jRCEL\nyybCkwAAIABJREFURckBqSxKa3JOhBBxtgWpQQqEuMpXr3+cEkS+htPygk+euPQ8Pv4x/8f//N/x\nxf/7U/7sLwZ+cPqK19t7vCp8+tc/5Xvf/xYP9xN5EuxahTA72lt7XTG6GlkJVu0OrWp0e4vHgoqY\n1DO+vCfGkffnZx5fHimzoDYbTGWwtUNEWLsaLV/zVfiSbzwIQoioS8Ovf/M38HngBz/8Kb/66Yf8\nvfXfQssWLzS//Xv/4f/vfPiFHVyGj0HeoKs7xnmiFEucR2oBfdakYuheBlRt8NoRCNi5QhMQesBm\n0DIyl0zIC2HuyP7I3L1j9oXn5wN5Hjieeo7LM89z5PndhFwU72LAFUW7SXSXI3IYuH3jOC+JSjek\noSFmWGfN43sBomM6HPBZUjcTlIlRS3yJJAleCHIuzEtgr6CyhtpJnJEYNEk7SlYo51nGzK69YYoj\nVczUjz0BgSiRlAoIxbg8UiuBJFxFlHuJ8Q16XXBmIeWF2gqq9S3LUHOeIp3oWbULoghEnJBNw52Q\n/OVnTyzVgCsVx3OgMhVvdp7mtaAJmQdZ81YGXre3PF2ObDYV86HDaQ0xcVttUYsk+cizmJlL5O5m\nRZ5HbrQkjwO9NaSlIWvBMnmKBarMUhL39w889RM3YUVuMo/+ghMrFJFGzCxSsjOGzk8sRVDXGZRi\nnBJGV5z6AVskKnhWWrNISUDjpSARaGqDiiPaCmy5Hv1PyuN2G8ZxxvoRrMKICr9cJaV7BLuUyJuW\nx1iwO825t6xXFdJOeDWjpGRuKlI3oUVFLoWVyQxxgI1gzJ5JWl7h6OUZ2V69ZHu7pxjNk5/w9cQl\nJto5MQ4j98qwaEhBUNktox/Zb3ZMKfHZKJBAbjRSLJi00KcFpfeI4pj6xKwyqakQWaDjwpgVc5bI\nrK9eumVGas3by4miK4wTbGqLEolGJ9QAMmsY4KyeyZUjecm6akljYSZcS945QDDUW8E4vMUPgi7M\nVBGWKSEZcNkga0fnA8uUeBkvuFayZMdhSMQqc7tZcbosVMpRfI9oLbU1TIunaW7RYeYwa7KYackc\nS8djLxAsZOWQEYqUKB0pSV9VH8Uzp0KR4lp8lgKyvL40KY+OCqL+mm5SqKMjlcSLymysxi2FTkZi\n6ICWpSS2utClgcHP3Ow29F3kg81rLsMFX3sGH8n+hbvmnpQX7m7WmMZymUeCXNClwnuoTc168yHP\nSSCriVY3/I39a7776hv8c9//LR6/+JJPPvkmdr1BSIlSCu8vhBBomgdyjMzzgqsahLrWRoT4mukn\noJQMZCSFnBem1PP2/f/F//jf/JfIU0WdJWu749/4V3+L1x98xPajCiMkRjtoBH4ZOL58Rj+c2DZr\nEJo5TlzCch2yiyLlZ8R4ZH1zixAtOWZEscRpwc5r7pwmqInsJTZBYwxCJsb+jC+F7DvetA+UWNh8\n6HBa82b/TfphYrfb4BqBjwNKmJ87H35hB9ea32RKK3LKGO/IogZ1x0U/4ePAXBryPIFcE/wZmSrO\nsaD9xBwrWilpK01Mz0TfEfoLYhkZL0cORL4YH8mXM1/0gq+eDPrUoUrhdBmolIZY85PnzPceRmpT\nGLsDWc+oMHM8zzhTc1omUjRULsEyMFAhZcLNgmGYefYDjVlTaYmYJU4VjNakXAjO0OLY7xvGVBjH\nDKFm7TTjOJJx+HqN3WmmwwuxnpmERvYBHRzHYUIgKMpRT5I8DKgBqleS1Y1l09SIKGG55cfvvuRb\n3/6EV9sdz19+wW5t6c8JOUouQVLJDXO+sNsG9p9UfFjv2DevuJ9eMN/SfHYcmTY9H1vDD98lzGrN\n8+KQ6URaEoWWeluxQtHvYH2nucmad1PPuTRUsyKIgXGB6AO6rplD4JNNgzwLQp9Zr07M/Yq6FFaT\n5agunDKY1jEVga4MG2kQ00zbaN6XEZlWaGpKDSoKyqip2onRH7FWE1LGzwFTr5HJI4JiKiNNKlSn\nF1K5Bil2W4lQHrXaM2eH1XCej+xXr2jHSB8GlDYIM6LDxF1oKTvP3AdEbShOw4tjKwVzzIi8xjRr\nKnukUwuUCyo6UtsQbnpyV7NRjpLE1WMmOrZbQceIKxqzqtn7zNgken8NUmiXWdeGr4ZAzj1h1FSi\n5vL8lrZWqORY1S3HpzNOgU9X0O8UDwhdM3aBlAAPJTWU3KOJXOYNjYNUPBddM6eB1W1L6TVqgiw9\n0glWzjFniQiFVdL03hNfylVqWMEw1uS0MLcdKkpUvWO4HNmvNzydTyTtQQju1i16CjzPgioV2r1C\nnUeKaamy4mU+sDc1yzhwLD3365bHBRSe2uzYxcjpCLXNVK7hkCQmFIQdiSlii/2ahiMpJbNIAaEg\nsiO4GZUyMl7QVc3Qn3D7PcskMEFeQxtKEKYIKYJITEGSYubmTiG9JvuFujWIFPno1S2iDezuawyS\n/f6WIGeah911tblusbXEbiaq0FL8Ql0P/O03H/Gdb/wLrO5e4yqBSAvD+YLbfch6v4YcKEUyLQeW\nYUTkFdSCZVkw7muoNJaSr5zLUhJSCBASWS5EXzid/5z/7f/8r/nf/9v/lX/mk0/5jb/2KW++8+sU\nk6gaA3KHDyO+XMgMpGHg8d2Ft88/phsLYn7k7q6hqtekAlM/IR8kxAL07HZviPmFOGumYWAOF07L\nCS0i54Ohnx5ZrTNPL58x9z1ztNzud+zW4Qrlvn1g0ySEuKG+r/nO3/o+LAuX04kf/+lPkO6XdHAJ\n9SswW2TMNGqg4DlNE03akeLIhjMnVZNmjzGKYLZcxoo6RRZ/pt5rpslzPB6J/pkwnxmWE4fjI6cx\n8ParR/pBMU49w9NCK2CcDNqB04leHNlUOz5/hO/eWg7lRK06ZLWlToKxi3gpqITn+dCzRIdxGT9P\nPKqOtco0UV/DCOmqoTcbg28l2/09q/Uda7klLRabBYv2CCWZTycmano5sIgFIV4w+0T/PNBPkdLP\nyI0hXSRbF1mWF46DQLe3qLRQDguhSJpfeY1UGa0O3O7Brxsql1DGUvqJ26bh8/PE+/OJt9N76u2W\nIgf2q8zrzYpz947f/O6H1GHH7zz/hD99VNCAazv6xSKHmWGueZcFRRS++fEdWr5w+0XE6ojUGTEq\n8kvNozqz9RGl7+jTgB07hICv0pmbbeGjpua9N4jbmfpkSP4FoyTK1ownz6pJxCkzp0gtNP3gsfWO\nflhwQmJmTykFsVb4sIYckfPCjWzQKlNSBg1Ze/LiyKJQVQW5GORKoaLlHM7ciyPRZAbXYM2Wzy8X\nmqql/XpXXwtBjJIXbbk1HpaWEjOL6Nmu4KQSe/OAQCGkpwjJEgquanHCIaoVpghmEdncS7pLweHY\niUIWLXXq6JJGa/hSnbHdhJeOyQk0kS/HM9atyanm7D2RmbyqOVhJU9b0pw7bGkLqsM5weO7w0tHP\nM427Ji5lsWTfU200UV+xVcUK4lQjQqErAdkthGrG2IaP5C22lqQ48/3g+DIuPA4T2lyofQWVYjsI\nog8Uu0KN1/vzy3CkVQ2nUwB9SygDscxsF0nXz8wbKE6izp7YrJF+xotr3ufV3ZrPvMeeN1A0Ni28\nevMtPnvqWbxn1Qqkj/STRqOYRMSqmm0qRDGjHJAWyiKIWpLVSCoaPQsW6dHVihATxRqSF4icEHpm\nTpJGOoKAdS1Raub19h4TMjd7uLvbUtmZh9f3+KTZyQ0+Bpp6ja4i3/v2jhIiNx/f87PDQB0U0bZk\n4/ni3V9Sp5Z/61//99DrO7S1qFKYp44oIvcffotcEgBD/xlf/uBH9KcD9x9+n93dhpwz2lqMaxES\nkDMS8zXKLpOjZ56fmea3/ON//A/5B//pf0GTJd+62XCMT3x1+YzVCWS95/3jE4mJ/f6Wf/QP/wCk\nxTaZm/aGXbXidr2mEg2b9gZZa85LT9efkIulH48soWcJP6SkmfHc8fDqjlW9hZxRRrNqHWNYcem+\n4I/+9DO6x477+3te3p549c09x8tfsml+SrOpebi9YXtuMSbh3J6P7h746F98xfsfvf+58+EXdnAR\nVzht6P1EYxuGqae0hdR77KrhZZh5WK+ZY0M/PyGGicbWjElh88Lh9AxZEDz0J8HhHHkce+IIy2x4\neStQs6bLFYbIsCyIvIYFdFPBONLJkY93W77IA9ulpTt7sjSs7JV6/MpULKFhzgXhMrFkhsWy3VRo\n7SkadrXEtZZqd4NTmvV6i3H3NOKGWjcsyXDxA8pV5HEhLpmcCmZZkDYxMDGJA6mNXJ4Szi3MXaRe\n70hhIS4SVSRdHtm3DZendB0cVY0Umiws3TJjqwqdJVIKVLVhuCz8yc/ek1zkW69v+cH7me1+z41r\nOT1d2O8qVpuW2DV4ec+mgeFUqESg2e94/dowLf8fdW/Wc22anmcd9/TMwxre4Zvqq+oqd7fb6WDH\nsWMCQiESgo2QSPwFfgG/BYEAgRBsIKSEsEFQyAYSQhECGztOu9vuqaqr6hvfcY3PfE9svL2Lt+31\nI9b1XNd9nscB3+/np6i4PLGpSt4tlqDByYXPnz0jkzveWoX3KbIfSVMDESr5pA55/tJwvumpp4BJ\nJb72SFdS+4z91NMnHWm6QXnN5Do6vZCVFcNpYm0Mu+WILVPMOaKcplvmpxRdqsm8REfPMC+MiyWp\nUhaR4vyMWSy10igD89jxut3ip56wCLAW4Rcus4zcBOZoOXLgFDJKA4u22D5nmgXrjSH1hlq07LqR\nB3pWtcOYFiUzpJ9AgVGK3f5EelGQmpI0Fvj8DrcEnCkolp7bORCyiau84XgnMOqCmOYk48xhOVAl\nDTd3ZwpT0S0jtXpKseUoxmUgeMXuNKCKjGLJUWqgEAE7RRIEWUxYSsm6hZeVpE1TctHwL796wznd\nUM49ylVUdYZsr8Cf6MOETRKQmk5EwGC85P4xo007cldx5wNWSZbjgVIrhn4mSVPscKBIS/bdjiQH\nEWcUM6kyLF6wn06UKuc4QE6KNoFVmvH14akaYvOM3Tny8vU15XVNUsPyZ2eKSSFlAnEkkRInPNqO\nVDLn5DXTGFGhoKg8MlXYGBjPnrqQKJURUKj0qbzrpqek3+wVaWl4vt4yE9muBC+uagoCwUtuhpHo\nBkLV8G038fLigt3dHc/qNdsiw6uO4ziixpkLt6LMDIfFk8qZBMdwnjjMI1+++xP+9u/+I9CG4DxZ\nXj5F2pGIIJj7O3Zvv+bxq1v6RVAWZ7LyRF40JEmOQAEKEQVBLAjhwXr680/54//nn/KP/8d/zpd/\nvpD6grxVCCRLENx9e0M0KU27Z+rumMYjPx0d9z8/8Mnr77FdNWzrkrTYMLtIXV+DtngcRdKgMkO1\nKtleXROiRqgUoQa8HQnBczpbYhI5nXbcfXxk1/X4ynA0Ew8TPHzzyMurFcnHA4lUKOnZnR85Hs70\n5zP90TImR15+8Qp7dPziy9NfOh7+yg6uZbHAQpFKbAiMGgwOl0w4ubBWOcJaiDsy7alLA+eJ4BZC\nAoPzaJGyuz8xjGduHxYGoVAnydSNeFJ6JtQimUXCcYqUJRRlxXE+M68W8rShsyeMyOicIDMZAxKv\nUsbZE5VDpUeU16zbksepI9YzyBldpKRpzSftBmu2GNOwrVtUXlIWLbWq8DME4YhxYFkG5qVjFJ7J\n98zhzDKOJFmJOPQEP9JuDMNjxuCOxOMj2mq6IRKaQLB7HvsTY2r4/YvvkI76yf66nHj78A2f/PBz\n3t18ZJO23PYL7x5uWaSnrAv25x5lKvruyMNtyqppqRNJ9JBkLZYbRGq5uC5YxZbdMfLeOVIZsKag\nWw4ouyPEhlsl+MysePGda4wNJCry+Mv3DPNEkIbRe4TUVMKwP42cF0+xrrD2xCwFzubUuWe+eWRj\nJGlTMQ8jKsvJRInJI6djT6oMg19IlSBB8RgnpJ2pc0ElEqTwROBhWpAmIS4ONUCTB6KpUeKM9Y4y\nK/FTZD9btFswJkUuE6qoSbKSGBew/imSnSTEXpGZDJHOJKkgOkUaNH3sqYqI9o6KihA0WvfkZYG2\nntAPpF4xLxqZTCx+wM6RlAK/zNg4k6+eaCnHeSAKxSE6Wj+zt2fs5PnQWaKw9JPFJhWHk2eKAj8+\nspCTUVGXCULAaTwTqLHDSFYIikrRaMXzVPJqtWW1jvRm4dt3R37js2u+ft+zqVZMWpI2DttPnAZH\nlRrEnPDtfGZVXDD3ZxrjqS9Kup3FOM/gI+dh4iKmnGaHjDkVEpVqROho6wSbZHQWbrWnNJ5zPyFR\nXJUF2sRfv4OMdFmKW0Aw4eYTss3Zn+DG3nG8d7R5QCAxymCkom1fMC49L8RAViXI8posbXi4f2ST\nRqpG4PSa0Z95+arBhJKs8GRtwc+/uuHtt3umfqHZbPAadBbZFNcUZeA7L2syGVjSFvnVN9SJxAZB\nFIYigZd/8wqOM7mZ2M2CD7/4wHc+aTjs94RE4mPCm+6ECmdevFrz9uuB/+Gf/NdMYcfv/PA/IDUN\nqBQhBMJbrD0zTjs2z18hRM6bX3zkJ3/8Y36/uaLZgMYRmcD5X7MsHdYeOR7+gv/5H/93/C//9Mcc\n7iH4iaRt6I6CYyKRaqR6rXn3y295dlmTKOgGS5XV/Ma/9QXV+oqoAzLxFKsKIyXt9sVTMd4ohErx\ni31iGtoRjSDEmSEM9MIyLQfOfc94Grn58iM/++UbvrmbmZKZZ88q3n/suLps+dWXt6hPczCCq2LF\n+51BdkfKoFgmh48VP/rDO/r+aej/Zb+/soNL6vBENggLUXiSJGGKI5kQ5EmNdQPCaaZBYFVDmCRa\nafbHE+1lye58ItEjPnoOxyOxO1MYyf5uQBOYRodIwJ4CS1goskgYHSqBvBD4RSEnD7JAKQPKgH06\n++XzCR1LNJ6qLCEMaPNIqwvsUpGVgXajKJKWfPOSVrYk2SV50SBEpFQ1OpQsccTOMyYRzHZhGnp6\nMREyjxMSEQu01xBSnreXfLV7xAVLogXd/oBKE8YYmceRSihOXqB8xyYT6OgpleZw9pynhNEr2qRg\ntwwQBfMcef18w7f3MxdFhvSWKr/gedrgc7jYBHJV8u0vP3CeLA/dwLPrguNOseSK3c17VnmCTj0n\n77k0GeMyMJGTrAM3796TpM/42HsyneDFE8ki04o55JyHgas2p9s5zHVK+Ry2KuHrdz22l6TVBOKS\n8deWaqsCMUnw00IqQJSK8TyTmxSsoEgaEu1RfsLrwBShqEoqApNVNKUlE5o5eHq7Y5UrsiJhnjpU\nobDBEYNDoGguVjQiQymNd468bTGpZjcOiKIGayljiRcebTzBS9yYc91uOcwdR9GxMjOLb4ikKNER\nlKdu06eTpdJI71iFDNuPmMxS5p7zmJHkBSoRZMd3OJUR3ZkhsfDeQaWYhKQfOwq/4jh0CAVRlwhZ\nMNPhlkg8ebLeMqQNl9uCl9eOplnxeZbRJhnDeKDc5uzuH6nWKech8OJFRirAjzPz3lM3CUHXnOcI\nk+Tzq2s+TjeYKuFwmrBOEXWBkp7cgV96Uj9TrhIOR+j7EZHDWgYGqZkHgZaRVqWEfsdFVjEdRk5y\nAe0QVjCFgBM5SR55GB1S5vghkgwD9i7itWOrEo4I6iTnzAxxYl17LlZbMAeayvM3f/Ml6/UPyUtJ\n3goOO0tvLcdxYDc7TvcPqNkh4sKnnziEbJFxS8g8MvNUACkE45DFlmyB3/jsOX7uSJKE8e7MfHTE\n1CCsJGqJGy2hrIhasFtGvrveorojZZYTSTHxzJ/dfWA3zfyX//l/y9/7u3/IH/yd3+XFp79LYSrG\n6UzwkGbXpPWa1epTXn+/47y7RSUeIxecmxlPP2bsbyibS9x84k9/9K/4b/6Lf8b9B3j3MJNF+HS7\n4nntef18y6sv1hSV4KLdUq9SpE5RmeIH24ok2SJVAAqICefukUVE8qYmJhERZpwTiDAx9ydkKnDe\ngZsZ5xFZGIa5Y+wc97c3vH/znpfrDX/wt3+H4V//nD/546+hGwi+YkPDWKfMJnB51XDcBW73R+7P\ngZQcZTRSD3QHQdbkFEL8pfPhr+zgWsKM0IFEjpg44oNECIWQkjB2JCrjnCpiTGh1ASowhhPSFOzP\nniVZ6JkYZMfO74jesX84YqRl6B0XVeT9YY9qJIk3KFnjlcYuE61QRDmQZyVpTBiFoDEBnwji6YQo\ncqo1JGnNMI+E1NOSkYTIohymLEizmtXqc7LqikbW1NklRjdolYFPcERQgiBmxiUw+pEh64h2JEpB\n3awZOkGcHYU50tsj0SQY26MTy9go9vOEUopQ5rzvPCvv+K3Prnl98RodcyavSVfXrPOaNsDcnfAu\nEtKMz764YLaWu9nz3U3O/uMJUyhqragaxeUm5927E1/fPjK6AFKzP80ENaGs46ppGVzAGYcfJ5p2\nzTj1XBrJcPJ8cxRMxzcoH+kVEJ76Vq1RPLrA4mE/OPbLCVJFe93iouUi03TjhM8NcuxpEsB7pDZM\nztOmMHnJ4TShreI0KyoZoTL0k6MSGttN6CLjcHzgMs3InUWoJyqHMTlpzIiTwJgz1peYZEUeDpjU\nIMsVlTZoMWNtTppolrnnNHm2eYN1DlWXMOdIO3BOJARLkycM/sxVU7CbJlyqwB4xvsHIil5AYlLc\nMpGEFV1MuRIDpzhRyzXencnkwnTyWNcj84ZljEg5sF40pxLeDvcIaxD+16DmbEbKjMWnTN2MyRxR\nCHCOsV7xycbyerMhMQdkOuHylCyNdHPkm92ebnDc9C2x6FBmYT/VJFoRS4fXmsxOrJ+vOew1ruv5\npGi4HW5wkyerO8rUExdHjClC53TREc49UJHmEaUko6px3pPpha2sOE8n6voJdLtUGqkEuY+4JBBM\nRIWJ3d4S85KticzjwqlMMNHQyz1Ol6hlYYgjqZ6Ji2IW8PP7e9pC8zDu6MSf41NBaRTbpqBIJdNQ\ncjsuhCh5kXiE9nipWckNSevodcSIDavC0eiUYR64fvkC++E9yihuz47zaaGpZmY/UdvI4Zc9qarx\n7YlV1bI/HPlGT2Qnw9f9SPAGJQJF5fnZr97wLINkHhlPl/yT//6P+Bf/+//L3/3hFau64ZNPv0dV\nb9luP+Hi009Ics0yfmS/f+DN/bd0pz2n8y3n+xM//bOvkXj8qPjlO4USNb9x0fDDVyW/870XfP/z\nTzGZoGwTXCpoL9dPZuJQE/yIkBqpC2RUzL4jzTU2OLJNjncnhvGI9SPRdiyzx4cBs0hClpJkGUuI\nkOUICW4847uO003PV3/xhh/8e89ZrVv+nv0u/+jf/m2qVvOf/lf/nB9/uKMzPc+Gkvz+wO2N5Zv3\nI1laI83AulWkeSDzkS/yHKv+mrIKHSeE1GRYnF+QMULsMXJhLgpmDG3QxDzDoJiGiZmasjlzWCbY\neQozcvvuHqYzk11QmaA79ThhcL1CmYI+PJ0cul6hxdMJ4uN5Ji1zRGoY7UKuJ5KkQJGSqZx5STgP\nC4McycsUKSQ6ZkQRWa0rio2hKS9Y569YV5dkKqXSa5SokCrDLYEYPFLkBDERvMEFT297/Hziot6A\nFVShYlkspdlyEpFnTcVHOzOeZmqTcNdNJAHG05mCjL/xyZZ/8Ps/5HlzQSIVUWaYZM/v/eA7COG5\nOy48jPdsnhWIdGZeZjbJietNw+urz5hmxdLteP2s5ewDh9PMvDR0/T1ZndEPksW3NMVIv9sjVUIW\nZp5ftORlzvkU0GFg8B5rZ16sM+LeMvojTjqmIce2INzIsypDLZ4uerq7nstPVixWY7aaZCcYvaVp\nC+7vOupy9WtZ4o7jJBhHTxCSTEtkiESdYk4OkVqQiqSqiFGQBkUvHKaQFCFDaMPZRZJEUuaCRK6Q\nURCOlk2TMQqNCz25a/CzRPDI3dlzsa0xMnI6j4gm49wrPl2lZMHRB0vIE4STXMiEGouucx5JmPuM\nJMlQ7GnznECJ1JYQe6oxIV8XNGg6BetkhdwfUdlAJzuG3sGk+RAU3k70fsb7lHGxtEXCueuYrWEG\nmsJTuBnZR+ZMk4bIKASfv17zWbulTl7xR1+9Jb9WRDuTJwlZCDz6gbY8sDsIZvP0FpabQLSCOUZ8\n9MjTmXUuOe53iKXhVX3BnDpmGZnVinlyTNazLAMhkRCfTupSjBR2xgXDBDQXG/r7Dp00+ONCzAoW\nd6QkZTc7hPeYtsL1I6/WK6ZBk2w9n60Fu0FR1AODyelPDiVnWqUQaYswGZaZ623B5CJFCpsAso9o\n4/niWnOcZsQ8cTEMHEVg3ebkheLHc6ArG3Ts0Quk6Q7nDVOM6HHi/qtv+PrNR2ptOc6BVG4wnSNK\nwywzHCN27inEmvF4fkoPB4UTKe/uFm6nnotU4e9O3D5YxseGtkrphjvyOuPjn9/yL97un8j2+ufM\nuSZdJpp14Dd/6zNuHgbefnngNESS6LhqI91NoM4KGqm5fHHFH3xH8Xv/zme8enlBVQl+9e6e9PmK\nsFhuzwOJyrhorjFZjZI587yQmYzF9shkRSEsRhcUMSWqnhh73CwIbmKwHUYL8B5jDPfdPWYq6LuR\n0S30w8z+/hZ/1kib87e++31MphjNwPp5zg9/6wfsb97yn/zH/5D/6Z/93zSblnSqWT1f80fLG37v\nsy1VpVFlxrPrC6aw8KM//GPq3KMv/pqmCqf5IyEqTGIIwqHFjPOWSEaMI6UIpEIQ0gw8yEwQbMSf\nFcUAj2Hh/eMdXfQs0eI4kqZrBinQagYq1jKj9iMirTkrnrTaPiNVMB7PiAxUClm7opOGC5nSZRET\nB6KvSIQnhJkmwHk5sfrkOSJN+c7FZ2RJy6p4TpGUVLpBxhytCqRUaK0I8wzjzDwIxmDp3YJWCtO2\nTLYksTVa1OSZpzmNhMzwi/AGvbrA3h1wy0BbVkw3R2JVoArL3/zhF7RlgzQVIYtEtzDEgYvrDePZ\n8vrZit3POz786paXXxSQZqxXNdEl2GVh9oIsTbk/DMRME4aei9Zwng2nWdJ3E0N+wh0n8rQSpv6J\nAAAgAElEQVSg2q4gHGlNzqGbsQ62Tcb7+wObIqELM883Bfn7HbFIKa5Sksly3wRGN2KCxp88Vir6\nDz0ij9TrJ6xXkzaMv95u5iXS93smPyNDJCsyDsOASTQqamKYUULD4vFKMi0LdZIR0pQGx6gCU5LR\nypxy6Wg3BR8e7rBFiUkkMp1Y2pzUZVwYyXjuEXXC/cFzdX3JsswUacGymciSHJUY+vOJtqwoEajU\n8bJaM58jg4vsnEWWYBJYbWsuSbk9d8hMMXQzZV4has39ONM0JdIJRifJ2pTz/gGT5Ij+iE8jj3cT\n02xJksiIh9RwcJLEZ6RpxA2BczeQJDlWKKLYsyoldTOxHx2bLCMOjlWTsvgzH+YEtTgGAQebEXaW\nXBQoKZgXR1+lOKlocsU0evKswIeFZxeXyN5hdcD4glRNDIkjzJ5MOB6TFC0DzsOgJ2zfY2PJ2Yxs\n2hKlPUUe8SbHqpzO9bQXG/xsKQtDFiPPm4q5LHC7e66KlFOuWF0+oz2eQNfYGFA6Mr4wPCtKBAGV\npGhZU1cT7WaLFZEwO6QLTP3AcBrowwHnNFGU5Mpz+zjQpJpPX1Qs/Ux39jzYPamAJIskc3xiJ357\nCyKjaA2plsRl5DxHqkIQgqePDW0yo4RAVZFT72i9pjsuiJjB10eWq5S/uN0xWcFwfODzdIMh4Wqz\n4QerCus6vryb+eZmZMaTLYGbr3d8eB/pFoEPkZaU0VrmLGVVa67blhe1Zko9wll6d8PRW27fCW5u\ne85Dx7Is+Mmj9iu+99t/B6ENUuUY+XQ9iUESpUBpiUcTpUbIkoghmpEkLTmfvuGrn/0YnSt0VOwP\nI93BIVVApiCCoi5yVCbBR/yUc/tw4Pz+jjyveflY8OWX34CHf/j3v89xnohT4IsffJ+/9+/+Dre7\njippePX6c3St8WHgP/oHfwtLx0/+4iv4z/6v/9/58Fd2cA12T6pr9ucZ609kekLrCjsv5HlOiIEe\nx4pARDLMihTDMo8M00CII7nUJKbnrh8JCMLxnlwV7BbBMluqKqPSCYsPZGnkOIBgJk9zYj6g1ExT\n5Uw+RY4G2Xp0N9GvNevCoNTI6CJXK0VmtkRT8snz12S6ZFO9oNQbatmQ6PxJUhk1UggsAqUMRqek\nwCDBSclinxKOqXrFyqyxXYITHYnaMB8GVJJSDRb7vOT+piOxjqLQhHFmdZnyW198h40seBgfSdQG\nP3SUeU1BxknekVYr3CC5dwHuRzbrlt3DyOqVZpW1bMVCkiScDrfUrLDPIufHnCxLOB13WDdQTY5/\n//f/DX7204+Y/Ilcbq3hbtwzOUczZqy3GdIKMIo0GK79JaOXHMcRP0wYWbCUCnmeyAtPVhR8+PaR\n7WcV9aJRVyVx59EUpG5mkAImSyYyLBPG9lRpggqKwzyQZQ2pidiYE31PrnLmDkQ5MMqImBZCZRji\nRK08Y9fjKkgziZgCRlmkleQiYUgMU254FmFMEmYXsF1kJQw2FcwnQd1KZJXRGE8fMlT0nM6eujix\niJIk5mwrsCqjkCWXlxtCfmaREeUh03CyEllUTHrCRMEweUwSSNcZLgyEKLmdJ5A5joW4ODIHY3yK\nHC+LQ2kARfCaJXOUhUSrjIvaU6vIZltSS0OSJfygSDlbxUV1wU9+8R5RKHq7ok9PHOyIDiVpYtFp\nQ1MrlA1sLzJWJnIvPW0f0FnNjh5ZCHSXY22H1Z44O7ZFy2H3wPN1TRAw6BwvSi50yYuN5nJTYq+f\nsdgOKx1mFuwWyNIEd/IYaeiXI9uiZllVlGmGCpbx/kiWTBhKNpkhax3nxWKtIKtGynRBxZKzDeze\nHNmuS755+5bSpJTyqRM5BOjOC00e8cIyRMP7/Z5ko+nuHCrxxL4i6JEOWIUeZTIimnDqWWRkVW0Y\nuzOrZsPMjNCe1JRMqefjbMl9QGeBIGbwnsPkuHWR8/1InAyrkPFv/tYV66ahelmRSAPLgPHP+d7p\nzPuPZ45ecDjscHNGiAtD1nOyktY0rKqcZTyQZAadWrxJ8N3I1fYFt28fcTvP7jRjVca8e5K6JsIQ\nT+/5yc9+xNXmOauLFYs9EgbL4jV5fkZoi5IFsrggi5p+OKKNoDve8KMvf8ztr74lLa+Q04xMochT\nPDnJeCavr7k7fMXVxQXTuPDmsFC3EqEqzrcHfhK+5tSdeXX9itXLLSthaFdbsrJgnEeaGVbPGvSV\nhDBwvvuWu4+/4urqOU3113Tjeuwfqd0BLTVGejrrnqSSWjEvDiFy0rwgCFA+ss4zYpgZMqjTlruP\n7xiGHYfhzPG8I/R7MvmCPpzQaYb1DqEkTqQcDxPpNpAFQZal9PZIU9eMduG4pAg0Wa5ZYqRaPb2r\nxPSIHyOXTUY/z2w2GRfrK2q5osovqLJrcmoyXT7dlINEKYNE4IRHKUGSpWShJO0qytBSViU2CpS7\nJnpDxDMFx6QiySahmhRHO5HEQF7lTItFKUkVWv7DP/h9Xq6ekbuEm8O3ZNnIbAeadkviIDrPEBY+\ne/kFu29+wYdDx4ttRV4WlPKCFy8vYfKchhsu1695uN/Tx4m63EJ/gsSROFgXz/nzr24o2xKRzCBK\nmmbDpfWIUpHOHynKjNgbhEx5ayfKC0k4jBRSc7I5TbBsVMK+WQhLwTRGhpgz3Y7sp4RXiSGjZDx6\n0lSgvWWeFrJomGTLlI/I0ZHKhNZYljSSJgtaSE62IIsZSkUWMXNCcNVeMM4jSlvSOcGy0FQZeh6Z\ngyNJS+yQ4FaSbPSkSqJU4GoLQxRUyUusmrmMiqXImWNB8B1Do1nmGZXVWM4kSUPiHZdZzsqkDL1k\n88kVk4LDued5lhDzmeAXmiwySXA+Q9HTljUhGrrpgVoUxHLgvNeMi0fNjkVrcjHT6ITjNFIUkkwr\nNvWapJLUMrBqSk6+J5WRwgQWl3K4zPmiVhR5QjmX6FRSXRo6F/D1PVVWYaPBy4xX24o0m3HJU9HW\nhJzzsiMmkSGbOOyhqCJDFgiLJkbF1YViuauZRaCrV5TthkI4jAic55wkWciEpyxGPtyeELniN6+f\n0duZL0pFnEd2pwvu7yboHmE5UDY1fpl5lmf0s8MFSSYtebIwi5xUJhRmZpU0LGGiKRfiktAkDncc\nWdcNfTez8/EpXZpmLKLi24eOy/oJRttPJxwph5PkolwoXU3MPNlHgWwKvPF89qyirwWv24rdw0i2\nXXHbB5I0w7ueUgyMqqDv7vkwnnlRlbzTkJLwizcP3BwGUtOwKgV1ccTUJetNycvXr3n26XeJy4id\njuTFU33kdLfn/Zt73vzkPQOBx9uE8xS4ui6IHlRVkImM1XVDVQfmOWeedszzzGFweJ1yf/MOCsFE\nRKZX5KsNP/nTP6ZOBE2z4e3Hb0nqksLkrKqSIm857j5y+XyF9YqH+3suNzkPN18xDhlqCnT+Ea1y\nxGHBJANSLIR8y65/5LxzDPs9QY8sxzt++tPIb//OZ3zy/ILOL2RZwmZbEtWATEvaF5dM00xmSlYW\n6rol+p7h+J6v3r7h9sM9f/azbzjOf03p8IfhI6ky2BiwJkOpGoekGwNKjVRZjvCKwQdqI1m6CUTC\n4ODUHYhCoXRGYGFZAs62HNyRZ1pCkqFqg1oii5UkeU4xDLzY5hxFRu8T0sQTo2fbVpzshEhn3ARq\nUaylJriEPk3IksizVY7JHXWlyQpDVaxIRUmmCrTUSJGCehJahhiQWqDQRGa8kOg0o3QtSkA/BqKz\nJEIjokNLTcwS4mTYB43KKprtgss848Gy2lxSSsHvf+87iGVCVwXb7UvKsuSobkjyhFIqPuWa/Wkh\nbDJ+d3jJv7z5hg/nkXTdsGoqlnPP4RE+LCNffNJQVhnTIUWmI6uNotHX3LyPlCbw1gfe3T1wvdqw\nGwIvnweGyXOR5bTtMzIZudczF8+2nL59ZFVJ7h8nHncdRgpiIzjNT4y4q/KaQzKznTJ8r0lGSfCB\nECbSGDlaj+sHkuQpPm8awzIqbAjIfGExUDmH8FsGe2DVNnh7JtOOXCRsc0N/6FnXa9I0Zbfc0JqE\nrVWELCGXgipP0MWCJcHrwBqDjDDGDJMX8PCA2WgWFJdK4dyZobVkWQGkGFVRFQsrWTClBU4OrNsV\naX5m9PfEkPF8taU8DU/+phjpuxOpNkht0Vi02dN1Ky6rhp2faK5f4d58hRMpShmcD08GZi0p1ylp\nCWWW81InqDySXjT0+yMmE4yjojAzS2/5qEacWDF9s6PuBe/EIw/HER0vcRcN2XCmsKDyhcLMnLoJ\n6VvSKmXwC5tmxbKz1K2gyAN5MNwhOaczr/Mr8iWSbg/c9IauG7gqUxIjiX4mMQlJasmMZtqnKL9H\nu4Sb05lNVXG7H1DdI3LyqF7hgZhvCWJhVWuC1pSFhNAg5cSkLUYbVnpBq4TYCjKxpnULV6sWqUcO\ns2R3dgQvSINhd4zMXrBouEk0rl+gX9DNBbswc44eNeTEcUJNgSIRZDLBD4Iyn2nqFZlTXK4d9zHQ\n73u6O4HJHLIQ/OxXlskYcpfzsy93LKWgoOLxztJsE05dR2IDi9Use8u77oGH8cTXhxvm44Fca9pV\nRllv2D/eQjdw/emKqZ+pL9fsz2e+uFrx8WQpQ4J7GJiHnsy09OMOiWLqOsIUESLSypruYcQFz5y/\nJ116/M5yylac+kdUCfFxwccjw0XGw/xjjmfJ3S+3tI1gtoHbe8vhHpSdWRCQCt7efcBOEb3XlOlE\n/HWIY38zoXRBshKM48j7fWT6izM/+CQQ4ky2qvnTX33FxBlvNT+c9yzTBP3CfjdSXGxItjVf/tmf\n8vZW8M3P3/L9VxvG+a9pHP5h/4AdHO12Q2MscpkZux153rKgmKUH3yEVTDZBCo1dBrZVydJlhC4y\npyC1p5AlByLbQuC8Zexn0qyk1pFT0pHNORUl3mTEqafwjpg0tJc5IQ6UMtADRZuSacUQe7rzjFYS\n5TYEU2DykkSnlE1NIgw6GogGIROiD0ipn/oaAkLwSAU+gCkKtDToUOAGSWLCE2XeR0YmlAKde4RY\naOKESXr23cgn9YYXr14juoWNC5QmJ88qdt0OhCEzjlEnJPEJMTUsDpnB60/WzO1Twur28cTFs4xz\nPNOuUtbS8ZOfWg5//hXf/2RDyCN27klloJMOVwimOLF1E9dZwf14xJUt94+3pH7izf2J737W8Ozy\nku6xYzgNlImGVDMSePlJy6KOT2EKcpJZI6Ph5brGHQJL8Ez2jO8EvdCckplIyhgiYxjI2grhOtap\nZhcFw2mmTHOSJGIqz8OjxPkeXRjcybGkE2Z0gMeIge6wo1ol6EkyaYUYPM+epeytIEZDlsCkBPvl\nxEWr6Q4ZVaooP8/RgyITNTubsi0NtVzI8icJYxIdasmo2pplGslUyeQ8QVecDh27ZQcyodJrop94\nVSj6ueAUB4wV2FlglhI5O0ax0E0DiYusLhMe72bSAtLonvTxcmKdZ5iyZgmWUT7BWtWwkHnDgCdf\nCaRds90KPv/8M8qi4YaMm2KijA3ZemTYz8zTDWWRk5uGYQoclsA6vaRoBNqUPHv1jKJMOe0fWK1e\nsH98IAsp7vaOdmVBOx779zQ64KOnlClF1nHRbrm5OeHkLcmoGc+W0U6kScpttMy3e5adQnjJ6FPs\n6ZF1WeLmkjwtkLlAMyCriFQjYoyErqM1L4m+J1srdg8DF/U1DGduH440LzyVKSnryDgYlJ3w0YF6\novw/7gbqwTOLhagq/DjBENiqiiCONNuEcNbUecI0evbBU8vAYD9QpTUv2orHd28gqfn61KMPC2+E\n5DgnPJxOlEmBnlLc6LGMrLeSnI7rbYKUkuu14YvvVXiXcx4XvvnXb/B+5rMXDYdu4IPd471H9EdW\n65K+n1g1GdeXW96fznzz7SPXRtFIDZnisb9j6jXzfqRaZXSnAZPBbvB0B0+bGzgNvDm9JSsbrB+5\nqA2ffeeaw/t77o4Buh0vn635+PYOPy48f/WSu4cHIpZcafpdx+V3Lune3ZMXOWmRIufAfgGtI+d5\n4s3pgEgXhk7THc6s0oqdM/yfvzhwHHuCuiczEJNIozX/x5/8S1SW8Gp7hXGR0e25H0derLb8r//b\nnxKV4XjYE536S+fDX9nBNbqcs7gj72eO00SiNEbn6HHPlCpilESuML7CBUsmZsJiOY6RUc60a8V4\nD3pUnJeeIjHo8BSMyOqSkz8jydHOP73TxBwlLUrlpCaiXI9f1gzWU2jJRgSsjoxpwSgHVBSs2pyj\nE5Sz+nXhuAUgiQYlDEoZopdICVEEIiARKAEgaVKDsQ6f1szOI6wl2kiQI86P5GXk0B+g6hhsh14H\nzEPgxcVLtCno+zW50ryoPUlaoG1geDxQXLbs+iOZronB0PsjMS3ww568zSl1wfe++4LLaYXzHaUa\nOZ9mTnuHXnqiTllomLt7DrsBJwR380D9You57clWDdN04LO2IbLi/t2Rr273fOdqzYurlDQD4yKq\nzFn5CqcntusKtKdOauIELvHUJn/aqD0sQ8/lZc7tWZJWBg6Os82Z3EBdCxZykuBxmWDZD7xIK+Z8\ny26antQJPvK63dDHjvN5QJUVhJ4YLderS7w8kaWSQmtGJ+nVyHVR48YZTYrNEpQ1JFhkVbCfPFnR\nkCcCt5ckScXBjpSVx5iakhIRCkS9sFhLVW0YupFNVfNxd4cKl/zs8WtiCAT1JDYd7PD0xxpz9uee\ntm7oph0xOGo5I/OE+8EShWL0I6qQvGw0ZIKZhLasULnHqIklKNZJRpAzIYEXbYKtDVMc6GSNMdAm\ngrI1xFnz88cDTZbz2efXmGD48ie/xKkXPHuW4IJiejvwW198wotXa+LUs2ov+e5v/jYiH3j3y19w\nfv8rbAjc3/Z0XYcbFH3s0FGyWwTd3qKaiI8Jf/bLNzRzhp0V7/oDWaPRpLhyIPUr0sUhTEmInjpG\n7HpFMkCRSQpzJEqNTnPSTD+Vnk1E6pIpnDBM+L6iTBLc4Q5jUhKdsz/AuOx59d2G62u4edzQ9R3b\nOuFsQdiZ2yVSS4Ecjzx79gRZHhbHVW7oh4W6TXDjwnFxHM8TPz1nrNvA3c2JX8aBRaT8vD8jXSCd\nLXm6QqaKT5sXfFZWHLsjWeo4LJp+HtnUGX/jZUvZSr74wUvqpuBH/+oNj71gnk68WK2Yx4kxEXR3\nFkmkjwMP+wRrQdkOkWj2tyPCNQx6YDjvOJ9yXjzLkVphmpbb7ubpQ22GcTpS5ClTtCRa8+5+oJrO\ndIMlXlfYryaGfeDYC+7ejtw87tnE15yNYnIH2tdrfvqjn1P5CiKED/ckKuO6SPj2tBAHz8d+wicD\nj92CnEuWEIkhcLlaUamE3Mw8HB7YH5cnPY+D+95xffmcJPMkSeTmq3v0pmTqZx6WE8th4fVFzazA\ndzM2+Wu6cY2HN6zThXeDJ20rdCspXCAKTeYUtk85ILjWCzJmjHNFEIbM31OEibtlJlMGtSk49iWD\nffJKKV1xWjyJMYxRE2NBEBJflQgT0ctEDJqs3KCUxvqMNEnopveoIuHudAe1pkmuWU45o4oYo0id\nwtiFkgKEISKf5G5S4mN8MhcLgUT8WvoWMFJgFZigMEmCnydimBCmRyaWOXim+MD+/BaZjv8fde/R\ntMt2nuddK3TufvtNX9rpbJyEAx6AAEWClElaIumBypYmtv+Ay7/SI1MDQqYoEiQBiiBw0j47ffFN\nncMKHnys0kgYeOACe9J/YFVd66n13NfNwTRslk+IXEkQlJwXK+w0cxV0CB/SmwPv9vccbt9y+XTL\nJl5SZilWnJBCEVlD1Y2PN9Nlih8dv/jiHanIqU4Dd+2Rch2Byun2PaadydSCSlass5FI1iwv1rS+\nIxlD5tqxLQvuuohuTDlbn/Pd80949f5LyqsFmRLIXDPOhidXKVXX8WA1Y1bAWEMoaIaRhQgIzyOm\n0LOvekR3JM8yzuKU/Z3g9OAx8UAme1S0YC0zfGCxsyOcLFM24sSMaQ6U0RITFzTGEk2WbRTTzy2t\nF8SEHPaOZQIicDSuowxzmjqkerfn6WVJFs60IxijSdOZ0CckWhCEHcVigRQxOlGkWcY0gneCOExo\nlCHfZtAaejfS7l7DBJGw3LU9cZrB0DBZw6ubHTKJaY89hDMyjtjVDbHUJNsINU6c+olEGvTCcLKQ\nJTG1mpGNY72KAEMfG7SIMb2lEwOB2KKzRwXY6/evGTcl3/71zx/1R8KzjAy5KNCLGBYRtoVTN/G7\nn3/G7/52xuWz55TlEo1AyYjZeqq25m535HRfYVzNKl7w9e1EQEqwb7Clo60STAUDI6/+8S3lbJiS\nmSgIaJMJ5TxlHNCNE1GhGXxEaEYSDXIZkc7wZmxZqIF8mSOt5PJsQRwaVHjkIAK81bSmA28pxcgw\nBbytB843OaN2+KmhF5qv71viZGJzURKKmMD3TLJHBTORn4jCmFln3NUQBUvuuzuEsaySGKEVv7g5\nIV1GGpW0syQ6OZw+ELuCZbpC+BPPwhC1iAhSxULlFOdPSaRnm2bsdl/z//zsC4JQcX5RcvEk4eXL\nNWHgqe5q1sWK3e2eNNIUqcK2luPDSHsQWFtzsUmwdiTQmrenHYtVwv0oub++Z5WGTJNmEYy8HQzF\npuT9NzcEqUanDaoOWEUCKVqePL3AjQOr5TOG4Y6zhWKRKoSLiGPIQyh1waJQ5MslWduRlIpifYYz\nPT/7uy/pDmvE7kBIw3FuOXSA9HgtmU4OEUWMRmBxeNWThiWFjrh7+yVSQhzl3Owa8jgmyR5F3v2x\nQQyC097x8NU1unesUsmQDnz/xZLz0rKrBIv8jJ/8l91/lw+/seAa6pnbmwmxDAiGezYuoUsatkkJ\nJqCeWrZxQjMciJJzhKnw5rE6PmghmA1jlDDetEThAikiTmNAMljWPqHxlmNbsU0d6fmW/dxQZCuE\n0Tg3cJITEZ4wVoz6cRWsTFMCb+itwbmBfhKssoBAhlSTptKQWI+WHi1AC4HxHqX/Wwr8ce4CqcB5\nixCe2TusMUg34cyJSXqMN/T+mtrdUPlbnBXoZEHUxayTc+xUsFBbZtmQZxETE7/85df0lcSHKXU1\ncbFMHt8EdUYkA3o7MImeozEc6juiLOV8FXE/GE43A9pq5HJNngkCBkIP3TiQy5gVH1CWJfkw8jAp\nmipmsy2JjeJyVWKF4LuXT3m/PxCe5fhuZLM6o+kUx5uWjz96RqEVP/2nX/HV/RE/SO6HlpM0hGvH\n/fE9aVI+BnujnFN/QkhJHfSULzL6JkWla+aqRSUDnVdMZiDLNdk44eVAkSTYoWEUAhV4Cm0fhbVd\nTxgHhNKBnViGOcYkyFTSdxVxUpCtYhahxcgAYwxZEnKxCMHGLIKI9DylbgSrZUEmDcd2ovMhvndE\nvoJCo7OC7tBQ9wPBbDicWiIR4hmw0lLdt5y/uOQ4D4zznmWaswoT7qoBT4kdDUktSNX4OIlPEWOY\nMJk9myBjMpbTXUM6QgWYfIHSktjAztY09UC+Sh9jCdEKesX3PzgjzhV5XPLw6jVud2KsGhJRkRSG\nzz/8hO1lyeZsSxqXGGGI0zOGegBGplPFcbfnrj5Res+uumErl+xGRy8ddDPHseJ5ueShG+g0FHFM\nP1pUGxNfpdBXeCAJFDqoMdoRKkemEo67A36d8nSbM+4rAhkzBBPddCKwK8yYYKwnX2T4Q0olTjzM\nDo1CpSmDsYwzBFHKrhqRVvN8lWCngWPVY3VKazWXecmxfcd6kzH3nqabwY+kLoY5RG4W3D8cKeNL\nGtvjZ8tvbQWfbiLC5aegS7zpWa+e8Ns//h2+efOGActJaP7dn/1vhH7i+v3X3H0rcMcDX592fHiZ\noZ3hsBs5317QTfc8v9rCMCPXLzh2O9ysiKKIRk0cHhJG78hVx2axZRgtPoRDc4+lQwcJcSipakMi\nIo73B55sFEUYI9SS7MOSIi/pqmsu14pDMyKIsTbHDoYoLulTReA8X95X5CjumgqpMq5vH3B3mqzY\nsV0XZEFJXUrc5OlOnn4niUVPkad0xqIWmlWiCZ4mMET0eG7vdjz4Hik23L8f2M8Vo1dYLVD9QCMm\nNB1RDH0rCXKFikKcqDgrIiZVI9OI712eEUbJr+XDbyy4mnogtIKoq6lni/Yz8bKkMTM6DVBZxH6a\nkZ2m9BWms4Q+om+PWD+ifYaYJNlqw9Q5qusDS52iWGOFY5EkpF6QlYq6a9CFBzHiwgAtNOk4IWyM\n0wNJltAC7VgRFCnRHGJ8jcw9Bsl1Z0nHG0ZzwWnYo2VBJFKkEEgZ4r0CC+qfG0qF9MzWYfEYHgsT\n5fz4DjDakVmfOJk7uv5I3R3pmx0X6TlqiNikG2IRkqRrpN+Q+JlF5Hj/9i1fvt+BDwjWkmfrHzB0\nKbXZcbZYgwhQmWHujnjN4+Hpd0TLgqByNOmJ/b5h7HPe7K55ebHE9I9mjIKQOAqJkpzl5QVyf6I3\nD9Sy5skHCVcmYWljCEe+/PoNT59HlGGG6yaa3nN2dsbLT54ipeZHUcz6/RuGYebupuXYTfSj5Twr\nmf1MvkjxRpFEAWUSsF0qjJ8gAh0LapcTyInSSW67kSDVzK1HhDGTU4jIo6yhjCSp8VTGQpKjhabp\nOi7zlNp2rIoFTjiGSTBMM2E6M5JT7w3ZxYJYe5SNqfs9xWLFzoEVM1ulmebH2vSxOSKShOt6oL27\n58VVxSYuGccZpoyWA8e55lwvuX91Q77IuLt+j9cxUb6m9x1Lrxj6Hhc4MtVTdYo2lpyVBYfWM+4H\nIGQMDWtmwrOUMEnYWEs1d+RRSD4rtFOURYpSjma0LBcFUgRcZQlZpjFeMaxynPP0RnC53eCnBtyB\n8b7idvea5XaLCgP04gWnhwrBnnev3tHc3JBMiqoLwU540yL0xDOtqX1Dtizp7lqeX64ZZkU9dgir\n2bUn9L1H2xxWntxrVNuQ+ZRUheggJGUmtJZQN6gSnB9x/UBjNIf+SCpbpjGiDd5Dcr04cMoAACAA\nSURBVM6pUrRTRyA6lIs4SoueBCc5gQnQoyMYj8hlxD6C6XTH7CIOyrJepLx5qImiBBlMdG5i0B4R\nzPS1QQMphs/TgueXMR99ek6QD9RjQFFu8TrmydMNT37wQ9affIZzjre7O7JVwWKhuWt/ycWHa/78\nP7U87Cay3Q1XF1tu90dsAdfHPd/sK/RUw75FW0uWFURaYYaZ0Gls5FCRY3AnzhZbxtmhxscesXmS\nJHJCz3C+3WDdPZ9+d0WUaoyMqNuexUdnpH1B87amNZq7Q8ft6YR0AV2/pzeCz18sYPb85OuvCHSK\njL9gd3tgc7mgs5aMHdOgeflRwpdvwC0T3h8rPntS8qae0FpTVRJVukf13CHiutkxo+mHhvMkYjp4\nROhxSnJ9MqyRTMozRCFKCc5ChZOOKQoJZMQRy3gn+PzqKfe+pr/Z/1o+/MaC6zgZVjaim2amwBE6\ni7QWbeFE/s8BZA8ORjlS24Ek8OgsfFxu6EIEln3XoHxKkVzQNz1xqGhGQdhKnIcJQApCH5JHirm2\nSCAyA4NOCOMJP1UEWj8Gh7tbRLBlwDB1NdH5Cjt2VNOe+uEL1i8KJlHREFNahQMEGosGOyO8REiP\nMxOznxmnnnk2GDPhmei95PruLVbcU58mjsMOExoSM/M0DmiGniR9gREBCxkhlSVVivevb6ibmCE8\n8qPnn/Anf/i/ImdN1bzjq3e/oBcjQVjQNvcswpw8SdFaMoqAIvUQrnj64jli9OzvBdXuHqUEMozJ\ngoxslbM4WyO8olz2LLol6SohSwzbpeIB+OL1Dc3YcjnEiFxzvtHM+5n15py74xEs3Ax77NITHR06\nD3j5fEMkBE19z/v7Fu0VZ4sVaxsThYpvH0bqxuHjiMF2rDYho1UEY8X5xtPQkVysQMx0jaLxMWqY\n0aNBxAKtG0oTMI8tRgtmDGPrmPw959s11lvCWFPIDDn3+MCRq4hLVZDoFCsnRu/xxw5bdYhVwu3Q\n4gbJYA3CCE6nE/E84vYjN2KP7xTDfCAyEdUAJ3VCO82h79HSMVQD61kyjR2RglSHmEBiB8kigtnD\nbHMuS09tPBUTYzOzLKGuWtrTiTlMOVOK+jThiwwlcnwQchY5giIkmTxuHmlMR1Fc4N3IKnvJcXdN\nNI6kaco37xru99d8kEYkScLx3QNhEtJt7xnu71HjwO27I1M3UiQZRjSMdsClIdkcUiQ1R+8QBs7P\nLxiPJxrpwCnmeUbEjyWVUmqG48BqGyKVBGOYxwkRBeg8QmqFEYYAh5KOwo28P1la78klzC0gHdPd\na3Re0N9Depbw7lQhgphMZrSyoz7NaNXgC4U8QGtDTk1HUkSA5jhMVIPjTMA8SuYE5MKy8iEBimQT\ns0hy/tWTZ8S5JXm65PnLp1g3MAwhsS75+qtXTP4/81s/+BEBng+uNux3r2jaiEVaEmcFNy7h1X5A\nmprNKsXoiL/5q69oZsFgPM/PF8jDA8snBXennqutYBo75nikM5JPV08Z7iauu5a2bciy4p+dpg43\nZ5wXgszXbC6uyGON8x0P9w6RaNq2Y7ezHN46vv72QBiG1KPhfpgYR8F38oSff1uh+44rWdL1Acdj\nRxTEvPmmRSQhcm0wgeVv//6OloAg9igf8PWrkUbOhHqkHwSLRnE398guRRqHCTu0ipGT4zLKuBUt\nRSi4iBN8FPE0mdmplmW4ZJ4cw67H9Za7oSPcgU81Tf8rFpfgh+jX8uE3FlxprxhCyfK8oJ8Noyy4\nSi+IKQmmpzgVEYUBfh7pUMhA040tynqmzmGbEUfK1IGbLN7GhKJAKM8ifMAlGaJSxLFmUiOLICOa\n7T+n/xVTnDElR2IToW2CGyXaee6CBeZU4SdDsZbY2rCfIy7znCo8cKjusYOAUmKDmZICbVMCAgIt\nAYmzBuMNwzTSjgPT2GHszKltOUwt3klco6h2NQ/9DRdPzhBSY6RglTxlHCGSjl6eCFKPpWd/07A/\ntHz0+ZI/+p3/mUBuEaFivVwQh0/55Zd/zuDecXb+jHkyMIZIMxB1/nGlfFEiXMCb/TuuzlNOIsFI\nR56tSMOI8nyBlDORHjjsBop8QMpHmDy/3JJ3BxoFJ5VQuwhhatIpZZhm3ty/BTUhxMi7u44gD2lu\ndpxdXpBEAdYbiiDnI5FT9TNZHBBnZ+xvbijilJfZktc3A2qxZnAtkZHcn04szjSrYEmIx65WvP7S\nYhpHlmn8MDL5kdEpStFCmtLNj2Zx4SEvcgY6lNHotoNFiHWKizzmIsqxpgEFKo24fv3As23O5OHL\nr3bIUOKs5O7UUOQ1hY4Y+wP7dkc35kzeIWJNe6rBP9oWunAgjgt6qwnL6DGLlUi+vZ+4SiayOCWM\nQ9rBYasJsRo53A94WxOECc0w8WrsOCs21Keeqj8wxwVajghhuN5LiFvGOcTkM3b2BBaub+Bmd+Js\n+5SJr6ibjsnMxP2OZ6WjHxxzX1FKiZSesal49/YNZbrEEXIWLbBtxTj3tHODGRXHyhEkGYP0OJdy\nP3ou3A4zC0SSEiiPnffk+tHsn2UKO8zcPDzWcyRpyhQ42rsWaT1RvqQyE0kAc9Uw92Dbmd7PnOSE\n7E/kOiGMY1K54uvmNcvWcT9nBIuZ3twh4oTYSzZliV0a2smSyBAzPsOME/fHmlwZni9yRjyJFGyD\nEB/OXF0+YzAtLz5c89H5cz775CUvPn5JkK6xY0tehDSdIdIhUa7Z7V9hphNWRARakUiDwOGjmCjS\n/Jvf+zF//Zf/N3cu4GevTo91IiLBD56YA2GnqSvDIp/BGlxTsm8bksSRjIav/6EmWkIkBX3viEXM\nJhvYrmIeOse3NbwQGtfN/PJXrwjcmndNSxJI5DcjX5/u8VWAmy1K9JxuYF4KfAZ3Y8e1dbij4YPz\nnKpvwGgYPat4QeMtdSc4dSOpDtkmhstySfcwcLXUxM9zHozj9a6jvAxof3WHHwOMHVirHOccCMWb\neEQJSZF7XuYhSihcFjIcR043J75tJpZaUEuDbCVhkVGOE10jOf3yhFh0v5YPv7Hg0q5j8oqb15qz\ns4zPnj0lTa7Q0ZK12OL0mlTEDL4iDeHQ76mnAOsVQXDPHI+kesHyIWRMc06nA4uFp+0sRb6m6neU\nT87RuWElDW0/YidFKiOmwDIME94n7KeRQo1QxuytQ44F9dQQZBF+PrFoJWjNvW1xs0IevkaUIyKa\nkfYMGRpSbxEqxc4K7x/X4Y03DHZmtoZ2HKiaE3YeGLsdfV8xGssoIYlSbN1gXM4czEhnyRIPkSBU\nkkLGiCAgv7zgT3/wkt/9/R/wYvMjhFSP5YpCUeTnPL34jLcPDUIJiBQPXU88S9JccjydMMaxdxYV\nxbz8zofcxzmHriFkIF1u6IxjmUQcdg+EeUw0ghuPtF1BIGekTzjVnoaQnTPcvxqx3HG1PCcrUt69\nu8V4iY5XREXIra3ZKsVMTxEXBDKhUxrXDXT9iZv9joskIY9SEhXxLJnpqlueZCkP40wcvOAiiQgT\nyft2wjQj2ywmDmfqfob0jAUDrXO4qkHEDR8v17w/TmQpSOVoBkHkFSqXOGZKNJkZHkPIZUzTtYxj\nxiI857A70quAvJBIBL3pmJXlbjIoYnwU04oRw45xsuRDxjpwVJ0lDBaEw8Ci8syx46AGsmyNtB49\nH9DREusco5gpyw1jM1B6j8gLxjFE6oBT/RotcywjstB8J3vOw53FCE+RhYxtSzVE/Or0ljjPcGEO\n7chgAqR/QLeas7OE/X2H15rGtgQLD0FB2x9YZ5o4CZGOR0PJOBNkAZNRuElxV9fMJJRJxG5suN0d\n2BQB0bFlFaXEIdzQITMJvSPOQpbxwN5HpN4ym5hOR0SpYpxmplZBmOFR3N1XRGXE3W3DWCfMviPR\nkvtBk+UJm/Pg0TUpK7qq4vnzJ6xbw0U4M54y5uWKrq2JREIdeBprebK5ZDeNaLfA3d+wKjwXiwVX\n5wWdSqkeep4tRxoSLBXL1YLLs6f8mz/+A8qLJ6hUMw4wzR1vb67JFgFKZpxf5hTZC6bOk2Q91gAI\n2nZi6Dr0+YYffvKUbaFp5pa+S0mzGOEeL0+JPKc/nlikKeMgeXV9w+E4cd0YCqMfc47ScnxncaHg\n5OHbuiKPE/JvOubKUhRbRiX5xljW6UuG1hHHKYKO2+sKRIitLVIFdCJgyjzxySG0YtQxi1EQak3S\nzyzPMyJZci4FLuiJshQzGaI0Y5Y1TTewCGKSLCNJJ3wx8lH+FNw1dRqAE3hnUErx4vKcP/3xd5mc\n4O9++vfoVcwHL674t3/wW8SR5R+/vec//uSvEIEjLR1V2zP3ASQlwWxRwcTdoWURpsx6/PV8+P+F\nQv8fPiNKdFiQbD2RzphEipgU59GGwW+I3RahQkJipB+Q+rE62w/zo4l7oahvKqKVYp56kmTm3h5J\ny5RRKNJky+RHcpExWIXQFiUz4lgwjB1OClIzojYO0wUcK0MWB6BvsGWMST3SnyF1ggxHOt9R9ClD\nfuLWhbhJUSpNJ8H6nnFO0CrBo5HOYuxE3dQ45/Cuw9uRcbZ0Q49yDm0HZj8xeE3mLaGI6UZHHx6J\nVYTD4qYdcTRwP0z8L//hP1AuPiQoMqRPsK4HH+BxWO9IiiecvgqI5h4RxuTLLZmA4VChrcbZkcAY\nVBAxDIaglET0rOINKojIAkWsJgYtqR72XKzPEUnJqzd3mCSgm0aWWcS+7hHKsDmLGLyltRbV1GyX\nAeFig3n7ANM9zzYLEqlAOkQU0I4tQRLgHZhZMow1VRKTRCGthzmwtGHO9QBqiimLki9u7hGLiSCZ\nHiXHi4FClqSmoz3NhHFMtd/j44C96EBZosITdJIs2lDbe8Z5pAhLUq9Ic8swD5xCgR4dd0PPagHD\nqaOLBLNrGGqFmAOMmZgnQRhbRADX9yPLbcFkKmZmah57lhhG+sghREiQJwg8gasYDiM//N73uHnd\nIvxEHqWUFOyaERlGnOxIUgT40KK0pfQlcSlRreJicYHwI125Y9dM1LYniMDcG6KyIPYxZoZFXqBE\nQxxGSFXTtQHbJGY2jiZIaaQhMp5FVGKkxElBpCOEbfFes38wnKqWSYyYOKSpBYfmRJCG9E3D+5Pm\nwitmWzH7mKtsxXU7MzlHkYSc9hCvFSffI0rFNFl2g8S5iK7voI+Yxo5QSsZ+ZLQ9q1WJ2R1QYcx2\nsyINZuq5obhcsg5CmnwgiAKidM8Pz9d8c5pRMiFiw9+dHFl4wqicYnNGc33NEJ64PMuJo5jlOiAh\n4CxUvO0G3D/7HX/wySW7h4of//gPKJ5cEScls51IMkEcrGEIOB1v6ZhwxjDZkSDy7HZ7lBDgBKbv\neXX/jqp9wXCc2aaWZZzx8dMr4oVmWyyo9jPvjuNj03CqeTMIjFhSqAVvqon7amAcRxZlTmhB2oBT\nP5P2KXd39xyCx4jNrjZcXKwY2wM/2w+k3lI3nqCMCW3IdzeXdEHN88unXFd77o7v0AtJ4CXLZYqa\nLKtoQZBKRiqafuTjPGFeBISFwJqQ/+FPfp83X7/i7T9+RRoolouYcL3kpj0RaMPw7Y7ubUgcJKzP\nItYrxf/xf/7v/NEf/SGzP/D+1b+m7UaEnFDBSDu0FBl8/sMP6OoO8/qOl3JLy0g4Sx4eBgqRkABK\neVaLp3z7q6//u3z4jQXX4ixAGYU8gS4FJsh4oRZELkKXJWmYIhHIJCcNCiKf4wJD72sQjkWwQrsb\njsMN1c0Dupyxk+BufFTpX8kOO0rqzoOPibVCBoZmkowIfKSxZmKaJGkaUo4Si0eFEbOyjM6zCD0+\nkSRZyUW6QviQuRV0oeE4VoSAFCODKsiDnGBOmXyINRNYw2wbum6iOeyp5ob6uGf2nsFUhAxo5xi7\nAw0LStfQ+yfEPTizpwgEE47YGj64/C7bi98CJMJpvBiRaIR6nPA8lqI44/f/1b9nGG748vVfE8sU\nKWfS9Jz5dOI09zwvtxgx03cHbDCQxyE6FgjRkRBBkOBnyXZ9gUxipFTkeYrzNetCMj9dc/3lO1az\nwgUDRRqT6plJRUgNfT3xcKzYlCFBmeP9TFkkqLAmy5fMLWRpyXt6lMw5HRtGWWC8oDPgmxCvBoZE\nc2oeCBeaRZny+eWWetVQ9y3HU8cQa65Cx/0wsd6W9IcKKc7YRBqCGaEdD/3h0Q0YrMgiTdMFZIWm\nO45gZpQGqQP62aHDADfMdN6QYihGy808cJZsaaeGh4dbgjljvGuJ9UTnEm7aliKA5dmaY9ORy4i+\nNdTKIFTAMhAcdns655il4kmc0e5qiqstrhro0iVxOyDSjFHOLErQQpMsgF7QThOLcMUxHLh+f+Rp\nmZGVPRaJZaSfF+ThzDwbtGgJwuc436PURFFq6jHB+T2hCymihHE6cZwVOu7Il9DcBnz7/sggQ2Qm\n6e97TieHU46pFRgdEIYw6JBABrxqYREawpVgd79nGCRFntG0MVobqlYR6J7KCY7NjlW5Rh9b8JLI\nCEwU8MHiHCMd8TYnerJBywA/SMTc8dEPzrm9fk9WaOzoiOSSu94ishRpLavzSzKzQ6mIwYO3E9pY\nzCy5O7WYYCQPCla6pRgCgkRxdbkmGSf+xz/7Y9pmxnHieheS5TVN3ZPqgFgZRJJycfYhVb1jmg2C\nhEmORIsVOE8gJLPM6L/4lr/41V/wvNzy48+2hJnj06sFtjBs1i843Tre/9XPefn9l3z+4SeMKmPz\nnSvGauBv/vw/8vp+TzSfuLt3VF1PFieMZoQsYcMl5dWKebJsz+HzD7+HXEj++pu3PCtD/vCz7zMN\nNd3cU4YRbX1kNJbNbci3QUUWe8Ig5vKj77Aq4P0v3mN1ihIaYWf+9M/+CBF6GnPib/7ul3zz9h2Y\nhpdPS9JViY4EX7x7YEQw0rAKJb1U/NYnHrMfubx8ibU7xEKRD4qH4YZ3b79C4zmYjvFg0MWWm8aQ\n+ZA8WZCnPU/ymMxd8s1iR98NJN1ImoW44F9oABljaeaJhcjIVcjGTphYoUpBIAQ4T5pmj+2p3pCH\nMe3UsSxS1vacN+/foaKJQo58+MQw9He0pWSsBGY4cNQhgUtRQc80l9RHRXieYjiwCULGaWSQArqB\n465mdgPl+RISyblboMOKMElJw4LNImURL+mHEkaHbgT1YDFhx0oa8qjH+o5Y5sxWYAbBwXT4wTAe\nR+Zpx2gd8aKj7ipCFHcPA+9ONVGSElpJYjL21Xu6s4BAxAijCGKIcs/Z9gmCAKEkUirwEgAhPKAe\n/x7SpCCWOT/67pq73T/x+uZXON/iRofWgt4dWCcbGmbevH3P9vkTEiTzMGN0wO31PXiDUwk+8OSB\n59lywe1Di4gCZDrz6UvN5iLn/a0mkhPNYSZeSXbHB2R4BUFCZDyH8YHy2RliIVkWJcJnHGi4O94j\nogJb3SM3Ke/mkaXQJLGnywYUEcfjgY+fvuC0P5JIh9IBrZ0pnuY4b8jHgGgLZ+6M982BQ5zy7jTi\nQ81WxpBahJPIMUEIxXF3JM9zTruYWCSMc8WTLOc4O6pOsVKwH1umtqcoc06+Y3QRg3O08wGZZ6gH\nCBPHHEaoU4CqTrwtRl7oBYntUBH4IuEiWDDub7jzA7IPCXTANHoOjSNfadr9Dclmw7JzqLMMaTzB\n7JE6BCXxXceqyDlzKVXTEycBN3OOMTOFtoyzYO4laQHWGbSXWBFyqAaKdUisNdfVPUYtEX3M2/aO\n68jx4uwJXdvT37cwC/bHGp1GhFiUNIggZogNzcOB7iIhHzRj7WmlJY1Cur7jKg7oTct6k+Eaj2kt\n+BYbxbjZcT8J3NyQLFLqumYtUr6zDanbmmUSkSULrJ452xQcnceOHc4pwrSkrvboUJHHKyLVMTwI\nCDY8HN6TZxvefXEk2Vr0SZN7T4DlB599zh9ryU+//oLr+x32oWKIQzbbC16chVg78OGLnCxxrBZb\nJjvTmo5jtUP1JwbrqVzG9mJLIyd+eXPP6faWVVrwUN3xvR/8kNk0WDnjY8NHH32HOHP84h//EZkn\nuDBHnZ8zqZavDtcMxHz2B58RloJ/6m+43FzQzgeKizXuKuSD8xV+BK9ano4rkILvfTcFr3ioBv6n\nf/cn7A6vyZdnLPOIphp5tpGsrrZ88NETDnff8l///h0PJzjs7kiShBcf5mTxBjPXFOUlVy/P+OST\ngq/iilgXrM9/m3m+RS0MlDH+VnO2XXJ3+yWZTCivNgymp5sErwbDzV3NYhGSrc44X9YsFwq7WXED\nnEzNP/z0/yIRjv/0X/6S/cHwRBqyp1dM8owffvoJv3j7JcfTTBwJZmN5V5U0zVcY4bm+2xMUKb2z\ntHfTr8XDbyy4dJOTa0la5Dgk0zwQOk9SG8orwyIISMIY5xxBnmNnw0IX2H5m73u25y8oTgojJbdz\nhTt6dtNEH3iMMERa4euWya9pnON8HZI6OKqcobkjzx7zN6nWHP1ILRRNV/M0O+PUx6TbFaVOWBQ5\nWRCT6oTFOmceEtzkGGfH7KA7tVThRCgbIh8SRQlmckxDhyWh9hNKG6xzzL5lGhpuqwofZRzrGxa9\nR34Qs+92yOUFbT2RFAot7jFDwH6WhJ/k6DAEPFIECPEYcgbw3oN/VE1JqfFJS+ovePkkZ+wH3tY/\nJQoDmkmyLM/xTqB1yKpYk+oUZTxSl3zz9i2Xlwv2RpImnlh16HjJ27lijkJsPbMMMlR2RqpzYv8G\npTa4rWB3OBH4nOPdW/TkmESMSjxJIjCHmYYJH4BxHucyVnmA3ycsgpmxm2mnmTEJmeKIyMx899kF\nqZIkiy2hMrS2pdymiMFx9eQZU60Y/I5AaT6KQ+61xMYxjOAzRVfNFJGgbipklBDlAd7AOk/ovWVv\nOt6cajofkEpPPRzBdmSBpGoNtfVYOVBXAUH5hH6sWQaeYZ6YbEOQLRDS8rEt6WaPyiIqMxLNM8NY\nE2tLbjOaxpIXA0Ucsn8YaHSCzjz3+wNn+YpASqIgQtiKQEXcHQYwDZNzxJlDLy1hBc+XksYmPPQW\n46Ha33BBRxkUjKFiTFJ8B6Zv6dREEETY0DLNOa0xvCwLijlhnMfHFf8wZVfNBH2IDR6NEdXDHSIL\nWJ+FwMBCQa0Fy3XEOE0ky5zdMBOlC7pxpm5nwrlEBQbTzUQ+QHnNKpRgAygWpO2R7UWKFhl929NO\nE0WeIIuIpYt5f9izWGicOEEtyNOE9vQWX+Zk2+c03YHPzs84i5/x06+/JVouKZOQb+drfu9Pfp8n\n5YoXZws++rtzfvKXP6edR077Hb2pEOELvIzI1muEiBAqIs9iVgRUpwequcb4gFlU1AdJVYe8ev0N\nP/2LfyBRNadp4NXtl/zgs484K9Z0VY2fKparDJ1vefPmwOcfS1QwkGvNYAO8H4liTZjG1PXE/vCO\nyrxG3KTEmWT3bo9pRibnmPWJ2SdkmSIEPr285DC/QyYzb6//gZ0MOY8FL87PMNrwxd/+Z9Azi8gT\nqIhVuKZY52wuV3z62Yb1+gnTNNE1PXNXsy1XNLPDZ4LhQXF//Q3DmxNepOybhjyPGbXgi7miH2YO\n3YQ5WxMVGaM5oRycofG1oKNjJQd++vOKX3yZ8O5tw9CkDB6efGdNf2N5+fmGb6/f8U//cItrU7x1\nmGzi7nSHcy2FWqDMGiNmRtMT8S80x1WrgYWMGYaOwOf03URSvEMVC6qxJgxKlJgIkxAlBGEY4YTE\nW0mBJhaCOivZmwntLomigY1IuOluieaQQHhUkhOJmSSIadp7yBZ4NRPkEWMYYqxgN95DlkBXc15e\n4MUV260mDgLKZEUuIzarZwgDfp5YRSm9tQy+pzU9x3tPulIMtmKSkl0LUWiRziB8QddXBLZi0BOj\nn2h1i2Dk8HBkEeesveTuTcX2LEA0ATJX3HUheRxR6JIpyfDqEVZSKgQSJwAhwTqEtHgnHgEmBIGP\nccLileLTD36Hb371t+hMEApPN1b42JOyZbksCJzn73/2lq9vHggyOCs/YrMMGP3ELDOG3QNhrEiS\niMNcobM1XWO4rm95+vKMyMNdbRi6isFCb0+IcsEpiUiFRqgcqXv0ZBn6iUPTExBx5sBklqBcYlSP\nP0I9dTy7SvGd5rxcY6xmV1dMKsJYS4AlTQPsMBCtIlwVEwQTsSoprefDQtHsdsSzxQpP33bElylR\nFzIp/5hzcRX11BOIkCjJYHKo0eDaidhrOjMhZkUaKZrJoIKeRFi6foQgYXAOkSaYt4YPNitu2wpZ\nKAIrmA3kypDFOafhiJcBNhAcdzkDLfm6J8wC/CjwzeM5YJwQvuPp9ozqdMJHIVG8ZGhmTqNHBSHL\nImI4Hsmsxaaa1jcU4pzOtPRqZlQjn1yUZD1YY1iFilyXvKsfiEP4dHOFm0fWm4A0y1jrBdXR8pBk\n3I8erYPH8HCqaVkwyp5oNATriKlpub4/sl08QfQVl3HOaZypeoshwIqKaZJstaRp7kjLkNU6Iw9S\nklCyenZFE3vS1lG7EBk3TIGjU4JYJaw2MUEwY50mypcMdzuSVFBEKU+uEjJxhnGW7//od/nk4VNu\nd+959fpb/vXl94hCz/ZsTTV3lB8/5+zhHb+3iTiLfsDPvvmGfFVwdbGm7meOpx1pIdDzBEiKzYrB\n9kzOMx0e2HctfrFhu00pcsnt1w37/Z4sLni6aWGwJNIQyJI0TvjupwVSfcH2LMBGE7MRuFHgrCLw\nnsP9Pf2sOBxqgjQklAmx8iyLnHuT85c/+1s+eLHkh7/9nItUMJ96vvrFL7D/VWM9ONvz8ZNzwt9+\nSucOHL66I4kM2SLk4sMtwmqaU0SSBOhFSaxg196gXUdf72jngOM4UZ8axsTRzILeWPa9ofYnfr5r\niYIFV09L4mLLKZUsPw5xjaU0Pfsp492hRx4t9dSyby3N+xOBC4miFbfHDjmcyIOSn6iG7794yRc/\n+Wu+eHfN/QMsJk+DoJo0sbNYG2JNTaAlkRdUJ7h48i+0AVmwwPQjRaxQwnGopNAelwAAIABJREFU\njpgyIZt6slzQ/L/UvUfPJll6pncdFz5e+7nMrCzbht1NPyNoJIEQZq1/oJ8o6BdoBhgBAgTMACI5\nYpPdXV1VnZXmy8++JnycOEaLJLgTF1oI5NnE/gCBC88TcV+3mzFVoDCRLJMkqmC2oNMCpWfsIvBh\nojUjZiqQVKSu56frl/zBn9D1NWI+swwBI2a2ZcFZnTFlzvQkKE1NpT293DGbmbpYkUSBnGpMtkFp\nhXCavFhhe0VVVAgCZs6wxlFS4eOJGFrCuSWkFqlTlI80y4DUETedMCpHGkfDQJxHZizd+YHCCQ5L\nRu8XRpWhXQZTj0lA6IxU1PStRe/WKJEgoiSGTwp6EUEAAfhEMZBSEkPA4UkEBGkQyjB1FlEEdKoR\nQREJiKFDmMjTfc+7t/f8+NxwXWW0X40k+TOzM9w9nvj86hKlcgyO668/IxNbDucTo44kpadY1qTH\nhpVc0y8twq6YSNh4Txodjx8fUIVGawlekLmMeYmMpmdTJ0yzRGrDOh8wRcbTMLKRMONRuULYyLBY\nVplHxYyL1ZpGPJLrmUQEEAnROPKiBDzKF5yej+xLSStzLIppGdiUKwgN50dLlhaM3YKNB5KlpPUW\nqRJOnBGh5OXNmrYZSY0lT1JsEzBqwyA6TEhJRc0THbYLpE4SJ0mSK6RziOCxamHQKcFOBKdRhUBY\nRZg1073Hy4nJaOLzzHa1JiYFj+/fk6xSiBGFIWiJkAlLsNiupVsgDTmlGYkYHs6BdlJU3lFkGXIx\nXOxX3N+OmGrADoJUJrTzyOMC+qVhZUbCaSS7uEYeH7nZlZwfBp7mM2Iq2VRrhsEijUIJeDg0CGEo\n1YauHRjmhfNFQElFnAKGFZk48+VFQqlg/fVPOZ4HNqX+5M9UM204MU4JyRhZixVN4+jCwsQz/81f\nfMHJbUjzA1lacewlXmTsKs1iNK/2e158/gIbNiSlZC817Zxxc/0Z56cDd/4NP3n1OXKdMb4/sHiL\nqDeEdcrPki/w6QwaMpPzw/vf8mL/JWnqWYLktjnSnx4Y+oZttaXMBDEOaLfwJ3/5Ewoif/rNa8YU\nZtEwuokYc3ZXGxp/4vLLPamZaNszm80F7fMtB9fRz5JTe+Iqrzg3IzqJZD7gCkXnPFFn/HDo+Yuf\n/Yr/7i+/4sVPXpIWJf/b//K/4vsEVQiSXPH1F59TJgEngcXgugFZZ6wutmxfveT08ERsRtRmRcwU\nwQceD89siwKvL2jtwsdDx9N55qPoWdC8e98ylwNic0nyYk+tXlG+fkGd1JRIKukYioZuPFOcEi6K\nludmRKUR08wgFf1oOEwBiSQXhojjzYcn8JLv3z/j5MSaFSGz1GnAeMV2tWOxLSJPicvE3I5sVynH\nc/PP8uFfLLjKJWC1pnGeykxcFikTI+fwzMpmJMag9I5oBMFrojGIxCOcR9iIjJrUZCS9pUw9IiYI\nmzC3Pa8urpBCElXF4D1PTwOrzYRMKuwIWZ4gVMA2C6VJ0dOI3mzwS4oxDYuP7NVLNumrTxcYFHH6\nNM1EnWPtyOI7vHEoE9De0ceB4/JAhcSUJY9tRwwKEQUmRuxgmaeJZeoo6iva43fI6Oh0Qq1OnB42\nrF+NhH5BSsMURrypScuASAfwOTF6QohIKf/RRC9A8U/wApAovJ8I3kKUfPGzX9Cd3tP2QJjIXOTQ\ndXz/8SOZyrmbz/wPf1HxMvuSh7uRMhvYbS9pmw6VCIoI5BmndqSZJhYsGQa7ROb2mUM3sdoIbFMQ\nF0s1rajLmVRLzvTs0x2hVOguYFTEJJooMlSqyKoNx+Mzq0vB+c3MZmWITHx8eE+RrtiqjG0lKMot\nwUiG+VO/l/UCJwWPd/fsX6/5OB7oXY/owU2azp3I6owSyZhqzswsAeQ+wT4MVNkFg28Z4ok83xHi\nyA7LYCq6qWeeFbWp6FWkcSfWRE5Lwn5f0Xct9cuccXAsSqC8oQjQMtFPKXmYqDLFJCuMjPgK3Ckw\nzAq3XZBxxEuDoCT2keb5kYv1jsOwoPKUdVETDxY/9ZRb6OeIzmsYJxq5oGJJUY60UTAKg+4Wfvft\ne573a/pzw7krkaEhGMNpPLC72ONvHabrUElNcjiz3+TodubSzxRFjaoVwQXUOicTC8/vH7n84prj\nyaOTSFgG1kVK3w6YTUadp5jW8ke7HbJsENsvMSLhcm348emWloxdVtEqh5oCJDmnbmGzzmlnxZ//\n4pe8vr7hfPeWh04yt3cElyGkp9CG66trNvuMkBiyJODckahHLl9JinKLdwOP3ZH/4+//E+vimq9e\nfEa5q3k4H1h0x+HhzPv7Zy6ur3h1UVLrLXe33zGOE2meka63xCCYeo1bwe3xno/f/T3nKLjIdnz9\nkxWIhMVpTPTIJOfYTdy9+zVRLOj4PSutsWLkzdsT8zkwuZwlCDKfcn7ysM7Q2Q13fiFu94joKQvD\nq/KCb2LO65uXHPsn8mzNz375My5evuJ4PjHZkW2tGeYWqwV/ePvA43GgiJL09TW5WPjN77/jh6eR\nzxX0T7cczj0XpiBdr/nrX3/HHx4GIo58+zlDP5CKlnijEHpNEDn79Z51eUEdNoi5pDAZLnQUSU4f\nFTYuaAFX+xUPS89QCZKuQAiBHXsyJUhkZOxOFNWa774/kUf9qRS1dJRKI1PF1Sol9SOyzplMxDmN\nuNxzNwxcFSu+41+hqzDohE1SkciMJ/tIZQX1Yii8oLOwMYKlH0CVhDwwB4tRn6wZoowMp5HJjhQm\nZehq3NxTFdeUemR0EqLnNEWybMVmHahLiV8SXOxI0oR2WCjy7ae+JHXBhCYqxWYTWUho2pY8HNnG\nl8xKopCfTMhhRpkOaQLeC8SiGBCfLPPJpxDxcLLMo6XMUhY/MYqR2c10XmKCppsmglqzqypaEWht\nRTAS5UrmpWNUK4ageDHMyOM9w3xLqvefpqz4yYUY//EphCCKQAiCiEcACIN3A1oEiq2gkylF8gLX\nHnjTvCG5S/i///M79Lrk7nzgf/75X5JZgTzM1NkVuUyoLmo2ScKgLG7Mufv+e3oxMYZAFhxtmzDf\njpzcyPUXeyY/ki+KLjbEIkNMCZf5mjI3VNFwlpKqNIT+gMwzdF7iY2T0Le3kSC8rbOPonWK/KlFl\nyavXr+keGkJMWWUaKwdsltOcelQhiN7z9sOBSVm0jhSJxBSRF9mOdK1wKofqGQ4dmc6ZgqOpEuzi\nMFjS1QXt5Bhzzfi45UWSkpnIOZXMqSMZHTmGxSRcq0B/fMTmGcEKwJKagrMY0DKSmYQ0GkhS+jAT\nfIpXmtx7nHDUu4V5hCAhKUqchPPQgDa09plmiGz8npNoqYsSOyn86AlLgrQdSnsKciYZUOLTVJ1h\nSGYHUXC6PaO9402vmPXMttCsVMrhaNFV5OGjJl+f0GrhqWsZpxxnJLtyRk4zaXXDb+6fOTkH25Ju\nGRisRescrVcsvWYZJ/qwcFlWXO4V+rOICZfcNY5iN9F1DyixofYLy/nEkYm1WCHCiLSaYm0RSU4i\nFavSUKaB+9uZqsy4vHjBeue4eb1GVRVCQiJmbPeE8wtapaiQUMqZF4XA+ILvvr3j4vXMOq+53KaM\n5wE7WGzfEE49d+cfaR73LK7j9S6lmQd2icM2n9rWo16YWkd3d2CcPO3k+PW7v+PlVUW0irrKuIkZ\nbdvy+++OBAJJabioFcsmp04zFjvTj5ZhXHBsaFzGar8irSU20yTrkk6P4CDLDQseKS2n+9/x5vd3\nvN39wB/98a/44ps/4bJ95m9+97f8vvnIH54eOd4Fun5kT839u5Z36h+If9Pwh7sjRm25fbynKEtI\nrjBhx9/8uHASP6V60ZGmKXJr0SJFtDmPzTNFqpEmRYqU58GT0GPKFV1rudyuWZYTlShR2ZpmaHgW\nmrx6TTa2VFcLT48fKbWkPQ7MVMSsIPWGtMiR9KxrzZRYNmpFkjTUmwJTlkyj5aKsOLPQ2pZfbPYI\nk/B//jN8+BcLrswrlKnp+4HrbMviPJPKeTz0XEjHlC6fArbeEexMmqT4ZUYocIsjzSxBOuywYORC\nUVQsswSZ4C3o2ZPEkjEOKFngF8uwzNyPlqtoSJRlzhKqWZLIEh01Ji9BNCQiZw4pixB08YiOBc4b\nGiD4hSBHQhiY4kQqoZ9nXJxxYWGcHbPVJIsnzQqsl7hh4iK54NwPZFFRqidI18QlQO+40hk2mTCD\n4SgNycoQ+45hkYiQc/fxDatXP0ciEUL+0x1+glf4J3gJQEogZpjoGcYPdEPL0HWwBOzUspksbkmZ\nZ8XxNLAxK5Ik4XhoGeLAzlxxciN1XuALhW0H7HDgvm0pLjJeFoYYBKhPAejLi5xgZ15cJIyne5J6\nTTfD1dWaVW3YFVvu/3BLnW3xwvOsPTcJHN922DLl5vKKczsyW08rZrz1XOSKYp2zWpWkWUFQET/0\nLGFhU5YMY89qo1nnN/z47p5JlHTtyKwc5LCYiFEzw/lMKQxLIdmuE86PHl/C02EhjYLT+ZmQVqy7\nnM6DMwJLx81my7N1dEFgoiDqwMBMDBI3QZEEiiKj7WeqbEFZQzMmJKkl9R6JJslhGCy1TsiDpO/2\nBHmiVAnN0RJrQWEkz0OHWF0xukjqwLQ9vVxAeObBY6MgtZoweraVRgkPaUnuWlZ+ImaG3s6kVYI3\nl/jniWmInLVCVwZ7cNA7rPUszxMxRur1FjsppqnjdJrwFkJz4jhrVqXmPC5E50iVZBhnEq9IReT6\ni4KonvjsAlZqzywbMp3zUiSYzDHFDR/PT6RLytmNrC93zDbgM4ja8O//6t/x69t3iEyxKENSBf7q\nzy4RyRXzbo2UFevLlE2e0swtqo0c2o/kqwumvkOLAW8FMnPUxvFSpKxrw/H8gbvDE6XxuLYiLVP+\n6BeXfP99z/ffPiKSBhPXqCrn1M/UZeTkG7798czhuefLqx3aKNzzmfHUcOs8IEnyCx4+Trw53NM2\nA1WqaE6Gbpvw9z+85xd/9jn9MKHUBQ/NkVc3G8rNBavPtiA7ZCEYxok0WkKQLMvIPkmIXcPf/Ocf\nWJUbkjHldBQUk+SA4Xdzx1174O3gP4kMniMH1TAtHedbgRES5DWLCXzoLVciJ5OCvkpRsmD9hUbq\nksYOTHjGecRoxXa9R08dHSdkVuJE4OQs+6kjJIahbXGpYOwmbLvQ2IS+K9GJJE06ol1Iq5zRe3Kz\no2k9flSc3InVqkIZhc8FL4o1Wa1ZF6+RTrOqKsb9wuRH9pnhptjjbaCJyz/Lh3+x4JK1YY6Gyyix\nccEFyXA3kq5T7HjClVvO/UyiLOUCTCMYhbczIXQEJlSY8MOJJJEMvUVLRVwSrsstQ+LoppmudbAo\n/PxMYTLkGJlCwJQeuViqZE2INSjJPE7ofEeSSIyCY/9MDGvSfOHgU4qYoI3gOD2jEk9nJ6ow45NI\nKTImu2AomYIn0TVTJxFJQp5v8c0zf1S85O3pt1TlnjR6unPPxTrDNj3pak3iFd0w4tuIySJ5pkij\nYegbog+oRIPQEB3OS4RciPFTlYoEhFIIpSEE/OJ48+E3HIYJZsEyDSgduFld8n/9+IyVhv/p333F\nOoPf/sMH5qnjpz//CabI0KNjciNtm6F1RR+fWV9LLhODNZabzWccj0c+Sk8ICnsa0GXgT376go99\nym33SJbMZDLHni2mSkllyTBatjefgxBsX/QENOvdC/bc8e7tHdVqzbkeWV1sECan6SP5ZgXDAdxE\nLjL68xmpFQ/HlutkhSlTPn6YOPSR6xvN5U2KcIos8egAaX7Bbf+MDDnLEvBxZFXWnFsJqkX4wENz\nglLxfJ7ZJhFtBpwPRFvwYWphnNhJz6oytGPCkhraUTCohEJK1vXMeRzx1rOmYHSBTRKZ3MA5TKyL\nitFFpFSfwsfPLVdFZIgr7ALHk8bNI5PuCbFD64rJr/CzxoaWQaa8UCXOOw72GWUkqREMS0DpmaIq\nkcLRjwFpT1ytN7w7j7TdyMVmz3R+JJeKNmoQgaZxhKFnu89QXlGVkF1ccHE/87F9xs6eV+stp/mO\nLy5ekPqZ/dWKlZJkxSvmyXJoPuKEwd3UUAbq1Qo3d1xd73j/YWZ1eU1NRncxcrHa8ad//AU3X7/g\nMZ747MUNzeGRQ9fx5c8LntoJ++QYlm95ub7mHBY6NKHLeT5Fnp/ekyV74sMbyuySaHrePjZILdAn\nwYenW56GCTUuQEK5hn1VcOtHjsMzc+9pFolYntjVJcqAKzPefH/AnQWH+0iZZ4yTBVkzjyBUyocP\nM952LLUmrVKSZGavM1aF4PLFhoPrWW/XSD/zb7/8CTq9xpmMIAUT4JcJGVuGscM7STQpdTvR3rc8\nnixRjvxwZ6nklr+Rv+V0/sjgW5ZYcbnyNKcjT0vAuIKk9jTOI8XCRaqRSIr8Gik3lGaPXSArDd5M\nkBqCm9nkkZycwzTRjwshaPI049zPZPqZKSt4cp5dUWGnwNxYMhN4nM4sokdogZ8C6aix7IlGso0t\nTTmTqYR4IcizFXJVkboFnSbU5QqtIqYuqdMrciVY+TNVfkVQI13hWQYP4V9pjivJE7LG0pmIjRky\ngOvv0UnEL/DUnyhExuF5QGw/gwT85FBeMBEYxieW8MxgOtqx5cPUk8ecnUqRiWE8BSpTkaQ9g1tw\nqmSOZy5KzTBFRKjp9UQvE5q+pcgrtDOosNAePfkqRyjLlAzMvaDIBXOwtGNEpoowTyRRMC0B6SMH\nMbPKMuZhJjUl62KP7zzCl5zCgNEaIw1fXHzDYXiEBbK1ppg77jaSbrIEI9hknqUUqKD5crVivxY0\n0yNP81+zjl+RptdoGVERXJiQskDKyO3733B1/QKWhMGd6YdbvJjYFzUijbQHz/2H95gy5b++fWK7\nisg4sdvvuby+5vTwgHc9PtaEaAnTgstWVEmBTwSfbz35quC722f83ZGHseN3bcNlq8hyTZJecB49\nRb7w2qzpho66TKHISNIvKExKkgyc24+YOqd4USC0Ik0CM1suAiRJztd1AgoihovtBc+PjxzHB8yg\n+Hh7IN2VuNZiF8V/Hd4x+4TD4cDNpqKWBtEFHmTkOgSWqCGDasmZzzNyU7KaAq5YMGnCIjTnB8v1\nOuPZH7DZCh8cAo8RgVY+UeeabjH4JKMfOipR0XcOxILXCwhJh2K/ynE4BgTt1JL5BJ1lJBba2BKJ\nlFXGHGZq6TlNGh0aRChJ+gbigGsLupXj3Fi2FyPjMFNHwYDlEDShHTkZSV0WjEPDpqpJColcNLfv\nb9mUkXydoKqUdXD0zmCHQJ6VpDnQGK4vNUoG3L7g8mpFO49UceH1OpBclny49fyX7+55aQZer2t2\nWyi3G54WGGLB4/R78jynJ+W21ahvP1KUOXdDx+dZSi4MpJrTYeZH3fDNektMc57HGfXDt8zdkdu3\nM3lqeH448x+OB0JRUfuen3yd0w9PKGXoZYYbJ1qr+PHtiJ3e4X1LqXs2fsX785lQG25DS9dHnsce\naQ3LMCD0wl3X/OPKtUMlJb2fUdrw/k3Ly43h+fGM85p9niK2FaOMDOIFmZjZVjlO97hUobzEFQOo\nlHVeYWpJswSiHtlcFThxpqIm1BPKzEShCCwIq8iVoRlnWh/AOXadJO80dprZfLVmWmDJNpgXBZY7\nqjri7xVNmJiDZZos+5sNh4eBjAqtHIPqmJNALgua3iGqSGk6PBXSJywuYGIkLyVuiTQEzn4kzQrG\n+YCdFpA5tpJENZHElOE8UxjwwnNaBqgGSh3pBs/zYeRCZQx+YLd9xWH+ESE1e7VFlDM+KoIqebFN\nGLrI9a6iSgVGp6AzNkVBsAKhoC5y0jChSs3mk0vr//X8iwWXnyWdndgUBQ/jE9EVZGXJw7HlIlfc\nZO9ojgNi+5p20jR9hZEG7WdsOGPzntO54Xw64kNHyYJ2mjmp8TPU2UIUCydfkKuOWW7ow8JaZ6Rq\nQduZy2JHGBtIKhAJ3bAwN1Dtc4iK0uzoB0GVBMa+AZ0yeU2eaqLKUP2IUhnatugyxU6BRBVInbKM\nULDDSIeXBYchkrmFYskZzAodJ/KsYCLlKl3wxcQkPHH+ZIqvjWC/uyEXOxbl+P7N31OYW/7sJ/+e\nINcM4xt+/f3/zp/8/H+kTCqeHv+BNx/+I+XugtlHEmA4PSCVxzsJ2vH69Vec3rVEn/Czn1Wsrj8n\nWxfc3Lxks19hZYvVAS0CUiQUhaTvzhw40I0N2RyoRc1j98DUePongc40WdCslw7fGZ71xBdfrPHB\nsCt2uDmnqhKiS9DCMMwnDvcjN3/6ChnBy5ybP/qC7ne/JU8rlHSM3Qea5zs+e/0VyVHhz5bb00iZ\nrDj9eGa9gXydUYWUL9WebOuR6fKpgFErVgHmsYfJ0H1sSaUmUQlbH+lNZJx69usXPLSOi92Jdp4o\nJkMaYMlXdLblfPz0G/E3N3t+eLijj4p5NqhipOk9ReqpkwwjBV0zUFqJ2eRMfsYYxblbmIMhrhVu\nnMkLQyE8yqToFRyWguepYVNOeFXz+Ox5tdPEg0WKhcffDuzXC40dcXHFw9JQhRYhNcvk8ULSLhA7\nyf3HO4qVZlw0rXa8KjpuYorX12h1RMuCYRrZ1w6XRb642NLaDDd0xOnEJEtydcmhn1nvI3+M5tRa\nqtQSSofRjg0r3nx4ZDQSk0r2lyXycMBPCx/tiBwkMkmos4qbm8jbB0cyO8ZuwUj4TfeW4lc/4937\nidP5kS+/2dH3M5nOyawk5i1KKuySo+QeFxOa+Y5NCjf7lN/++g8YBr59WMhEyxBTzh8nROqxTc9l\nqimj4jAODGohK0uMjBTlliIrWBWOps8wmx3dMlOk14QsktUVfaFYFRmrYaBIU5IkpQGUcsgwU9cp\nU9fSRkvWKtK6QKYrPt47vvxCMyWB0Tn2ZkCSAhK8ZBwnIpJMJVQu8NpJrHuizGf680zcXJKtE7q0\nZbYW33TYxDIvJf3TjNc1QRQUpaabWkqTUhqB9imDyUnsxDw/EYsaL2bmMLArUzwKN0qc6Mi0YVVf\n0g4ON2cYoTEqgnX4KPHqnnL1iqenE3kx4b0j2In+YcTalNQYzt5yua5Ry8jm4pqqUiSzx1UvMEJS\n55p0Cdzsc+oiBwdVuSWRhkwZ8s2GfhpJc89KewY/sZX/ShuQdfCEVLIojbALxowsXWS11oQ5cvt8\noK4lbaOomUhkQq5TaAeSxNP3B5rmyBwc/fhMoiPTaUBlE6X4jDgnBBXwOKyShDTns6RknCYG2aDL\nCjULhKkQOsHLnGwjkblhPEaqzDAEh9aaUqxY5IhWC6WBZXLY3JD5kb5tsCqQCon0CpF47LjgREQm\nM9ZKjBSUs6IsIIjAWqZMJsUMAVFoku7Ix/OCMhlRZaS5Q82WbVYyOEtm1iTZhmEY+Ltv/yM6Seme\nnvnx7m/x4YlUGn749pbJWl791JHmJQJJ3zU09w8U25LVOmejV3w83/LVVcqvfvoV15sVZhM4xSdC\nIVjGDOUtbpEcuw6nEprHhjfne76+uuD9xw9crC/IYkK1zhmzgTRZ0ft7RrXibjnx1asv6GnZZBk2\ngjAKvGMeOpqlZ//ZnsubFdXmknFYyPQau0S++uoXTGPP23e/5/HxntIY3rz/nlIYhtHx4sUaORc0\nzcKpmwi55Se//BIdMrLtih++/ztUpkiTgjffveHmqsYrSb+MaFOyuJkQJ0yMXG5XuPlAWsLSrKmL\nBaENx+eCaFsEBypVYZSiswOrJCUUIKJiajwCgxMWGQPzIHFK4WSNGh3bRBOlZgyCaZkQS0pmJMp7\n5iXHjwuemTg5XDtwjil2NYEONB+fIClxbsAtlnOviDIQ/RlnNARBWaeMHSAFzrbcOVhvS4zraZoZ\n7x13j4qylJTpiTKziGWFyUDkM14GltxyJySJgmPrudx5/kv7wG+OM/9mrbjtbxnnnJORJE8zp8Qx\n+B4jFa5LcHZgDILresX75ye8m7mJJVFrYp3x2TcVJ/se72pev1rj5hFZFjw0H/n8RcJ/+8ufIOPE\ndCjY3OwoCwH5hqzI6GfBNJ/57sMDV+uCG+P57HIHP93RP99weniPzSaG5xaCYLaOJM0wN2tsZrnc\nf8ONr7n58kvq+ga/OM6nH3Bx4f3DI65peXjyZLmkzhOsAeniJw1YljDKBhsjNswo4XAhYjtLpnKm\nOaIvFUFpvHDcbAxhjqhg2K8SpLBosWAXQ0LPhMSTU9DxTV6SnCzf/njErFf82LXojUCvwLuW1EEb\ne7wIaCBZp3iXEixE58nSmkVFQmaQ0VOGAZ0vlKXnKSqklJisZlgiJIYYPWMIPLdHpEgZxxmlS24P\nB0rzaRJflSvSTPD40GCZoBmIiyWmFq8dbpwYzx0hS0mign3KrnZUpiRJCtgpUqlRXrHeVQQ82/UG\nFUFEDUKhxUiaSoRULAzkJjClkizKf54P/79Q6P/DsXKmSDOW3rGmplMR5Sbunw+EuaXe5xx7x35r\nCGHBB8EqqVHqiOwmunmmn6BpenSUjNKRCkdiPc18ZJVoVFLhB4XOL4lDB11kiiVNmJm9IIufzOje\nTZz7E5tMIfxAGnOU2DO1DderjPfHiXWZsxcFSEnQkfvHB176lNZWzO6RvA+si5TZz4RsSxo1y3BG\nFFvCOFFVG4w9YpPISq6xbkaUgtE+ss4sXyef0wSLkwlBnLm5KNlVGhUH7GJQ+Yo8z2k+fqSfevp2\nYFtcYNuFh6d3bMo1qkoZ+oXNKqHpjpSbPWJOSApPf39HeSNZ3yj+6tWXDNYRM4FNLH5JyHSBTSOr\ndM/sjzz3b7BhRpSGtMsZ+pnZeiyS9VbxeHemWq+YO0m1qxnCmYurlzyfH/lic003eGK2cLXJWSz4\nxfLx4wPr60u+/uwnLEEwTQ1Kpnz8+AaVGwqd0TVnlEiQbkEnikSkBFEwRcWrmw0yvaTalGAiQn2y\nCAj/wL/9N39O1z/T24kvb66J/kyoC27EiuY8UGUGhUDWJW1nCTJBNhac6EryAAAgAElEQVSVOkQc\nebnaE1WFHyxzr1EmIKzg0HXkeY6iJ1hwzlHVG+pyg26glwv1LmfoJ0wIJCInmhnnA04uDPPIppQU\nRjNbx+wFJBu0OnK51kSdcR5HXCdR2xTRTcTQold7UisoEk8fJP3Y47Kcx+5I4lesUWgyfDKxBEd0\nCXmR0YaWcRwZFsf9mHD9eWSHI8syErvwHAd+PAUm5WnHhlwlPPSRQ/PMtCj+VniqtES7hNZHaqE4\nNTPL4om7DffLwi44Hp4tl5uci41mvVxwtTUIaTnQ8OvvT+yKV0w886s//pq7w4FspRFhoMoNnVjI\nYsIv//IVUSWEKNHCQ54wioJ3799Tmx2oFR8eLO3jRKoKxknhCk9d5cxyYb3doauUi13Gn/75f89X\nl99QiRfIqUTHkmEeGOxbjpnjcXwkdD1dCORnR7SWQXscBSKODLEgxIGtNCBm8rjQLgdycrQC2ziq\ndUqlQBCYveMkZ8pP1lBmV5OQksaFXEicCcgJhnEiFzMhJjx9PPD9uzPvn3rszY60ksTujMk9i9UY\nATE4EJGpXT5FFMSKXv+jgADFcBrwoqO+WiNUZHY9dVqhkzWjN0ghSXwEs2ZeFsp6g2jGT1ugfqDI\nPAMKYydyaXBdiRUzNgaCyTDKch475lkx+I4yX9BlQSZHggrkxRUGWJUVZAVpXZI68ek9NYokd+Si\nJjISJWRqQQnQJkW7ggVHiBaZ/ivt47JhIZ0DNhkYhaMLsNtMDJ2kXSbccGKTnpnnM+NzTpV+xkN/\nB8JSrxXd/KmmPZkHPtxNlJsKXUz0Sc42Kh67AqJD5wnj4tgYg51G8kVzLUvGJEFNJ87HI6bIUdEj\nl0hZrvFhJviRqDI6sSXLYHITLmS4KRJny7XKCYtnmDTaCJw9cd/NrK726P4Jn56xuqbwjkJLzsOJ\nXAuYA/hAXsDj1GHWJXYUrIVCTileFiwyUieCKi0pTMV9H0iExQTPwT4QhhEtVxRVwaH9A8EnrNeK\nMI50QiNEpMhXLP1MmRruH86Mvkd5w2ffvEbGhN9+9weGx1teZZ8htMSFQGoM++IVp+M9l6sCNwnO\nTyeMNzy8H+hCxE1v+cXqBYmOkC3s1JY7N/Lz6694ag6sioqSilhYytUGgERpVLUhSe7pzy0f7R9I\nkoS+GemTEyZo2mfHwT9izCXX69f8+Pa3jO8P/OLLn/Hnv/oT3j18y8fzLev8K7I6pcgM46nl7nhL\n72dWRaRKM54+3rHertFiS+N7/NRS5Q4nP1XF1DrBB4cyCZUpMHXHoUk5nB1fVZE7b3jqaoKaqVO4\n0jXTaPEpxARqpTmIkfm0oNMV1htWhx69NuRIXHNmOudkpeF5bIkx5dk7Ll4UDMMJkoIoBTHmnLWn\nKBbULCg3EpsVdL5nZxUn6whLw/NiSaUkLrCICh9LjsuReSqoy4rZCB77kTqzxFIgZoMIEKxkcY6n\ntwvnPRQD5POEjJa7J0ufwOW2ZpgPkCnqYoMZT3QuMAyKOirmufv0PaO8ZDy0uNMZLROs38EYeWIE\nnfLZXuGLksNUkIiGYlPRz/e8vtzxeHqD0ZJCaobRczv0FNUFi4wYsWAXMCW4MWMTPPQjVbpiOSsm\nJXn+vSGaDG8uKNN7Xr/6JTabub5SpGVJltdcrWuu1l+S+q9Rdo8WBcM4go6IZMsiS+bwjqg7jg8j\nab/C5I5hOuNmy3ojCC5wUW9pljNqnhm6gd26oGektYEyVywm4e6xYbtPCdETQkUfFDdVipORdZqx\neEidwHSBoCxlWTLMDX84PxLUjL5ecTYdyWriqT9RmgUtCqLIWKIkVzmFn6kuV/SjpH/oMAuIEGhj\nJNUOJy0jI6WQwIhgRlqBw2KFQOWKMXQgJ+h7uskziYEsC8iwkMQCkXY8nR7BL5TJhkVEQjOSyInB\nObRqSSScsbzKHJOYqLcJwUyofEe23eNsx9okpBlkuWI5Z8hFcQgdm3JNnCa8SjGpx80n8jzHIinI\nCPwrXRVOiyFUC6uYUCaCME/EJadrG2Qp0VMFbubYz1A63OYNc0go0pzu/ohjZidyrDesq8DQDTTR\nIruMJgG8ZDourM1CUivObuSxG7iuPmNePK61xMaR7kpsf6RIKoalR00aVYBXA9qmiHEgyJQqyTCT\n5jQ5Sl2TjilBTKSyZYoBKxOU8UxNg8oMc4wYP0M9IINBJoopCnIjcbYjWMtWlSSLwps1mU4pdUI/\ndST5lpwGgcGHhKw2hCAJiyNMjjINnPoHlrkmc45id82pe0IlBfW6IMZImqa4bsQFz4d54tVqR6FK\nxpAwNC3by0usnZEix+FZvKGsV+j1Je42RZgdl7uXPB/+Gis7jHHskzV6cPxw+4RNcq6vK15lFf27\nAx/ePlLsSm6uCyqTsNmveTicGbOFbbWls5ayVvix59u3v2afbcnFimlpSW62HLqeqtjw+etL0qzg\ntAS+vNyxva4JHhYcP377I+f0icfTPUWWUZuM0+N7HpsF84VBSUmZ7vDjM/WqZmwVdR3xS4I0Bf2p\nI2QF5ZWmMJFhGhkayyIMs884nh5ItGSfFHwYWkSWMZ8HpEzwSpPlkqWPJInER0nmPOf+zO7VCiMi\nwsMUE0wlP0lvqx1MLSEKDs8LqdZY2eMJ5CrnKhYsfcdiJCLzTDSM0yfb+NgtbLKU6AKzN6xTxfnw\nxGa1JRUFHon1HeO8YC0oBbnUPIaRaRaoRHMee65tQJjAPAV0MOSrlKToWazneN9R8als0Wwddizw\n3ZHZBRIN+1ogJ0d7vmNcAuwyapUR+gNmt+bw2HHWOXtz4PU3r3j6zW/YXO55eb1hW5WoYElzw8Op\nI6qCce6YheTuu1vKLCdkkTTR7DPN/cmyKbdcFa+pTMpYVOy2kfhVRDrLMo1MuuQ03WNNgZQ5Qmhu\nthtyXiPmDeQKosC6T6t6lOLh6YHFQyI3rIqebXXkcP/MFASbfY2LAXueyVN4dkcCFq87EgYkBWpU\nuGzEUdI+OWxRUnpIq0CpPSHR+OjAKKYgKL1h1BqTCuwgkOr/oe49dnXLsvS6sdz2vzv+moi4EWmC\nWZlFsigVBUIAAT2rXkAtdQhIUEOgRBQIkWUyWRmRlRFx3XG/23Z5NQ7b2c56hwV8e879zTGOzDnw\nOcz0coTbknJRpLyQouZkI14oSp1Ifia7HcmXCOUI3qNFYrXecJ5mBJqShYSgKRpKnUGsWXwHRaIp\nBAUKlT3CTjS1pc+OWLUI6zguA3kdCeMR6RVeCJomkqcegaFlZrQOr1vunx7ZbjJFWzG7E9Xrt2Rj\nKJSiLUpSXqhqgxAjSdQsVlB3EmtnmqpleDpRtOalFHOeudCe2Q5I9TKZ+vyn8+HPNrhSttSyw9vE\nPDlU1WHHwBcXr/nu8UdCCMwi441jJwtcmtDFzPEw0jQTl03kYVzIvWJFy3N2TOeAZiJLT6MWxrNE\nrhNFFqQU6Fa3PB8OrLeKOE+YK8OSLXUa0FXCJk8KmjJrDmOgyDUuZyrZoUSDq0tkUPgMbVnxPCys\n1SVMH5nzyFAuPMdAOxva0lBXluDPDFxjU6R2BbmLeFURdUMZC8pSYsqOLA3uVFGuXtEYx7Y9oKQm\nqYIqZxKJqikpa8PnU8/tZUfyDtVuSHmhaW5ZbI8xJSF56sJQXKz47R9+Yt1qXl+/4o/37/nF119y\nPH/gze0V+ykwHgdUV3B99Y7vP79n0/Zc7t7xu+//jqt14MurV/zDh9/R7a7Yf/zIL7+54QcSKpdU\nnSG1kbtJYrNns5Jcb25ZlZdU6ws+Pn2HXzxN6TmeTxz2Z/I68TyVfPnlX6CsoCo9u7sLMM88HI9c\n3nxD8IJvv/0XrNuWqq4JEb4s73j8bJnnZ5Zx4ccPM6/ebPn5z37FL3Pk+PyJ8/mIy46mgoWJdSfI\nApRSjC7jTYl9v2ezrSlLxX4YSdJQqoqNLnBNQGDpWs1WvKKwjrn0JC0Yl4m7esuxtigpGaeII5GW\nkX7W7Oqah+PAuqowS0+tMqODVME6K6YQQFeIXhDyyFQJ6q4kPXas0kKi5qLONOVAPypMhNFXNErg\no2AUjq7rOBYBnKRWkX5eqJqKpAI9CTseUapmnifWheOqi9xbzb+/ecPw8Z7H4YGV3+ApWClN3CZC\nHwjA6dMjnWggLzTbDTEIzjPkeaEiY1YbliEz+Scq6cmuYFOv6WpHd33J+08/EnLF/Sg4Pt/zbXvN\nqgwcnUevXiznngI3jAQPP7kTd3fXlJuOdvuaX+/e0pRbLptbrJ1JMrHkZ2I4czo/krvAj/0exIyf\nFU21YrP6AmkvKVctShmyFnjpCHbBRUv//EhVK+Ze8fl84v3TMyd/IG88U9D4aU/OgrrRmHKhKgT9\nDFFJtneX3MeJTVGhpiONaMgbII5k12GDICXBynmK3CFCQheJICIbkZnMhFEO6wbcPDDbBZ1gdo9I\nqbCnwCwiBIlRK3Sp6IpLEIJVo4gRRtGzuSq4P09YGck4Ju8x64IxRKwWrDfXlOWaFB2GDVkKljSj\nysSMIWdBwlKIFc1mRXCR9rLFXMD+4RPPPy20SqFlROlMyJHTFFDijpF7sptYbUpOh5HbNy0ocNKj\nlKfRDVFLykpiskcpweQiKjxABWc7QTnS28jez1waiVie2GzvKMw/01Vhu45Ug6MXC4WsscKwaSU2\nQbXWyDkTHeQLsN6xTILuosCFmXbqMBRIBbKU2BDZdAXjGQo1klyBloG2LHHTjCpqNIpynvFi5vA8\nI9uCoAKtMZyeAqc8UsqRYqOxQ6LRa1RhWHxPFhIijPszl/oN0c+cBsdUe9bzmQcJzTQxR8n9OPHN\n2jD74eWGqgUjFla6pKo05AWvM81qhw41jYkY3VLriqwv8EvCqpF16UFHqkJjl4iMPcuy4NzC1XaD\nNjUiWc7HF/FfURTsig02V4Sc8GlNYe9p0kSuDYdDz9Mc+YuqJMaEHQeEgN3FV9x98zVK3NIUX9Fe\nfsW4/xv254D79EdWSaDEmvPBcXt1gXcT20ZSbWpaBaZasaiP7NqKt7trpCzIIvJ4/3u0SLT1JeM4\nsrm8RmjFYgO/+ZffsN5cs2qu+Xz6A66UrNuGd+++5PHUUxYdSkaiLKiaWxSKU7jnl3/xl4zPz3z/\nwx+otiVlGVHFimV+z/PxA9OSmGMkt4J19sw5cQyCMEYWW9DWcF4m7MkxOU23umUJexa3UCeNfX6R\nXsYYWC+SOS9IZUGtCGQGEYGOIoOJApUXmvUGGSWzWCgrxaIXhBc0TUUzJI62p1xrVNlw9B5d1ATn\nqFTJuFiaYibnFt0l9jbSpYSvFcUUmeQM3qMTBGV4HgXXRcXJT+QgkGjGnKkBqRvGyWNqQVKC7BqS\n9Pz6y5qUJFJv0OVC8AY5T7SqYP8QmPVC2ZSkYBhVYttccn98ZFW0PM6Bq90KZT3BWUKcub4o0dUF\n/dLj/Cc6dcXffP+ELhMuRy5Lw9JP/HHwTBxBl4TiyC+2X3E8j2S5Zcl73ry+puwueH31lk6taeSO\nyI6TG5HGs8gPODvS2wNnb/ECDvmZr65/DlHTqrdIdUtVr8nJUhoIomfOPTIqFjET6plxeMLle+Zl\nxJ4t84MlO0EqJ/ZhYVdvcCKzHPewKbHSsA2JD08DcwVtm0BlRmtpihfA9rqw1GrGGEWUhn6J3MiA\niB4lDUvwWJdxzMToUU5hYsXJHnFz5szAteiY+wnTbMnzRCcj2gtSuWGaA7op2Gw2hGmk21TMD3um\nJHCyYu0Uk39pK650RpuIjhtSyJQVoCpEDhyHey6KhJclwq64bt5QN4r1usVXM+NuxnzK+GWkJNIL\nidCRVQ17rUBvWJUzq/oanSQ3umLVtjjpKeKI0xInSoQ/MUdBnTYsfqAIZ9wMUS6kU88xRUpVMJ8+\n8fr2S+ww4eyfHrn+bIMruprU1ZheYZREpIxH4p1AhQJTH6m7FZ/OJ5a54m7dMvULdb2maUvK5pJX\nbmaoMrZyYAous0MXnhBGPIn1uqP30FtHxQv/SxYaG0ZKW2JtyWDOrJNDpDV2eGSyR16t7ijJfJ7P\n6KbDmMDEhPORRS00U4PqWggTfzeeKUxFiDvs8wc6uXA0iXXwdLsdQdSsnKCUkqgXYtVQBc8aiY9Q\n766RrqQyW2JQNI3Fh4VGncgx48YIQqNF4tw/IBlotEHLilR2GPNi35W5xtqJWkVkEcnhiR8+/sAj\nNY8Pj/zm7ZpXcss4ji/epwJCyOze3LG9+DVa3tJ2M6XZsvu24vH4RD9+5Hod2RYXfMz/hC0G+tDz\n83c/5+k002dPOZ0os2ekYRCRx/s/cNHcsnc/crv+mlJKQoqE8czNrmW0im13y+JOBBRZGoKvME1H\nkC3v3n3Bx/cf8D5RNZJ195aUAkVRc339NUv/zJRgd3HJxx++R3o43weSa1htFt40l4R5xE09fYpI\nkymU5iFYlqOjXAvqQqNNhy0XRKoJYcT6gKgk3k7EECgkVKpjblo+WvvCVTxHbq7X7J8HVNlgJ09U\nhnGxuPHM28st/3Tv2EmDtBOxKTHNjhgiIvbo1NFbT910RO9QmwK2G54PT7zOiq1Y+BQNXfS4IOg6\nyWQShBkZFdVG8dSfKbzgKCR10mTrUDrD8oJdjnbBas/RBDY4vvjqC3zWfP7pgFAGe7YMo2N1LQnC\nk2bBPEWkrzHC03OmbDRkT1lteZojTlR0beJV3XLfj3i1ILKiZMP+/ExX7shxQ9BHrOspVMfDY4Oj\nwdaBupT8fT/QSEtSgna9YUiOWmkW29NVLSnNqKRxSA75v7HoZ8I0YbE4U7DMHZviHc4r7qq31PoO\nm1tCSLTbkqM7UkYQJpBkxWE8Ypc9Y/jEh4ffkkPGnR4IS6DSismdyaYjuJnCOAIFsy1waea4Uogi\nUaeC48OEjxtyUwADd9uCfvSYUlPbDF2B0Wdq3RB9BOVQs0c0Bb2TLMEz+RnnJuq8YERNHB33SVDp\nDVVIkDNn42mrQMdCqgoyltkl0JkqLdzsFMXZYtYXTDmw0ZpIxE+eRityKdAms7gDRZkRYuKi6yhz\nzZdxx674H1g1v2LblThxwBZPsFX07/8TtVcsucLIiWrXks+Wq0qT2i2tuSVqT7uFOR/Jo2V1fUdW\nCqkCJZnRa2LKjKlniY45LDwuI6W0LKcZHzPzbLlcad4/fGa1WkHX/cl8+LMNrlppZguq0QxuphEl\npdEke2KjOlxpOPSRumu52m7oLRTrDRebhpxKTA2rwrDerHD5mbpMxFXDNm95Cp57nVHziXy/EJsB\nqTrGOTGcPEWEzSYQg2XwkaMRxGVP2wgeT4aFM8UyvrQeH09YCZtug02CMw1De0N57jmPI7fFhiHP\nhNRT2oE9IytzR0xrtIsU6YwLNbKqUGVBU+4oukTZ7OjmLcVU0q7W5LSgmpbsNU3T0bXXfHr+gaZ2\nNIVBoshlg44DYSmZ/R5VdDgWSl1yeD5SNmCGe5ruFQ+fe4ZDQqeOb6+u2DU1yg/cf/iR2dZ8uL/n\n4nrDh4cjd69bUl4QcmFvf8un+9/xPP8jf/Wrf8t4nFivM7/61f/Cf/jf/1fq2uH7E95a2pVmCQOv\nvniH2Ge+//sP3L3b8V9+/19obraYamFt7zm7kWFODEfLX37zP2LqC3a3DWWx5bwsVAiUUAiVibFn\nvSrZbl+hVcs0vcf5GWtH6naLaVf867/+nxifH3DjFbFybN0rPh2fwSaUqej3A4Wo0cGx2V3ww/xE\nlJDmilW3IuqZ5DUPvz1xcS2IAzSm5NP7Z2YMg7MYGem2GmMFBTUyB2hmnnP/gmGKkZQFQVl01qDW\nnPaey7WiHBNTvWUaPX6y3L3agDRw7NmsBDGDnx1+WlivX1GFkYNbo+MltsmU0TJmT42kVQXzUuJs\nIuWB7XqDHTw2RXIqqYeAqTMn4+goePKWoDSV1dTXGmNGRue4+3qHHzPePHD5qkBIwy/Mig+fEn32\nPB0H7q7gN19c8t+OE8sxsqklZwHGF5StZi8m6F7z5duaeXqp9d/dfMX9mNnWW1x+Qy0C2nRMc40f\nPWU90ZnA4emeen3F5A7IMlNfXHLoz+S4p7zKuOBIM0TVsuie82nhh/lIzA3b5pqLsuWquWLTtazl\nHTHWtEZQEMHNdLpk8vc4u2d0z5yGkY/HA/vDPcPe8fH3JzYKVBEBxUVV4U8TS7fiKRasSdTTxKYu\nIRZ0pWY5BIK/xqwcq4sC4xLOKjZXiUVlgi34WWlJVKQmI2VBSImlFRz7M+SZXC2kWeNjhQmadDjR\nDw1SzqxLCFUNu4VKXtEWFc4JyrymCBlZZg7LTCkzRV1x27SEBKuiZVdCShVp1IjNiqgjOTzTVgJr\nLWq1pmlqiuM73uhf8tr8O8quprkcyOVrDu490ky8+uVXDH/zRJaRHAt8LymF4+pSMVWSHDybuqau\nYAkgizUpRUT0LHFkKdZ45zBFZpgl+ew4n/eEEPjpdKKUgeP+DGPJ8wY21zUP/Xu6zdWfzIc/2+Di\nKiDmgqqTKGswYoWbE5qalDx9tpTrCiVBa02nDEpkZKqRRUmjBLEqWNUBZTZUukFNC2myvF1ppLMI\n23DzTeLT8IH9uCCqwFXdEk+BT8dn2kqRS8nD08JGlmS1sJKO4SFSFFs+uA+Yq1e8NZlpHljWHZiK\ncvqRTEPZtgzxEfyE9JK8qrgIUIpMNR5ArHDl7uVBpkip1lSqppAGnbYUdYsxNdJpKr1iiQIvI6QZ\n7DN+6QmiZAqeQmvmMJO0BmkRSeBdT06Gsm7INuLEmU7tGNxCv5z5q3/z79iUX3A6PfLTT3/LqhBI\nvQExEZeOaEtuLq94fvgth9NPHPZ7fvjpO6KKnOzA0/LEL37+P/PTd//A4s9cvLnm9eUN4/4zYZx5\n9iOvr66ZnCWWI6oK/OMfH3CuQ80JLjOzEpwHy1V7Bacjxie86Klvr5FCUutIWmY+nU4kXXDV3fDh\n8chCpivO9H3PbrsleM/Y7ynrwOl0fFHGrED4iokR2ybcBOV8YFEJj+GwlPz04wMXjeROZZZasHl1\nxbXp+PTDB6TQ3N/D6BrOh5HjFCi6gBaamgv83KOV5KLyyFoxnwqOZKquIcozrq4xeoZnT5kiOisO\nx4ReXTGeR4oOOtVQzRlZDIBHWYu5WPFhGPnZ9Rf8/umIrRPFYebNqx3Dwz0+KOpLyeAHGl1QaoEW\ngdY0PJwn9Lqg6WeoJNNiiG5BdBknJGpMrEzJ6+uON7uF6DLXFy3dnUOmzOH0hsPzA1/uVkw54L1C\nJ4OqNzTliC9WmLqhzJquAyktN82aKGpUVzMuNWoXuXQaEc+sbiSVdAz7CdPV1HnFtIw4FdHphRl5\nHEaaaoMVC5vNGpEs0zQRxBEjb/j4OPBqW0ESZDPiomE/OWrRIvSWdd6yyRdc1++4LHdQaExZ48NI\nsBPLYhmmj3hzYAwzn/vvOD8MnJ4D/cOe/pjJIRGUYe8FTdlTjBJyhRCCTnZs4kKSZ0JQ1CeFakoa\nnZBNZp94wUCVa25qWMLEVS1BeiI1q9YgqJAKJjeyjooEnAjk0JKWRFMmPjweWdeGrdfYWHC2EeET\nZVFhnOVYdayaC9xY4qtEneFCX5LSwOwkplH4MKBFxskZqSKr8o7D8MzdWlG0GwwT0Z9oVmu+3L2j\nkb+i//hrLl5pmk2JNYmoDatih7Ud1zc3HLzFOEFZCqoi4StBlIkmDqjVFi0stU5kZ5FG4sSCCB6r\n1hRzoAqJyRkePp+pQsWnPiKOZz6NJ9ZKcHx+pCnWPP2wx/o1F5uGp/t/plqTy8stVhk6UZLmyDJX\nXNxE+skwnY60haRTBT6WGGForaG8rFm8pCxqBjfx7nqDUp51qzFLJK9aYlORleRbV9DXNSkF2kLx\nvuiZguP+6US+3OIGh0kLIgq0DVQFiGhQMbPWJZO1dLHCjp4PYeGLq0g8wlE/sJEFhcwUtqQtM0sY\nyEYT3ItCIStLiho3Bop6hQsLbbOCpBAUNLpFRNBZo6MkpBdFhhaZEAKVXjjNT6zbNZXpsGEmx0ht\nNIenxG53xWk4UJoKgUd6i96USNlynHuq1lCtK0RVs3n1DXe3v+I//cf/g2++vSTbxGq15rmP/Pb9\nI+9+CYfpJ373t3/DNLqXpljeoy4lj/t7ZPrPXF3dkWzi5uqGmEZ0d8v00wPX20tCTNSVYm8Fer0C\nN3OxXfO7P3zEiAIZ4N27SzohsKeCuuowzRobPEZmZn8mjC/rrl13ward8uXrNX7pMdrw+tU1j8cT\nF5sNSilSSqzrNc/TyOeHPaqoEKnmZnfL9w9/S112NPWW9/dHPnzYs65BvyqwS6DoFLt1AVNg3++Z\ng+dxsAhT0aw3XESHMZ7QFhSUJFvirUPRs9tUrK7v+P9+/0QXJUclOR4SkUgtBSX1CxhWG4LrIXuk\nT8SxxJeCjMZrRWkSQlRcypZx2iNM4jJf4MqFw/6I1IIwecQcELogLwltSkqdUTHRdC3RjdR1yzx5\nyBJPQTtDWGZMVRKd4vPxSHfTUoSFNE0cPx/xqiK4GSMF35/OnG1GXxjGKVDVa0Lo+HAeSVKTmwq7\nXrHtNOPiacqOSkCxLQhpwmRLWysiC34eudis8VjaumRzdcnDp2eKbWRKgiEBhWJ8smzXK2ZnseNI\nIRbOwaBLyZNQJLG8yFfdHuNL6qYhGc2m3nJXv6HN1xTyBUmmeQE9uxQojEVJuD/3vO//wPnjkeEs\nmJ97Pj5OXLYXGAJuLHhjBM6NmKLlLDNNXlimxKMuaOsORyQW8aWEUWiqcqaZS4qgScXCpyFyHSOT\nONFsWoSMQE3KkhgFrVmzjDNL8ohZMkdHLyJpGlnpktP5TF1uWNkVQTlgwh09w2qLdo5Sn17AGwFc\nskirafSGMgd0SNRFQ90qtNQslSF4uKwEU7QwZVTlqBtJXSqut19wa/6SgQ3tzQppHNInMpFSKxSG\n3b6ku2wZDkAeWG8LhqLDq0St17RdgzWWICNFNVEYQ/CBtbni5JK4SPQAACAASURBVCeIEHyBn47k\nCO+XZ+b9hBj3xHnkPmUYE/7+yKb2HD6feTwbrqp/puWMn795R9nsWA496rpknhVlO9KPlt31FhsP\ntGLDp4Pj6rJmmRTZJ66aLeW6QFZrChlYXa2pi0zdvUxn0Y9I3XA4jqwbj7NnlNWkAoTMmE7x8Hkk\ntzB5R2MllV4xyIWlT1QhkJLD5hWFFNT5CSkblmMiV4nVjSAu8mXFJQeEsCjjMHJF2BW4RWHKhCkU\nWgWEHUnlFcOi6YzGLZoxJFZdDUKgpCDmCLlg8WdkuZDSmawMWQWiPyGVZn8YicxksWf0CVEnYvQI\nKTlPnzDtK6TZ0e08WVQYHxDCkNAEZrqrGmst8xw4PR7pJgHzwv/79/8Xu/aSttnRFIL9P/wDYWWx\nvuDh/pnHTxO/+Mai50QMiafRYv1AKi4o11cocWYczthxRGrDm11m02nOfcV5mvnNz7+lkTWPHx74\n6fmen/1GUNYFOWesjxSyRdZws/sl3eoW7z1dp3l8fGRaHO3mDW9vv6TvfyJFjzE1TR3Zi4yQK6Qp\nubmV3KSW8PwBmVr++HigIFKpktlZnGihWUjK0cjIh/cPzFPgtB/ZdBcYoZEJBpuY5xlvPM27ln//\n67/iv/4/v+N3P5ypveSrN2v+bb3lhx/uef880zYldTI0lSL2gsascecTB5kJpqUV0Cs4ppkuryEq\n6CbC8kxlGkIdKBePnz0yaLIGiaTsDLMQxBzISFxXoc4OqyXjvNCJFXZKBAKrDs5e4F2ko2POAVc4\ngu357sOBp3VD1VraUXBcAtVtwCRJ22lSKrBCU7QzSozkVKGcZKVWxLJmyUcOveaiu8P3Zy7fGI5T\noDaQ8ehawuQwoiL7PZUIPFlPmAUrk3A64qym7QrieaLWgvP0QG5fKBynPhLkkaqJhDhT65Z+daRz\niSEltnJDlzesQ8dl9RotLihFQVYaKWYQHlk5RntiGT+j/cRhP6KHibAXMFVUxYI4OHZ6zSF5bO7Z\nrL7h6BJN27/cLhULz1FRF2tKATY6RFmzago66xlSIMgSLbeYfODQWC7rCmkk0yyQZaJWmSIpBJpN\ne0GyZ9wSaOaRTRU5x4LTvCcXHZ+eI4XPrHVLWXZoeSYNM0NQ1DtFmD3bzYbZKUTV0vhIXSnsfMRc\naCY7sjYVGY2uIgJLMBpRSYZ+IrQZKUBWKyqZWRvB4ieMSZQ5E3XGyoT3BX5q2VRrVl+3nPr3jFFS\n1R1NnWm1oKoqRjES5QJLgzETStR8GHs6VTE4Tzo9E4PA25l46vHTSPILwUWGSZCeIuuuwg2ZPERO\nu4VZ138yH/5sg+ubza+JqkXeCBCBwXt0M3G9C1g3soQvCIOnWy0svaXs1rR1QWdaxuRpSqhuVpQI\nGuMpRIkQmSI1KCGJ2iBFwC0lg3Q0oaLfj+yERpgGVhPj0w4z7Elu4ZwArxjTQmsMuYr0Fsq8YiU1\nlRHMi2G49zRtjZIBJ0e2TQmiQ+TEF6rF7gLzaNChoNMliyvwBKocyG7GhyOzXFPIhDKeLAOFkpyG\nHlN5bDxSmJli0SAjLku6bstw8MzRUolrvM2gLZoa5zTnsKdrF7Z1RxYtTVvxdvctN9sv8fMDH378\nnuvrS7SH4enEZ/fM13XBr7c/4xMSoxvKOpHRrG82/Pj+H/nVm1/CEtgHx83qHX/38f9GKItwkvf3\nJ55OB3QniWqg9p5hWDjJmW9/8TX3Hx1SSoYl0HQtN9UN+/cjq/qG958eeCtXaK0p9CVKG+r2irZ9\nTQ6B87LnanNJTAGtOqpmjcklIXScTh+x457hZPE+cX15g6Di1P+eYb+nznf8MPwTeT3xqrlFDYHH\nR8n775/5+utLtkCaF9orxeU5Yy8aghLM7kzUFZ9jftHb2ESnNJ/uH5mEp8oJPTryvCDLBjufqcoC\n7aCcJE+DZVtckuwRuaoRrkCGgb6oaRpF3dSMo0eEiHIGVcJ+a5j3niF73lQ1p1SQx8SqVpzdgcp0\n+PBSk59mRR00IS2UGLzI2CTZdBVHN5JaQRo1Vi4oKZFLRaFbSJHF1iQ3sl5dkJNDrwOVXiFl4OKm\nQkmNSVsOh4kQEpMtqIXhioJz1RFGDedEs97x8fOJJBOm7Yl25CivqVxN5MDUtShmyqAwGCgN1s0I\nAy5r1GaFWCfOw8zphyOvbxvW7Y45nXgIBzgs1E0mjx7LirGGi7xFTSUhJ8bBsdsGQowII3DLhCwj\nLpzwaWJxDjs+UgXBqYfnPqEz6JyZaom2Z4rC4NIFQlZU6oROioeoaZSkKSMxeapQEqPEJ8ckHH7e\noFtNWSsKJlZVQVIVrZGUi6NuGmIEsqaQFUs0uMkhnadqEsPBss6auTKUqw3uEV6tSlIoeToGlHc0\nRUelLaaN7I8nqtTgU2LddMyqRFSGEMC0l7DsX1Qh0VInw94srAwUBM5TpkoQrCOHnoUfSM3XGLVF\nZI8uDJWUnIOjP1umuUb2N3x123AwzwQkRdAoJRBJU+VElopKlojssGVB8AN+6SlyQzwvzHak9ROH\nDzUjIENEpWeWQbJEgYwSLxr++JS5UQElNHMsmcvTn8yHP9vgutr9C5Io0NHh40ApPEIHXPREb7Ey\nIiqFCzPLrSTPCm0mtJFcFR2VVpimoohQlIHGGHQW6AA+RYqVIbsTodui5h4VDOsvdtTjifE4s5YD\nDybw+BmKek/8aFGLR7ZgdMepB9UmQrKkosKHwOX2GhtmmqYk+Z7m+vq/+3Fes8wnltyC2rNdrVkm\nhdMZVSsaEejUQpokstRQG/rjw8tDqgyHtFDXAhEdTQkFM0op+mXg8vormCNVcBzGge7yv6NcKoUS\nnlVeMw3PqGJAqktIkqvuG25Xv4Hsie4RbSQ3r96RT45/eP4d25sN5vWar978BfanP1KlzDwe0dWO\n90PP9vYLtHDcXBWMn5/5/fv/yHc//IF/+et/zc9fveEvf/HX/If/83+jPx4Za/iq7piXkSF6nvo9\nWt8yuH/iYB3/9Q9/x/T6FW4TMGWkKV/8Z8+HgaSeeXtzS9O9wZiK/dP3yDRxOgS223cgS0SUJDki\ndcX5+cj9/R+pu0uadUdcBoJ/YggzuU1cfFEzf97w6eyY4x7VKKZ5YIdhmQQ/OcFPf/+Bh9OInwfu\nbl7x8UfPp+ee2f/EqllTVA2mtHz1ek0hBd06c/XLNxyPE59Pe+p1QlwU6McTTV1yjplKWoKfeMSz\nrQvWSXBvFSwLxVbg58CjFWx5OZoN44Y5DCw+0rFC0FD6BVeOHCdBUWmGEIm+QEmJWhYWD1JtqKvE\nssw0zRpBT6cK3CIxxUIaDZOzrFWiKF6o/b6BLeLlI+u2xagdu4tr2rKjuqqYk2QSJ9ZtwfQdmDU0\nAnxcaLyljxIrBeFkuWkTfVA450An0jBQth0xFQyuh2pDSIZlmXBOMeSXAoHKEfJITJnLZs2m+IpQ\nZ+6HCC6wKyOTj4zTRO09faow1569OrC++Jq8LhiVpHaBCNjBYsoJmR9wvOecz3w3n14q1rYgpwJh\nzgglOT405OrAl9s7kqioidQEitzhfGTdTUgmoigJs6KUESkSdV4xTIG6U4h4plQRWYGIsEo1MWeq\nWqGqmawrjK6QOJSrQDdMYab0im6tOciaN5dvyD89sKhEvw9UZcZMAihweSEtYJ8C1a4E4RlDQSUc\n5fiMawv06oLRWZqihZzZrgRT5WhEyUgmpUSTPT4PSJU5uwN/fPw97e01Vd0hpUaIxJIjg4scBnAf\nNDu9Qr0y7P0ZHTp8D1Er2q5EqET0DqOAQuBZsKnhkB7QtqHLC9JKpBPk/IifZ4ZJ89QHQhSMfWQ4\nWepQcLFkgmkItSYsMyH8M10VXmxuiNFTmBWTa2mERylYvCMqQcoOV0VytgQPsUxEHVAllCqikNR1\nixaZwnikyNRJokyilgVOQFI1GUtTb5htT60SZXnLSR3Q5pFmPdDUhv2+IOYn4vPMEBP9eWZVF3i5\noJNE5YS4u2IaPMasiU6x3bxl3db4WNDPBW93F+AcQ1BYWxONZpnu2fjAg8vMq5ZOKXp/RI2OjVlT\nJ0UIiWJnmBlRqWSaBm5WGWd7itUlOWeCHZnCES0KyJlSa6Yp0pUCWaxYVw0hlsw2cF2XNHpDyIHg\nJmKEsqto1QWH84/8eBD8+k3m9PSR42ZD0mdmW3Gez4wfBz5+/Mzr1w2fPr0cX64qWJ4+ovH8m1//\nNUVRoKm4vdvy+x8+E1zmHGaUElyvrnh4HrlezVTFjmx7Pn+YmM9/4JtXX2FMzaqtsUGiZMXd7VvW\nqx1KKYbpARtGuq6jLG+J/qVGO4wHlE7M85G63ZCc4jycOI0HUnScDh84TmeOz09s65f/PH4MiKpl\nUxiuX93RjwM3xYYffvcjxS7y/Ycj77YtP3z/wDmWuEmyW9/SlCVJJb79V2/oqhKjGt588Zb+5MA9\nIMRA09UgYbva8vje0+kCJzzZZ7IPDAt0OfDlruO8WJz19IVFdzuGc+ZhtJRaUSRJ1ivwgZgmKjFS\nm5KD87hUgg3osmBaFnIuKFRBrjz7+cC2ucEuE956VmuF6WdKFfGVIhRrDDCbnrXscP2M27VQKzKa\nC3MFp4pXr95wLW5h1/Ik3/PMZx7ngfnhERfPyG4D1iDrM7WQ+JAZlgOtLDnWimJpULki2kRyiW61\nwi4Tx1RSpIFSN3grEFVAuIDJNVN+OTNwzjPFCnc6oVRLnyIhBmIOLHFDkSxMktwese6JOu3wYmAO\nCzmXjPlEycI8PvDZP3B/3DM9PXJKM8OHM4fDGRc1ySVaJbnprl+CXBX080LIigIwW0F/kpiyJsqI\nzwuTaihyxmVL2TbYYLnoDBvlmF1kfdlRlhGv1IvRG0Fd1ig/EaQmipEqVTSFJGTYvntHG7+kS9cY\n+T3zW8fnpyPL7Kj0wOF0phKZZDVNWfH4PLO5WLDLQLFpaNodUluwgovOEBB4VVJIjxSRUlf0wbPV\nCekXUAY/Rk4ukMOPSFESr7e8Ma/RcsXxKDk9OPxD5nqzIjQTh7JnejjydJi47TSFKfGxYEgTd22H\nT5ERRVs0HIdnKrnBhcDRzdyPHjU+YFEvxPnxGRFAiIBfZjZ6zVNOXO8MSzrjn3pyu2Pl7J/Mhz/b\n4KpUSTYVyExnSgQRcqStMyF5YhA4mZHaE5dADhGvIsm8mFmTAqU0jRRI4ZAKqizQEixQJIE2NSkH\nkg8vh6pYokog1xhTgnpEuHtEbNFZ8Rws/vAH7JXBDp6NKuCqoXENJkLXrFmtr1F1iSK8rCepeLt9\njZtGZJ7odIMeIxMzkpZxtBS1JMsDUVoWUaDkSJKBOWREGtksHWURsUGy6RSF6Qjas6SRKUpiUIxJ\nYVrNatXiYiBYz/7UU11OTETMkghx4NG3vHlV0J//SGEalNmw//zEl+9e0V5Fvv7ZS/nhvJS43tJV\nVzz+8Z9wNvG733/g7nbFaXjiN7/5kuHUI6uO0+GB+/3Ej5/+M1/d/QUxjrx+dc3T/APXlcQeoWx6\nuqrjtHekOnB70XG16rhdvyLmgdbsuL3+Bu8zF7cbYnrCFAKhFfP8TLQzhSmJWaILhbcRqQRKC4bh\nkWk+kYHrV2/Yz2cen94jc+Dy+iv8+w/MvieaSKFu+OJtSRx6wrWkXk58+fXPuXtzw/3jA0fbc/X2\nmv7hwKfHhcsvFF/+qsbPFefHI8Wq4Lvv3vOzf/+vmA6Wz58eSCpx+brFnQTL4mj1mqAn3KVjbRQp\nNXw6RnAKUxvmWTPOJ1btBVYs7EzBg2opOk3bTRwnWLxExRGJ5hwtZVvwfB4xqmRxZ0pVk0eHTQFV\nJQo8dgp03Y7+MCO9xLQtj71j3VbYKGhLR8wjcapQ1y2TlOiLllgkLjIQGhoXuVpd4NUaoy6phprV\nZkd70ZGXR5594LRAPwQma7ldFcRTj2oiTiZkjDSyY31RIeSamBeKbcIukbLZ0Mfp/6fuTXpuW7Mr\nreetVr3Lrzzn3DoqO9OZIdvYTkAWIIRogBCQf4AuPy0lOgghGnQgZZFAOjPtICJ8I27cIk75Fbve\nq3xLGvumG0hEO3JJq7N2Je3GHO+Yc8wxSCnDnTpSyMmYcFpymGA8SbSOCF+SoiQBRRToNqO1LdHW\nrPIOtzIcjjvu5hVTGNiPHxA6kMjJ0kBqHDt/YBqeeffwgW3/jqeT53wMiNZjz4YJi9CekEm6cSJx\nRYiBLM+xziOqll5JTLEi2geCV1CUDOMJU61A5kh3RugCFy2t9hRuiRwd2TxjnS0gJZSGXBcEJclS\nRpoEWWkZk0M3a/7wiz+H8QWZr3k5f8mUzry9e+IULa53DMMeKfZ8+eWesAuI48iHNyfWVcFzc6Ik\ncnXdsK4MPmqyVUNmBFIpcqHxJAqtmJyjERBExCVJOpxpQ8mvNl/jf7Ri25y5k68IG00uC17dGKb5\niTfuxOsP32IPR4JvGVKF8JpcVqiVphMTJvMss4zd8ZF5TGzihPSO/dDhXWCa4M3phBId0QmUyzhu\nThcTiTCiy5wwJExWXuz9ioTy/44mIOd5AYAErPAoCSIGohIAxEzRhYAIFlV5znFESsfCaFx0JJ1I\nCDIJmSqJMWIUKBExRIIApQxTsHgFefJIN1CUgpYWiaVPGiEqivyRN+I9Ikiq4iXPk2OSOSJ51llN\nyCu0EeSmxMRIURTUao52GpEq1rFkNJKoZ7i4pViOTEOGDoLRJZIM2AmmdCYJg1aB3Xhi1uSQWWw2\n0ljHfd5gD4nQXBPTjBSP+M7hXYdG0WTQjVu0eUkuRyKRTGh6N/HixZrtuyN+cIzTI8+bZ9brT7ha\nfUpVK7aHb1mvf8x//U//O/71v/4f+PSLP+bh3Y5llSHnVxxHz+P53/AXP/oE/1ygc407Sop5SX29\n5DY+cNz8iod4ZhozWi+QeYnSOae0Jw0z3n3zSNd4fviq4ePlNf/XL9/zcuWYlXNWV6+4mr9i6Fty\nk6hyz+bpG8bZntnsFUZXBCacb+mHLRBQqmS//Y7N0yOvXr7k3O7YnTccujMpjnzy6SdY27K+kjy8\nO7LdDswW19jv3rMbelSzYjju+PL1a4pvb/nt6wdMrVguCo6AzwyonOgT2+N39GTc5gvKaHnzZsvz\ndkDpxO79kWAEmQ9QdPgJruscOWZshSQZzfpFAT7gWkdblExZYHcaKDKFFhp5HkEqptZhbCC6SCXn\nuNSRG0FsJXfFjMdxokozujig1jn1VOIGj1Gw7S0+GmbrmqH3iExT2ISyHVrXtE6j0bSVohwm8OBt\nh08FStTUpafODZXOcH3D5jEwv4WKDCErXlQLtlXF28cn5qagXow8T3vyrCIjcVKBWaFoYsFwKih0\noFeJs6iZVQUyWZpxYhMDKUXyXCDSFZvNlrIRiNJzGDR1iihxZlkWhPENm9GT1xWFOZBnDd0pUpUz\nNoc9Vte8zAQH23FWhmzmcaPHnXc8bx459Vu605HTvqDdBWSYOE2RJhQUi0Q/eWTRUCZwxYRzDWUU\nSLdmSBNK9lR5SZ0GTmFPk9VEKzA6sFSSKT+DXhMsqLIhNYreH0AfmJk1UZpLMnvwRNVBYegTjELy\n8YtPmZlPuZv9mIqSfu44jxt+8GJE1MUlDNZ7Ov/Ixy++4Re/+ZfYFYh3GfNgcPHiTuEJKGlZNpfZ\n1yLPwIETBkFPFgM6k7RjpB09ogNvJVN/5nqpOW/eUocSbRLr1TXBnJhSx8lueNx8y8Pb72AMSKtp\njEGZRDazhHAmxYRPEMfIlAyD9zQ+x9uBMkVO0whCMxeK09lBLDgOB1wBky64NSU6CcbWMcszRNcT\nJ4GoFsDu/xcffm+ByxhDSpFAolI5ISWUFqSUIAhCFEQdEMKQZGQRC5AeLQI6RZRORC6OGypZlDJI\nEgJPkgKl1MUHTOboFIgklNCklIhOMOWRxinyOCH9DW0lKRY7XvuM2njm8xy363FyzTQ5lvMFUc0w\n1RyXGhIFzbLicBzYYqirkRiPGMALQWUF4zQQdEeyjvPoSJWk8i1bd2ReFrSblvnLNc56vPZYoXn8\n+pkq6yhmOf6UyNWICi3v3m/JPl8TRU6+LIg2MXYTm9OJItS4k6CYN1RVweH0FUNMfP2woW5y/PiB\nsXXc3P4YG0buXv0EilvqlUCbjql3fPvtb7heSWZqYhMchRb0cuT+Lme3PfPpRxG3G/gf//d/zigi\n60+uqE3HR1c/5F/97VtmpWfIDYtZIvqRbhoRc8e3jx+YKcPy6gtGu+fx/VsGe0YiqFa3KC7qosl3\niBjo7ZHJ9szrimDP6CB4fvyWdniPVjXn05HzbsP9dcb+8Wu+fPiGDx963DCyXpQ0tUAWnzG9fsPx\n0NH2FtclTv0WkxQ3VUP3fCY/BsrlkpAyztsDN/OG6/sr5rMVU9/xy1/8lkpJYibobU9x9vzGTnx+\nv8YPmnf2xBgKOmmY+hPFuEXHnKyeMU1nnIxI4yiU5jwNLEKDSBajIttdIF9M4AWTVJd2cOwxvqRo\ncsLuyLLM8NNIP2msCDBYFvMbgpRsh4nZOuPj65zOanZDRTadyGLDEByzUpLNKloxkNDkKoPyIh5w\nneCYoJ8O6CyiR3h4t2XKPVofmEnL/WpBcCNFMzHZjHwxYlLBXVnQZBLGEdSMU7Qs6pI4QdA5gzuS\nqUjoEtpH9kNP9AElChgcha5o0wanLW402LxHIilmS9pWczfT/PYIS7HGhYjNKzYyMY5f8WKZY0NG\nfkr4zNDun7HHlmEYOex79kOPFAXHM0xeEXLD7tBxt4bBS4zPsOOZWkNTvMARKNPEKVpS5hAOZnqB\nDktikVMIje+eqK4lpjlx6j1BZaSuZFHcEJRDyo6smDP5nloUeJ/IykjXQ5ZnLJoFn8w+ZpZmxJSh\nc8G8WYGyaKkIIeFUB8Uryk/u+aP7l/xy+xVvv37LN88f0FExBkkaBanUROVoyoakO5IeKcnwsaPS\niVN7pm0HjJUE7cnIkEkzdS27hw327HheHVnVM4wAN4x8OG95c2w5bSMrlXHbVBebPQ39eKYqBNoo\nejcgpGAWFeco2Z4mdMrJ9StuRM/X4QlZ5aTTK6SIl3ifwtB2J1p69ipjfX2H3+65mr1iHyDG3w1N\nv7fAJaVAJIWGCzuSAhETUgqSDBAEhcjwBIRIKJEwRkDMQElismRCE4VHyQyiRSlQQiKEgiQJWiKS\nIqWAFJCEwvtAnSlCSvgiYmPi5N4w1xUht8xUIOYTrkvU5oZkGz7LDMIbjCnQIsMhEEYxdZarYgHK\ngxwQYqQfLTIM5PREFcBqHv0ZU0jiuONwirh5ztkO3M4rDsdnruwSPbMoXZOdt+wPjvvFNSJEJgeK\njPmipFAOGyXb7WuIkkWWoVxPITKiG2luXlBpxTl6puiRCL55/S/JpkjykXb/t5yHHS5aCgMqzxiP\nT7x/fM1tqZnXdzxtO0ISlDWoYk67G1FBUImMNx86vtmMfLwyNK2leFlzOPW8mtfcXjXsD48sb67o\nJsHrd2/pYyRVCq0GpukDHzpL14+svOb982s+rRfMaoNi5Dzu6E4Dp26DUhP/5+vXZCVcz1/y9PAV\ntW24uf4xP/zBH3BafMBPA0/Pb6njgjocQGtmZcFnr+54937i1PU4raCqcJ0gup7b1Ypx0yOzgRef\nvGTvAlFHinnF8rrm9taQZ46TyJCioj/vmczEfLbGu8hn8zW791uK7IrJWWZNSXsaCeMZnS4ZUdmq\nY7aP1KKiHzQpdlDAYLiwLCEwjSf6AlnMcX7PbGa4WSx4d3iiZAZzQyb0xakgL5FOYOqOKUwME9QZ\nlFnOx3clg7zChI7sVCKDw1jJzsKkz6xnDaHzdOeJGBNdalm+MCC3CN3ThS3Jrjn2A3ljObgWri2r\n4Ni+3TPaicU6onxDkIaGjhRbinJGbB15HVlpxYc+oKczXmmEkmymjmxoOUdNYUs+MSvOwPF45Gpd\nk4LHh5LJtsipwdlAsomvwgDpinqR4Y4T4/OJJkAhDe/fPlI3C44PRw69pdeJ3blnsfccJo/Ja8Ze\nIhDMpEJbh5zN6KTFqMBgWxoVmHzH7vCBKUqaPFHrnGNv0UKhXYGZIlZd7tlswegOlGTMbwryOJIZ\ngU0CIyF6cL1FzzVCeqbRMg6JED3T0CFMjlFztMnBZmhxCU+UIoPkEUaDKXAEPr02bM4FSsz5YvVD\nftrueJre8+27X2F7jYkKITVdsMzFHGs8kz+hBMQQiMGhTUkaPWOryESNDD1DCHT+yOYwkD3vEZkC\nKpI/c54Cpz1kWYUgMcYeqpz7LCK0QDlPkprCKU6hZxo80kNRaoiGD+92GFWRuyuG82UJG3mk0Sv0\nMFEWCzoRSDYji4l89r1nrCtIzv9OfPi9BS6lE8SL0aIQkFIiCUGSmpAkQgkkgEgkIoXUSNJlv0lc\nAAokQhq0sEQNQghSkqTkEUIh0UQBxOzyDCAFhBIkLNosOEVHKpZMLVjlmc0t9JFO5hDmmKmkMw2z\nURBygTSwlJpCSFSmEHYiLwNWJkSSTD4inUXLSNQWVET3ipGRUmhCGAiTw049RxvJa4mrWtq+RHQJ\n6SRy8sRuJHmBKgTRFeQN6EpBKBn7M2NoWS6XCGcIxhL6CXcwPKfEurylPW25ub9BRMf+sMEQef96\ny4RBSol7njhvzmwePlBVkZnOGUbFZC2zmwEZW/pzwnLii4+u8R8i/vzAfVaTlYGkLFWx4DR66ibn\nuN1f9tSOLVW9ZCwkOgTKXGPkFVNb8fzwa7J8wegmsqzi3A/MlgF/nPjqZ3/Lw+6Bf/CTf8w8v+bf\nfPP/8MUPZ5we3/LJ+hPKu3teffFj6vKem7tbpuOGb7/6NR8Oz5hYIGcKXymK9QvWMVC/e+Jqbghj\nwYOdeHz/Dr/rGH2OKc7MbwM3zeqyq1dofJFxHjYoV/P++Rk3PJPPC+5ffEZMljSDZV3xkx/d891v\nHxhbwbbrqFXJlBVEnwgk8uaapnIMbUdZKaYux9LTAWMKG2QtCgAAIABJREFUxEpSWwNO4ZXj5X3O\nF3cZ0npErthZTR9qDoeePFsi7USQHhECZSEJmWNhEi9mOam5Yu0nWis5UzMrWw6+p8gqpMk4HE4U\nKuHUDB89UWsexj1BZ4z9AHnFwR5ItSQoQZF5nuV7xjZe1ItKEEIO0jCvaiZnWeRLiuaSuVT2Fb6w\n3C41z92ZvDBMLlEafWE4CJZScGy36MWKLHYMmWT/QXC/1MiTpAgeGxUbk9Aio4qWbftEs1wTnOF8\n7hjOCRcd7tYz7AOpz9iIkc4GlPdU9RI7GUI7kVeJJBzjJFkVOT4vaO1InUtSbpimQB0UWo50aaSf\nJFU2YxSRfjDkRUMxKZIaGPWAH2rKwtDMPaNIUChM5skVCANJwNCPpKoAMaCFZQw90SyY/JmURVJM\nF2WelkihCd4jvj9gay0xyaOkRkXJzKwZ/JmuOPFF/hmfvLrjt48fOHzYUmQ5ckicpoHkPPnMMHSO\ng7XImHEaD4ixREyBea55t00ECeN4IC8LoOBcOIYuY+1rTv2RvFrgKsv7KvBSayo8lg3ZNCcaGOxI\nkXLcAKNtCOeWXAUenjpW+TXTlFH4hAgjTmUEucJcVeyOD+i8YhFbVrkllAKzr6HMKLF07t/RPa6A\nRyh5AaPokUoTgRAdcAEtIQQxBZACSAghQAikEFwmXIpEJAlNgu/bgQIhssuPCIFIl4FlQpBiIkVw\nPqGihMnB6CAKWn+kCCMbGxm9Q4UKZwzRRMZ2oJgLFtWM6KCVFl1qIBDEcKHzKZFsx6rQtE7Q94Eh\nJkYP29OAMYKpE4SQMM4jKaCV0DpyBbIUeDbkwTLsJcOVZm4aos3Iywx8xdjmlHVJrbuLK35UKAUx\nOdw5cnh6S5kvGWdbOrYsR808NDileXh+In2AYj6nWub49MTj0xv6c8u8mmGTYT/tkXWDzuDhrWM8\nnrmpZ7Rty/EUCD7j1YsVoXJkheZwOmKjYfuwZ7VKLK/WPB9astDzyV3J9iwJ3lMvDNZ62ueW+88W\nPB+3VOWC7ebM3YuI7wain1hf3/EPf/oniFTyF7uewBZ8x8NpS5QF7z58xScfdRy7PX3f8Xr3lnfv\nt/gkuBob5nLB8+MzZV7wJ3/6Q/wk+Nnf/DVp+8Rn1xnbzYkQNOdW8Ud/9sf0Tz1UHiMifVB0x5LD\n0OE6gYg5Cc/x9MQQCj5/dUUYEqUW9McWM3/Jq7xFFw3+2zPWQBU01o54lSgKwTIr2dBzGiRmpqnF\nGugpbztYRuazjOV9ROeJeb5A/zZnfBxYzDTHbcHmIfDyU4XdTFRiickNN7OO65sVL27vOPnASWhM\ndFzNHc9jznk94/okiWfPsl7TnQ/E2CEXObEAj6UbNkxegF+gak2MsG07Ugqo8YALkZIrFnlJ6geq\nRpF5j9MasfRM9oRWhpuq4pSOiKyivMk5Os+5H7nOYdx55r5mTAFLBgePaFb0jxOZuGWzHVgU97w7\nbAlMjL7ANAdqEcnKa7IIXQR8RJsZRpd82BxIXcBJTbs9c7UKaBPIx0A4B0yTY6JAk4glhKFHZxlB\nKSQK33pSEnTKk2cCoQXH80gWwUyOJs94M4Iu59zKQLKRdVNTyIjoB6KUjClSih6vK0YLUgeKShM9\naAQpteggSW6D9Q/08ZmFWkGSJBFASKRSCJmQUiKFRJJdaltRYURGZQpqXXOwGR/VDnEjeTtEsBZh\nHH0OWqjLLptWiFOLtxJ6TbuxpACTmXjcW/w4Ma9qttuBSgnOumXsBUK0jDHiaLgzibVJTFpSGocd\nM2JuyKPFechQCFsSrGRMhnT2GNdwchamQDmsqMKCUO2wLjKdJvL5Ped2S2UKjK0x4wq1SHTdmev5\nDbmOvxMffm+By8UepRQBLgwoJUBe0mEjRLhErat/y8giSYMSl/d+L+FAEEn4y2cTpBQQQiCIXKBM\ngIDgAyGCj4nJJnxMlzylTIB2KKPZHTsWVcbx5PCyQxQ1GQI5VzCfk0VI5uKsYaeJhMWpEekMUWRE\nA2N3oO0ORCk4dkeyouImK9H+wNMkSEnj/cTZW/KiQuSeN4cT+VixrmvC84m//Ok91/Wc82GivrlC\nm5wwbnFSMTCQksJ2iqyCOHpc39OHnKn0+P0Gt/uOT//BD2niDJMKQt9SRM0pBe5vf8irFzd8+OZX\nvPtmBz4RZiXkB2SjoJCcu0SYFMsXt7z4ZMHkRopqZH19Sxc13fFMjDP+5pv3TBg+WzXouiBmBfO5\nYHfoEf3Aq9mKN++esUXPpEZ+9Ef/iBfrV7wfLVfr2wuIqxxVaHyAoslBSHxyfPaTL5ime968/o7H\n99/x3LU879/w0WrGvu0p9B3n9z1XVY0Xifoq45/+l/857jTx+v07/upnf0uzyHn91rHrPKUUlDND\nqTxaBX7z9Xcs7wrurz8BMTIdAyJkbL575vHte1bLivAsOXeRoRA8fr1nckcesgYRNbdlQSsFrpv4\n+NMrciaWq2u63vP1845x6tDlhFwJbq+gNJJlM6KvK6a85vZuhpaRTG9JoULKjlcfz2g2FUbXaK1J\nes7uN98wnFYI0WAWkjrzHEQkpRO6z/CDJ5rZxWA4d9ycJT5K1vMZXQrMV0sW0TENgS47YmKDchGT\nSgZ/xE+SKU7kmcdOiZuVZp4UlOB9wee3cyY/YU0io8eUC1ZScBSSduqQc4HXE0GN6N2OWVMRNp75\n3UtOJ0vdjhxTIs9LDtMJW2TI7kTRefxYo2NkVq9oQ8vhHPDNxX2mzCzGOeq64TBoTFNjpjPlasGb\nhwP3iwatHCE6YizITaAwgqgW9N4T1ECWB4wcybMZY58wMjHZln6mqKwiWfC2xEpFFhz2dGC9WOCz\nIwyREDWq6KiEZIqaYeq4WQG65DmcmFdrfPIoBN1kSSIQk+d4dmix5OvH3/Cj6/dcF68wSSGEvhQz\nES+1SkSSAIlASkmmcyQCFS7V7UpIFkUi4hmuRk7tkdH0SBxYQQgFLllmIedpsrQxEQuNGASPmx1T\n8IzTxXpq9AlftvRtR6YantUDH+VzlN7DoFB9wyKbUWJxU40JW1RZkqMZJ89unMiiIkyW4HJGA0IF\nTu3EcnXH4/OeK7XkHI70tSKNIw0N1kpUJjFJcu4jd4uPaRUs19nvxIffW+BKjPggv/efSyiR/T3I\nCCkhXrzIFBCTuoCRCBcWJS9tRiEkIULEIFJCfL/pHUVCEpEoYogXSTyCGCMuWGx09LbF24nBHTj1\ne/TQYTLJZndmvlzgor6Y/sqKVa3Q5oSSgqzIkMIwxUjuE1lMJDUg/AnNjGPfI3UkDCNZDoMZ0KbH\nZgOSkqdNYImiVxE/HdhNE3fzAllo/HHgq8fX/DfLv8B2njFZjO8gWo52oqoM/bkldo6sKjgdzuRJ\nMisqxmnio6tXpNpxlV9T6jnSj5AiV+uXuOPI0Z+xeeTFi/+ED799ZiYWOH1ku9/jzMT9osROjvUi\nR9U5s3yBdR3aSESIfPriGpciG3HkdD4xvG25+uKGzeGM0QLRveHVF/ccdhIpSp72HfeffAQqp8hn\nzF98QXF1xWfkaFlQZBnKaI6nZ4rVPXeN4e23/4p8sSS1l0PMEI6ctgcefnvix599xsPP3zPS8/FP\nV/AR7Po9w+AoVU6IlpM/syhr2l2Pk4offD5nJrYsX2QU2T1+ktjJc3j3zLDLKH6i6Z1idzzw8GHL\naCeurmfE8IAqbzFlQ3c6IGdrvlgtIUlOXlPqkaQk9rbiNDyxuDUc9y2+KZn5jPz6js2ppbyqUPmS\nu5UkywVZ4WCdEYRlXgvm1QvOw8hK5TSzgrsvljy+HwjpfPGG/OhHhDOcu44g1UU11vdY1yO7ltxU\ntG5DCpCrHCNgMAfyFAiZ4DwmpFQUxhF9TnlWdAEMHid7OqWIeUcxQJMr2n0gmRrMQFFqnveR3CRs\nShA8YTuyE56ZrDjWCaUybGcpcoFoBGUPrtSI0WBLQV1oVG+QskK5kYchY+x7VrmiiBOtr5lCQb89\nkecGZWfITIGoUFLwfhhZpUR3PoENPDOSR4Ujp7fvyWRB1IlaZCAgGkkhvlf4Th1XmabrPdEYpgxm\npuE0REY/4ayiw1I5R1lHQl2QmHDdiG00QpTY6Dkez8ihIC81/XGCKsf7nGPq8FIyjzleO4pSkU8g\nipL2HNm8a/nZ3b/g01c/RlEikyDhEUniRCLj0kmKXLpLxiiEMCAvx+5EJJPX3FYD7VVLPwyQtbjh\ncKluAdpuIIyWYz+RnKfrJmJoUN6QDxlRjNggWDSabfuGFBZEbZlnN/ghIqpIyCoOXaCsR7YHxcK0\neCLHLjEGhUsZQih66xgdaCVRQaDdDL0Ch+XqHsQ4kCWYxWva9JqsHhl8RaPWDK0jN4rTcKJZr3FT\n+J348HsLXFGcECh8BESGEAGZzOVFAUIZkhAIFELE74HrckuhSVKRuACfTJIUPYkEBBABkRwujiSR\nCNHiIxwZEER6Bo7hyH44cujPkFnyCCWKlGlOXrE5D3xcGYwb0PTUqrkk6KaMWQxEb3ExEOKIjJEx\nWFw3ghBYImcHmS7x+xOOgBgXdLGjSJ4TiVlWM9gN2Iu8tjrD0FV8uloz15ovf/stLz/7A2w3cmak\ntSPCQJYKXKnJjUDqHBUzgtMs5pEoHOu7K4oxZ5wmRJwYU8e6mXF385LHr39BmEbO3Xv254mPPv8R\n/bhhdvbshtc0dUYWPXVZMHUjKW9xrmVZ3zNb55imYlHnrJeGn/31N/yjjz7i7rMFlZ7Txpar2fL7\nPKjETOfcf3bDPLvj/dOJWBgWqzlaz6kWV6QgCcnTjTte716T6YFhOjN2I0/f/ILV/R9inGL7sOHV\n3Rf04Wv+s//0v+V//Wf/E8vVhuyja/7sh3/Az/725xyeDiTv+PmXP2deXzO2T8zrJUZIfvSDBZ98\n3KFDIJga8pxoFdJn/ObLD/zs777ledcRppx0ank5X0NzRS5r7Pes/B/+8IqmLIhTz+AjhyayHR5Y\nzmva08SrF7d41ZPWmsJb5MwylQVhD3dZhQ45zE4X6XStmZWOvHIUKqJyxbxWXElBFJrgRq6W5UVt\nOSa8yljfQtEJTr7DbTzXVc2bpy2BOS4FcjkQMvB+wuSaKAqmfkRgUHmkGhVWCeQIZ+lQRU7nBs66\nwfietTAIGTj3OabwSJPhE5SznHGfMKon+RzbT2TNyMFndDIikid2DU1ZMA49pW5gvIiiOgN5EMzl\nDKkM+86RqZJFEgxFhlWBdpjAlDy1PVqW3M/vKFxHSp7QeeKiYpoUhTAgLTavsAeFMJFeRDK5IMeT\nF4LOJ7RccgqWqzxgkkMWGYMQKJVzmjw+CdwwYnLNzgtSqpiLhrx0RNsDgnPXM18rkImicAipsfIG\n2T1gYsZZzdn6gaulIXQZyIAykILGDgkVDX6wKKVJu8hX3/41397+B/wkm2F8IkmFIF5GGEl8z7b+\nbVUUKHU5csskyaMiiYxKzlmZFe1sRzGced8HpmBx4xkZLDF2zEiMXULJJWNv0YXDWkGYEgjF++OZ\nlV5yTJaOgLeSmFeIIaBNi0DxPIDOc/rhwDJryPWC1huc9wg3gQlMRPxgLox2SlzJGQ/dAK5jbsCm\nM308Qx2QboUOEUTCaUFRZORmJHHE9ep34sPvLXA536FkjsAgpbuIKqRAYBAi/b3AIgGCC7v6/16X\nZwnS5c9BREIcL8wrjSQENlpc9Fgh6MIZnKUfB/pxyzAdOXQPTNFyGDekwdOl+WWAazTT8MxsfUdV\nzZAmo8xqclng2hZjJjJjeE6OLgRkiGRG4aWmOwgmF8lFT51FTl4gUcwKhbn1PLeeoBKlzjBEXJux\nqSy98syziSJYPvz6V/xH//F/xa9//UuSSWSmZuo9mAhaMW8a7GB5th1NPafznvNpoqkcbko05Zyc\ngu32mW56y319AynjB3d/xs//5l/w+eef8+wjbXhidZMwdoUUE0I7mvt7xHvNcTrxyXVFcJpD90iz\nqBDlCxbFjOvZlvX1gsIY9t2ReqnIiiWD78nURCDnvB8J8j12VIxCYnRDURT03Zk8z4kp8tW335Eh\nqApFfzwQvGTdfIK3Fat6xU9+sODLX/wdf/on/5hueuQP/8kP+D/+asPLUfBot9zfr6nmmtXNNcEV\nRC8Q4sgnnxryoqZcVBTDPbZ7wtSezcnSPwZGJ3mcRn7z2yPXWlBpT7GsWdwUHLsN99crdocWlzRD\nP7KdOlTyjNTIm8R9U3BbZ1iZkynP0DuMKdiPA1NbMe4tq3BN1+3IxAkTaqoasjoRQodMFTKV3BSS\nY2oRRUOZLLHQ9Maxzmdw1uz6Cecsisuhraxyzk89Zd7gZGIUI9KNTEowjB6daow0uMIgokC4HpGB\njzkuswRTMPYtss1p1udLOvQ2kC1HhFyy0R0NNZUQfNgF5nJg6E+oeUW+vOPstuTR0ttA7hfITNHt\nNug6x00TMqvwSSGFYR0rDn1LEIFzaCnzkng4ok3C20ihZuxlx21pkEmh3QaJIGUzMpUR7Z7PxDUi\nmEurKyai4fLdAuKkybIJoxJ3WcPJT6xlhQkjmUjsgkfEjHr6PjxyElTmB/j4RCEnQpBUJtCGDK0N\nZB4Kyeh73HFCdDMOYc+VkhT1mkO/4UqCDA1t0VNmE1mW0Y89i3rOMDp8JUlCUHhDf855+KXnn4n/\nmf/+z2+5Ua/IgiIKBUlBCkQBIkmQCVICeRGqITwoENIjk0MQUSajcg1VOWO0T7isJk2ObqpwvicV\nmnYbOG8jy3zG0O/oERg/Yrzk0Hq8kYQ0Axtx/ol5taRvLeUK3FRyfnciW3mKTJEmydh6XCiZRk8p\nLx2sFFvcYBlCohaRSkIiZzs+oQM0WGxwII7kWjLZiCMxOo0LiZg8s3n1O/Hh9xa4bDxixAIjFSIp\npJQkNAGFISKEREpJjBGSRMD3c61LIjDi0j4kXk4UIIkpglCE2COkI0ZwKdBORwalcPZEP7WcuxPn\n9om2PTO4Lad24nAaGW2gjAOZC+RFhNxgZSAaQZ4ETSqwQjHLFcE3JD9Q+wGZS57iSAglyUUGoZFF\nRTSO4xhZpoqQH8HNOISMdRnZ64lsn9h3W+aZ5nAceCMk/8VHJfOrW/78z/6M5Cc+vP074uqGIivI\n8xytAkoZ9l2HloYw9AQpMMEQhxPJZhSLa6qbz/j85j8k/tX/QmgGsuKaz39Ycb3+mHHYMZvfcqp+\nQ3i2nPYDNhuRYqJre25uLfOs4N1zi7i9Jy81V7c/4aPP/ohaCL775u8wN1BWFUJofrXf8klqEEKx\n3XhSlLx5esP88xsyI5ipiVVdY4qEUJIUAsoovvzySzJRMJcZ22HHYbRkpuDTT3/K1fr+MpO0PfMX\nLzjvd9Trit1Tz9VnP6YuVgTbMdQlH738BC0dg215eHxNJgJ10SAqQ+xHHj+cmeLE9CagjGTsclp7\n5nquOe8lkhmiBlMXDNlELUGVhv3TQCc69jHj2Z744m6BmDvy6wyfEnExhzDgoqZMFQWBUXjKRc5x\nl3PoJzIDoYxgB/oWrHfczu9oRE6t3MWvUwpKmXCZQnlLLQ1KJlJdsCqW2CExumfkZPDphDOazc4z\n2InTCEFkOByNEbjOMtMV+3EiNxl1yGito6lGtPS0QZJCRpE5nrvItYxE45iiwWiBcpFtu0HPJMYa\nYp4jqgrfBlT1xOQM2utLmnJvmeqBaydImWRVNezaloWtOAfFmHui9fQuMJ9dUTmQomXIPVZqht0j\nMkoMSyYVeRgHPi6X+PGMzTTSlPh4ZrCJqozoSrDZj2R5oIgRgQJVEciY1zX2eFmKTSpgRUaZFD2S\n9bpg2+1Z5QrykdOpuAiwfIvXmiazqKRgmHAmI1cSJRWdP9PMr+hCRIaeMV3T2wmvPUwDw6C4rddE\n6ZF2oELTd5bkG94dMpZZw+w4svvtB/75R3/Fv//qL7nXCp0MKuYkLwkqkqQEIYH496AlRCLKkSAm\n2mnk1DmkNVQl+P1AHLnMZpXkkHpmKUNbyUJIOhXYn55p6oxhGCmLGsYCN0ZU7DDdmWIlcbbl+Xkk\nn2vGc81h8xW385JRzti2PTjLup6zP1u8rIiniawytLSYeLExwyaSe2QYLYXq8BhakXjfwassARMq\n67AxI8mJQuR4f8lO/F3X7y1wjf6MpESJBik01oHWCZECSV1opI8ekdT3w8yAEpIkwIeAUpDC9xL6\nJBAkiBBiIhIRyeJSxCaHJdJNZ7rxwLk7c3Itbuo4Hra8ee4YBoFouUhm45GFnDFmBbNCUZcVShc0\nWYV2ASMEh8FSmRrHpV0ph4GlKhhGh8gUlZ1IcWRnBbmr2fo9jSk4yxYtJWLKUMLjXKDkivO4I4wt\npS744z/9J5RXN3xhMg7f/ZJp75gvIcWAIlLOKtbNLb9681ukGZmtb6mzGQ2we94w9BtWq4+RqiKf\nr/js3/tL3v7sf4M5fPSHPwXZs7r9CENBHwKL6p6fv/41S6PZHp4wN4lK5lgB93XN1eol3TiyetFw\ntf4Rw/nXaDFR3c0xSP7vv/klk8yZhCHuerrtiYGakoJ5NYM4Ml/UHDdv+TovWS5OaFXy9PwG5UY+\n/exHHB/esHmzY9nUNM01WaEQKpJiIG9WuPSBWBpevPoj3nz5DU71ZM2cWfaCMleMaaA/vuHr737B\n5nzki9UNSil2hxM/+/Ub3m62/OFP7nFJIs6BvFIMg2PWRF7cLRlah8gMc+XxVcHzQbA77LAY+qJi\nsiM36zVdTCwKSexG+nnN5DylyRn9EZ1X+JRRisTx2bFocoRxHLpAbDNSU9MOj/zgswVJOpxNuDxD\nEjFGMZgJHRKpqBmnQBEEYnKEWDCOFpsEKZSMpx1pGNFekwdBrRTdGFB+yTBGXDySvGVWR7puS1bd\noPoOr0fs6KnTnDpXDF3Pq1mNay2z1YzoYegnijvIKGj3A6IJjN0RLwyFbDgccs7JEYRCFIlZqJm6\nHQdVsBwS+3Qm+pIhOHAZrdhRL2/ZfLvD255U5HQItDd0xzNJCxgHdqJClSV1WrHRkdWswp8Hkq1J\nWqDzmiQnNnJHU/y/1L1Zjy7Zdab37CnGL74pM0+ec+pUkUUWSbGllgU3jIZtwBf+Af6p9rVhwLqw\n0GrILalbgymxyCoW64yZ+Y0x7tkXWTAaMKBrMYC4DiCwI9Zee73v8yoiirmMSKlYSYEsK54uM0XZ\noeRMTIFt3WJjRiR48glhWgrjWfoHTFPiY2KtGi4+0ohAJjEApStQRuLChf2LFudOlL4iyRLhoT8r\nlE/MqcO0gumyoA00TUVMkhAERhVI4VDWElxGfTD8p7/4W9T/ZPjl/sBXqz8iJouIBk2FkYboF5R6\nnsMnEjHP+LQwh088upFgHdL3zGJBJvO8kU8CZWFTbHD+whIW5iipqg3WOYbRYaXGj4k6aqK8EqVl\nqizl1dAVFXdaYv3EecqY0vJpmrkdr8TuliUVhOktk+vARaptw+HpgF7VlKokTDOD66mnQN1oHq5X\nGhfIWdKx4Wl6YlsFwjQRjSJqQ1pH8nGC+AfacY12IcSZJnka8zymTBGkhBzV/3fuK8l4gJR47qif\nKcc5iec7P+s4hAikH3YsKQuc8IQ040JPjD1+Hhj6ntNkeffpiTjMnK6G4UmQ3UzIiZAjn21X7EzF\nVDXP8zRlMGqkNC1CB/pBUrQFyQa0UPi8IFKmUZLLPGFkJuaBVSe5jjNOLqw3DXZ8jrteb2rcOSPm\nRIgTqjQoVSLkmloUvL5d4+QVc3fP/LuveXWzRcqKRSt8jKRecg5PoAK6aGiUglKhsqSpC5Yp8f3H\n3/OLzb/FuolqveYQHbtccLO6YxjPLFFgaoGkZvaRn7255fDxiYuT3Dcrrosm2URhJKfLR8iG+5/+\nG5rtG/L4DaJWqBSxy4zPjp+9viclx2mObLqGCsj3a6xKkBriCP/4D//A5t0Tf/qLXzIkD2rNH//8\nj3h6+jXfffNP7LXmch4pVnsQkXk+MXtHCkeOlwOfv/kJbnrgaGdKpZF54tPxPfut4O27X3HqHfYK\n5TTzPj1xPc489DO/e1q436/ohGJoBKHxvH37CK1HLyVFt6J47ZnDyIPP9GLgJDP7aPnysw1PTwZD\n4mm4UOiKdH1eE6XJzJz5MR21apBCkWQiRwONZMmSISyEUoEd6byjXK9x1wUpBLYpURTk9Lx+Uswk\nqdFxxpiacY6IPCE8xKRZQo1lIRtDIRIRxfk6YJmZbSRbSRKZJOEaIkWW7FYvmZZMvd5ysQ8EeYu0\nDmUcoTB4m+jaBnC0m4X7fc2ZzHV+Ym1KKrmiXxJL39DVgeAyMpdkGbguEw5Q22fY7unhQNEp9tsO\n53qIDqMM5/57QlUzzz37FHDZsFxnAhZJJARNxuOzojGe4A3hAsMc2N9b3NxwujzR3hTUfUsUgV7D\nShpEZSnLZ99SsanJ8QpGEcZMH5+j6A0C7x27UpPigljvcbJGnw+4QiAqj6k2HI8TK5WZPERVI2vJ\ntEDTNJRa4JzDlA5taoJWSOHQXuGeBvyLguNQkrJB5YacAq3RhHkkBMXSVzg585d//td8/MWVw1cD\nL/Mt62rLqtyiU4lRApsTIVpSFlj/xBx7zkvP+6cD0gZqI7Fhxi4jIiSCKBETtJXiaCdsntFtTZEz\npq1w1iLtlS7X9MrjpMPLhhwDMbe4PJNioLQOsUie5JVCrVl0oLKZXE1sc0EQioTDHSx10xGsY/YT\nQSkWKTl4Rz1aYu6w8QFDSwqP+NkypxVzjnQusPIS70a+VYKXzR+oAfnx+sh+LdFCI4gUag85I9AU\nWpGERAhBTJHEc1eV8/NxoEgCJcSzN4KISPkHbU4khoVrjtgcicwQF4Zl5nydmBbH8XRhip7vDyPq\nQ6KePEE6mq4AJVg3NVIqWp0ICTYqU0fNeL5Sb9dICQVg0wGbBcfzCVM39NNAUTaIy0CSicFObGoD\nJjNxwsuS6uae7649deswU6auP+MwPyH9hBsUF+HrThSgAAAgAElEQVRZF4rlOrJ+qbn/4qcoc+Sc\nHS4nbjYbTsOAnxwiJDYYOl2y5IWiqlh3HZMv+d2nnv/+f/gRDw//GRt7Fj3x6ie/RIiOKAJd21Ik\ny237isv2SOUjbpi4d3tUSjx+PGHGTBAXdrdf8HD8wC/+9DOW5S1JZVZty9M3XxOE5PPtS9z0THJP\nWjDETCU1ISbOF89t0bHYif3mJbdiTf/pwtvrJ7747As+ffePfPrwG3brz2hoGZYHfvzyS3RUpLjw\nm6//DlEGXt7c0T98zd++/Y7D6SNmPPMXf/6/szjPuf8dr+5rRNmwNS/47XdPXHJCJ9BFy1df3NDc\nSJAVwp9IR4fzE3VTc/v5a7KocF3keH0iBcPw9MTPK8FXX3xFfcwcL7/n91FTbhv0NCF1iSst5TVw\n8ZqPu4V9NhTS0xZ3uBJKBzIekGNLj+Ixao4p89rUWFXy4OFFsBRWo+REV2pIDoTEBMPQP89/k4/E\nDItKzD6jlcCPkXGCYTwhtwl3Kn9Ql73H1KtnirxWmCzgMhHSFZ8Ta7nGzSdErhgN7KoMska7heq2\noekNu1cNW5/5WNTEWHIcA6otsU6SLzMFkXbV4seIsgZ759AXy8o4dFVisXw4n1jsSCk7TpcDpgPV\nCIyVvLVPiCAxRQ0jZJ1QpcBgiRFCyOiyJKaF7W1HmnraumHV3nC9vEWsJVcruKsVwhtyKGmqFVkK\nIoHCtFwuI8aUeOvJRaZ1ijnNLNmTCpjyhdPliU3xgxK5MRwuR2RRYsyeBoEvWkgSvMCdRvbrDkzi\nwiNbfyT7lxwuMy+3K1wKaKcZlpmNqRntSLdvuJxPFHmDLncsw4VqWPPgHOfhG+I58PrVmtevX7P+\nIchRKENFSZCeMU3MrmdcFq79SJgvaDzndOYwn5mTZ0iC20pxVB4ZNZu0ZV9s+DhmbldXXO75lGrG\neYUSFY/9ibp0uEvJ/m7DdbpQb2b8sCCKmlgtiNwgtOfjEvg8XLFPM/tXhnlpWZaeptbY8Yh3lv2m\nxl8sW6WZRUUWIJYeRM1lmFhFg6kEw9KDimRlmILD24k6NfjxD7Rw9eMDLnvi2tDGyKo0JJFQUiCT\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MASMUTZLEao8bA4UYIEfGYNgvFb0Qz1mIlSYuMEfDmBPkDtsvbLTEB2gpiI3E+xve1IpT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\nswqBIokM4w5pK3xZEaeUOCbMTEl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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# download an image\n", - "my_image_url = \"...\" # paste your URL here\n", - "my_image_url = \"https://upload.wikimedia.org/wikipedia/commons/b/be/Orang_Utan%2C_Semenggok_Forest_Reserve%2C_Sarawak%2C_Borneo%2C_Malaysia.JPG\"\n", - "!wget -O image.jpg $my_image_url\n", - "\n", - "# transform it and copy it into the net\n", - "image = caffe.io.load_image('image.jpg')\n", - "net.blobs['data'].data[...] = transformer.preprocess('data', image)\n", - "\n", - "# perform classification\n", - "net.forward()\n", - "\n", - "# obtain the output probabilities\n", - "output_prob = net.blobs['prob'].data[0]\n", - "\n", - "# sort top five predictions from softmax output\n", - "top_inds = output_prob.argsort()[::-1][:5]\n", - "\n", - "plt.imshow(image)\n", - "\n", - "print 'probabilities and labels:'\n", - "zip(output_prob[top_inds], labels[top_inds])" - ] - } - ], - "metadata": { - "description": "Instant recognition with a pre-trained model and a tour of the net interface for visualizing features and parameters layer-by-layer.", - "example_name": "Image Classification and Filter Visualization", - "include_in_docs": true, - "kernelspec": { - "display_name": "Python 2", - "language": "python", - "name": "python2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" - }, - "priority": 1 - }, - "nbformat": 4, - "nbformat_minor": 0 -} diff --git a/examples/completed/01-classification.ipynb b/examples/completed/01-classification.ipynb new file mode 100644 index 00000000000..8ee94fb47c5 --- /dev/null +++ b/examples/completed/01-classification.ipynb @@ -0,0 +1,825 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Classification: Instant Recognition with Caffe\n", + "\n", + "In this example we'll classify an image with the bundled CaffeNet model (which is based on the network architecture of Krizhevsky et al. for ImageNet).\n", + "\n", + "We'll compare CPU and GPU modes and then dig into the model to inspect features and the output." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1. Setup\n", + "\n", + "* First, set up Python, `numpy`, and `matplotlib`." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# set up Python environment: numpy for numerical routines, and matplotlib for plotting\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "# display plots in this notebook\n", + "%matplotlib inline\n", + "\n", + "# set display defaults\n", + "plt.rcParams['figure.figsize'] = (10, 10) # large images\n", + "plt.rcParams['image.interpolation'] = 'nearest' # don't interpolate: show square pixels\n", + "plt.rcParams['image.cmap'] = 'gray' # use grayscale output rather than a (potentially misleading) color heatmap" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Load `caffe`." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# The caffe module needs to be on the Python path;\n", + "# we'll add it here explicitly.\n", + "import sys\n", + "caffe_root = '../' # this file should be run from {caffe_root}/examples (otherwise change this line)\n", + "sys.path.insert(0, caffe_root + 'python')\n", + "\n", + "import caffe\n", + "# If you get \"No module named _caffe\", either you have not built pycaffe or you have the wrong path." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* If needed, download the reference model (\"CaffeNet\", a variant of AlexNet)." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CaffeNet found.\n" + ] + } + ], + "source": [ + "import os\n", + "if os.path.isfile(caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'):\n", + " print 'CaffeNet found.'\n", + "else:\n", + " print 'Downloading pre-trained CaffeNet model...'\n", + " !../scripts/download_model_binary.py ../models/bvlc_reference_caffenet" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2. Load net and set up input preprocessing\n", + "\n", + "* Set Caffe to CPU mode and load the net from disk." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "caffe.set_mode_cpu()\n", + "\n", + "model_def = caffe_root + 'models/bvlc_reference_caffenet/deploy.prototxt'\n", + "model_weights = caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'\n", + "\n", + "net = caffe.Net(model_def, # defines the structure of the model\n", + " model_weights, # contains the trained weights\n", + " caffe.TEST) # use test mode (e.g., don't perform dropout)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Set up input preprocessing. (We'll use Caffe's `caffe.io.Transformer` to do this, but this step is independent of other parts of Caffe, so any custom preprocessing code may be used).\n", + "\n", + " Our default CaffeNet is configured to take images in BGR format. Values are expected to start in the range [0, 255] and then have the mean ImageNet pixel value subtracted from them. In addition, the channel dimension is expected as the first (_outermost_) dimension.\n", + " \n", + " As matplotlib will load images with values in the range [0, 1] in RGB format with the channel as the _innermost_ dimension, we are arranging for the needed transformations here." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "mean-subtracted values: [('B', 104.0069879317889), ('G', 116.66876761696767), ('R', 122.6789143406786)]\n" + ] + } + ], + "source": [ + "# load the mean ImageNet image (as distributed with Caffe) for subtraction\n", + "mu = np.load(caffe_root + 'python/caffe/imagenet/ilsvrc_2012_mean.npy')\n", + "mu = mu.mean(1).mean(1) # average over pixels to obtain the mean (BGR) pixel values\n", + "print 'mean-subtracted values:', zip('BGR', mu)\n", + "\n", + "# create transformer for the input called 'data'\n", + "transformer = caffe.io.Transformer({'data': net.blobs['data'].data.shape})\n", + "\n", + "transformer.set_transpose('data', (2,0,1)) # move image channels to outermost dimension\n", + "transformer.set_mean('data', mu) # subtract the dataset-mean value in each channel\n", + "transformer.set_raw_scale('data', 255) # rescale from [0, 1] to [0, 255]\n", + "transformer.set_channel_swap('data', (2,1,0)) # swap channels from RGB to BGR" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3. CPU classification\n", + "\n", + "* Now we're ready to perform classification. Even though we'll only classify one image, we'll set a batch size of 50 to demonstrate batching." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# set the size of the input (we can skip this if we're happy\n", + "# with the default; we can also change it later, e.g., for different batch sizes)\n", + "net.blobs['data'].reshape(50, # batch size\n", + " 3, # 3-channel (BGR) images\n", + " 227, 227) # image size is 227x227" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Load an image (that comes with Caffe) and perform the preprocessing we've set up." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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vAqVQbxvPBEJwHEd8Z1W22xNju7F/2Pn4crC/TAKKBefM4juKyeIIujtFkh+lMaFlclzN\nKOhCUPT6jqSnAxPBuNayAkzUEQ9EU3TySs+9H+sugzGVhUqbG8Xi8FYKUpSWh6n4acMmB7SUeQ3P\nsyzO7+sws0CUpYDGgS3z71qlVcHGjqgGb3Pa+uPkBY4x8KETA8AHbO82vB9YIr9hj+dCPAMj1whs\ntM4PvxRwm+Pb5N0V6nPj3SfPvPvGe96/f2Z7irXfNkVqyf1V3+wnZcOPAzO41YaYM+7x7ne9UzbC\n00ge3DYNQ4mzfCLP43JN0bALus4ZX+/MLJwwM+ia7vUMKBmxXtKEVoUjbUJrbWI0AV64n9F/0Qia\nib8TdL2nosJpzL56fG2OlDFjwBhaCwE1nuTZ5VTAmsgg7DkyLRFJMtbwaEV9pWIkPc8J219Tduvf\n8/pckNNram+hLtMIx315B19ISUz487snbGvsfec4DvbX+8wyIh7pRSUWtvslks2oPPbNRLDOhz/v\nOMeEw/O7F9k94Wo4Nz1wcRb0rbPI2yj9JHKeMGagPU6dqTaBPgwsDrOZbo15qJzkQM13eH7fWuQB\n851GWIOgbWYcfaf6Ge24d7QEgbYIYZBlOgu25rYL+Z0nsXA6s4NJPj9TLbGOJlR8feaYB1HPdIGe\naFUL4yoyjdaZaigSyViRi4Pqg2n9XAxBw8HN53c/0SSR2NMqGo7FgrIiJWzDKBr3dnUIVrrLJzp2\n/l2tlaenjXYrlNapt/isFIlAwgQtBddEmACpBe3Q8932YRxHrFXrkgdiODh2WSellDCu4pQq8R0r\n8rw4HuaZbiyXzxTLlI97oaQncRZRCC4TkZs/Csggnh3cJor7k6jTyGvJZe+PTH1IDcfPrnMqEkUR\nJVPGE1lb96RprwCLe5VE20TLmdKbDng6K8UDIfFLMCDugUgVhSOMtgeYQU8kZwyjaMVt8PrFntMo\n1HGw941tVCjwNNEjCV9Ut0Z7t6GtrtRH2Qq6BSQZyLoi8xDqSaTPoh0RX6TpunVqL7ReqF05xkDc\nFhpDd3w36hOgN8rzbaViPv/TLzg+HjAMGYVidaXavIykLsS8liKg6fBLpk410uxhN/1cwz5A4lyI\nc256p1n0oSWeR1gZBXE5UXhOmxbvPjIIag5a15qG2Jti4dy5CyUDQoCmhVYbro6KEeeYv7n2dSwk\n6yaMw5Aa6OB+P22CjQEWdzgpEfMZGGFfu4adv4IM8zlMBFQoUpBqZzCYtkIlkH8RkCwI2t7dkKKU\nduP56R2tVZ5u8dntueWStUsq79xrYYcipbuLL4ey3SrPY+PYB6MrW1FKZnC6dfAoljBhzR1klsg8\nA/V0ohc07BkTe6JHZdn2wzuOvdlrM7tz9Ah+zSWCFan4+r6aGQenpdM9yfp6WQc/bXxtjtSEJDUP\nbx/5cshql3IeCrG4Tr6PcKa3jIkoJRpzcTxUJkJS1ub5KngfpkNib35fNTzwubjn71V3vOTOuqQT\nsICAt5tg1tifKuM1PfO9x6FuASWrsiIsoTBshFH1mdyY0PeAfEbDk9OR95K59/l5XOt0smycz3bl\nEc2fLVhYJKvtyO8MGF1FcBloOVizOlNGEfIhopzZDQtulZOQ7ZnE04RoXTidugvqdjU45qeRqjVS\nTEan6um0xUXDkLtElcf1+U5HyjAbl3RivPvb7UYpnZfXOyK+UIBtC36JFKc2R8XPNVqjkmuuQ0PW\nBtYW1WXxD1nOHhcnXpLP5+mszQnwdKLMNI1Sh3FeC0amXskUXz6Hg1LwTIFFFizXsCpPz4Xb06De\nDuoTK8Jy38N56BvaCM7d2k8WlWgSKc/j6LjF84/uK8iBSIFcX5wIlBro6GFjRfOqhZXiFgH0J9bi\ndMivB8OMtCN40by709BGEKWJ9nny/OLzyYu6oq5j8rJU2bYtuVW5d/JekXSYck2WVk9OXToWNjMM\nopS2r+ewTDMhsW9vz/MXnaPHB2MMWlN8nMja2IPjWbQixZcD6kPo5uhomAeiKj2u+eGLAz06rR+8\n54n2JLzssYifPNKcsQ4drWmvCMQkniH5nGaUFpVZpbRYY93BD4LXuB6P0oT2JNRubCi9Occ+UbeO\nF4sKqabIcOrcw+UTXj47ePnsBT8MHx1L1Nq8o+bUWgJRrn7yDmsJ50udkkGyTpQmg48qGqnKy31W\nPCtSR5roS2Ivg6BZ7WYua19UFQ4bgV5lUDApBsF/NKwYZdEGpuNWkh4QyL2qIukMeg/nxefed0dm\ncDViXbZS2MV4ujUkA4x9HCsNDB7zNFFz1UT03gIDc6hkFSeB3EUFfM5pKcuRKqJspeJZJbrVRt02\naj2dyHl1Q9lKrJF+CQAhqp6nw+17pM7qdnHc74VahVZa7Ofc3227Bdrms+owvine03TQTvR62uEo\nG87zR3MdT7SOHlWXGk65uaxzxr3gwygFbAR4UcotP9OotK9JO6gXuoXUdV8/bXxtjlQrX1qMHrns\nMXpG/XJGvA61Xg5Q8TOiy3TZoGRUPpZxjySYL69+pqOANwtwohNzoZpNaYJc+CqU3MCaC1hFULnF\nBic5DTow2ylSKCq8225YXnNrB/djZ4wD6wPHllMQ8GaGkZwQJeQGTi9nbv51zFxQpnEhvMdnp9Nh\nFpGYlgmf5zPbCVOb+OmEZRl+74OqlUKj93vcTxsUFWwUCreIavP552FYawUTXA5mDiMCztgw4URt\njBKHUNHzwHEi6mOcKFvFcRkYyr6/sm1P8Zk5eEgfmBpycYZVBDeLyO5LCGetjdY2DKNuZUk8xGeV\nWoXaCqUJWmzl0fexU0ShOIYyfCCTd0Q833DBPInc02MmDuHRB6JgUmjUxYWZEdbhnvIHUCYCOhwt\ntyCmJgLTEyGS0mKdyIGIZdQWn717fub5G1BuO9vN8dpXCXT1J7rVSDn0lAZIw/86DsbRGMO5706/\nXxwbS4e7BMKmUi/cwYzyhSDcXtBPM6OWGcjEez6dpTis1SU5TuVE26XRbSTn0WKdTH9+XePiqMrb\ng386aO6ClEopZ6BUt8ZgZAo8eWu5FscYeTDPIo8L4itxz/HWOpepiYN7HvhVmWjk8CDvwkBGotOT\n4Hx09JZRoCuYU7YZXCrCjWIF7uHgzEjfzGLPWwQSB8YxkTDAVBjqCzWfjv0hA6nx/a4F3415Ch2j\nZ+AoOR/hOAAcDDrO0I40p+AcnPakHGCjBCpnit5PIjqfCr0KXQ52jP6hL4eheqHURJVEULHgZgIq\nAykj0mFyC86KBootJjhGLRV1wf1gnrOqy5sNuyeyAgzVgo/4uXGAtoXohwOUacCUCbD0ascY4Uhr\nCb6TD/aUd2jHoLqF09ui6OEKYKjEFLvNsyZXvobEwt0OSvGIndJe1hbOwSClF1DGfa79RINUktN4\nSdUxzzYLFJQzczF/Twi0r4rmOsh3WBrP2yfcSsim1Fpp6WS3IlStmDpVJg80r5nFFcE77bRSGYk6\nHXpgW2UUxwZ0GwuxFYmAL5zQuXfnxCU6pWHXuhk2oVqJ9ew4XgbCE5KujFvI8TiGlxoBfFJvXCEo\nAJH6FNX1fueLqipQs/hLzjlz/bNdpT8br3qMx3iMx3iMx3iMx3iMnzq+NkRqes2Ll1NIGHMiT2fU\nWkqJqI4QENQrOsXk/xS8nKgKxPWiZP5anXOON/92XfCnSAmu0QxvzVeaUDKXG4mFWaqeaJVOJGbg\nloKB6X3XBmihd8eKIMnfAVY5/4qyxVdUPiszQuRu5oon8SpRFzLSclsfKRG9zxSHE/DuSkVpeORR\nej/ivy9Vd0IgM1H1AvV58i8KoztbCieOMShbwKNiJ+oX99wuyJ9kWisE7UR8kfTXPWe0dH0v45g8\nCMnUVvBzANi2jExjIbvZStG42ELA3IVKQVt8UWsFT+j/dmuAvRG5nGJ1rdVVZQbBHzKiKmtP0dWZ\ntx96ol4igmkgQ2UuKifI5BJkWndfpdWUQNKCJzOZGyfEbe64jSDhXhBJ7/cQBpSCl3geTcJxee+U\nZ4l19xSoqmblZaVys8rLOLBm3E1XtZCZ0dnZD6Ufkb5ehHIplBoSD1I0IsuZUq4p7aGyEGVZvCtS\nBFFWKn6lS/O9G4EeOlFxNNeDmuFZretLwgSwyWuydQ9Xvl7YlZkaNFQKtbb8bHJkoGfKeSVibSy0\nKFflhcsWkXzwe4/gY07oQRxxpW6Kq9HtiBRtvl8Xz/mbKdKTs1KGYDtYFUzXq0cGVCRK4p20C4lY\n1OBxPd0qWxNut8a2xfNpjVzxFNVsra13MV47hxxs7Qkkfuee1WA2Bvf7Qb+/YuPgGAeLyjmMfrxg\n4xXRjqpT6ljIsWukfTkcGT3ShEfyfY4D9cG7XilmdBX6a8532h5GoEGiY6FHk8ZRN43qZcYijWtJ\n/o8Hv0ou72wWQlzpHIu2YLbQ+qolbVJ83zgM11jHQYWThbgWCVRZM93mw5dw6Md98Fw3ms4z66zm\njWfM6l+VZc/jPgN5V1eKVBSjlUCAXIz7sbNtFczpFzHlfJKwIxfO5PrE48wTEaRDVV3z4wZ122It\nqSK1Up/CLpQiUWRQtiBXq6BtiiYXvECT+MgvBQMNpZbG3Q9GK8ihyw5LjUpQkn/EOLkpJxc5+FXu\nUyYl/tvMUI81UOQnJXzyzcTvrUruwOAmCKlyVmwuKovGmRaI0zl3s4JRUGo9eVHD/I0EyleNr69q\nbxKSlxGcuerLgZb/32VyfwJODBQ8HYJMFcl0Pq7K5SGmk9d3vuxIXV9M5IPnwT6WblJrjYospfF5\n0IdcQxjWNstuI2GXhjeN31rkkfYoNbhBkSGcaagzxWdmqZXEurd5rxK/dOFDnb/jZC7+cqi85YRF\nBdtZfGDLOSS5EOfsKC4WB490dHPqdm62UsFN2Ycx9hEHLlHeu3LeKFBW7nq+tzF6OjcXlXXOUvVl\n/C58luMINdzQbVHux77WhbUWThLJzdCZypgZXuGpVtzkVFVe87atFNQbdfgSB/A0FLZ4R3HfwwZI\nD42Vq7r2VGBWItVIlMMDqDmuyU/AGbaf91oVGRqVOURqxZYqcXABRgmYXseZTqEGD0Bq3P9QaJ/k\nMz47ehuUTWhPTxz7K++3WQ0ncD+4VePjkVzARQzvHH3gVlGxpCJcHZUoEwbH6cshEo0D8TrFKwUd\nC5eZbjlPKhAKXQZTK0eWmjH05CeKFEwbPk7lY1RiLTmISmq6nY5UpKgyNVzrKhIg7zwMqSAjyLfr\noPVLtwCrbwKMyCQazoHoQRUYnM5LSDEMuh2R5pvbSyNlGGssKj9nykxMkCMrf2sEkivNPKDvI6r3\naggETAeM4txujef3G0/vn7k9b9R0pLpPbmDnOA6qFmSbB7TgvnPUIFsPN15fw6sZx0DG4L5/5Dhe\nsytA5JOO45XRP9LHKyIWnRJQZtGMSUg8BEE/uCnecv/sA2Rw7MLtHRQXpm7d2MOZKoRGUZnkdViV\nchFc9pi7dIbVIiXpEpzT4Mr5+jst88wIWzJtbASTRskqQDe/2F+PKu8xgv+mrPUsCnW7pU5PWdfJ\nl49XImVa9K1UQ9qLIhLONCwHrErl6KG9pVopYqtA4XCnFGG/3+mjYyacRT2K+Z7cxS87AhnbWaaT\nRbGeBHqgtLAVZauUWkPOI/+u1KTJuGFauCrKUwulBs/TrSOiS1FcgP04omJZlOM4aLdURPdInR/7\njtmdgq9qZREyaMnz26dzkyrzea7H+5rfRDIhloGPAOsKoKQdwUr89xtZjCgWkNSsmkVrJStxr0DA\ntDWn0/XTx9fmSClZMTc5Bj7C4qiwqptyLCfIJ53BV2D6xnEgCeYXEACN/PIsvJvf9+bQ9oi2xzr1\nz8VpYyz9IAAtjqQTULVQ5QwhI9KG2Ccp6DivYxcnyT0FGXPjT60n1eCJHX0d3uFkXCQdLs6Rz7m5\nzNFZZZJzpnkwiSWykY6Zg079Hikx//mM01GvLQl+JSJggHoLMr1I4R1xHs7qu/0+OPaoxpsI0szh\nu8UBUaxEFHrRb/EsHpA8aPPIXe8JDxG1qAIai9jYp45KiwMhuBKT4Bz3Lh4G4lquuwodVE9S5TQY\nHpvLBe73F/bRF+H0sDuzQMKNILDPMupEPobYOpRNghsEUc1iRXA0NMRcg79FrEnPMuZZhSl1RlEa\nxpmMpnXU+YkzAAAgAElEQVTqPoW2y+3WOEaHWnj/7hmpX8Q120fqDUYx3j3Bz33rPR/+9PN8xOC/\nffL8bW77O/70Bx/Q5AHtgBDVl1GFdzq8fQSHq9bQlpIyjW9E0FoSGU6+45TBsKzGmRWGkvMc796j\nKCKdiDiIZvCjQSr2GUleA4WxAoiiuhzaqz2YyGKpgcZOdkroCnXclVLL4grGZ1eU1JYzNlequxDV\nVFtqA53v0PyI96jJX5ker4VzfRpoXYfJcRwMVbQl4oycshjiITKKol3ociIk2iqyCTRo7yra6iIB\nQ/CyzAJlOXSExECu/d4N8yPEb5EzELrv7PcP9PHCMXb6fkRlFXD0l1jPCi7JI1Mn/ZpEkxWZ+myj\nU2Z7FYS+G3oroRXmY4HKQwfsRvVC0qPPvShQtIVTPMUb5ztEMpg+D75TyNVij0102PqqSlUNmRYb\nEdgGcrTUM881lI7S5DG2WwtZiZbBQlNKOhJVLR3BcNrLVZMv1xEQApsX+70fO/0IDa5+dHoXerax\nuu9HSgr0xZMtK4KK9lehs3Yi/nNcpRqAVWQBoF6w3pfD6jOwyf+uTYNrJgNPZ2rOd20NfCx+2xxV\nFFPB+oEx2LZtSbSM0c5nHkbfTy7bRIvDidGVPZnDsRDcvHAt1z1zXiPecdr2lRmYiJIvX8KTJ7xi\nMdU1D6oWLWsIsr3o+d4uahI/dXytVXu4f8mxSW/UczHMg32iMm4pLHmWro7LE54liqfhG2OgpZ4w\n4jS4+jaFdIx+EYY1ZJadH51DCaEioGZlWih/BxF1LqupN/WmQvBLL332f4uDJdEKn2hSeOjb7ewd\ndPSOjZGl9CC8JfHOKHym9d4gK9MB9FiU6OloWFY94IUpCDkrX7Q6MChVKW1Dqi0C7O25cbuNs7dd\nAffUg7oP7q/Ovh9hII5Q7Z33ajY3RiH06qbHEVHLdKRm6gVCXyykEXyhGTOiU42oKErWw6i2mYZL\nOFhLRKe1ljfrSfWs5Jy9+uY1xaNaxz3YnmX6WEekgFafpnEaIdFI2cS1IyKfJfYQ92Aash3Wcz1N\n405EgkboiyG+tHTCWZNATYqlZk589vz+HYbTJIosfuk73+TdU0SCP/zsA9w2nj79hP34nE8/eRf9\n0IA/+vBDuCnehG+/+zlefrTz+T1RidERNmbZ/Vy3zFmVU6E+1sBEhvM5MsjQJKTPd39NlwV6lAd7\nOrPi0fly4AuNg4g2RWpA9nqmU6ajt+5vOcknAlxS2kDSUb1C/KwuCjUrhK9ILuf3vwlcRqzPGuvH\nBuAp4eEyC4mgpbM8UbdWMd+j16B7CJcyD3bB6oAyUKlx+vdz7Vck229GWjwr1ak3pd4UeXJkc6zY\nWhciTh/Qj0GRwd3u9GP2jCvLBpnBy2tfc7q/fGTcP+I64hp9x7IIwRh5fQ2NMoxSLSrrANOCWcdG\nR4ZSRsGmgjeOPusSIa7i4UARRRVFBXZHbKSj7WvdhDiuLcRyvpxh++mnfinlg4d20FYroX5+PYSj\ngi7A5CyNv7zwkwqhgfjMFLRUpDa2p0ppghWnbXkmZN/DWmdV3GXPeIgdj2EIDbNjZkPxTnYPMPbd\nGF05FrrveI/MhGTKa3a0mHZvdLlQP87nn87FyCINVV1O/RgHhUJ/zcKZ2s65KY1SK7U4yo7qxpZI\nZtUoBhAtiyaz77Fu7swOF4rqQC8dH6oKXUPcUrctQIMMsGIN2kXS5YJGSkq0XPblm+xMosbhUI63\nRWuF7DigeZZYft8sZAgkLxzfaZ9lzetpV45c+05fjQ6/enyNgpzCG0hqbh7CyDpzMlipl9OIs8rZ\n57+jlQvrZ0AcznIKecFlsTFz6ef3X9kp7sFjCtTnRI9chDHC5LeiiIzT413vMvkCnCrrUWWTzWqH\nRZntvM0qIPFd5qEZM1GXUoTjgOPIa1hfc7ZQA59phfNgR4I7ZTPVViDM1vn87lDNEgo/K4mqChRB\nakSc7baht5jD21OhbY1Swni0Tde7iBYWzn437ofR750jhdmCDjBCGTurB49ZOS6wGtQC4n6iBxmh\nSr6DKfZ4fZcQEXi5qOGJG+IlUadIG9+yAuUqeTGvs1AkG2Cz3JhVfg2kiGogB77SQWkUMIaGki6m\nWKJss9S3ywids0jQRDphOucWWmeqkurH53qNVxIIphblXRNatgmxCtIaRYWNAmo8PX0CwHf5Fdpt\n4xvf/hZ/8sU/48NnO9/5+V8B4PP7Kzvwxf4Z7BUtA9HZZBVkP6jeQoDysq9iTUoqAmeF06QIZem/\nyFXr6kQWQFLAMA7jiYwiErpRPpKfcj67e3JLhDhUviI9fw0Wp4MHgUJJGvdIDZ3vvfedUmfUbvxk\nQ/eJdIT68zq8x2AcB9YdK4qrYNP4t0wraqTgTX2dC1IcF0s+lSFyVuwWFwrhkIbJOFbKPSTXAl0x\nnFoaiz/UnO39Rr1VukTqaAmH5gEzksfThyPHeRCMo9PvnY/3nbF37vdI3437C85BtAcRSnW6RNNi\nk0DOh70wfCxkZgay1geaciHDO0Jhy/04ZORBY6AVq8qY1YRa8I8Og1UtOVuWTP6piF6qqKcDHrj1\ntUr5uq/FIzCZkdw8Emzk70kQAsJh7Osa8TyhkSblRCyqVDRRjvZU0VtoPwFsSy4nr+PnmTAXp1uB\nbHWz7/d8vrB3wwduGYjNxWwe6uSD1PJTjrHnuiicDX0hDegl1SjzR1kJeX4WtAJHTDnqgWxKS2ep\ntVsIeBaoJZDx+XdjDPSI1ODwEEqdac/JhRNndXi48tyKwFBFimOtcEzlfon9OitFtciS7Jmgg7tn\ns/TBWYX+ZS0rW/bEe+htRZA3MBM0W5GVGg6nx5dHij6rC6cDNQWVwwGdXE37FxeRMpme9vmzqScR\nUOYZZc4FEw4OJ7eH9Ckmj8QtYfT0vieR9IrSrD8M47Rg4aErgg6CWnJVLPhOZ7ATSMNSXFUWf0pT\ngt7H1As57/3LnKWCcMobszx6Zy6iibpUnp+f2Z6M4zg47n2l0s7Ip0fkrqf3/abMVko6dFFeHj88\nAOOwJJObnXBvDfViVUObUbdBSzHHVp26OVurbFuhtlSRJsQr603Z7p26Q28bL2kZ+mForSDKmJyj\nOafHWNIgUwpoAhiltdCRyjRkaXURGafQ4iAjGB8r1aKtQRk4jkhD5exvVoqc6yblqyfh37yDwLCB\nSRjTa/+vIKf6Onx7pgMOv+P0QHLMQ5rAjLGI0yTLLxA3zKcfBRotajx5ZFJOgnNRxQSeUWSD9nT2\n+CqSEWATzA7e3Sott/Sv/dJf5Bd/4Xt8fv8BHz9+n5fjhdreAfAbv/wX+f3v/yEf/RXnoAOexP+m\nN744PkAPdWeTsaB4IVJoofguyxACy4nSSQw3u/AVU8cMAlkTXVGpa2EgaJJsY72ehR1LiboaPuTs\n1DCCEzl7jb1BgfNu4bL/4HL9UIsnlYxFz5T3bH+EB4+tHxaKzLE40smHu2fgkXt47Bal7yVTTupI\nm3ZngGahjIJXXzpDepP4GMWL4ONYLZFENXh1mVKz0ZmCZ+2ppQBoGP2p+wUwisBxBxv03gih3Hi+\nfd/pLwd977y8vMDh9CMO9m4DEaPe4vCxlwPT2erEoYRWVLcDP5TSNNjHOWz35LXEoTmFNRsjStg9\nDrlDbQWtZSSod0vkfJy2OpDKKJeXhRSmfVNhdI0uAyLhiOczhrhjBJgqQlUYub4P9yxaCZfJ1RdK\nj0sIWQ4LxKkp7Ta1m3wFCVWDjLwlEbuIUlvouaGh2bX4lSPPMQ2bXlV4fo5A6DgGPgZF4LAR6f98\nhkL03yylhJN56RU67MDGichMbs9a32gY1zyPbLBaGdVaEQwthY5Hf0NmoHAQGoI35kabNjP61gWK\npDWKZpZzlnv/6CNoCuonGu07USTQObL1lo1jrSmRCF59nGgegNs4z0/3oEHIebaNkRxWc6C+ATEU\nh5bkdvelOemWIp8m2dv1JJTXSa5nalQK3eY5G4UNf9b4sxlUj/EYj/EYj/EYj/EYj/FTx9ea2nOX\npVQbmb6slnJb1XEwOS2aCsysdAmQEvBnXnvYsVpMuMDh0OxtRRiw0mDBgQul3olkuYTXKghVBB/9\nJKLXaCEBybNJ+HRec6Yf3INE+2WC3PSwlbPKxDKPPe8p/l7WPGktWVq9cbt1Xl8iSjyOgDz7uCcB\nUC9zBtiJOEW/vJOIH/cyIhefcKevMvdKKwWtoJtRm7Kl8ORWswdVU7ZWKA1us6WHK/2AvQplg10M\n8Yi+9j2I6OrCwQAThp/iesrsV2WUpiloGFFLUaWaw0UZfo4ugiY0HY1mEwEbxiAUrMcYmfa4oBQT\nicSTq3ZWyRkpTWC8WTPRWNejnBthH32ha+adITvmB6A0kdVfbK7TjZpVqh5NdRN26xqRrGTKz+Ta\n9zGTR9VpT7OfWly04rx/agzfqd94zz4+0on5fnoufPOT93z6jXeYvnC8/i5f/OhHAHzn29/hu994\n4fe/+EP2YYje+PDhIwDP5ZsJZRvmiSxM1IlQjA60QYMLMTN02b4G0dlYfqVVqBpd2QlYTuREnVRL\nFkGcqWVWirkRpd/Z5X62tsnfEc+6LIsU3Sx5J38WQeSX03aTKhCRuxRJ+QXWe+x9x8bB6BKSHrn1\ni58IGRa2yCaBrgr0kBKhEiKTs+ckSukCNpBNEqnMaL6USPl6dkyQ2JcAaopLpsHEeGoFmRIHrVI0\nVJqrOiohBgxJWxiaTCbHbGfMtjN753gNZLvvO/b6ypgtgHC8gu4HWg5KDUQ81u/A9KBs0eLHcKw4\nkv0E5eZUNmrZKKWy9zuuwbsrOoACVqLY4mboRAAPxe8Gd0dvFXoPZXVCIDIQh47Zjo1ILwKYCgXF\nrUL201ttfswT3TOkhR1fGzFVyCMlkjyouQ/TZqCh4l43QRMo9aJI03w/DiboSJS+BTLm5QnjCIR/\npi7NuN/vaHbCOMag5Jy2JogpvSmtCP2S2htpd/bjoEhUnc7ijaMfmJUk0+uF4jHtd4o3C2itRGFG\ndicQKKUyMgPS3dh72OF3emOrleHg0oI0PrdbDTFOzezM7E8YkzPoY2BEVug+Dl5TPdST5xY2qwfX\nbgKAHskFyU8xW8281WUJfBbAiq5MTIi3OlNwmxFoNYSpMgeGUbZZwDVTxVG8EOT2U2Jl3ktNekzw\nqiSlFEBrYVxaun3V+PrI5tmZ/uRKaJA1NfRnRASbzVlVkxw+oXzOXLJ78jvihZULqVWRUIYWWSmz\ntw5NQHI6eRt5sA+LFiUVTUj5QjY7zlRCd5Ai9KnwqiPSaz3ukzHe8iuSr+TmjP66XvCpwDwotORD\nTIcooPuqUVpMrSu10/fB6+vOaw8Ctk0INK+JTOg/DmrMlrEhqxu1Rk7NLfo+QeS8/anFQeCOS1la\nURQJSYitUZpw2yo1G1seNmimPB0bH15fUI0SeUiHN6uazJxRZS2+KHFVbERLgbZtl802q8TCMfVs\nCD3/7rCB9qkvczaCCUh8GnnhGAdT+8E9ZCv6iMoXEYmeX/FpOOpimA+699WnyvzA6BjGvXcsoeq4\nF2I+i8T9jj2c4LWJC1BBSqQRq9LngaGK1WgGjMeTiMyGrw4eufuyNVR9dY8ZOPcm/MK7b/Ptd+94\n/67x+YcfA/B7f/KHDHf+2m/+TX7xV36Tv/ILf8zv/pP/BYDv/+BP+cVPfoHjU+H7f/wZ3/35X+Cf\n/qMfAPCiO7db5bPjTik7dVwc0ExbqMzgZm21WG/X5tvANC9ONK0tni125kvI51uaQDWDkMWX7JF+\n12h0a97X30Xpvod6c/qW0Uann+8/yABZNnLKCkxupLszjoD+V1psDMwqdhSwnkULa2Wse5OSKeF5\n0HimiwqIS7RNmp+F6kVYiTE5m2cPxpg7iwKDVHMHYHNcd9idIluQ0afjVjrSCtIUahSbzGfovaNe\n6RVMBnYYx2umoO/BXbS70Y9Xxm5nCxzbERlIHZSnQpNwluOBk/czIk1VdEe8Lm4dHm2cqE7dhN41\nmlxD9NUbEs9TFJNKnbb9udDvhnTw1yOCz6n6Pu60WeEoDRGj54EmpiEpwAjeoXVmgiViyMFQ0CPS\nplM1Ys6tUDBqBJGZahoeznd5qtStsN0Ks5die9pQUcbRGa2wycbId9jNscPQNhss2+rEMQZUSyfS\nnRf2RRrP0qXgu70L/tsgPN42BB9wzxSWD+GkFUafxMk7FSF18PL5PZoUDzfG2GN9rfZQFgFGBjSl\nyOn0uXOMQRVl2J1uddFW7vsXVKnpZBS69y/tmUxxHx6dO9J8jTHiTMq9V2s9U2bEj4PvFcHbWSEc\n59Ks5lMtcf4RZ3eRismRPUyhJad4JKnTJ19GYp6B1YR+Szv6ZW1J977aJMHJxY0uDn928u5rc6SG\nAy40PQlks1Hh0uG4tEPQRIAwC+RkGqmIv6Isu0TudooLklyUEVbujCaYtKpLtDr6SQ7NSo6p/xHl\npLkQR+jldDdsHMitLZ7IOPaIGmaU5n5yby7Evdmgcw6zHk1StRHfdDogkC00alQKStFV1Xe0Tq1K\n7S2aJPfBsU/i5CRl1kACRjoMzHYXacBTcLBQ6COIpfu+o3enPd0odQuHaPKaWqW0iI7qVii3syHq\nTRqlbIhV9KUhesdtVj7cMXH8Pug9WkzU+nTOv2TO24WpLRJzFU6ymaFG8GQ8EbDuMODej+SryYpm\nR1aDWB+47Gxyasl4FUaW1WrNyjM/7yOWSLQlGGNwZHucvb/Qe+ewwTGOdLJOHoxZDwKqjeTynTl4\nkYp50IZUo9famZ/PggGcMSJwmByFkRGgFXDplFLZsub8SZUff/EZf/kv/DrfeXqm3Z1f/d4vAfDD\nly94/eEr3/7tn+Mv/cbfYKuv/PXf+dcA+O//zn/HDz6+oO/f8yf/5//GL373U37rl34ZgN/9h/+U\n509/gdePr9TWsCMqWmFq/AiSDW9BVtVWjChnRkYSy+dPwzgZjrYNc6fJRDqCbB7rX4KUfSmmmPwP\nJ5HLiRqP0+guHoXZ+jycrrjHcJTP1iNmUcItHvPrF0OPAcdALSr6QlR3EnVlCfNdK4Bz4WRgGGuI\nopTJgdwJBF4KduzLWQbQRCJnz0DRU+/KhDjYbzVEFfM5IB1FdbxaVHNSVsQ+hlMr+D0CrON+sB+T\nI9U5Pt7pHzpuPcr2VwGKIWpUBB2JxK3XGDIpvgjCgfycgrM3tnqj6kbVQrltjGzldBx3UOH+0QOR\n2HzRQ/uxU55B4kBgF8eyQKUcW/SvPKI9UuynuW6CeO4W6NBVIsY0+a8o3VKjKkv2xXsGm7mv/LT7\n892WuvH0vCHNFnqkWrN4YTrhg2sFtHtwKlVnYJ5ORlbezSC++KV/X95zKaHjJgV8NokWUGswztY9\nE41zHxzuCCVAhaL0Pha4UGuFY1DEOTT2xXTsZFZbazZ/V2FM6ZOxU3ulDMcPpxz1bI/kTrXsUSmS\nPVWn7Tv36byHq5yIZyGVSGHMPjdz12jIwJiFhMSV+B+cyzxrbbzRGBs9NBHFC7OoJO5kOoVhj0XO\nqkTVtpyn2+0JVRbKd+oJnpXX86yM6/wksn0dX6MgZww/oaXsRH5OxDW1F2WOvkQ75+TUkgrHXxbl\ngmwCHKz/WqPkeGpqmDt1wsHpxc6y2wBiwpkyt3SsEuYjhOtUg2T98vG+tHTEswx/ksWtw4XE/Ebu\nwOUkmzMdvPCiHVtKxCzk2ZnqsPPll+cbbavU7tz3Tt13xi2eYTpWZuBHVP4MGWuKJO9J0pQGPJyC\nfn3w+npne2rcbjk9EwkoFhUOxZEG1LPxtGqllhvb9sTTu/fU8gUioV1kDIYbfQy0wdYqt/I+/06Z\nZNmIYGAsIwXix0pB1lHCgSIVojU0xfbRMZHVo64QHcXLAC1BTuxTfC3/J6Cf8YbIKQ4d4egH9/2V\no3eOhL73o3NPp8oZqfBNPkMilQ5p4ph459sRBNJAWvJQGGloCqt553z9tdQ3m7iWQk0DVgV+/ue+\nwff/4A/41d/+S8jLwa/+0q8C8Nd++9d5/eHn+I8H33y6MXrjez8fTta//2/9Br/7e/+I//Z//m/4\nex/+Ln/6+7/PX/3NfxWAH/7+B17v2dTZwW4wPs5S9QzQNYGRUi7Q+InofTmNPg8h5KIFNZ3IqtRW\nl0PrrqekiWvs+UEa4lOaIK592oe5rq+l8CWVqK8BVHxWAl1IyRB1FkrgYyS6pVQNgcSTsJ7PZYnU\ncpakjx6HkpYaWmLDz4qJKtgRxla85BfOB4lFJ1gcpnqmG+YUgKdEii1yt2T/NZQoiuCsBDSD+94Z\nqdtzHIMsFOPjhzvHxx17CWmFUsqpdSYCpkiLAMW6MwEnVUFKZXjIJhQtVL1R9Tke8fbMu+dbpk0c\n18GYxPB+MBRuT5WX10G/HwvJK82RW8F3gZlKTS0lF8uKtXBSh1+q9ggCtiKZHzrRQR8dbdFTz0zD\npZqvf8z+ic6xpyTFJIZ7pNT0ONhGoW1l2fbgH5/vf987Ps+EBmWreW/zd871OJ2oSQ5fApjasHk/\nqtTWVoZmjCNsQNG0+7qQM89gMzIIwjgGrdblZDKCTG4+VrC40uW1ZMVlCPmeExPrcKZt55l7ZCBc\nLZDBqSvWTZY0guex4sNSGuMs+vF85qJ62oi8l9lQeq31S3CyzvyZuuPtrapEQIcU3Ps6u6e4c8nq\nnsMG1U7ifCmNp6cnJPX+ZmVeU41iqPzuIN6fX/hV9WrX8fWl9noIjc30nctb4TB5YygDxQklmJR4\nn4YzTEjCuwYiy/u2vG4pWTFntpTUNcKRpfg6FwKwWsqgE3o8BUCD5xEyAtaPqBqbSKWPEBjQ0GkZ\nfQ+kizx4GSuCK1Jpeci2Flli8z3LfJWikUqrZep25GJAGbOyoygtNTpq7Wy1ReUicL/f2boxutFr\npMPulwKkTLCHIyvxe+ViiI/dub8c0XrigrohBRVna6k0XqDW2FBbfUKlUkqj1cqnn5x55sKG2Bf4\neEE8DPi2xNAUoWFCtrWwtYj7YRxHQ/uEeFlp1lJ39teQkAxfWkPwjzD8s81AlIEbTAE9d+oI51JL\npD/mWrMR7/joRyBQdnDMlIkR2jN+pPjhiR6IKDWRLZFoZzIrh+YaVgWb3CMpq5qkuwXSqqkHX3QZ\naZFATZoWilXGPvjk/XPOzQe+98vfpQ3lB3/yGX/hO7/O68e4n9/45q/z/uffMz688PEHP+TdN7+F\nfRYLtfzir/EXv/tX+JXf/psUlL/7d/4r7F04vN/69sYXL4Vv8HN89tkXHGXwfLvl8wf6IbYTul+h\ncH7OtwAljdhFUmJCGxLRndbCVLZut0rdNK+T1a6z7Y5HCsc0dv54w8vQFZhIprFD9G+m2UFqRM0h\nR8IbYxv/k1zGIF7mhXXpMXW3vO6CqtPJi8pNSyQ3bygO0p6Hg8oqC0fGSl+0p9kyNT9a4m3QpEbq\nc6HtmfawqPKLgzL3PiU0fThbdcy/G0c0o74P536/M16N/pIH4Od7SJCMaMhbi0ObaAWI5l4plgKM\nGdjaiDVaoJSNrRXadltyG9vTjedti84NNSoXDwtEqsoTHz9+pPtOa4W9dCYm18uUkIj2OGpCW9FJ\nCna6Rbp9nI60WuhZSSlZgQsn0y2roomANhqITGS4ACWr4yS7SCT6OzrUxv4aGlWlPq9A33XQ6o1S\na+z/45QpSXZQpI6qUlTo05HwaC9i5ljIo5/Og5XFGdpqtGmaTaZ7Idaog+8BIExVd0ZPRDZy2rXW\nzOzEdQ8Br4q2SvWx0EsI6kStJbhwNdXky5n6KsnXK6UGWrbmLff4SC071SWbIXmW9t5xG4zRGXY6\nfWik630MShFsikIzJQxOjbDFDXWh7wch7FtQC+dmzqloDWRZ4jkWGpdIt9me6UJf3yeysW2VUoVt\nu6ElmlADKTTrqyqzi3NcOMNfWfl/GV8fIpWOzUJIRPIwmcTwgHrnZxPmVyzUjhfLNQmnwmXTJ+ok\n59/O61wAsChzneJe7gs9EvdUVD4j7SUbMFOMnKmF6QzSQ1JgqGVJp5/OmcfCH/PZOfk1UKk1+o+d\nQpdzAZ9EeSFIuyfyJolhGbfaIv/ck3DqldZCJbn3jvtBHXCf8P9huGeUoB5tXybhGoEh3F8HLy93\nnp4Llum06K93AJGGLHIKqW66UesW3AQXbrdn8MnWbLhVRBqv7Z7w8kxTtJU6HWPL+z35Hvvh7K/K\n8dqXLheEY6IK4zgobgytyEwZLRmIUMk3cV4/xsavTVNAL7gpqqcezhghFTFG5+Cg206f6yoP0e4d\nBqk+fq4tLY0hFq0XXLOn0+ksqko4H4NUVZ7p10RT/dTMmutNM+DGguiNs9IN3/i5n+cH/+wH/PZv\n/hZlPPFxv/NXf+3XAWh75Ubj9vyeH/3JH/FH//if8M33IX+gv7fxyS//Ks/f+zf5D/+j/5S/9Nf/\na/7B//C3Y75/fOcH7U/50Bv9uPEqxvM3Azn84x/8CaIRXU6RwAl/K0FqRUqQM/HltJfJAcSREvM+\ng526SR5IzmyPch6WrBU5FvH/RJy+Cm6/6gqtHRtUuJNvnDQCSgoyXuyQ6+RTjoVAXdtOiREoleWz\nT4V29+WMyeRjzQNjWCq3s9bRQvLwZbfOVlhvngiS5KuJdcZPNYOU1IzyM0g7uqFH4Tic15ceTtRL\nOrwHlEMY2aswpEMylSY16RWT91JWhkB1imMKlSdqufH+6VM++STWxtNTpEq0RC83Kcrg07if252m\nn/Hh/hnOzr2e2k0TWbAG99eOeDlRR0tHklwTFwKwW3BGFwLm4RpDkIO1VbQaVlNmYNpoUaxHCqdq\nZfQLd9KAruDK/d6pH44139t2nksqGjp71/R1OgGq0VJorrUpyju16szL/8Xeu8TctmV3fb8xH2ut\nvb/vnPuoKrvKpgrjgoAdxcTEBBkC4hEMJA3IAxLSQIlQFEWKlE6UXnqRorSiKA8piF6aIBppREiQ\nSDuV7egAACAASURBVEiIIAIYExSCTdnGj3I97q265/Xtvdecc8w0xphz7VN2OSidS+MsWT63zne+\n/VhrPsb8j//DbCyA3vbp89drsUOck4ty8DEfQXKC2gdjhN77YUSsgw94nAWCGCleQ2dJhmiHPA7f\nkTiitNxIdDi0S7jPnHRTzSGmaYFCnW0viRyo092+W8tOaXU+i/EZU7CDmFkSHRNqWsu4FVLwPaGW\nQyDUVK19O+aaqj8sa4fnEOZcO8w0rVBOKR1eYMkoBDFGcs7EBNmfYY6RYf467tPkayFvpQb8Wtev\nz6B6d7273l3vrnfXu+vd9e56d33X69PL2nOlzCTjAl6yc+h27BIx/sRbBLbe33q9YebJPQLVvW2j\nR6U6qmgYSpt+kNnHa9GnQ6t3+ObPBldrIFIdZtVuVfpwZD0++/h8rak7dBsfYXzOEozfEIuZE+bt\nCFMcmUExWivI+Eij6nbeCOpcC6bket0y3aW+ISjakrXhhhFi6rRWuFV1hYXHk+DkSbWT3NPTlZSV\nkB/mfUsJ0hIhR7PYH319xKJCJJGi2fAPC/4lbzw8WBvwcrpSytGDTn5qam2EBacjWbw2NF5oqrQm\noEcL9j4upGhF6h2RMwgNcyfvrUPVyXeIRc1oLws9eLtqWDg0QUpF1Vocxmuw7116czQ0EhZ39Q5H\nW8W+q0ySJHLwIeZpdnaJwuCjOtnYiMySrI3V5SBPmsABStvJSzQjReB7P/gNnBB+7is/x4/80I/y\nPfF7+UDet/vdFn75Z3+Zb330NURuvPz616mugX9YHyih8IUf+rv88O/+0/z47/wJfteP/S4AvvgX\n/jv+2t/4y/z0ixc8lzOnS+P9z9lrvrm+4Hq7QYpkyTQtc9ZIcOjf2HDGS5rZOmNsJlI2xGpxd/YY\nDRnKnk/29tyxcFvrKjVTf921b94y4bxDnW1MmNJJZIhMmK1Aa8O5UW8YaLfM3x+xPOIZeRMEnbwm\nJ6RytNp+lfHuHdJkbVCb473rlJOMfx+QccCea93xmnbzgkcozQBtOZjgwy5lCux6YNdGqUoraoKL\nNtZER5icTdjrwVfqKZlyTQV6opZO9zmTo5F6Y0wEySxp4+H0wMPJWnvrurEspubtIjMOB+C2X5Bm\nHCZtF8oCT/sb+xxZUe3spdMXRXcz2gRrsUcC9DR5cAORTm4K29vu3MID/Y1bhNSJKbO0QG6N5s7u\n9WrLdVAhoFQ5nm8PhtKZ8E647Y2Ybc6kFi3toJvdAfnOboBIDEes13degyel2iexGnCDSKXVSqvd\nCIhj/DYlqThftNFEyMvg6Vpbmj72OH/u/meUQ0hj1ItITAP1tJQLSWHazHRfw3oMxGR2Er0rpe1T\nfUcM/t0zvdvaO5Awi3rpjPQOW9v9u3tL23Izfc0enU29o0cIHiLtzzAailZKRZp3iPyjdNw8NoaZ\nezquUVPEmAkxkpbMsjmlIyUPQ7buTc6RNBApDxVXGaI3pcyO0f8HQYpP09l8DKaB/8vbUGkY7TYO\nklh3UrDoHaXBL4s58Ql4V2QFNWh89Bnuw45HETVllhOOtHaPqT0Gv8plt9wt4MaEPkYw3EG7xpCd\nD79btAz+K3QdnURuWkHNs0RESHq4cJujLkCfrs73C624q25rnVar832MszPIhuYQHEyxMvgH0WTe\nuQbjITW9k/Lb5iMK5aq8iYWYb/5ckmfvwbJEpC7EvPq9sUU2hujEc2YC/HbqQGBdO+tp4en2RCmj\n6PFNs9l3igrNuS6lwBKyTai9EOLhQwIeO1Or3c96t9GkbsoW6aaGkWZeLoDkSuqQejKeACDqcuWK\nRWG0jjZvuc3ix4roIIuxLo51zwsJWCLWj1PgztcrTDWWjWXph/DByKm+YXqb715uq1ppRVnOK7VV\n+vhAu/K9zz/PSTb048Jv+9HfzpuPbIP6h7/4k9R951sffZPL5QXvbw88PVkB9vIWWR9ufPy3/hq/\n9I/+L/6l3/3H+cyP/BEAfv+f+o85f+FLfPSX/jz7N75Oy4lHJ5U+P5+43l55wWQL75xP0okxoWL/\n3YU7Txy1cWPcUJYlsbryNISApIB0sw6hHv5qg7zr7zA3JICuI0XeS5L7dr+/rnEo7LO0Hu4KNCu0\nzK35zh0bX5ecEkAceYy+0QRAmxHDx+QeLQVfE2YxSEBG3da6F5xGVDZ/MZ9rXXDVA8P1/WBQeQam\npxYIk6Pvc8b5JcFe5yjm7N71UqEWeqnT2oRqhVZUa3trN5Ub9tWMftAaQcUOYu4xRbBD0en8wLad\n2daNLT2SxHhQOT3wcD6Tl83uXdJDLYVlJaoIopm2H7yuyo1aOrIo6SGyW4AhAFEjcumTQCxBZg5j\nEAvetfZfI6XM6o7h6ZTRbH3hSCSldd7R67US33T2NxaPQxfa7iTXYOTjmANpESRDk2GJk2nNhBFj\n4x+cOwnjMKdQ1QUnxx40ch4tL1CP9Vvu9qDB0RxFncebxRDcdVvpy+CODQFGmzFYcMyUEKLtpyKE\nRUjj0Mexn0gUQrLUhNGeTxKNhO7jX3udPKEonndKn3vKUIkea9sBchz7u82p0tpU2o6x39towRmX\n0c41XrhnU6IL0awNejloHXd1gY1Xpjirq3GtU7RQ6dHKA1iWhWXJxORimigsIwbG47lERktTZqJD\nbQfV5Ltdn14hVW2RGJvJyJbrDA5DN0M2LHW+f8dCORVBGg3BEiuWRkwFjGKrMYKEf02FgBqRPKjM\nBWXKIu3D2KIVj9+1KAEIvlEeWJZYweUxGdpkks2TpbraWaI6uXgeBYUqO3uvhNiphblZppD8NG1Z\ncvf3YaRb28AU9+85FtOhEBFwEqsgPiCGwWjET505T9M+VTvFKmYlcb00YrZJk+ONsG5cnzqnHHhY\n8iT49i5OELZFOaXEstwVEq1wLRXyCY2NtB8+JCN+YZ7eBlwTGrfdets17X47j0k7/33r1NamX0zq\nzQvraoqPDD3bD/MiSG6k4L5j7n1kLxqpWpEo5BzQFg8/nBjJwfgaJsW2wgiMIC6CG1Masam18h2F\nVHOunPEsdKg2jahi/mKCmXUOLkyweZACXG87y+lAVx/PJ87Lynr6DL/h4Yucauflk5kg/vzP/iN6\n6rz33nuc+hnJK5/93mcAvHr1EnnKPJ5+Ey8+/gb/51/5C/zwx18D4Et/4N/jd//eP8MpwH/7P/yX\n/Oyrr/H886b2e7ad+ThGlhy5qJKHGg8IuAQd2yBUOGxIxL3cxEw3t22dJE8LC40eQmucM2lHEWkb\nrhUardXJx+uMeSC2IiPfsUZEnxe+pYl7/ODocFdTdmGmlVPG75e9lm9wPjZEjeTaapmF8oj0mHzH\nwZULereZmt1FV0OOVLuja/bwW2uktJj02r2v/KU8a9AsIuaaYm9IR/GlxE7yU82q1Gohrb2aYGN+\nvOYoRu+TGza852pVlpCoRV32rqSRM7kEm3s9sS5nHrYHtvWB03ZwpFJcWdLGuq50aXOj1cU21+en\nRq+dy1onF+hJodVGkkhTRZc6D5jsHWkWEm2cHbNlsO9xzMkOpCWxuigiLgHW7kpts4y5DfLzSTg9\nz+yvT1zeXKmXSvR1odEt4D4GVCrLtpKXcdg55PRjPHb/DrW60aQkqroFwFCmBRdI+YzuMNW6onbQ\nyzGiKhiNy98vRaqrFKN0E0YMcQ4DDbf7Kq6KOtYaQV3mn7IdwD1SjugGuIZEuXBrqtWO8d/Uxnj0\n8ba7X5WqsizL24caBxts/bYYnODxObVXpIsLTpyTPJFdz76bnaHOvfKUZndMtRs/6q5Yi2pcadXq\n/MyjuwFWkKWULQ/WMxFTDrOwaq2xrht5VEvdD4J65PuN0O0uh6nnd7s+tUIqdZc7j4WxFiNwCv6h\nD5O8FE3i2N3jQbuQfGS02qdKZGS+DTxyqO/CJCC3O7TK5I9RzF8mOtIFNthMPalIsor/aBk5euJO\nzKJ9hsY1Al0yoZtVWxBBR36dmnZEmuU5ldpJg9imDb0pO6C3SpPA5iTtlCoSmxWVRchhnRleHfG2\nRbQiqh/Oz6ZsUJre7BTXG82VRoAZZLZAG4aU/ZBP55wpFCsiMQLk7qqfp6TEfGNLK+UkFBVW3xTL\n7srIJZlCTXU6lOeY6ET6dUfajrIi4lYCtRr5WoVMtnaLL6a9BXJULlTzJhqtHDDDRqkUlKYCrROi\nQ/FpQ6I6qXQlRciLLabL1olLgmSE9xCdjYwtJnFxlUaLhjR5QW/toEIgoBRUhODjMCyRQDG5eAgo\ngZyWeVKDbv/XLMBYNFL9WcVgomEhIXUUw3ZvihvAbut7PIRAq294cfsWAC9ef5svvfc9nOWR3/KF\n38yLb37Mt7/+VQBOCJSMvjT4vAWBavPg85/7Ah+/eE3ZbyzL+9xuL/nK3/ub9lnOn+X7f9cf5kd/\nz5/hPwkr/8V//Z/x8sU37BucVvLDCUTYEsSuVAYiE+hhmCWKtU6GsaIku8901hVirJP8qgI9FjrW\nUklOlLXLnklVsxXR8Qv4qbu5j5C3ynrvVAaqKqi7PmeJRCeJ+4O0Q4UOKgCUsUjbiDegOdiCO9oN\nIkItlegFZGsNdaK2IaGmxtRuZqHjlByrkNyLraHEGKheEKRmBblogaC0HudBEDmo50aEdYWhj0Ur\nzKIpuxTUC34tit46lIbuSqjb3PSFHUTp3RVvvdO9cG1XKAr5lGcLcBL0a2PdMkmVNSTWhwfieeXh\nPWvtnZ+dSZImobchMzNwkUiXM60r57VzWwvVD1Exw+m5opdCDpVK5lU35PRSdlQaS82kkqxVO4rT\naOt7dCl/PAXkwT9ssnDc5bRaESZKaKZ0jcWeU1ogPzOk+9UbJ74XJaF0SUg7s8QEydaTKpXYE02V\n0DsLyzjq0aVybUqmsDsiO53C1A7DMSbayKn0QqL1TlMh9OxDvU30RMVYA7WbUSiZmTxhexAUlBDS\nPIBOG54QzLYndCSHSYIHQ4TFDzq9d1JPsy0ZsAIiL9EaODVOewCGb1cP7jN9WMaE4H5lpU7/NZdV\nsaZEaYUUIiUFat0nbaZRrWDvZosiPU7VuR2mrdWnvdnpfDj+h2BdgdaQHmj9SuvD86mzrpsFJIdK\njAtnR9S3tLClzCKZTCK6OnHM7dEW7L2TUuQki4+ZK0/1MBH9ta5PD5HqO6HecZdwWP2uvTf/rSvr\n7nkMgx9jPhvdHXjDW4q+0UuNXsxqaxa0CcZTqM3bZS5fnYiUw6IxuGS93nmtBIcnIagd78b7xRT8\n5JSotVtsyPAoASThVbT1qafEv3Z6MEWNUggiptACVw4mcleDYHMjTlmTVcspRQumVJk8jt66ef20\nbr5L4m3UfreZdA5vLT1ae6qB4Vwtoc1BBnC93NgeNm7Xxu1W2W+Vto3TQIfWaXtFVpfD60AeMtti\nBntBkwfzjpO3GALlG09a8twU5AZxMV5WlRGlY1+hlOpp4cFkzALPzrZghhxovRCTIUsxN7KjY+uW\nCamj0Z41dyd9i+ywolLBZNbTIHJwnoSEGZ3O01wQ8rIC5rC8pMXCcO9ObagFsBLseU3rjWaWHa2Y\ng6/0+3vTXGp84bwkPnz+vdycX/LNX/qI28OX+NEf/hEeZOHnf/oXePrEiqxtjSw5k9LC7XZj33ee\nOCDxh9PCBWGVxEu98MZ3zK/+9N8mi/K53/Gv8mM//u/wH/37v8hf/It/HoAbO2kL7NJ5kMDeD45j\n4L7wUAtt9iqgtUoWYVkz27YQo8xFPwdLLeCOIzfMi2KE1vSt0+/0ieruexQdlcQ2kDn+u3vONb3z\npfI/vPOqqhPxGW0D8/dyD/OxxsxW+hHj9KuveyalobPjMCDS6DEZqt2gVZkWC/RAEG9r+IY3Q8A7\ns81pr3MExYoEP/jYa1pL0V5zphz0hnbMC8hfJ8Vxjw5394F+GrJrLZiUI1oVHQagLVjbPi4sy8Z5\ne+DZwyObJx48PDzjYTvNtk7tdSJkcEJVWduJVgrreuLkrcaiSqvF2n8ZeowINr5Te8OlX+3wVI1v\nMz5rlOLWAYnlvJBX5j0NObEuC0SQZEq/7NE66ynQaqflRilCqYHTo6lZy75zu1wREr1A78XikMBM\nh6XRtJC6mTwOKgit0BGLW3LbgvurhUpKFtNiOlFHTaKhNFUVrZ2GMii80u2wG5aB0h8HXcmmkE3i\nGJc0Ur536e7TWibmRArxaE0JzrPtrko9HP9TSrPIiW67M7nIMlB18U7HsR+3ZvY6vdp3abVOyk5U\n7uw+lBgPLm7siVoxjq8al+Tw0Wq0dliodJhFndGUFVBHs497PcbfDCVOcfouLsvCtm2czxsxydzH\n7fsGRHQaCWuHOEAJMrn8M1pIBecZjBaTteSsnWa9+j4t2sdCOqNU6JMP1ULzRdBOvMEa1vaawRZI\ndWKcyNH6MuKvEukOOx4upykfSe0hWDtsnBTE3z85ie8eIWkjL8z5Hr0HahsDAyQmqhSH05mZger8\njXpTYgsUPfKmdHWZa4McbXEeC4ZEH9zaZ3tsnGal6yQ30tU9AHXy5kx2qzQdxoR9thqnjxZKw007\nfY9oWrleKqdT5fJ0I6UncrbK/fHxkRgDrXViVUQyXYZPR7bCdAFqp4eVgeFfBfZq6J+IICnS7qH7\nbqaZFlJxtzEyNpeCxMjDaeHhwQmQfScQSMmky+s5k07j+RrJOCSIyfMWh8a9M1FSmjjqdyxQo50k\nCCkGt0AAs0mKpJyPBc0JsuOKmUnIHD5H9u/wyW+8iyhhtnaDOiyeFa03bq/hi1/6EgDrm0a+RbaW\neHr5gnJ9ORGwmBZuZae1xrNnH7DXG/vVTvpBFnopLNuZLWb6+gEff/x1AD75lV/k/RShr3z2d/4E\nf+JP/Kfkj78JwF/9B3+Vj6XztRdPyAkyAb0jrHXpzrGweIrdN++cveWZnJsR7prh3fge4wAk4ShI\nVKtzJyq1HFxGf0xUHa0Pa4hZXMyByOLF1Gg9HET0flijuNBkPmEZRZjQ6zihHr9nfCt7OrO1yKit\nnKc0xCSTVQvahNiwArNUGBEipUM3A0ENldyP+3nPlxqtk7Fgd+8A9o6tF51530Iwj6UeuhXmUY8i\n0teEgOXY3bu1t27twkQADYQaqHm035WukRQ3hAw9kfPK6WRFyPn0wPm0WRFVdxIJpxfRe2fbzqgq\n+y2T3KoFbHOrGPFb6LAlPvzQxA3P1hMvvvWK1y+euJWdXZWsLtWXSgju25QDaQnuxwdpzSzrRgsm\nw1/WlXXd/DuaAWdrgUUjt3KQv5cSydtCuVWzrNCI+vOIiziSU80ORXXK6juYlY74QeiuyLA80/Ee\nVtSle7RPjrXMNwXA2qwiRhYnB2Ifc8OK/d4jKgfhW1QPZ3YnWeNDIgZBdSCZzhvFDTRiPCKwVN3T\nzVp7MS2TKiEOAPQ+Dtb3xaLH2Ghzj7LDZT243cMoPCVwZwlkfK2UE6jth2XwEVs1zmS3oj/Eg34R\n1A8AyboQZp9y12nxzx6jkLNw8md/Oq9s28qyWsyagQVHJyIEtzzo7W5FsOcyCszvdv1q+Ofd9e56\nd7273l3vrnfXu+vd9U91fYpkc6um76FDHJ6WEM30zqMCQjKC3HQXFZ1cAcupC94WCnbCkuMlR45U\nwOC7adrGCEs1sp+0O2l6aPTezFwuGV9rFqSibpznpzxRdyNnKvxaG5EEgdBG7IqdcCU7ZNqUfXd0\nLBm3qdRGr0pRew0AbcUTuhunFWIsE5Fat4yK0KobpUmavJRavRVo+io3uezHKRk/EXSTRrd+SCGn\n6kKM/CdyIICqO09PcDqdiPFGDIF1sXbaks+zPapVXL7sryl24ozBOFhNhe6nyx4a9alYD95Rx6nq\n6UpphVIKVSu7xxAAxGRE2ryY9cDDORFG2G9rnE6JZTGCYd46YfHxFI3Ea5BjMcRhhkRHajOJugxk\n6K4FOeDtqRIN9yTHAD37Kc8CMA+DOCNIWVim2yp426TvFY02hs0k9OAHLlukNbi2K4/nB9rliY++\n8UsA/Itf/BG+/Pkf4ulbV15+4+sEUc6uXNqWBy79NSkJvRdS7PRpvNdJ+YTWylMtrMvCFz9n0TJf\n/+ov89VvvmR9/+d4+pn/jcff+uP8kX/rzwLw97/2y6zXv87DdiGfPqCVOgUaUYRrNwVYx+wzwuBQ\nEMxROEcTcuQ7FVF3RR/dJOB3SM69sra19qtOfeqQTP0OxGneb3gLhRrIogRTuuJIbutv21QgYihR\ndNRqzAvpgP3eQKIPGxYBJ4oP5GB8Gu0eSI2RmcII4gV6MZxiWzONJ6oqd36Fb1EaVI+A4WERYE6j\nzdv2ef4OjOgRa9N1H6da1FqOniHYOThptlJYrFRrwVCC6j9conHTxXgzIRg6ta3GkYoxklImBOFa\nIKjOuTEEA9ty4pIuZgrpaM62LpRuXEVxqsJAJdbTmefvJ4SF0J+g36hvPNS3Gz+KYFluIQaiq9ry\nmugJckiEFEjbypBgJRn7i42JcLlOmkjZxduBwWODhNHdtfldITo6dZc/yojtCp4/1/tsQ/Vuax99\nZNMdv6dquFBOndIqgYjgpPgY3HjSnlNYjF/rb4eK727BTCe7HoHtIdi+am0tW09HK121e5vMn3k/\n4lxGy7KUYpQQVYthAXC14bDjGePLXsPmpy1x1iEa1BRVM1EWEaR1U+JNcGd0cpqpE7PZp9hPzLJH\nm86EiBm74wpOYayrMpE5YqB5mzznzOl04vxgiNS2rdbuC5BTNOPku7kVo1lcmNLwWDtSSpah+utc\nn1oh1ZvS9A5uV18YQySghH4QvCf5VEaOkdK7Sy/vBqbI6PMPmM9h/+5ePPGgYKVgRRS9u6JODuhw\n8J6Czb8gh8PvsPwPMZkPVatToTEUCClaVEnTMlsRplyIFgNSlX63Wtag3vftUJWqfdgTIVXpT9ba\ns6BbmS3IujdiktnPhiP77a37MZRterRSx/vZnzJl2/Z7Al2NX9AjipKmPMv+fHp6Mtg5CumVcRq2\n5cSaVlLMaItGoB6wcVD2roRgOVDoEU0QNBNyYt+viG+adSSylyt6Fw3QOewPQoBlDRaWurhAwHf2\ntG7krVuRtQTS0q23BoRoSi1TlPS3Nivj2wVH2ZXWJ73k7Y06BYhv2xskSV6gCTmtUzUJzjnA73Mf\nnILDv6XsbQYUSy9zZgrKac3EPVD0ic9+7hmXl25j8OLbvP/Dn4UXF968fs26JXI/RBjn85mcvLWl\nndWjQFpvtNZZg3Brnd6MtwLw+S9+matWyu0lX/uZv8mHsfHhb/6jAPzxP/Uf8At/7h/yurwh5mzx\nk0N1K4FUncSalFr0UJAGkCzEHGYk0XEvj/vXfHGubWxszcJY9c7j7a5wsRaWqV+t3X+4YjPbIFbY\n2Vy277+uK+vJZPqllMkhA1eQem4iYgq7uwVobpQy38ZbIe2+qMJVioMHFkF9I5Vg68lwdA5iVhhd\nJk9kLFL2encME73L4Ly7HwErPge3ylowpnztwRRto+LtKaKhUq7F1yu5K1DNt6jsXrRmGANx205s\nm0e+rAvrtrFtGzGn+TlKa+SYyDmz1zJ90kyRuPtB5HCXBog1eFCvUzdCoKopT7VU4iI8PD+RQiD2\nwM2fRSrW4JduhGMbd+M7CiEYOWc7n2gC6mv76bQB6o9UCelE8ZBkiY2QlVDNL6rVTvS9RCrgsSkE\nO+DJtJpR86xydeFIiwA7RHSX6ffOsZjgBVZ084EEUTLi8zf6waLudRbz49DSdXhFWdZlzpF+1xIO\nMU9e8ThghDgWFP98/r+7QnayedsboQulKZKAHhAXkChGebGIl8FVPVp0odtcUucG65ghTW0vUfNR\nRPuMzxmqc/OOHFvL6AkOfpbYgZ44eYxR3JNMlbAIvR2KXFW1+KKcOD9sbGuebU6zP0isa3RO1NHa\nG0TqLBlioJfrVLOacvpuY/01rk81tHj4QMDoUfriWG0BmENjqPmwnqlJn33SqBMRhTmwZ6yLc1QS\nHmWCToQkRTfJA4I0euxHkZUOe3hLg6mTeyHdye1eEdvgvj/9CrRgPd56PKjWo/1b7VRRamzIUIPd\nbrZ+xmz5XLvOWJJQup9mlV6Lnfy8Om77lZwTPVQnhveJVhlpzray1vrsWevdhEMtCsXUPzrzkWIc\nyEuyzSD0I2TUiYtvrhdkCfR0ZCSueeG8bMTUuSSLMRgqydaFEK04O6Trkylj/+2S7r0qrbhaptmJ\nUYxoQhKZYaghwOnxzJoXQoa6F0aex7oFQ6FitVDRpIhnVbV2o6sRPUX8ROeFbdWGCoaIhkAPR2SJ\nRCtGreiORAmkuIyb6STlAj3ReiTdxQzYYpYJavyGTqMHl4c320RaUWI036JB07JFqvLe6WToCZ3v\n/z6zI/j8w2d49fpjwqXz8OxMu9aZC7iuA10zfkNMaU72oB3ajoYIat5ir69P9nzzysOWef1GkE15\n+Y9/kvfe/0EAfui3/B7+jT/8J/mF//l/oj0KrMbDAgiSyd08YhrNMtyGhUcKJHFvtgjQjoKHQMcQ\nzBDsNHnvh6TKNEYNs3w57o2Ip4GJMdfa1M57cdbMHDRnW0QBzg8PPH/2wLquKJ2npydevbTDwNPl\nNeW2U8uOBM9FG6hic98m3FsqyFFkh+g8knGiDlNl1dQMLYlDZat3RQaglVvpLDEapq7HZmL+PbYx\nW17gUXhasPp9weX3hWZGjGs2TpoKfSLcQNqIKXC9FCOEDyKyWlGnKCU2Wuicg3Gg1uXMuljWXEqJ\nZc2+1oy5mGlaSd0IvtLqRPJGGPl1v9lzlJENBz0msiz06EKCCLhaSjvcpNC0kXLjdI5kNbuFer1R\n95v7ZHV6iXdKyE6OgeSmuwITkUlLnIiN/e9OHKa6qZBVKTfz/JMGcTxPL2ggUNxUcs7tMDwlkgkg\nxELJwTg7rR9jYYwHgEZDo1lqSFzIshAcpde202unZ+sWqDIzVkVNHa0030NdaX7HVzREBbSNM6/V\naQAAIABJREFUnNYxbiIzv3EcFoawByP/L1uGZty7vB52AvcHw9ba/CLDSqgVM4CttRx2MnhwuH0B\n81G7K3pwTmhzDtXdWcRFGp2OiTDijGNS4zYGXwPi3b4n0QrA3Nm2hW1bZrhyzhmimJ2M53BKGpFL\nd5FwAtaF8vFbjw7Jd7s+RbI57iLrpyjDlUHVbrRvWPhfi/9sqHF0WhwIIZp5pjZ70GFWj+qtA1uu\npeuEBw3dMcmoBAj5QE/iUO15Ij1dSHfKLRmeQR1TRNxtlkPRoEE8u8gLopCg2ymji1qx5YoQCSu1\nNPv5gE8HjLnbyXG/Nctdi53W/OFLp7hdQoxiBdZEa4LLZI9Fw3y7/L87aLcTP90XmyGtxtog4hYR\nIkxFn4RmA1XtBBIu0Pw0/628cNo2wvP3rU3T21TDlQpEI8qHnIg5zRDK4S1S6+7EzMO1vLU2Nwoj\nIyvB71s+ZR7OmxVCvbHkQ3Kf1k7I1YJdg5KXRBmTVJWY3H/F79Fsx3Q1VIC7fMfpIaaIpEkQrV0J\nPg4T1mYYC4ghXWlC/AfUbwtYkugnfjsEaFDCJpTiQaADUUeIRDYiEjJUMywF+Myz9+i3wicff8Kz\nGEh5o3D8vqSI3gpBOr0qOHqQUnSfsM7DwwOltYnI6O0Np/UZp8dn9KaUjz7hF3/q/wDgB/7gc/7Q\nT/wZ/upP/i3+zlf+HutnNjMhxD5/3+/UtcFVdVieVYqBnKJtoG+1xGzii0R3RW7UcqA8tfhcZRSl\nBzI8c7TvVXTzwGNoi4REjLCeltn2PJ83liVxOq2EEHg4bTz3zLg3bx54/fo1r16/ZN85EAZAYjxQ\n6Pnxx0Ewok7WNiXc4YkDHpauwZytix6kcW8JETrUSBdrYYPlk2nCJ6BvWHJ8Z9Xia6O1WobkXsVa\n11uOZElkEuprxl6g7Yos5mJdboV683ahWwN0EpVKDIrkcYKyQ9DpdLacMldWjsNX00hgoYvRM+5b\nrarK5XKhlBul3EwFnUb7M6E9mBVLa/R2F/R9juS8mdJ3B10j/TbI72UKMXqptL0Sd0dZVjscERL0\nwPaw2ibK0fJRrbSOtZSGMq+YyWRKkVup1oby+0byz9fF5fdyHHYIJt8PTi0ZrYm7694S4SiqDEkJ\nPVt+pYS5XnYVYopIHjl94Q4VCS7E8HWo1kndGN9xtMNxVdsRunsYx8529jwoGgpU90ZahB6ZwcSW\nPmGdkRDCW4cGtM3D+mjjjg5Ga8UOBv1oHY/vPxEhGebWB4rbegMXoB2UnnE3DTU2p3IXQviE3E4n\n9y9c3NV8NasbIDiloIfumb5xCtoCTPPZ0bK/VwpPl4Dvcn2KiNTblgZjcbUTpPWOx1js1SvvkEG8\nOgzjrka0qbvEWltO7750SNEKsGjo0/T1Eddlhg6hE+UIMLSTc6B7NZM8Zd0+5h06c+c+DWNxs6Ku\nFBsU94u9SDL+lSix2UZh7zcGZGcRC/Dc3Qxsx1VlrVk6OA1xfkTKgb0UVDq3mzGS5mRKXmDGEU0S\n3iqqwO6VOURbcTRbpDGZSWGy4q6rMqNQGLwpoV13iEcL9qNvf0TeVpbHM+e42qYxjl9qJ7CYEmtf\nkK4zsLLuO9oKWhtl39EeJ0esFktnb45K9tDJq33/JWVSNmWG9EyMgTBOQrFZ2zGtxNiRUKc60w5H\nHXEEtI/v6OMjpeSuu5g5pD9vU57YWFU1Dl3pY4ysZtw2w4bj5FOBKcyiLwxgY30cIlJKmFOiK1VC\nODZhNSlzUkt532Tl/fQeAJssnMi8KY03by48LNtsv2js0xRVyxOKzJOZkqgoKZmTdKuVyFDICq8u\nhfX8ioflEbk2PvraLwLwwc/+fZ7/4E/wH/7bf5af/2/+c15eL8jgewShJYFq3MHQA9kRwCVGtryQ\nYpp8ielPQ/IIGOug3Uv8y94OSwR1lHAO3/sw8lGk3qtr7TVjEmI2s8bz2dCVbVsMUYlCDoG4ZDaH\n/0/njcdnD2wvNl68eMnr108TccVbs6O1N9CV8d7Q74o6K8bt83m4eCt2MCHQHD1v0flFIhTUWjYj\nxkmEWtXGhTDHKkCnGp9k8EXqUXwngUQmp8QpLaxxIWCt26aJuldaKdyerlwuhavzjp6edq43Uyyd\nlsx2Fki+uYTGdt44nU6sy8nWgG4taYCwVFLO7PtOjJFaK9ertej2fWffd277hVJvaNsJo3sQzH1c\nQzCEplRyHiiBeUQlEjcyQa+Ih7K3slMTZLF2rt4KfbdCuTdTUGcPOQ4cHJq39phoMSoxOaq2LOzF\nbUj2Stgjfbef7c3Mko3rM55tnPdUiAw6pTWkZEzfGUbdgdD6lNjnsFqPxF1VhU5yjmeNEeFYQ2II\nh79YEBqR9Nb+8zZfr9bKvu/U3ZIf6kyKaHeHUx8v05DTEOXaKmXv5DUzjJFrr0QSKR0I1nh3dT6V\n1m5Ia3dfP7xTHc3XaveD8xQqOvquvTlgwew2xCXRqnosmq0ph3u61wp6I2WLvxnfYV2F83klpYW8\nKDHp9DMzKkgipTi7TpNPPVFnJtI2pv0oVH+969PjSGlAwoE8BK/mmyoaIPQ4uQl9bHihmlGeRnc9\ntcXV3Bxtk286u7OIdGvhiGd/iZB84ZPeECop2aIeYp0DPAbfUCM0yls9ZtXm0lG5e58DrYoRaN3b\nY0df1bJ7zGIgxoze6lz4WoNzzLRbN6+pVqwQwNCxvTYoaoMjx8N4TQR1CW9rBoE3t03oN4g5kqKY\nxUMUYmD2rlX36Vdl1KzLXGwC3ZyGd8t+s43eh4rzL4gmAd/3fRISn/ad5dUL3t8/5CGONs/YhCIk\nQx32624nbC/OWr1Sq6WG77Wgar12v6mIeBvNViTzdAHW1QiKkmAlQSjEUZT6MzMLi+j0k9G6jCbV\ndcQsRqGPiaRDquz+QiFNc8LOzbg4ITMT53221Z5ppRBjn20Lez3m9yAIlWKFbUo2xsHHniBRqa0d\nCyaGEkronGI2grs2vvD9XwTgc8uX2H/2BR+cHnlTXrBfrsfJO2cDeOmgC73urF4sxO3M17/xkuWU\nqaVyKTdO7gcUYqCVys//k6/w/Z/7LTz/8PtYXv0cAL/yj36S5w9f4stf/n386Z/4d/kf//Kfg9VR\nJ91QXqO9Gm+mtxmxYMROQzhHkTBmz2ybipojvoajPdZwcnWgy2gVHYgTd0RyMIuPwY3uCHnLrCmz\nrInzeWE9WSG5rIvHRwSWKD5GbHznJuZJ9957FJRbuaGXw+AXxxVqa0iMx0EBb6X3gxt2f3UB7RHp\n1Xhiw+SzCCqdGpSsgpbj2Yc7/tSyJCTw1iFR8NZMb0aQ9kNE7omQEmuwQmpZTsRgzzfHFSGy18Ll\nqVBe3Xj12goePnkFlxugPD7LpEchbM5lOmXWdeW9h0ceTidDLwTP1AStdmqPvonXWrk4mnG5XLjd\nbtwuO7f9iaYH7zGGhcE+jgg9DWK+rUMRIAjrlqmPcZLsA5XldaVebU5KV/rNXrNeCtel+1wQkDw7\nA2ZOHB099oOOo2NLtS5CS83W7yQ0Nz+WYpE5tVY/ANuYs+cUsHZ1mM+DSVkR0l07TFIkJDdbZrFW\nqii9tXkIg2HBY4dgFGI4fNl6N8f5MP7C98fJO/OYn7Zu7LVQa+Xm9+bpze7tYhPxqOpMGSAGlEhI\nZjVQaxuWbtYBasOaJaHlLjbF/yy1kXZHnbxQznGhVzPUTiGhsiMOxVv+n5WdIL5GjxZkIsZG7ero\nbzvi5MLw4bJi+JTt0GB/Fzk9rGzbZjVFMnGAvaEZREtK1or3AtXuaaf3QgzBjJL1eL7/NNevT0V/\nd7273l3vrnfXu+vd9e56d33X61NDpGLobxFIA4J6uKfBoP3opXaZygW8XTZIzIJFMUy6XO+TIyWY\n5UB09CRKN0UUrtpz1YBxiTj4LWInZEQmX+q+/zxl8DModHwW7/vOf3+0KaqFj/lrQeGA6UN1Iqm3\nNaSZGR4YOpVTZHtYSSm7Qu9ApKJ0Sg1c9xv79TbluvvNevzlZghJjInWbzMpHPE8tyB0GlX75Gwl\nOhVDRiKBJjoO//RukSaWR9RQFXCEKOXMfrvw8tUnvJcX60ePe+PM4Zgi0Gi9vGXKWPYrdS+eJM5E\n1obRqEg0blVkQtrLkp14r24r4LL28brR+FSWiygHwtmBmIhiwdFKmwqUpqC7QdMKEO96+kQ3mCvU\nbvl3gzhZi1pcBQ5zt0bVQ2Fp7R09xpbuyIwnaGbFkRIxno3/MZ6FCFrhM1/4HPpqJ377kQ/lSwDo\nm87r2xOPYkGcnQX1exNdCVOKZV+t68q3P3kBwPd88X2eP/uQ169fs+bEY87InWIzpkhKH/LNb32b\ntmQ+fGYZfZenC7/0k3+dL/7Ev84f+31/lP/97/4V/u+vfcXe771Mbda2TgiBNKH4FAb3zNrb9hDm\nY6KLc541UPbCzbkKLShk6yoHNRuIwxpBHBXsNJeOqwgeWEZMQohC2jKPDxvn0zoRuSUYxzGJWWOE\nECZnZ/ElsSE8LhuXZZs5dfvNxqZqIIaV0AUVD6gcWZZGmX2Lz2VtOTUzSI2EdqwnRDE+Xe8HT/Tu\nkqiOmhlSOpz0wXkvbgwZJDNdv2NiXR7IS+RhO5HjRnIUIMeN6OqztsP14cbjayPan04rT7cnbuVG\niMpyTjw8s3bow/NH8ulEOJ8JS2ZbnTMzlFSK2bBg4oDbrXB78pbhqytv3jzx5uk1t/KGa32y+BUg\np+y8T4sJiuEI7K5q1ABrp5pTtX8crqr0VtlrR/cCTSbqok87fRFS2tEstKuy4orDlIzbSKf3SmvM\nvLXoBssSbGwMdBOMA2nqPiM5GxfoQL+bZ9GZIjEfzy/YWEWFFBJZwoxkMSd6MVVjMKX6QKVSSm6U\n3CxjVQOHL4ZrUScP7e09qoxcQemcThullOlAv+ady9VarbEZqX6GpztjRrVbVyCEQ6QggY5w69XQ\nv94Psrmj+K12VKPbGYz22NXvre2LQRI5jzSIPrm80GlyZJPGsJrKrxTjM2mf1gg2xk30FJOwpHRY\n8CzrtD1YcibE9DbZHCZiHGOcCHmpdYpTRuvzaKO3O971r319aoWUeHbUAMV6N4KdRFfD9cOFPHg/\nWnqAbu2p8TNtJqcP3STtIQQj1mKbeErRNq0gvpn6qtiDvXIDCY20HAnWRCXFBO5tIsJk8NtDH2HF\nA9ad38r+visylCH+7GNriAS6t99yjnMR0gC9Gtk9NIOJ/SuQt0zOK0verJ9/l1QPNuE6kUet7Nd9\nchbevLnw+s2FcqsmIa+RTpnWASLRQ3KbEbhFjESL8QvklE0pFOy7N9+gQnIiqQq4THxwxfJig/vy\n9IrLe++xpWUS2K0fruZnEyOVfQZitlYo1xu1WCFl7sMH0a8Vn3Ap0mud7rt5TURxrlruVvjNiCGd\n6qUYg0HEzhPQZtlsFi7tz2A4CpdOb9GLd2zyDjVnSKiaqqqLfcaxHzZ1996shJAJxJm0buOmE9T8\nXGKI5pszEOeY6d1UQTEmYppCMXrZ2ZbMyxcf8wOf+QKfWX8Tn1u/B4Drt75JXsyigrqQTsdkH+RP\nI6YrNQjVx/cn337Js2fv8e1vvULrhecPm21GYGGnqfP8/c/Cc/jk5c8j/TMA/OAPfJlvf+OrfPJT\nf5v3f8fv5/f+8z/GV37uZ+07fLZTeidpdgVt4ME3yxT9cNJlzp8prhNrbbWuaHeXbT/QdLEsrhCE\nKNHa8zPlfahGbCyKz4sw2oK9mR1AWMlLYFtWljRc9oWcvAgXK2DTcrRFUkrG/bttvD5thzKxOm9i\nkGLdu25cIUQjzjoHZy7E2snezjV+S5njOzVTB0kDkhebYwwL7q9kUn9zKfevPQ5lnrGZOXLDYlo5\nnR55eDizrpktb5zSye9LJIUETZCtU9cHzpttNOfHjafbEy9fv+ByeyItmYezpxacH3h8fE5eF5ZT\nAjF/IFXboKUKJGUvlb1VrpfC9elo7b1584rXl1dc9id6b/TkB6UqLItz+bQT6NNfzURF1jLrXai9\n0jnk+BoiNVg7SrXRL4PPsyM5sadGD1dC2+f8XleBaC3DsCa7n1PU1J2rCyp238ehNcZOiwpVnUd5\nkOKHqEJ9DXh7TzBlurl0B8Id8dvsXKLtZRJBMjEc/LAUGoRkVJbATFwIIaO1mD3N4Hj2twnlo9Cq\npbgIzX62rBGJmbwI171yve5oHXOqORWm+pwLs3QZeZPmaK7Q1FXSRu8wMYTZZwSUOPz1MuTY0WKF\ny7quk9OYU3T/sWR0lWhPwe6lHUhyX2dRo2MeuqgneOZlConF0zVOp9NU/2/riRjzcHqYJPT7SLfW\nhyehHfKaFuPq0ebPtPc7wdGvfX1qhVRVnOx19wHFzOLCCMcbOJMTTY21F9/iIITO9OMZar/ej8pV\nxdOvG/TYD26G2sC2jdROhAci5ejBJAQfn9Giatx+4TvY/eN3TUopb/99Mi+qpIJIM5+iPipj7xGb\n5geRPCf3siyY+d3CCKgcuX9Bkm++GXFuy+6De91esWyZN6+euLy60bTYyWEieYaM0YMVfqlNdLDW\nSqieMyh9zEu7n0BIyRYaYFniJPpZkde5lSvX/RXPn3/m7lmoq0Kan5gE59N7xIWbIxbzIAlv3fNj\nw5rqRJx8q82COaOTeO/IyIhxjLpEai2UeqBOJgTwM06Ph1qmQyQTgpnkdQ7idxScs7WAGp9pcs6c\nQ9BbI2RDVRN6t7gFEzCoFadvRRD0lRASXW+oXBHpE61a0kLusJfC1775K/zgb/0RnlX7PJfLlZNC\nzgHJm5GTHXGlmpVCjNH8zO7I5i8/+Rbn9YHHx2dcL695ulxZBjF82SB0np5e8z2f/ZDOh7x89QqA\nn/nKP+bLX/w+bm9uUK78gX/l3+Rv/dRPAfAPnn6FvMM5LQjQxKTdNifGwWNke90NKH+Okkwk0qkj\nPcUQGgk26JqhyjNWSVxRh/PNghf4Q3IvAe3dCLfVSOhxGT5ihurG7B5s+Qh1DRJIS+J5DtS28159\n4loMsWnFlHKjEFSO9xOJVIxjM0UyA5EKbnvgUnW5K7C7G+FKjzOGYhSLKn0isyEEYlqouo9ftDVI\nghH7ReZmwpo5nU2VeDo9cMoL55OpEtOyEjVAheu+U3IlRIN54jmRrsKyBq7lAaQTz/YwHp49Tv8n\ny1MrnNNmVgBAJ7C/uiBBud1uXJ+u7E42v755Sd2v9NYwq4crdXee4/K2kSqtTyVgJ3iBbcKf1nfz\np8LibG6qh19RP7ay/VqRlzuNzlYWtvc21KNuqhRijoZydFPEHqbQVjyEKCjJidA+RqNQWyFpIOWF\nUo9CQhkH6oNvM3PoBvqF7T16Z70wsiFVK8EtH+b5ondCCgQxZMo6HcyxEFKiS/fA4j4Dd+1rCOoo\nUe92iJnc2W7csZQSkortOVdX7Kp4NI1AkPn7czTbYkmtO70x95q6F0JIjkg55Wyopz04PCQ77LSm\nkzsZgnVYliWzrmdyOpkqHNB+Q8WUxbda0Hqlj8NOtvsmYmKy5U4dnbKwref5HWM+DtcxJefOOtEc\n5j7Te+NWbrRWULVSangZ1lb+2SWbz1PAMLo8anPoVuWPwE7tnS4RDXq0+dpRfVvhY60jCWG2UxqG\nehly1FGV6dDNnerHzCiZv2fFkdrpsgs2vMeCOU4A1RczmXXWbOcZ7X22feZ7AARY4mKGhXfy4BAC\nGhpNFG2B9WRQtOUFrYwcoNGKAObClsROhbUqyzIq7MR23shLIC/C6zcX2tXy/+7v+1BOjo0OTBI8\nQlBDE0zZ7/etdZoM4r6QUr4z6gvEk1lGXG8v2IupfOzXFBVXZ8gRSmk/q7RgEPMwj5zk72YJ583z\nm+ROuaRgvlTJTpDJPcjse7kBo1guVCmN0sai33282Am9VSZC0iVawaeNQHDRQzjG4bhv6nLmiUip\nnYqbIV9dE7Kmu2I5kmQxUL50UxtN2ClAV0ORMMfm0d5az895vp14evmK6+snvvrVj3jM5iOll0KR\nyk3foNfOuuVZEFnBP8ako5jT+6Nwu1x4PD+jtcZ6fo/ixOA3t0rrlccNPvnk2/QQ+Ox7HwDwy1/7\nFX5JAr/hn3vk5Vf+Pp/7bb+dP/2H/iQA/9Vf+u+5lBuyBB63Z1zLbdo0iG8IeEFlvPsDBVCs4C3a\n6L3MAmQJQnUSau1mfDv4rTByNwHphvJwOOnTA70oxTf20upEZQakHyOsS3TiqW9CQUyeH5TTw8rz\n8uzOQ+bb9Fdq8vDkbcY+rEicaC4yQ9LnXJvIlM0ls9vwokksqDY0IdZuobfj/TpIwknFFrZ72Jsk\nBpVhUg1chLJsiWVzpeJ64rRu5LO3dk4bKSRSjeSyc3u6UMfBpETCKpzPJ67thkgje5beaV05xQx7\npQX44MNn1FKnYORWrnSt1NuVp6cnbvuVy8WMY99cXvLm9obaLuzVbBCqP38zQz2zrie2ZTMj5rb7\nfQtoB/V2sywBcSl7eaoMC4xAJPTD3qS1yvX1zRDJnkiLorZEobGRUiSSiZoIPUyyu63HEfNcVUOI\n4iGJ37aNK1f2m5G07/ewsu+WwRjGfBvFmRJ6J4UFgrnwD9QpEGi9ESW6T6FO93IzJu3AbrSGcGTt\nNe2zqBrmq8fn96Eza0M/YIz3HC1nUdaQgNVQBsA8VG1+3ry9NQjsqs0LoUopldbUbTd8LPYArZGw\nLoHMz6eoBJIaLSJImkrXGFZyDmb2upxJ8Txb7CkrrReKNs56Y98XM9Dm7e8VciKHO+FXCJzOq5Pz\nrSM1HO8ldBRbR0xwpAxSkNaGxUZbCkipN2od47BNW5rvdn16rT086fnADs0szDdKbfdxJiMMtNsC\npHcyYH/YJm7oc0EDGK5ktd9txnK06I4AT5Nuzo1NfCO65zkMtCqM/qn4aH0b8gvBCj71Vt69B8a0\n8lcl5GNi9G6RMlo9PkblUF+lSM4rQrA4lnWdcHMIhgZZtICd9McpIaRAyMb/WdeVbXvi6eWV65NX\n2bVaKCtiLq/hsD+w8EtbvMXm93FUitGKwGhKHjtRON9hi4TFVBJNb1xvr0kr8zVDjDaYmw3Y6cTs\nMu6x6fdWGUn26lD4VIgQLMAWyNl713JMrMOEWq14K8ZN2W+F4qdZoplAWtEWUL0zVhwRFV0RzFJB\nJ3LWzcFamwds61RfJUnsqMfLKEJhF2ZvPXehDlPKFKAPZAZavyCOSlIzFZ1tuNvtxlNLNAqf+fDz\nPIbPcPnIJnhCIEdiDcRgHlzTa2bYKKBEont22Wue143r02s++OCzlP6cvCbWzRCLst/QulP3F7x5\nU1jOmVdPtpl85v0P+Llf+iqdJz7/5R/m2Te+j9/xL/9BAH7s//kb/C9//X/lIb5HFqGFI64oSDhO\n7EEM2Rvu3WrPX6q11JoeaiD7Z90QaTq9h6MAU48918EXsXiJJF5ISmd3rt3rpyvnp9ecH93+4LRY\nYRv0CC8dLvsRam0UX0SXFHn+nnHENELIgdvr65RGj5bRCKUVGW1pYQyqUpohbWEDyVTdpxI0JltH\narGA8BgOY2AWL7pmFEmbr9k9fcEwFfFW1IFeSTcE8nR64NmzZ+Sz3Ze0REQjiUiumZwzF3ntAzxA\nFmvVdPMb27JN4NO2ErqhDY/LQnm6sp2W6TMU08LleuHVy5e03rhcLlyfDMm77TcrmG5P1H5jr/tb\nnFNTld2o52fktNKdlBYJ9B6ptdH0RlWoo/UThU6g10YtSiDNwpUm7LXTQyHECuFG9vZlWs/mnRcK\nKsoSMvgBS9Jiew9K6+73N9rMQWjV/r7RqV1NAYihR8WNX+3wf6D7nUaSYM7qanvcUBBGdD4ri1+B\ncVKYSnUJc2+bTtvuWRY6iOhU7B3ot/GAxCeRHaruQALMk1BCIy/CuftBfOkQhVspaOnu6efv2Znr\np4zPNLhVbugcQiD1RESmvYV0H48xEUJmySe2baDfmS2vrOlEDImY7tavnshhIUUlpmfw0OgjPmd2\ngpSG7d8DxQ4pmhp3sfD4uERCPgrNGD1+zlWXffAxXcHYmxVUdm/f7kT9etenaH9gG/WsXdRRgm7u\nzV3lrS8Serc+bxtpeYOwpuZm3G0wCTrbV72LSTiztW4iaVbfNLVB5nEVJr0en8UhzSHLdWIbMM3m\nDkPAw73a2lNlws1v3XztEAx1U++WjS8/SeY0a//IYa4wUKclr6R49JTB2n5CPCScetdmy9G8pBCe\nwpWuIGRSsoXvdrPFrbVqRoMpTAm4ZSwNfyXbkEeihW33Yvyxbie3UdWntJDXRN4ipMatN+Ju77ee\nFsOBfOMrdceRU1qzex6ctNk6d07sUOs+i6kUjvtdq0nJQ0j0ALVVAmPha2gtjqzZ+01LhdZRcW+f\nWTD6hti6oWA9mLfSkCDjgghvh6rayfUeHVRVg6HFPxtKGu71zQqCNWfiIKv660pUbqURxX7eeptk\n89u+c6mgr2587sMzP/D530h4Y/f7aXnJ61JZWXl89mioWzksHiTiC/R3jMceePX0hvdvT0jo/MI/\n+Sd872c/C8D5YSOeF15+0rjtr8n9PFG3p3LlB3/Tl/jo46/ywetvod/6KvI9/wIA/9qP/zF+8u/8\nXUqvaLiRt3VuQjHgfDr3hblDP1s3nowkN5MKfRC7aB5vBp0Q7dmMo26f/98KLFvvrb3mX5IgnVYr\nl4vy8vXC43vWanp8PLOIHVZCcgR7GKBqM2RHE8iTb6Y297dt4dmzMzknbrfd5+w4sVtGnhkh4id0\nf83sn1Qs3spSNw7krHXjBlmr/kA6QjA6Q1exPLlBKbBXNYTWY666i2PsLhiNIEonnyP5MXB6tEJi\nzdmMdAEpC02gNifqtgwo6ryrNSaeO7u7lx32yhfef5+mylMpvL48sWSDeur1wuXVSyLw5nLh9uZp\nctJeXS60/Ym97NS+U3V/y/ZGQqEuigqclrvDLhFpWDvvViglTO+94fe2p4zGHd11otGuocz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w6H4LmXKSzzup33Bz5+8wlhecbNmlhypNnYsffcQww19/4aGX0xC9tmSOwIiMA6PXHcbHOgTy5Z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tOZ2GOkEfd/eMIXJ5/VRdu52rHkQSIIUR61t9XmNahA8ixFnJxmQfsrLSb3DM2bPJk4068z08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oxBRRmbs00dNMLX3vo6437HNKpj8/n9Gp9DwfQbQjhi24YwjEt763B9y7t/8SOeP7vGyj0C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h6kLU2FmzlEsB8fNYTiQhRjENYmNFVkwA1AxYSvG6UBvZmxdENBNq6mK5MI8hjHGUMmj3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\nmqAYfsg3sKhv50hcYl4QBQuCKPZGII9KmRWZQdvzQqRSHcb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P2RhGixNUQEtBnCfPplcM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6nVoYasNuXKPTAT83XmLl2g4sxfaMNRiD45o7Fyjrz942Zr4G1iVhJSqMmfOe6xnm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\nuVwu3OdlH5m9PP/E8/MLzjn+7d/+jZTrTjAOIfDy8sLnz59JqfD6+mdaH4e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caPfQS7zDQ01LG6qKyqDo+sa6G0xJdvfsKLu0wqAqIFQfAJ2qxso9ZoJj53D5hBHE4malsx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WLbkfnv6erUbMyx+5vW7kMlCo7Jd4zZUpZEaj3UxrLJPXQmPJEapFWiOnim35wB+kIogN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YM6067IvdJFhtW9uvmYWv/NIUiHMymdixMd8zLavNZkNZlnbzMnYGAIN4YF/gO3KDj+crXSej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\n3gAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "image = caffe.io.load_image(caffe_root + 'examples/images/cat.jpg')\n", + "transformed_image = transformer.preprocess('data', image)\n", + "plt.imshow(image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Adorable! Let's classify it!" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "predicted class is: 281\n" + ] + } + ], + "source": [ + "# copy the image data into the memory allocated for the net\n", + "net.blobs['data'].data[...] = transformed_image\n", + "\n", + "### perform classification\n", + "output = net.forward()\n", + "\n", + "output_prob = output['prob'][0] # the output probability vector for the first image in the batch\n", + "\n", + "print 'predicted class is:', output_prob.argmax()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* The net gives us a vector of probabilities; the most probable class was the 281st one. But is that correct? Let's check the ImageNet labels..." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "output label: n02123045 tabby, tabby cat\n" + ] + } + ], + "source": [ + "# load ImageNet labels\n", + "labels_file = caffe_root + 'data/ilsvrc12/synset_words.txt'\n", + "if not os.path.exists(labels_file):\n", + " !../data/ilsvrc12/get_ilsvrc_aux.sh\n", + " \n", + "labels = np.loadtxt(labels_file, str, delimiter='\\t')\n", + "\n", + "print 'output label:', labels[output_prob.argmax()]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* \"Tabby cat\" is correct! But let's also look at other top (but less confident predictions)." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "probabilities and labels:\n" + ] + }, + { + "data": { + "text/plain": [ + "[(0.31243637, 'n02123045 tabby, tabby cat'),\n", + " (0.2379719, 'n02123159 tiger cat'),\n", + " (0.12387239, 'n02124075 Egyptian cat'),\n", + " (0.10075711, 'n02119022 red fox, Vulpes vulpes'),\n", + " (0.070957087, 'n02127052 lynx, catamount')]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# sort top five predictions from softmax output\n", + "top_inds = output_prob.argsort()[::-1][:5] # reverse sort and take five largest items\n", + "\n", + "print 'probabilities and labels:'\n", + "zip(output_prob[top_inds], labels[top_inds])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* We see that less confident predictions are sensible." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4. Switching to GPU mode\n", + "\n", + "* Let's see how long classification took, and compare it to GPU mode." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1 loop, best of 3: 1.42 s per loop\n" + ] + } + ], + "source": [ + "%timeit net.forward()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* That's a while, even for a batch of 50 images. Let's switch to GPU mode." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10 loops, best of 3: 70.8 ms per loop\n" + ] + } + ], + "source": [ + "caffe.set_device(0) # if we have multiple GPUs, pick the first one\n", + "caffe.set_mode_gpu()\n", + "net.forward() # run once before timing to set up memory\n", + "%timeit net.forward()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* That should be much faster!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 5. Examining intermediate output\n", + "\n", + "* A net is not just a black box; let's take a look at some of the parameters and intermediate activations.\n", + "\n", + "First we'll see how to read out the structure of the net in terms of activation and parameter shapes.\n", + "\n", + "* For each layer, let's look at the activation shapes, which typically have the form `(batch_size, channel_dim, height, width)`.\n", + "\n", + " The activations are exposed as an `OrderedDict`, `net.blobs`." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "data\t(50, 3, 227, 227)\n", + "conv1\t(50, 96, 55, 55)\n", + "pool1\t(50, 96, 27, 27)\n", + "norm1\t(50, 96, 27, 27)\n", + "conv2\t(50, 256, 27, 27)\n", + "pool2\t(50, 256, 13, 13)\n", + "norm2\t(50, 256, 13, 13)\n", + "conv3\t(50, 384, 13, 13)\n", + "conv4\t(50, 384, 13, 13)\n", + "conv5\t(50, 256, 13, 13)\n", + "pool5\t(50, 256, 6, 6)\n", + "fc6\t(50, 4096)\n", + "fc7\t(50, 4096)\n", + "fc8\t(50, 1000)\n", + "prob\t(50, 1000)\n" + ] + } + ], + "source": [ + "# for each layer, show the output shape\n", + "for layer_name, blob in net.blobs.iteritems():\n", + " print layer_name + '\\t' + str(blob.data.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Now look at the parameter shapes. The parameters are exposed as another `OrderedDict`, `net.params`. We need to index the resulting values with either `[0]` for weights or `[1]` for biases.\n", + "\n", + " The param shapes typically have the form `(output_channels, input_channels, filter_height, filter_width)` (for the weights) and the 1-dimensional shape `(output_channels,)` (for the biases)." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "conv1\t(96, 3, 11, 11) (96,)\n", + "conv2\t(256, 48, 5, 5) (256,)\n", + "conv3\t(384, 256, 3, 3) (384,)\n", + "conv4\t(384, 192, 3, 3) (384,)\n", + "conv5\t(256, 192, 3, 3) (256,)\n", + "fc6\t(4096, 9216) (4096,)\n", + "fc7\t(4096, 4096) (4096,)\n", + "fc8\t(1000, 4096) (1000,)\n" + ] + } + ], + "source": [ + "for layer_name, param in net.params.iteritems():\n", + " print layer_name + '\\t' + str(param[0].data.shape), str(param[1].data.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Since we're dealing with four-dimensional data here, we'll define a helper function for visualizing sets of rectangular heatmaps." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def vis_square(data):\n", + " \"\"\"Take an array of shape (n, height, width) or (n, height, width, 3)\n", + " and visualize each (height, width) thing in a grid of size approx. sqrt(n) by sqrt(n)\"\"\"\n", + " \n", + " # normalize data for display\n", + " data = (data - data.min()) / (data.max() - data.min())\n", + " \n", + " # force the number of filters to be square\n", + " n = int(np.ceil(np.sqrt(data.shape[0])))\n", + " padding = (((0, n ** 2 - data.shape[0]),\n", + " (0, 1), (0, 1)) # add some space between filters\n", + " + ((0, 0),) * (data.ndim - 3)) # don't pad the last dimension (if there is one)\n", + " data = np.pad(data, padding, mode='constant', constant_values=1) # pad with ones (white)\n", + " \n", + " # tile the filters into an image\n", + " data = data.reshape((n, n) + data.shape[1:]).transpose((0, 2, 1, 3) + tuple(range(4, data.ndim + 1)))\n", + " data = data.reshape((n * data.shape[1], n * data.shape[3]) + data.shape[4:])\n", + " \n", + " plt.imshow(data); plt.axis('off')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* First we'll look at the first layer filters, `conv1`" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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hhBAN0EuUEEIIIUQDjt6JokGafol49vvy4e971FhiHpOvYm1oSOehuxD6Pfy9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\nAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# the parameters are a list of [weights, biases]\n", + "filters = net.params['conv1'][0].data\n", + "vis_square(filters.transpose(0, 2, 3, 1))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* The first layer output, `conv1` (rectified responses of the filters above, first 36 only)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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Z7nrH+wULyFbd0NdYl1dXV2PnrbVGW1lAGC4Zk0qlPEE6SUT1oNoLCAgICAgI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KfAolWVToe9N9VCm8XyZqv0slo0qQGED99oNGr0xfl8vjIBmJ2lTMH7slcUoExdwGg0arSrioNj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GFX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PwW3wODycw/2KBOpxOMWaFQ0PXI8Bguj5nGfoE102g0tC+xvuv1uvab1y82TlXkSFqGa5D+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\nQeA3mUxG9ybGqlgsmv4mP/rRj0RE5A9/+IN+B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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feat = net.blobs['conv1'].data[0, :36]\n", + "vis_square(feat)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* The fifth layer after pooling, `pool5`" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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d6fwfzz33XNa6H/3oR7UeN7r2jh49msQmJiaS2LVr12rNZXNzs3jbfjUZN+Hi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\nos+lqLE+V9S4/fTTT2dte+7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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feat = net.blobs['pool5'].data[0]\n", + "vis_square(feat)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* The first fully connected layer, `fc6` (rectified)\n", + "\n", + " We show the output values and the histogram of the positive values" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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NZ03jXHv2o7Vr/aW1cqW/tCTplFOyLZ+nBaGp27mp6xWDY49Nd2e9j3Mmk5RW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\nFLIAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feat = net.blobs['fc6'].data[0]\n", + "plt.subplot(2, 1, 1)\n", + "plt.plot(feat.flat)\n", + "plt.subplot(2, 1, 2)\n", + "_ = plt.hist(feat.flat[feat.flat > 0], bins=100)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* The final probability output, `prob`" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feat = net.blobs['prob'].data[0]\n", + "plt.figure(figsize=(15, 3))\n", + "plt.plot(feat.flat)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note the cluster of strong predictions; the labels are sorted semantically. The top peaks correspond to the top predicted labels, as shown above." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 6. Try your own image\n", + "\n", + "Now we'll grab an image from the web and classify it using the steps above.\n", + "\n", + "* Try setting `my_image_url` to any JPEG image URL." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "wget: /home/shelhamer/anaconda/lib/libcrypto.so.1.0.0: no version information available (required by wget)\n", + "wget: /home/shelhamer/anaconda/lib/libssl.so.1.0.0: no version information available (required by wget)\n", + "--2016-02-15 17:51:56-- https://upload.wikimedia.org/wikipedia/commons/b/be/Orang_Utan%2C_Semenggok_Forest_Reserve%2C_Sarawak%2C_Borneo%2C_Malaysia.JPG\n", + "Resolving upload.wikimedia.org (upload.wikimedia.org)... 198.35.26.112, 2620:0:863:ed1a::2:b\n", + "Connecting to upload.wikimedia.org (upload.wikimedia.org)|198.35.26.112|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 1443340 (1.4M) [image/jpeg]\n", + "Saving to: ‘image.jpg’\n", + "\n", + "100%[======================================>] 1,443,340 2.29MB/s in 0.6s \n", + "\n", + "2016-02-15 17:51:56 (2.29 MB/s) - ‘image.jpg’ saved [1443340/1443340]\n", + "\n", + "probabilities and labels:\n" + ] + }, + { + "data": { + "text/plain": [ + "[(0.96841997, 'n02480495 orangutan, orang, orangutang, Pongo pygmaeus'),\n", + " (0.030274313, 'n02492660 howler monkey, howler'),\n", + " (0.00084048323, 'n02493509 titi, titi monkey'),\n", + " (0.00014604878, 'n02493793 spider monkey, Ateles geoffroyi'),\n", + " (7.3864714e-05, 'n02488291 langur')]" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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/JDwT0gRi9IRhQyE1ih3dMDHIAYkm+oBbPMMSEOMMTWAJDuMi8jrSrGqC6GmL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\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eoxLDGFhfb3l9mHivaVjEmVy21E4gwgNKCV6pH7NV1+jRombJti3RweFxiCBR2ZGyx0VJ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w3T5YViPduWuKHYbjcekKTa8HoNtFYRWk2YNUkV2m3l4WRQzZ7NT/Q5E5Jn9Irh9P9T9x47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lNCNmKGRh8KLSjEB4z75uHE0zKYGaQNadF92IS2HlnT5fOFrHb3ui04aCxZnIyUZ8r+im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\n8WE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f7QNpLetfvvPTL1/IWoNpZF25bRuLkzgE97dEFpJfPvV8ngskS+gidnxnvQmKT3zu\nN7paEEWxygTjwJojiBG/N9xBsF8lRQq2JfLUNMo6vn1kct/42F+ZD5rlrBCtkI6FJgqnWTD2hp/m\nL/z0y8CX6UCpnmfdk0uHTAUpBcJoTPtg6gbOEZ7FET1IMCNLZ3hh4vu2EI9HtuU7QQeOeWcpimuf\n2L1mnH9BvX7H64Vaj/RSUp1iSJXOKsIp01NwxeFU5GoNQz/jZE+ZNF0FGxbMNGCUpVbLNX3Q+p7w\np8A0ZfwWmUpP2zYwlnDdOHzq6Gv6m/nwdxdYTuqHElvOROmIWePszMk58nYnGUNoEwpPL3ocjpIl\nCInRBiEaqhmkACEarQmEULTaUEgolVozgzXsytLrASksSkjmo+Tt1hgmMMaSK/wyF576jOiOUBuz\ne1yg1+KRjJiqHuOcBsk3CI2w7YyuZ7/MaL0jnGP85Ii3O4SCmztkH3B24Hp+7JPpw0SII8UnpKso\nUdG1wznHLQRS3GlG89eb5P+2Ede90urIsmccGz5ZUv+gJfvdYnnm61fHGv6VQWhiKtjpxP/7P/7I\n6csTYss8Hw8MxdD3ktAEMd04jge2t++YNvF9qTybxkxCiAfx3GhB8hp16Jg7w19viXuruJDY9sA0\nHli2Ri8zXdfYp0qqBdv3NK9Ipfwv6t7c97Y9vdN6vvMa9vibzrnnDlXl63JNdnfTFnRbFmphIbUg\nAUtItISEWkAAGQkhFiEhBCQ0EhkCBCIhQDQBYuh2CwuM7bZddg23bt1z7zm/YU9r/o4E+6Y4rorW\nX7D3u9b7fj7Pw+tKs4TIoBRGaaKMWGsR8zXVOGRYSyAtDOHKSauNRcVAmDO9nJArQQwwisK6UnRd\npm43GEaWKXBJir1VeCSpLKxRxKyonGYWgT4n9kUxlczZj9Q6kuyKJDIP64qXy4KdI4Se2hocI70S\nxJyRYSIZjahbBj+jleRhu2FZFoQaUdS4qNCNQc4TTbvhdB65cRUthbCAaQ05ZWRbMUwv7K3FFJBS\nU3KmlhU5zEgdSCVS3Wq6Ybjec7zmKMHpmig9USvaZBnFxK1NLMkxI1jGDt3COHrWsubFZwoTyc+c\npGGUgo8bzV1ryTbTZ4maFkY8/vTEOWfurGOOnouPNI1l6S/MKRO15jKOlCWxuW/RG4tVjm6asVKR\npSL4CRHhi+6Z1LSIklBp4GO54XHp0NuA14LYzSjd4F8imZmsEzd1w4uPtNuGxSWcrnHTjJYStRiI\nC8ZqSvJIW4jZXusDlcbOApEDsxNMyiDkjJILcZ7YSYW/eM6tRC6ej6UhzgsX74lonseZ+9UdOQxU\neo0PiW5W/Hye0C6wK5o8Fo4DVK3Fn6BMDaZqqLcwHnoqJbHNhN5UhJRxbkOzU6hUmMfMwkhqa9Jm\nZlkGLuEMq4mjL3x8f8Oxm65BKtuSfULuPbqB1eaGW/cRjV/RVCtEmlG5xVYNs5lQ60gcRvT6jpgG\n7tobaCrOc4UVkV8tFV94SWNuoJ8peLJ+T6p2iDgSQ2FuCuZyYmMMQVekEDjNI0koCgvcGYyS2GrD\nuiiEbXioLbVwzDLxgdhiVaF+9TFdJbCiwLGjWX/EyzSze62Zp5miGxYvmcQjb0yiLglROcbul6yH\nVeuMURqDpDYaXyRjNvRDRbsWKAYymZwUxQSICXShAKmALPoaPS4FriosUrpiTjITOWdEEogIUvhr\n9Dl5nsfAmBMpJbJZ00qD2iluNmum0vCgbrFmjwgbrGlo5RpEQcRIKJ6YAphCWTJWSkY/0elISYXk\nboheYOoB0wgqY8mxwQbAVWh3oZnqqz5CW5Z5JltNmi4sgyVWlsoGqujYtYHny0hb1qRhZCMOJLtj\nMi0bKZnnmcqWK2fuuafShb/8fOTXPpW4Zs2NNbSseCkX9pst610hnxOHr8BxyzTMqCDp/cKgC4P3\nvHa3vB1n5knRNJKVrDiFE89HQ3RXKaZ2iRbQMtCUikW34I+QLS4aRjJJdrRS8eIja1uzMVvmcGHy\nIyoahJIMRZHwjMWzF5pxBG0KOn5NaHCRaDS6y9w2lkM9cpozMoGYeoK3bK0iCUlYBEkUVFqIzUIU\ngkvUpALrxpKFIfRnREoo15BiRTXN6OVALTRDVChbwBSy0vhRs9ooTJJ0MaBzRI0Bsw5cvCEFQeMy\nNjvqSjGEhVnWVAnWraMfI5v9jnwExfnaRZk6PmkN0q4QAwwlYZRlrgUbuSXKJ4wqaKuQvcTc3bDt\nBkYfqJsH7DBxXDSLiqwlBJepKkV81qx2kVFaXq08L+eBeVasq0LMcCu33DjNbmvx0mGXyDBcmPUC\nc8BVkr4LlKi4k1uq7cTbCURRHIcFmSI1kqZpeXV7z0N9JsoWrxzP8Zl2NiAbNibxczWgskEsAl2F\n6ypWRjZxS384cVILt0WybzNz0Cixwy8BmTLLHHiz2UKc8L7FiMwYJjbaQg4IpUgoVhRKrgjnBRED\njcnoqiUu4SpKVRpfEr3lKgcNiSEKfvwyU8bEzW2htILOe5xYWK8N5+MRt6uQl4nl0KN0xWWCnA0q\nScowsFrBOPTIpBHbHVFVBAlhTlgNe7NmWALz4EhmwVlBKi2Phxc2onBZBNkIRlcTfM9JDYxmRqgd\nOQbKGsz6jkp9yF1zz7//9/5t6pstq3XL8fjCqqn4/O3nPPZn/vTtj9Bti5OaecqsWsP52HO3ccxB\nofvMr2hFnxfe60zZ7OlPEzI+UdeCjd3QnCI6TCx9BuMYy8LGbFmCZ71ReFqCDuS6QeaG9XbPOWXc\nFr6hGpLMnNWKffuKVc7c7Gt+bs6cJ4+xC1UXOfUt3oIJM1v2hP75qnCRgvbml+wLK0tDkI4kZ3Zq\njRwtFsmmsUg5MuaAim9Rtcfl+yv2v4jrZBKCUkByfYoChQI5U2Qh+ojSiRAXfJ7wc0DQo/LIsMwE\nLO2usK0yXjtu3StKveJ+8zFNs2JV18QSSQR8GtHSgVaMSyTIiNABicfLQHAJ4RVkwavbhu58ZK1e\nX+PcccGYV5ThC4QwbNZ3LHPEj4K1MMhcsVwCdb2hGiYqV3OeBOe+EKaZ9tZy6jxSDaS64zQ+YmRC\nJo82AZ+facZ3XKaR42mkftgg5Csu+R35VvPzqad5cDjZI7vC8ylxljXnsPB4HFnpmku6cNdWjMkz\nK0m+VAglEC7zfjxhxBqpIjkG1o3CeM2kCxdfWKnMEy98xxlOfsa5mrY4fICQoaRAXSlsPFPG4Vro\njZI4LLCBlAVGVGQSuIIUEU3FKQduMJRZ0JrElAR+3HAjE1EEZm05xoldsig5EuuMDxWVMpQgsCJi\nVQQpyBeBtgldNAXDFBOunJgrw09nw05bKj1dleU5stlt2NeCzk+MRbJuDPM4kaWgkg2kAO2OIgO2\nCBQFsTaM5wFURZwzdV3TdzMPmxp/3tOuIlvrGLtHop5wN3tuhOMiem7WNaqD7F4RwxVRtb6TaLsi\nholv2pZhfKF60FSdoEuRVDLa7xly4HajwC5cXjouZkBLC01kCRO2GEbl+WRzh9aRwScupUDVIoNi\n7t5y6QVLjuzzzBReQCku/UIUFrMYghzYNnvunGFfCeSqZe4/52XYURVIceatl3x27nGm4TBF7qRl\nJQWH0FMqwVePT8iYWBdYt+Kq2ygzt7UjnQdubENrFS6M9H4iVprLcMG5xBAVITnQGRlmhlKudQWV\nEFkwVS37EMgpUFmDzwkhA144tKuZxgNyhmOcuK8rUifoPTQ58iiOdB0MRXGnMoQzK2voXyQSkHja\n0tHLikEnjIrAwjJJbl5vWPKMrFa0tSCbhFCK2hbaTcPPTweWJTO3A32MSCeJYeJ4UawKmIvH5DWZ\nFVhDzcS9/lVemw3/4Pf+Y7Z3G5R1iFz45M03yDnzrY+/RyExpYXhdEAhGNLAH/7ZH/KZPGBEw3mY\nCAx080BngSFhxIWbXcOjF2zEK6pLYvWQeLW7Iw89D/cfcTif+PHxcz5/K7msI0n0bNSH7OQaJ28Y\nimTdWGrAV1vk17i8G1cwsmVaClu3pxYeITyn0+esWs0y+WuRvQr4vGPwgW0ecatfsuKwkA5jNCm3\njEkiTUVKmpfxTHPjWILC6MIy9ojm6uOpzAZToMSraygmjxISiYFSKKVQApQYmZYTmUCRE1kPzCWh\nlEFJ8OcjlbrexVa6oS41d+4DGnlD46/itKIcOcCUF6T2aGkwxpD9hJ9Ggp+JqZBKpDYRo7eUi8Bu\nJadBULcamUaW4NisX9HqjFYtwizorcF6yzhEnAOrBg5TptKSbGZKONCSSRdNvdmR/cAwPZKEQVQa\n7TU2ZWo1UOILiy40a8/DJwarNU5sqdKZV80aRcW2ZN6dzvzwMPLu8RGTCoaayY+wqfnyueN2e8fL\n8YAQGyqX6C6aXDX4cWHVcLWyFsFhSLSrmmUJyHXhQ9uSZEBawRJHlIFcIuO8oISlZMvASDQNKSbW\naBZdkNOCKhqBwTjLkCIlCtqVZHOaKFrg54RwhlA8YqlYGg1VYegTdWXpx4K1OxaOaCOpIsw2kFMD\nqbl+Ra89ow9I41gmgbYFYTJ6SAhb400mSEPXBbZ1oUyFcziQbYOaCk0aWFuDXVXo4OmDo5aJQSkW\naXCxZz1JnDNkAjd3gql4anGPEJ5m0xDyjGHGth+QnCDmkTvt0LllRQXGcxYCUwvilGnbHfnSYaqW\nKheM1Tz5gjKBVfUBZb6Q68I8W2ylSMHzKnu8yIwCFg9aGJQx3G4zq1qzqloe+0TVHnh8/0SRNcYt\nzOc1UkzEuuE8JSiemApawmozE4Sj3Ri2WpFKZDhDlltq/4QxW04vE4GAbsAHuNkZih84jpKz0oSn\nQLMYTG0wHrKpaOqCpuGr04kPV1v6ySMWT7/SHGMgWzAXy5qFbDWnJVBFyUKi5vpSMuWEdYJVylyk\nwmfPnVN8fkqsncFcAkM8c7PZ0nUL28azshX9XBBjAn3mJUW6pLnZGCojGbPE94ZQEsJG+vCeYBtm\nq6h8YrfeIacOVzvGPNLWhizWiLzm2PUkm7B3a4apQ9ua94eOkjYM558ghSMPgn0U5LNCNDuk71iv\nIShNzSf8R//uv8lv/7O/yfZ+hZbXbmnO1/WxUgKvMjJrnFTomytCblckH/7Wx/S/fuJwes+f/fBH\nHMaWr7p3tJeF9f2Wb+33WF/xR19t+cuf/IxWR7btll1jmL3nN14lbr6/Zf3B7/BiV/xn/9X/xM+e\nHVNes9vtKanm5kahxhpXCYpSbHNAVAppBYFMSpZWL0ileTo+4jcJeYBGzJgqMT9bsh0IybIsguav\n9jf+4g2sum4RIlElQY6FjS1choHFSF4uF9aVo+sLVRXphcI6hyyWIjJKQi6SkgVCaVJO5JKQFHz0\nxNgzzzP9/MJleOEyHej8xFOe8WKhCMg46moHWbLeNlSxQsstcZQ4J1EiEZeIrGsECxA4HkdyiSg5\nQLNQ5h7tX9hoT5ci29oQhMPtBbqM7M1rpqllY245jAc2skXYwnkyDOeaZqsZhguHUbKt7xnSV2gh\nEeaBYezYyIxgIssd3meUvVyp7U7S5Qvrnac2FXp+YX/T0t402Fc18asf8/GDZtO0yCg5vJz40bue\nnx3ma+dLWJYSKVhMPyOcYuqeedOs+fw8ILRk3dT0/YhzCXzgblUxngXCCkKa2K1buhRh0RxzQK80\noUi6aQYnaOW17N2lC9mYq1Y+RHxIuBrEmAmqIG2+3iekYZaalzHQbDZMvSdYibQCPWeEnZmSQqRI\nbSpSLGgHmhGVCnVdGH1gtViyCmR5YoqGNIFTGpUla5vxfiInh0LS5ISRFVOSmK1FDxNRH9k0llRJ\n8hzR9ZbJCqawsM2O/d4hvCJMPd9cw1mBWa05XzK7pTCqSL2LSEY0FcKfQVbY/ZoyJGYkWgtGsbC/\nfWC6XGisplYRPy5URnDuNa6NjEMmxQqMwGow1USWE4aGU6n4ZDOS/IWiLN22xY+Wu7sVP+vPlN6j\nIjSyJkw9y8rTx8Ll/Xsq1/DsMyHVNHVgfprpSuHkJUbWSL0wlkQwsBeG9tbw4XrF+yzoj8/MMWH1\nju4iCCuovGVRHqrIYeq40S29mNkvCU+hJEEWFYtKzGXhTi2UlNntNpQuo1eKjdKEIeEmxWwWstEM\nMZMB29SMY4eRkjlNiKwwrqYShS7PaKFpMAzHwFbVeATBJFZ6w/MsUO0KLRI/PR1Zr7ac8sTtbCmT\nRG48YpYEGgSKojLCes7jTFUkuxhpqoIPgbx0NLdbKgJ2WyO0w0SFWFlW7OiGkeGiCPWaKBeyOrJc\nFpySPH71iJosZq0IApQQOPcJymm+/XrLf/J7v8dH3/4u2UmUkKRSI8qM0IpSBLkUdMkkCkYalDRo\noUjCI4ShNQ5bb3l1/w1EzszTlwz9zxmP73n3+CV/+fhT/vgP/ojw5QEpJzoFz8qQZ89y/ikffbDl\nO+GZX/vr3+Y//w/+Zf7oZ8/8D79/5oc/nah3N9RFY5uAWnm26x1bEXhRC0vS1NUGrTXD2ZNVy22V\nGaVi2bWQEi+ngVg0omrI0ZLTEfIv2Q1rQ+I8KoYCtSw8xUgsCs4LTSuRJRFkos6J03witoKti6zt\nFpUlUsarwTW3KDI5zZBmsp+4+EB3PuLPL/hl4OkwkfqFqDJDkpy7RFuN5FxjN58yZ41iz3jyuC0M\n/bur00YGVsIzL+AY8H5kDAmYmfz5yh30M0n0FO2pkqalZnaB2tS07pYsNTOSD90emwU59UgNm11L\nNyZKrnkoM+9WM6uxYZUNU5VIHVQlYJbEZRhJl5rFV6Rm4uQm7mymREEJDXPuCGrPHBK32tBXNeEj\nw/B+YLP9lD85KCbXYZrImFas84Q1Z3aV4dBlRLWhu0gaNWOMIkmY5h6KAqmYcuIOy3o9U0ZFdlfy\nRsPMpYzELHCTwZPJRqCzRawzQtYcxshr+8B4+BKqitWNIPcXRuuQKaKTZ8qCqAtWWvwU0bZnUBon\nDH0YaaTCSMMyJ6osIScwUJLkUFqkM6SpEPU1yq07QaUtjYK5aIoK+FhozUKbMqkEgqvxQROzZWUD\nJQWcLli34hAyNhdu24YlLAhn2CaHiitO5y9p719hleM5DzRC89BLYlmYG8mrVUVcNBunmdJMbTfE\n58AgFbJ01DHhnEUqx9QPDEKhc8IaQZUz3mQ+dg1v545165hfCo31BJExcqSoV9evq/Fn7INj7MHJ\nTCMiux28mxe+YR1zo3B5YJkjh3xkZ7a0sqEWG7LvCUjezwNnLKNyLOfCIhNhOZKrCm1XfLC1VEEj\nrOe4GGLrOYtMY+Dd00C9suRxQ5kHXAbZOPTlWoJ2cyAKEDcbpJ4gZtLicQYqr3BlR5ePhGLYO8US\nBLNzeNXzeCmIOZBUwxJ66OtrpF85so1I0yKWwuRnauFQdiE5Re8DbS0xsSKmNV6PGAlNTpRlpKpW\nJDmjUss4GayW3BjBKURKDtxvJPn8yCVuEUtFUZp5NZOkRlUSayRpEgyrCiFXrKtX2GOhba4El6iu\nEAO3OP50vCCUYQ5PnAYLyy3ZN1RU5NnTrix/95sP/O7f/12+9zd/i3Z9R9FXBmdBQBmuQIUsEILr\nTV5IlNaAQiIpRESxSDLKSKwUTCEhS6aEiT/+yT/hT//8p/zlP/kxp7dP3OkBZ7dMo8XlgHQdtqoZ\n+5ovD47bU6D98QurN5Hvf/CGT/+1v8b//cdH3nzyPVigupFIAv584dgfGPILBcMQFrp54twk+inz\n83cdl4tHqIXDeaQpO+IywmA4DdM1ph/KXzkffuEGlnKFld4zzAWlLeoClbKoWl2PlzEQVc/kE6IS\nZJ9RxmOSxCRLUQUrMyJl+mlA6EKMnmWaifPI3D9ynl44nU44P/J+eebw/Eh4J8h9j1lXMK1ozICo\nWuJ4IVAzUtPeWpTuWfyZNLWEKHj2z0hRuELzA/N0Yp5nZAkIoERDbDT7SmJNw029I0eJ1SvmYgl5\nwl/OOHeDzZ5l7pFyIlQBlxwPsWaKF7xZsJwxTnIYNG1bE0PDeMnYtJCzRJSZFfDxdsc0zNxaC7FD\n0zL0kdX2Dj8uLPee0Q+Er77EioW9zNzeJ+Yx8WvNGtNKvuwn6uQJCEIfWRvNISyIojFaI2eNrBW9\nFbS+pteKlVoQVcDQovIZJWucLzw0lkEm+pAJAzysEtnUpNyzrgQSxdOLohUVjRYopVAl8ZIXXJKU\nDFo6tEjomPAiUwtNa2CIM0LUeFkQVYd2G5gKlToyF4kwknWISDKurnjME7o1SB/JUSKUwAdDpasr\ncoaCsyBkRy0VsTEsoYVL5u5my5wvBDnQrBwrBSrDY/CI9g2VK+jJ4rVhSgvvxgm3CdzVt4i+5imc\n2d5XNKlgdGL7quHQP6ObDd2yXAdWToR5wGpFsIp4EaRiKItgSAtqlTl3M3VTcUCxuJa+s2x1ZJVm\nPlKvGadHXu1uuASPz4LAwptK8X6q2bqFlBqoHHLOnL4YqbZwsDBNNaLztFLysgRKjpRc0KIm6oIT\nBqMnhNlQrQyN7RjzzPsu0k8w25nJXY/mtdMUp+mWxLofmUIgtY61avA+cnweaWyFNZ48lOs6b8zE\n1NHsFH2U9GONyIpKHklLQxMkyST63INMWHP9IhEiMidz9Szlr/t2MZPQxEVAaYnZMC0LTgxUXuOU\nR+aM29RUEtTc8rarkPnMZqUYDpHUbIghk6VmWtbEovElEnJg4xvKDElYOlNTSYXNDcVr1h+sOBx6\nWr1DlkQtbpjNCIunyTXv/TO9skwYQj8SS+Gh1vzO3/4u/87f/11293vuP/oUYVcEPNfIcyRnQYwR\naxUApRSUUgilvv73zEAiI75+RgSRLrwlnf8ffv8P/hH//f/yT/mnf/Aj/PseK2tWUmPvW0K38PEr\nR5KO/Zs999tbtqs3NHcrtlvB+u4D7M0N7Ztv4nLDb/8diXOKuIyUtOCHE5OfWHym1jVaWqqqYp7h\n/fBEv1hUUgxNxWW659vf21AOke33DL4u/PkXj0xzoJv+6p3gL9zAKtmghcTmNVWwqNwg5YaXsyDm\nJybZ024iWcyk0TKGI22e8KZirg2pNFf4bamY/UJeJqZwYZx65rEjjAMv/SP9+MTjceDleaQfNMdh\nYk0Fl8DCwNiumfsBN7/ng9sHxhxRuebwlDDVRNSe4RzBesahw6iemchGK3KamP1IawrOWJysyQiU\nbiBWrKoblq5glEPZNa7scDrhZU9dSXRWLF4xry3ntws6Vghzbflrm1GrgrMBFTMmWMbzgg6veb4E\n7j5qSFFQ8oW98oRl5OOPfw2qwCQ8Omqk3cMAIgc2UjPYBEuPtDPt/pbNpvA3RcvbR8M0vVA20IXr\nG9BqcoSs6TjywbbBrgXtrDiOYC8LzcOGp8WjV2943feM8oJPGRMFK+MZQ8IbQ5U9trQctUXNgdt6\nJkrBORZESuRSqI0k14LlfN2Bl5RY1xWHcUTtLF03oURDTh5VIlLumYeZVgnKnKlKzaQnVCWprr9l\njHG4ORF1zeILukrUVUU3duycZVdXzP1EW2sOY8ebasX7fka6FVkKWlGxyl+rYkIkK0W7slSVJoWJ\nu+2aS9ejNysaJRnGyNMCUp9gA8c4chsjSiZkvaJ1K7wTrJQkLjPLFFCqME6ZHHo+bV/j5cSBhSI0\naZSIYBmiQJoLdecx0ROC5DmOjMJzqzLHw8xQPMKOkBzdkGh1IhaFtgqRR+ym5cvzyG0OzL5wHiZu\nWNMHxURE5oVWtozRUUxhf7vmzW3L6Cy1q0hT5ovxjMwBMxcyErVUHLor7bxp4O7mlvPPekzyfKAc\nh9Hjlpn7qmbIPQOa1/uKPkY8IGQmDokkDUWN6AWyXDMzk0LGF4GyniwsIUaKcIhSyEUiir+u1v2E\nyIVaO2TJkAUpBxQKJkPRludywpqCO898QUEXgXAzIdYMqWBtxhaPKRo5XhApUUuBIjJVhXM38+bm\nHrK+3qs3BhU8G2Op9EK9kVe7L+aaJN1qpjxRhpFKWXRS7JTArlf86v7b/J3f+Rv88//Kv8Tq/h4h\nakeKCAAAIABJREFUClkoSg5IZVFak3MihIizLUgNUiDEVXp6/eOUIPI1dJYXfPLEpefx8Y/4P/7n\n/44v/t+f8ad/PvDD01e83t7jVeHTv/4p3//Bt3i4n8iTYNcqhNnR3trrKtHVyEqwandoVaPbWzwW\nVMSknvHlPTGOvD8/8/jySJkFtdlgKoOtHSLC2tVo+Zqvwpd840EQQkRdGr7zzV/H54Ef/uhn/Oqn\nH/L31n8LLVu80PzW7/6H/7/z4RduYBk+BnmDru4Y54lSLHEeqQX0WZOKoXsZULXBa0cgYOcKTUDo\nAZtBy8hcMiEvhLkj+yNz947ZF56fD+R54HjqOS7PPM+R53cTclG8iwFXFO0m0V2OyGHg9o3jvCQq\n3ZCGhphhnTWP7wWIjulwwGdJ3UxQJkYt8SWSJHghyLkwL4G9gsoaaidxRmLQJO0oWaGcZxkzu/aG\nKY5UMVM/9gQEokRSKiAU4/JIrQSScBVA7iXGN+h1wZmFlBdqK6jWtyxDzXmKdKJn1S6IIhBxQjYN\nd0LyF589sVQDrlQcz4HKVLzZeZrXgiZkHmTNWxl43d7ydDmy2VTMhw6nNcTEbbVFLZLkI89iZi6R\nu5sVeR650ZI8DvTWkJaGrAXL5CkWqDJLSdzfP/DUT9yEFbnJPPoLTqxQRBoxs0jJzhg6P7EUQV1n\nUIpxShhdceoHbJGo4FlpzSIlAY2XgkSgqQ0qjmgrsOV6zD8pj9ttGMcZ60ewCiMq/HKVg+4R7FIi\nb1oeY8HuNOfesl5VSDvh1YySkrmpSN2EFhW5FFYmM8QBNoIxeyZpeYWjl2dke/WC7e2eYjRPfsLX\nE5eYaOfEOIzcK8OiIQVBZbeMfmS/2TGlxGejQAK50UixYNJCnxaU3iOKY+oTs8qkpkJkgY4LY1bM\nWSKzvnrhlhmpNW8vJ4quME6wqS1KJBqdUAPIrGGAs3omV47kJeuqJY2FmXAtZ+cAwVBvBePwFj8I\nujBTRVimhGTAZYOsHZ0PLFPiZbzgWsmSHYchEavM7WbF6bJQKUfxPaK11NYwLZ6muUWHmcOsyWKm\nJXMsHY+9QLCQlUNGKFKidKQkfVVuFM+cCkWKa2FZCsjy+rKkPDoqiPprGkmhjo5UEi8qs7EatxQ6\nGYmhA1qWktjqQpcGBj9zs9vQd5EPNq+5DBd87Rl8JPsX7pp7Ul64u1ljGstlHglyQZcK76E2NevN\nhzwngawmWt3wN/av+d6rb/DP/eA3efziSz755JvY9QYhJUopvL8QQqBpHsgxMs8LrmoQ6lr/EOJr\n5p6AUjKQkRRyXphSz9v3/xf/43/zXyJPFXWWrO2Of+Nf/U1ef/AR248qjJAY7aAR+GXg+PIZ/XBi\n26xBaOY4cQnLdbguipSfEeOR9c0tQrTkmBHFEqcFO6+5c5qgJrKX2ASNMQiZGPszvhSy73jTPlBi\nYfOhw2nNm/036YeJ3W6DawQ+Dihh/sr58As3sNb8BlNakVPGeEcWNag7LvoJHwfm0pDnCeSa4M/I\nVHGOBe0n5ljRSklbaWJ6JvqO0F8Qy8h4OXIg8sX4SL6c+aIXfPVk0KcOVQqny0ClNMSanz5nvv8w\nUpvC2B3IekaFmeN5xpma0zKRoqFyCZaBgQopE24WDMPMsx9ozJpKS8QscapgtCblQnCGFsd+3zCm\nwjhmCDVrpxnHkYzD12vsTjMdXoj1zCQ0sg/o4DgOEwJBUY56kuRhQA1QvZKsbiybpkZECcstP3n3\nJd/69ie82u54/vILdmtLf07IUXIJkkpumPOF3Taw/6Tiw3rHvnnF/fSC+Zbms+PItOn52Bp+9C5h\nVmueF4dMJ9KSKLTU24oVin4H6zvNTda8m3rOpaGaFUEMjAtEH9B1zRwCn2wa5FkQ+sx6dWLuV9Sl\nsJosR3XhlMG0jqkIdGXYSIOYZtpG876MyLRCU1NqUFFQRk3VToz+iLWakDJ+Dph6jUweERRTGWlS\noTq9kMo1ILHbSoTyqNWeOTushvN8ZL96RTtG+jCgtEGYER0m7kJL2XnmPiBqQ3EaXhxbKZhjRuQ1\npllT2SOdWqBcUNGR2oZw05O7mo1ylCSuHjHRsd0KOkZc0ZhVzd5nxibR+2tAQrvMujZ8NQRy7gmj\nphI1l+e3tLVCJceqbjk+nXEKfLoCeKd4QOiasQukBHgoqaHkHk3kMm9oHKTiueiaOQ2sbltKr1ET\nZOmRTrByjjlLRCiskqb3nvhSrjLBCoaxJqeFue1QUaLqHcPlyH694el8ImkPQnC3btFT4HkWVKnQ\n7hXqPFJMS5UVL/OBvalZxoFj6blftzwuoPDUZscuRk5HqG2mcg2HJDGhIOxITBFb7Nf0GkkpmUUK\nCAWRHcHNqJSR8YKuaob+hNvvWSaBCfIaxlCCMEVIEURiCpIUMzd3Cuk12S/UrUGkyEevbhFtYHdf\nY5Ds97cEOdM87K4rzHWLrSV2M1GFluIX6nrgb7/5iO9+419gdfcaVwlEWhjOF9zuQ9b7NeRAKZJp\nObAMIyKvoBYsy4JxX8OesZR85VCWkpBCgJDIciH6wun8Z/xv/+d/zf/+3/6v/DOffMqv/7VPefPd\n71BMomoMyB0+jPhyITOQhoHHdxfePv+EbiyI+ZG7u4aqXpMKTP2EfJAQC9Cz270h5hfirJmGgTlc\nOC0ntIicD4Z+emS1zjy9fMbc98zRcrvfsVuHKyz79oFNkxDihvq+5rt/6wewLFxOJ37yJz9Ful+y\ngSXUr8BskTHTqIGC5zRNNGlHiiMbzpxUTZo9xiiC2XIZK+oUWfyZeq+ZJs/xeCT6Z8J8ZlhOHI6P\nnMbA268e6QfFOPUMTwutgHEyaAdOJ3pxZFPt+PwRvndrOZQTteqQ1ZY6CcYu4qWgEp7nQ88SHcZl\n/DzxqDrWKtNEfQ0ZpKvu3WwMvpVs9/es1nes5Za0WGwWLNojlGQ+nZio6eXAIhaEeMHsE/3zQD9F\nSj8jN4Z0kWxdZFleOA4C3d6i0kI5LIQiaX7lNVJltDpwuwe/bqhcQhlL6Sdum4bPzxPvzyfeTu+p\nt1uKHNivMq83K87dO37jex9Shx2//fxT/uRRQQOu7egXixxmhrnmXRYUUfjmx3do+cLtFxGrI1Jn\nxKjILzWP6szWR5S+o08DduwQAr5KZ262hY+amvfeIG5n6pMh+ReMkihbM548qyYRp8ycIrXQ9IPH\n1jv6YcEJiZk9pRTEWuHDGnJEzgs3skGrTEkZNGTtyYsji0JVFeRikCuFipZzOHMvjkSTGVyDNVs+\nv1xoqpb26118LQQxSl605dZ4WFpKzCyiZ7uCk0rszQMChZCeIiRLKLiqxQmHqFaYIphFZHMv6S4F\nh2MnClm01KmjSxqt4Ut1xnYTXjomJ9BEvhzPWLcmp5qz90Rm8qrmYCVNWdOfOmxrCKnDOsPhucNL\nRz/PNO6aoJTFkn1PtdFEfcVLFSuIU40Iha4EZLcQqhljGz6St9hakuLMD4Ljy7jwOExoc6H2FVSK\n7SCIPlDsCjVe78svw5FWNZxOAfQtoQzEMrNdJF0/M2+gOIk6e2KzRvoZL645nld3az7zHnveQNHY\ntPDqzbf47Kln8Z5VK5A+0k8ajWISEatqtqkQxYxyQFooiyBqSVYjqWj0LFikR1crQkwUa0heIHJC\n6Jk5SRrpCALWtUSpmdfbe0zI3Ozh7m5LZWceXt/jk2YnN/gYaOo1uop8/9s7SojcfHzPzw8DdVBE\n25KN54t3f0GdWv6tf/3fQ6/v0NaiSmGeOqKI3H/4LXJJAAz9Z3z5wx/Tnw7cf/gDdncbcs5oazGu\nRUhAzkjM18i5TI6eeX5mmt/yj//xP+Qf/Kf/BU2WfOtmwzE+8dXlM1YnkPWe949PJCb2+1v+0T/8\nfZAW22Ru2ht21Yrb9ZpKNGzaG2StOS89XX9CLpZ+PLKEniX8iJJmxnPHw6s7VvUWckYZzap1jGHF\npfuCP/yTz+geO+7v73l5e+LVN/ccL3/BpvkZzabm4faG7bnFmIRzez66e+Cjf/EV73/8/q+cD79w\nA4u4wmlD7yca2zBMPaUtpN5jVw0vw8zDes0cG/r5CTFMNLZmTAqbFw6nZ8iC4KE/CQ7nyOPYE0dY\nZsPLW4GaNV2uMESGZUHkNSygmwrGkU6OfLzb8kUe2C4t3dmTpWFlrxTiV6ZiCQ1zLgiXiSUzLJbt\npkJrT9GwqyWutVS7G5zSrNdbjLunETfUumFJhosfUK4ijwtxyeRUMMuCtImBiUkcSG3k8pRwbmHu\nIvV6RwoLcZGoIunyyL5tuDyl68CoaqTQZGHplhlbVegskVKgqg3DZeGPf/6e5CLfen3LD9/PbPd7\nblzL6enCflex2rTErsHLezYNDKdCJQLNfsfr14Zpge8MyzXyLS/crFq+8IGsIUrPr7x+TSUP/Dwo\nUnLIYcI5AwVW8qrw+OBDQ/duYD1njJOkdULGlnWqOM4Dg+1x7gaVNHPs6bWn+v+oe7OebbP0POtY\n0z0Pz/AO31RfVXW5u92dNnYcd0xAKERCsBESib/AL+C3IBAgEIINhJQQNggK2UBCyEJgY8dpd9s9\nVXVVffUN7/iM97wmNt7exdvu+0fc11rXOs/jKCuG08TaGHbLEVummHNEOU23zE+puFSTeYmOnmFe\nGBdLUqUsIsX5GbNYaqVRBuax43W7xU89YRFgLcIvXGYZuQnM0XLkwClklAYWbbF9zjQL1htD6g21\naNl1Iw/0rGqHMS1KZkg/gQKjFLv9ifSiIDUlaSzw+R1uCThTUCw9t3MgZBNXecPxTmDUBTHNScaZ\nw3KgShpu7s4UpqJbRmr1lErLUYzLQPCK3WlAFRnFkqPUQCECdookCLKYsJSSdQsvK0mbpuSi4Y++\neMM53VDOPcpVVHWGbK/An+jDhE0SkJpORMBgvOT+MaNNO3JXcecDVkmW44FSK4Z+JklT7HCgSEv2\n3Y4kBxFnFDOpMixesJ9OlCrnOEBOijaBVZrx5eGp4mHzjN058vL1NeV1TVLD8hdnikkhZQJxJJES\nJzzajlQy5+Q10xhRoaCoPDJV2BgYz566kCiVEVCo9Kl066an5N7sFWlpeL7eMhPZrgQvrmoKAsFL\nboaR6AZC1fB1N/Hy4oLd3R3P6jXbIsOrjuM4osaZC7eizAyHxZPKmQTHcJ44zCOfv/0z/s7v/2PQ\nhuA8WV4+RdORiCCY+zt233zJ4xe39IugLM5k5Ym8aEiSHIECFCIKglgQwoP19Oef8qf/zz/jn/yP\n/4LP/3Ih9QV5qxBIliC4+/qGaFKads/U3TGNR346Ou5/fuCj199hu2rY1iVpsWF2kbq+Bm3xOIqk\nQWWGalWyvbomRI1QKUINeDsSgud0tsQkcjrtuPvwyK7r8ZXhaCYeJnj46pGXVyuSDwcSqVDSszs/\ncjyc6c9n+qNlTI68/OwV9uj4xeenv3Y8/I0bWMtigYUildgQGDUYHC6ZcHJhrXKEtRB3ZNpTlwbO\nE8EthAQG59EiZXd/YhjP3D4sDEKhTpKpG/Gk9EyoRTKLhOMUKUsoyorjfGZeLeRpQ2dPGJHROUFm\nMgYkXqWMsycqh0qPKK9ZtyWPU0esZ5AzukhJ05qP2g3WbDGmYVu3qLykLFpqVeFnCMIR48CyDMxL\nxyg8k++Zw5llHEmyEnHoCX6k3RiGx4zBHYnHR7TVdEMkNIFg9zz2J8bU8MOLT0lH/WRbXU588/AV\nH/3gW7y9+cAmbbntF94+3LJIT1kX7M89ylT03ZGH25RV01InkughyVosN4jUcnFdsIotu2PknXOk\nMmBNQbccUHZHiA23SvCJWfHi02uMDSQq8vjLdwzzRJCG0XuE1FTCsD+NnBdPsa6w9sQsBc7m1Lln\nvnlkYyRpUzEPIyrLyUSJySOnY0+qDINfSJUgQfEYJ6SdqXNBJRKk8ETgYVqQJiEuDjVAkweiqVHi\njPWOMivxU2Q/W7RbMCZFLhOqqEmykhgXsP4pWp0kxF6RmQyRziSpIDpFGjR97KmKiPaOiooQNFr3\n5GWBtp7QD6ReMS8amUwsfsDOkZQCv8zYOJOvnugmx3kgCsUhOlo/s7dn7OR531misPSTxSYVh5Nn\nigI/PrKQk1FRlwlCwGk8E6ixw0hWCIpK0WjF81TyarVltY70ZuHrt0d+65NrvnzXs6lWTFqSNg7b\nT5wGR5UaxJzw9XxmVVww92ca46kvSrqdxTjP4CPnYeIippxmh4w5FRKVakToaOsEm2R0Fm61pzSe\ncz8hUVyVBdrEX79zjHRZiltAMOHmE7LN2Z/gxt5xvHe0eUAgMcpgpKJtXzAuPS/EQFYlyPKaLG14\nuH9kk0aqRuD0mtGfefmqwYSSrPBkbcHPv7jhm6/3TP1Cs9ngNegssimuKcrApy9rMhlY0hb5xVfU\nicQGQRSGIoGXv3MFx5ncTOxmwftfvOfTjxoO+z0hkfiY8KY7ocKZF6/WfPPlwP/wT/9rprDj937w\nH5CaBlSKEALhLdaeGacdm+evECLnzS8+8JM//TE/bK5oNqBxRCZw/tesSYe1R46Hv+J//if/Hf/L\nP/sxh3sIfiJpG7qj4JhIpBqpXmve/vJrnl3WJAq6wVJlNb/1b31Gtb4i6oBMPMWqwkhJu33xVGg3\nCqFS/GKfmIN2RCMIcWYIA72wTMuBc98znkZuPv/Az375hq/uZqZk5tmzincfOq4uW371+S3q4xyM\n4KpY8W5nkN2RMiiWyeFjxY/++I6+fxr2f933N25gSR2eSARhIQpPkiRMcSQTgjypsW5AOM00CKxq\nCJNEK83+eKK9LNmdTyR6xEfP4XgkdmcKI9nfDWgC0+gQCdhTYAkLRRYJo0MlkBcCvyjk5EEWKGVA\nGbBP6718PqFjicZTlSWEAW0eaXWBXSqyMtBuFEXSkm9e0sqWJLskLxqEiJSqRoeSJY7YecYkgtku\nTENPLyZC5nFCImKB9hpCyvP2ki92j7hgSbSg2x9QacIYI/M4UgnFyQuU79hkAh09pdIczp7zlDB6\nRZsU7JYBomCeI6+fb/j6fuaiyJDeUuUXPE8bfA4Xm0CuSr7+5XvOk+WhG3h2XXDcKZZcsbt5xypP\n0Knn5D2XJmNcBiZyknXg5u07kvQZH3pPphO8eCJPZFoxh5zzMHDV5nQ7h7lOKZ/DViV8+bbH9pK0\nmkBcMv7aCm1VICYJflpIBYhSMZ5ncpOCFRRJQ6I9yk94HZgiFFVJRWCyiqa0ZEIzB09vd6xyRVYk\nzFOHKhQ2OGJwCBTNxYpGZCil8c6Rty0m1ezGAVHUYC1lLPHCo40neIkbc67bLYe54yg6VmZm8Q2R\nFCU6gvLUbfq0mlQa6R2rkGH7EZNZytxzHjOSvEAlguz4FqcyojszJBbeOagUk5D0Y0fhVxyHDqEg\n6hIhC2Y63BKJJ0/WW4a04XJb8PLa0TQrvpVltEnGMB4otzm7+0eqdcp5CLx4kZEK8OPMvPfUTULQ\nNec5wiT51tU1H6YbTJVwOE1Yp4i6QElP7sAvPamfKVcJhyP0/YjIYS0Dg9TMg0DLSKtSQr/jIquY\nDiMnuYB2CCuYQsCJnCSPPIwOKXP8EEmGAXsX8dqxVQlHBHWSc2aGOLGuPRerLZgDTeX5nd9+yXr9\nA/JSkreCw87SW8txHNjNjtP9A2p2iLjw8UcOIVtk3BIyj8w8FUAKwThksSVb4Lc+eY6fO5IkYbw7\nMx8dMTUIK4la4kZLKCuiFuyWkW+vt6juSJnlRFJMPPMXd+/ZTTP/5X/+3/L3/94f84d/9/d58fHv\nU5iKcToTPKTZNWm9ZrX6mNff7TjvblGJx8gF52bG048Z+xvK5hI3n/jzH/0r/pv/4p9z/x7ePsxk\nET7ernhee14/3/LqszVFJbhot9SrFKlTVKb43rYiSbZIFYACYsK5e2QRkbypiUlEhBnnBCJMzP0J\nmQqcd+BmxnlEFoZh7hg7x/3tDe/evOPlesMf/p3fY/jXP+fP/vRL6AaCr9jQMNYpswlcXjUcd4Hb\n/ZH7cyAlRxmN1APdQZA1OYUQf+18+Bs3sJYwI3QgkSMmjvggEUIhpCSMHYnKOKeKGBNaXYAKjOGE\nNAX7s2dJFnomBtmx8zuid+wfjhhpGXrHRRV5d9ijGkniDUrWeKWxy0QrFFEO5FlJGhNGIWhMwCeC\neDohipxqDUlaM8wjIfW0ZCQhsiiHKQvSrGa1+hZZdUUja+rsEqMbtMrAJzgiKEEQM+MSGP3IkHVE\nOxKloG7WDJ0gzo7CHOntkWgSjO3RiWVsFPt5QilFKHPedZ6Vd3z/k2teX7xGx5zJa9LVNeu8pg0w\ndye8i4Q045PPLpit5W72fHuTs/9wwhSKWiuqRnG5yXn79sSXt4+MLoDU7E8zQU0o67hqWgYXcMbh\nx4mmXTNOPZdGMpw8Xx0F0/ENykd6BYSnvlRrFI8usHjYD479coJU0V63uGi5yDTdOOFzgxx7mgTw\nHqkNk/O0KUxecjhNaKs4zYpKRqgM/eSohMZ2E7rIOBwfuEwzcmcR6omiYUxOGjPiJDDmjPUlJlmR\nhwMmNchyRaUNWsxYm5MmmmXuOU2ebd5gnUPVJcw50g6cEwnB0uQJgz9z1RTspgmXKrBHjG8wsqIX\nkJgUt0wkYUUXU67EwClO1HKNd2cyuTCdPNb1yLxhGSNSDqwXzamEb4Z7hDUI/2uAcjYjZcbiU6Zu\nxmSOKAQ4x1iv+Ghjeb3ZkJgDMp1weUqWRro58tVuTzc4bvqWWHQos7CfahKtiKXDa01mJ9bP1xz2\nGtf1fFQ03A43uMmT1R1l6omLI8YUoXO66AjnHqhI84hSklHVOO/J9MJWVpynE3X9BKBdKo1UgtxH\nXBIIJqLCxG5viXnJ1kTmceFUJpho6OUep0vUsjDEkVTPxEUxC/j5/T1toXkYd3TiL/GpoDSKbVNQ\npJJpKLkdF0KUvEg8Qnu81KzkhqR19DpixIZV4Wh0yjAPXL98gX3/DmUUt2fH+bTQVDOzn6ht5PDL\nnlTV+PbEqmrZH458pSeyk+HLfiR4gxKBovL87FdveJZBMo+Mp0v+6X//J/zL//3/5e/94IpV3fDR\nx9+hqrdstx9x8fFHJLlmGT+w3z/w5v5rutOe0/mW8/2Jn/7Fl0g8flT88q1CiZrfumj4wauS3/vO\nC777rY8xmaBsE1wqaC/XTybgUBP8iJAaqQtkVMy+I801NjiyTY53J4bxiPUj0XYss8eHAbNIQpaS\nZBlLiJDlCAluPOO7jtNNzxd/9Ybv/XvPWa1b/r79Nv/43/5dqlbzn/5X/4Ifv7+jMz3PhpL8/sDt\njeWrdyNZWiPNwLpVpHkg85HP8hyrfsNYgo4TQmoyLM4vyBgh9hi5MBcFM4Y2aGKeYVBMw8RMTdmc\nOSwT7DyFGbl9ew/TmckuqEzQnXqcMLheoUxBH55WC12v0OJp1fDhPJOWOSI1jHYh1xNJUqBIyVTO\nvCSch4VBjuRlihQSHTOiiKzWFcXG0JQXrPNXrKtLMpVS6TVKVEiV4ZZADB4pcoKYCN7ggqe3PX4+\ncVFvwAqqULEsltJsOYnIs6big50ZTzO1SbjrJpIA4+lMQcbf+mjLP/zhD3jeXJBIRZQZJtnzB9/7\nFCE8d8eFh/GezbMCkc7My8wmOXG9aXh99QnTrFi6Ha+ftZx94HCamZeGrr8nqzP6QbL4lqYY6Xd7\npErIwszzi5a8zDmfAjoMDN5j7cyLdUbcW0Z/xEnHNOTYFoQbeVZlqMXTRU9313P50YrFasxWk+wE\no7c0bcH9XUddrn4tKdxxnATj6AlCkmmJDJGoU8zJIVILUpFUFTEK0qDohcMUkiJkCG04u0iSSMpc\nkMgVMgrC0bJpMkahcaEndw1+lggeuTt7LrY1RkZO5xHRZJx7xcerlCw4+mAJeYJwkguZUGPRdc4j\nCXOfkSQZij1tnhMokdoSYk81JuTrggZNp2CdrJD7Iyob6GTH0DuYNO+DwtuJ3s94nzIulrZIOHcd\nszXMQFN4Cjcj+8icadIQGYXgW6/XfNJuqZNX/MkX35BfK6KdyZOELAQe/UBbHtgdBLN5euvKTSBa\nwRwjPnrk6cw6lxz3O8TS8Kq+YE4ds4zMasU8OSbrWZaBkEiIT6tzKUYKO+OCYQKaiw39fYdOGvxx\nIWYFiztSkrKbHcJ7TFvh+pFX6xXToEm2nk/Wgt2gKOqBweT0J4eSM61SiLRFmAzLzPW2YHKRIoVN\nANlHtPF8dq05TjNinrgYBo4isG5z8kLx4znQlQ069ugF0nSH84YpRvQ4cf/FV3z55gO1thznQCo3\nmM4RpWGWGY4RO/cUYs14PD+lgYPCiZS3dwu3U89FqvB3J24fLONjQ1uldMMdeZ3x4S9v+Zff7J9I\n8/rnzLkmXSaadeC3v/8JNw8D33x+4DREkui4aiPdTaDOChqpuXxxxR9+qviDf+cTXr28oKoEv3p7\nT/p8RVgst+eBRGVcNNeYrEbJnHleyEzGYntksqIQFqMLipgSVU+MPW4WBDcx2A6jBXiPMYb77h4z\nFfTdyOgW+mFmf3+LP2ukzfnb3/4uJlOMZmD9POcH3/8e+5tv+E/+43/E//TP/2+aTUs61ayer/mT\n5Q1/8MmWqtKoMuPZ9QVTWPjRH/8pde7RF79hKcFp/kCICpMYgnBoMeO8JZIR40gpAqkQhDQDDzIT\nBBvxZ0UxwGNYePd4Rxc9S7Q4jqTpmkEKtJqBirXMqP2ISGvOiid9tc9IFYzHMyIDlULWruik4UKm\ndFnExIHoKxLhCWGmCXBeTqw+eo5IUz69+IQsaVkVzymSkko3yJijVYGUCq0VYZ5hnJkHwRgsvVvQ\nSmHalsmWJLZGi5o88zSnkZAZfhHeoFcX2LsDbhloy4rp5kisClRh+Z0ffEZbNkhTEbJIdAtDHLi4\n3jCeLa+frdj9vOP9r255+VkBacZ6VRNdgl0WZi/I0pT7w0DMNGHouWgN59lwmiV9NzHkJ9y3qJbw\nAAAgAElEQVRxIk8Lqu0KwpHW5By6Getg22S8uz+wKRK6MPN8U5C/2xGLlOIqJZks901gdCMmaPzJ\nY6Wif98j8ki9fsJvNWnD+OvbzLxE+n7P5GdkiGRFxmEYMIlGRU0MM0poWDxeSaZloU4yQprS4BhV\nYEoyWplTLh3tpuD9wx22KDGJRKYTS5uTuowLIxnPPaJOuD94rq4vWZaZIi1YNhNZkqMSQ38+0ZYV\nJQKVOl5Wa+ZzZHCRnbPIEkwCq23NJSm35w6ZKYZupswrRK25H2eapkQ6wegkWZty3j9gkhzRH/Fp\n5PFuYpotSRIZ8ZAaDk6S+Iw0jbghcO4GkiTHCkUUe1alpG4m9qNjk2XEwbFqUhZ/5v2coBbHIOBg\nM8LOkosCJQXz4uirFCcVTa6YRk+eFfiw8OziEtk7rA4YX5CqiSFxhNmTCcdjkqJlwHkY9ITte2ws\nOZuRTVuitKfII97kWJXTuZ72YoOfLWVhyGLkeVMxlwVud89VkXLKFavLZ7THE+gaGwNKR8YXhmdF\niSCgkhQta+pqot1ssSISZod0gakfGE4DfTjgnCaKklx5bh8HmlTz8YuKpZ/pzp4HuycVkGSRZI5P\nbMOvb0FkFK0h1ZK4jJznSFUIQvD0saFNZpQQqCpy6h2t13THBREz+PLIcpXyV7c7JisYjg98K91g\nSLjabPjeqsK6js/vZr66GZnxZEvg5ssd799FukXgQ6QlZbSWOUtZ1ZrrtuVFrZlSj3CW3t1w9Jbb\nt4Kb257z0LEsC37yqP2K7/zu30Vog1Q5Rj5tS2KQRClQWuLRRKkRsiRiiGYkSUvOp6/44mc/RucK\nHRX7w0h3cEgVkCmIoKiLHJVJ8BE/5dw+HDi/uyPPa14+Fnz++Vfg4R/9g+9ynCfiFPjse9/l7/+7\nv8ftrqNKGl69/ha61vgw8B/9w7+NpeMnf/UF/Gf/1//vfPgbN7AGuyfVNfvzjPUnMj2hdYWdF/I8\nJ8RAj2NFICIZZkWKYZlHhmkgxJFcahLTc9ePBATheE+uCnaLYJktVZVR6YTFB7I0chxAMJOnOTEf\nUGqmqXImnyJHg2w9upvo15p1YVBqZHSRq5UiM1uiKfno+WsyXbKpXlDqDbVsSHT+JIeMGikEFoFS\nBqNTUmCQ4KRksU+JxVS9YmXW2C7BiY5EbZgPAypJqQaLfV5yf9ORWEdRaMI4s7pM+f5nn7KRBQ/j\nI4na4IeOMq8pyDjJO9JqhRsk9y7A/chm3bJ7GFm90qyylq1YSJKE0+GWmhX2WeT8mJNlCafjDusG\nqsnx7//w3+BnP/2AyZ9I4tYa7sY9k3M0Y8Z6myGtAKNIg+HaXzJ6yXEc8cOEkQVLqZDnibzwZEXB\n+68f2X5SUS8adVUSdx5NQepmBilgsmQiwzJhbE+VJqigOMwDWdaQmoiNOdH35Cpn7kCUA6OMiGkh\nVIYhTtTKM3Y9roI0k4gpYJRFWkkuEobEMOWGZxHGJGF2AdtFVsJgU8F8EtStRFYZjfH0IUNFz+ns\nqYsTiyhJYs62AqsyCllyebkh5GcWGVEeMg0nK5FFxaQnTBQMk8ckgXSd4cJAiJLbeQKZ41iIiyNz\nMMan6PCyOJQGUASvWTJHWUi0yrioPbWKbLYltTQkWcL3ipSzVVxUF/zkF+8QhaK3K/r0xMGO6FCS\nJhadNjS1QtnA9iJjZSL30tP2AZ3V7OiRhUB3OdZ2WO2Js2NbtBx2Dzxf1wQBg87xouRCl7zYaC43\nJfb6GYvtsNJhZsFugSxNcCePkYZ+ObItapZVRZlmqGAZ749kyYShZJMZstZxXizWCrJqpEwXVCw5\n28DuzZHtuuSrb76hNCmlfOo0DgG680KTR7ywDNHwbr8n2Wi6O4dKPLGvCHqkA1ahR5mMiCacehYZ\nWVUbxu7MqtkwMyO0JzUlU+r5MFtyH9BZIIgZvOcwOW5d5Hw/EifDKmT8m9+/Yt00VC8rEmlgGTD+\nOd85nXn34czRCw6HHW7OCHFhyHpOVtKahlWVs4wHksygU4s3Cb4budq+4PabR9zOszvNWJUx755k\nqokwxNM7fvKzH3G1ec7qYsVij4TBsnhNnp8R2qJkgSwuyKKmH45oI+iON/zo8x9z+6uvScsr5DQj\nUyjyFE9OMp7J62vuDl9wdXHBNC68OSzUrUSoivPtgZ+ELzl1Z15dv2L1cstKGNrVlqwsGOeRZobV\nswZ9JSEMnO++5u7Dr7i6ek5T/YbdsB77R2p3QEuNkZ7OuieZo1bMi0OInDQvCAKUj6zzjBhmhgzq\ntOXuw1uGYcdhOHM87wj9nky+oA8ndJphvUMoiRMpx8NEug1kQZBlKb090tQ1o104LikCTZZrlhip\nVk/vJjE94sfIZZPRzzObTcbF+oparqjyC6rsmpyaTJdPO+MgUcogETjhUUqQZClZKEm7ijK0lFWJ\njQLlroneEPFMwTGpSLJJqCbF0U4kMZBXOdNiUUpShZb/8A9/yMvVM3KXcHP4miwbme1A025JHETn\nGcLCJy8/Y/fVL3h/6HixrcjLglJe8OLlJUye03DD5fo1D/d7+jhRl1voT5A4Egfr4jl/+cUNZVsi\nkhlESdNsuLQeUSrS+QNFmRF7g5Ap39iJ8kISDiOF1JxsThMsG5WwbxbCUjCNkSHmTLcj+ynhVWLI\nKBmPnjQVaG+Zp4UsGibZMuUjcnSkMqE1liWNpMmCFpKTLchihlKRRcycEFy1F4zziNKWdE6wLDRV\nhp5H5uBI0hI7JLiVJBs9qZIoFbjawhAFVfISq2Yuo2IpcuZYEHzH0GiWeUZlNZYzSdKQeMdllrMy\nKUMv2Xx0xaTgcO55niXEfCb4hSaLTBKcz1D0tGVNiIZueqAWBbEcOO814+JRs2PRmlzMNDrhOI0U\nhSTTik29JqkktQysmpKT70llpDCBxaUcLnM+qxVFnlDOJTqVVJeGzgV8fU+VVdho8DLj1bYizWZc\n8lSQNSHnvOyISWTIJg57KKrIkAXCoolRcXWhWO5qZhHo6hVlu6EQDiMC5zknSRYy4SmLkfe3J0Su\n+O3rZ/R25rNSEeeR3emC+7sJukdYDpRNjV9mnuUZ/exwQZJJS54szCInlQmFmVklDUuYaMqFuCQ0\nicMdR9Z1Q9/N7Hx8SoumGYuo+Pqh47J+gsT20wlHyuEkuSgXSlcTM0/2QSCbAm88nzyr6GvB67Zi\n9zCSbVfc9oEkzfCupxQDoyrou3vej2deVCVvNaQk/OLNAzeHgdQ0rEpBXRwxdcl6U/Ly9Wueffxt\n4jJipyN58VQDOd3teffmnjc/ecdA4PE24TwFrq4LogdVFWQiY3XdUNWBec6Zpx3zPHMYHF6n3N+8\nhUIwEZHpFflqw0/+/E+pE0HTbPjmw9ckdUlhclZVSZG3HHcfuHy+wnrFw/09l5uch5svGIcMNQU6\n/4hWOeKwYJIBKRZCvmXXP3LeOYb9nqBHluMdP/1p5Hd/7xM+en5B5xeyLGGzLYlqQKYl7YtLpmkm\nMyUrC3XdEn3PcHzHF9+84fb9PX/xs684zr9htPbD8IFUGWwMWJOhVI1D0o0BpUaqLEd4xeADtZEs\n3QQiYXBw6g5EoVA6I7CwLAFnWw7uyDMtIclQtUEtkcVKkjynGAZebHOOIqP3CWniidGzbStOdkKk\nM24CtSjWUhNcQp8mZEnk2SrH5I660mSFoSpWpKIkUwVaaqRIQT2JJEMMSC1QaCIzXkh0mlG6FiWg\nHwPRWRKhEdGhpSZmCXEy7INGZRXNdsFlnvFgWW0uKaXgh9/5FLFM6Kpgu31JWZYc1Q1JnlBKxcdc\nsz8thE3G7w8v+aObr3h/HknXDaumYjn3HB7h/TLy2UcNZZUxHVJkOrLaKBp9zc27SGkC3/jA27sH\nrlcbdkPg5fPAMHkuspy2fUYmI/d65uLZltPXj6wqyf3jxOOuw0hBbASn+YnhdlVec0hmtlOG7zXJ\nKAk+EMJEGiNH63H9QJI8xeBNY1hGhQ0BmS8sBirnEH7LYA+s2gZvz2TakYuEbW7oDz3rek2apuyW\nG1qTsLWKkCXkUlDlCbpYsCR4HVhjkBHGmGHyAh4eMBvNguJSKZw7M7SWLCuAFKMqqmJhJQumtMDJ\ngXW7Is3PjP6eGDKer7aUp+HJnxQjfXci1QapLRqLNnu6bsVl1bDzE831K9ybL3AiRSmD8+HJeKwl\n5TolLaHMcl7qBJVH0ouGfn/EZIJxVBRmZuktH9SIEyumr3bUveCteOThOKLjJe6iIRvOFBZUvlCY\nmVM3IX1LWqUMfmHTrFh2lroVFHkgD4Y7JOd05nV+Rb5E0u2Bm97QdQNXZUpiJNHPJCYhSS2Z0Uz7\nFOX3aJdwczqzqSpu9wOqe0ROHtUrPBDzLUEsrGpN0JqykBAapJyYtMVow0ovaJUQW0Em1rRu4WrV\nIvXIYZbszo7gBWkw7I6R2QsWDTeJxvUL9Au6uWAXZs7Ro4acOE6oKVAkgkwm+EFQ5jNNvSJzisu1\n4z4G+n1PdycwmUMWgp/9yjIZQ+5yfvb5jqUUFFQ83lmabcKp60hsYLGaZW952z3wMJ748nDDfDyQ\na027yijrDfvHW+gGrj9eMfUz9eWa/fnMZ1crPpwsZUhwDwPz0JOZln7cIVFMXUeYIkJEWlnTPYy4\n4Jnzd6RLj99ZTtmKU/+IKiE+Lvh4ZLjIeJh/zPEsufvllrYRzDZwe2853IOyMwsCUsE3d++xU0Tv\nNWU6EX8dztjfTChdkKwE4zjybh+Z/urM9z4KhDiTrWr+/FdfMHHGW80P5j3LNEG/sN+NFBcbkm3N\n53/x53xzK/jq59/w3Vcbxvk3LNb+sH/ADo52u6ExFrnMjN2OPG9ZUMzSg++QCiabIIXGLgPbqmTp\nMkIXmVOQ2lPIkgORbSFw3jL2M2lWUuvIKenI5pyKEm8y4tRTeEdMGtrLnBAHShnogaJNybRiiD3d\neUYriXIbgikweUmiU8qmJhEGHQ1Eg5AJ0Qek1E99CwEheKQCH8AUBVoadChwgyQx4Yn67iMjE0qB\nzj1CLDRxwiQ9+27ko3rDi1evEd3CxgVKk5NnFbtuB8KQGceoE5L4hIIaFofM4PVHa+b2KTF1+3ji\n4lnGOZ5pVylr6fjJTy2Hv/yC7360IeQRO/ekMtBJhysEU5zYuonrrOB+POLKlvvHW1I/8eb+xLc/\naXh2eUn32DGcBspEQ6oZCbz8qGVRx6eQBDnJrJHR8HJd4w6BJXgme8Z3gl5oTslMJGUMkTEMZG2F\ncB3rVLOLguE0U6Y5SRIxlefhUeJ8jy4M7uRY0gkzOsBjxEB32FGtEvQkmbRCDJ5nz1L2VhCjIUtg\nUoL9cuKi1XSHjCpVlN/K0YMiEzU7m7ItDbVcyPIn+WESHWrJqNqaZRrJVMnkPEFXnA4du2UHMqHS\na6KfeFUo+rngFAeMFdhZYJYSOTtGsdBNA4mLrC4THu9m0gLS6J407XJinWeYsmYJllE+QVTVsJB5\nw4AnXwmkXbPdCr71rU8oi4YbMm6KiTI2ZOuRYT8zTzeURU5uGoYpcFgC6/SSohFoU/Ls1TOKMuW0\nf2C1esH+8YEspLjbO9qVBe147N/R6ICPnlKmFFnHRbvl5uaEk7cko2Y8W0Y7kSYpt9Ey3+5Zdgrh\nJaNPsadH1mWJm0vytEDmAs2ArCJSjYgxErqO1rwk+p5srdg9DFzU1zCcuX040rzwVKakrCPjYFB2\nwkcH6om6/7gbqAfPLBaiqvDjBENgqyqCONJsE8JZU+cJ0+jZB08tA4N9T5XWvGgrHt++gaTmy1OP\nPiy8EZLjnPBwOlEmBXpKcaPHMrLeSnI6rrcJUkqu14bPvlPhXc55XPjqX7/B+5lPXjQcuoH3do/3\nHtEfWa1L+n5i1WRcX255dzrz1dePXBtFIzVkisf+jqnXzPuRapXRnQZMBrvB0x08bW7gNPDm9A1Z\n2WD9yEVt+OTTaw7v7rk7Buh2vHy25sM3d/hx4fmrl9w9PBCx5ErT7zouP72ke3tPXuSkRYqcA/sF\ntI6c54k3pwMiXRg6TXc4s0ords7wf/7iwHHsCeqezEBMIo3W/B9/9keoLOHV9grjIqPbcz+OvFht\n+V//tz8nKsPxsCc69dfOh79xA2t0OWdxR97PHKeJRGmMztHjnilVxCiJXGF8hQuWTMyExXIcI6Oc\nadeK8R70qDgvPUVi0OEp8JDVJSd/RpKjnX96h4k5SlqUyklNRLkev6wZrKfQko0IWB0Z04JRDqgo\nWLU5RycoZ/XronALQBINShiUMkQvkRKiCERAIlACQNKkBmMdPq2ZnUdYS7SRIEecH8nLyKE/QNUx\n2A69DpiHwIuLl2hT0PdrcqV5UXuStEDbwPB4oLhs2fVHMl0Tg6H3R2Ja4Ic9eZtT6oLvfPsFl9MK\n5ztKNXI+zZz2Dr30RJ2y0DB39xx2A04I7uaB+sUWc9uTrRqm6cAnbUNkxf3bI1/c7vn0as2Lq5Q0\nA+MiqsxZ+QqnJ7brCrSnTmriBC7x1CZ/ukF7WIaey8uc27MkrQwcHGebM7mBuhYs5CTB4zLBsh94\nkVbM+ZbdND0pDHzkdbuhjx3n84AqKwg9MVquV5d4eSJLJYXWjE7Sq5HrosaNM5oUmyUoa0iwyKpg\nP3myoiFPBG4vSZKKgx0pK48xNSUlIhSIemGxlqraMHQjm6rmw+4OFS752eOXxBAI6kkoOtjh6Yca\nc/bnnrZu6KYdMThqOSPzhPvBEoVi9COqkLxsNGSCmYS2rFC5x6iJJSjWSUaQMyGBF22CrQ1THOhk\njTHQJoKyNcRZ8/PHA02W88m3rjHB8PlPfolTL3j2LMEFxfTNwPc/+4gXr9bEqWfVXvLt3/5dRD7w\n9pe/4PzuV9gQuL/t6boONyj62KGjZLcIur1FNREfE/7il29o5gw7K972B7JGo0lx5UDqV6SLQ5iS\nED11jNj1imSAIpMU5kiUGp3mpJl+KiubiNQlUzhhmPB9RZkkuMMdxqQkOmd/gHHZ8+rbDdfXcPO4\noes7tnXC2YKwM7dLpJYCOR559uwJfjwsjqvc0A8LdZvgxoXj4jieJ356zli3gbubE7+MA4tI+Xl/\nRrpAOlvydIVMFR83L/ikrDh2R7LUcVg0/TyyqTP+1suWspV89r2X1E3Bj/7VGx57wTydeLFaMY8T\nYyLo7iySSB8HHvYJ1oKyHSLR7G9HhGsY9MBw3nE+5bx4liO1wjQtt93N0wFthnE6UuQpU7QkWvP2\nfqCaznSDJV5X2C8mhn3g2Avuvhm5edyzia85G8XkDrSv1/z0Rz+n8hVECO/vSVTGdZHw9WkhDp4P\n/YRPBh67BTmXLCESQ+BytaJSCbmZeTg8sD8uT5ocB/e94/ryOUnmSZLIzRf36E3J1M88LCeWw8Lr\ni5pZge9mbPIbdsMaD29YpwtvB0/aVuhWUrhAFJrMKWyfckBwrRdkzBjniiAMmb+nCBN3y0ymDGpT\ncOxLBvvkdVK64rR4EmMYoybGgiAkvioRJqKXiRg0WblBKY31GWmS0E3vUEXC3ekOak2TXLOcckYV\nMUaROoWxCyUFCENEPknVpMTH+GQKFgKJ+LVsLWCkwCowQWGSBD9PxDAhTI9MLHPwTPGB/fkbZDqy\ndx3b1QvS0GJMy1W9xi+W52ZAxITR7Xm3u2d/+5ZnLy/YZivassCLI1IoUu84DfPTSXRVEOfAT3/5\njkJUnI4Td/2BdpOCqhh2I+7/o+5NlmbZDvO6tZvsMyur+7vT3YPb4YIXIECRIGWSlkh6oLClie0X\ncPgpPTI1IGSKIkESoAgCtzv3dH9bXfbNbjz4GaGREOGJA6xJvUBGrNqVe62vncnUgkpWrLORSNYs\nL9a0viMZQ+basS0L7rqIbkw5W5/z3fNPePX+S8qrBZkSyFwzzoYnVylV1/FgNWNWwFhDKGiGkYUI\nCM8jptCzr3pEdyTPMs7ilP2d4PTgMfFAJntUtGAtM3xgsbMjnCxTNuLEjGkOlNESExc0xhJNlm0U\n088trRfEhBz2jmUCInA0rqMMc5o6pHq35+llSRbOtCMYo0nTmdAnJFoQhB3FYoEUMTpRpFnGNIJ3\ngjhMaJQh32bQGno30u5ewwSRsNy1PXGawdAwWcOrmx0yiWmPPYQzMo7Y1Q2x1CTbCDVOnPqJRBr0\nwnCykCUxtZqRjWO9igBDHxu0iDG9pRMDgdiis8dU1+v3rxk3Jd/+9c8fM0XCs4wMuSjQixgWEbaF\nUzfxu59/xu/+dsbls+eU5RKNQMmI2XqqtuZud+R0X2FczSpe8PXtREBKsG+wpaOtEkwFAyOv/vEt\n5WyYkpkoCGiTCeU8ZRzQjRNRoRl8RGhGEg1yGZHO8GZsWaiBfJkjreTybEEcGlR45CACvNW0pgNv\nKcXIMAW8rQfONzmjdvipoRear+9b4mRic1ESipjA90yyRwUzkZ+IwphZZ9zVEAVL7rs7hLGskhih\nFb+4OSFdRhqVtLMkOjmcPhC7gmW6QvgTz8IQtYgIUsVC5RTnT0mkZ5tm7HZf8//87AuCUHF+UXLx\nJOHlyzVh4KnuatbFit3tnjTSFKnCtpbjw0h7EFhbc7FJsHYk0Jq3px2LVcL9KLm/vmeVhkyTZhGM\nvB0Mxabk/Tc3BKlGpw2qDlhFAilanjy9wI0Dq+UzhuGOs4VikSqEi4hjyEModcGiUOTLJVnbkZSK\nYn2GMz0/+7sv6Q5rxO5ASMNxbjl0gPR4LZlODhFFjEZgcXjVk4YlhY64e/slUkIc5dzsGvI4Jske\nA9v9sUEMgtPe8fDVNbp3rFLJkA58/8WS89KyqwSL/Iyf/Jfdf5cPv3HAGuqZ25sJsQwIhns2LqFL\nGrZJCSagnlq2cUIzHIiSc4Sp8OZxoj1oIZgNY5Qw3rRE4QIpIk5jQDJY1j6h8ZZjW7FNHen5lv3c\nUGQrhNE4N3CSExGeMFaM+vFqV5mmBN7QW4NzA/0kWGUBgQypJk2lIbEeLT1agBYC4z1K/zdr+/Gc\nBVKB8xYhPLN3WGOQbsKZE5P0GG/o/TW1u6Hytzgr0MmCqItZJ+fYqWChtsyyIc8iJiZ++cuv6SuJ\nD1PqauJimTy+89MZkQzo7cAkeo7GcKjviLKU81XE/WA43Qxoq5HLNXkmCBgIPXTjQC5jVnxAWZbk\nw8jDpGiqmM22JDaKy1WJFYLvXj7l/f5AeJbju5HN6oymUxxvWj7+6BmFVvz0n37FV/dH/CC5H1pO\n0hCuHffH96RJ+SjkRjmn/oSQkjroKV9k9E2KStfMVYtKBjqvmMxAlmuyccLLgSJJsEPDKAQq8BTa\nPoZku54wDgilAzuxDHOMSZCppO8q4qQgW8UsQouRAcYYsiTkYhGCjVkEEel5St0IVsuCTBqO7UTn\nQ3zviHwFhUZnBd2hoe4HgtlwOLVEIsQzYKWlum85f3HJcR4Y5z3LNGcVJtxVA54SOxqSWpCq8fHk\nPUWMYcJk9myCjMlYTncN6QgVYPIFSktiAztb09QD+Sp91AuiFfSK739wRpwr8rjk4dVr3O7EWDUk\noiIpDJ9/+Anby5LN2ZY0LjHCEKdnDPUAjEyniuNuz119ovSeXXXDVi7ZjY5eOuhmjmPF83LJQzfQ\naSjimH60qDYmvkqhr/BAEih0UGO0I1SOTCUcdwf8OuXpNmfcVwQyZggmuulEYFeYMcFYT77I8IeU\nSpx4mB0ahUpTBmMZZwiilF01Iq3m+SrBTgPHqsfqlNZqLvOSY/uO9SZj7j1NN4MfSV0Mc4jcLLh/\nOFLGlzS2x8+W39oKPt1EhMtPQZd407NePeG3f/w7fPPmDQOWk9D8uz/73wj9xPX7r7n7VuCOB74+\n7fjwMkM7w2E3cr69oJvueX61hWFGrl9w7Ha4WRFFEY2aODwkjN6Rq47NYsswWnwIh+YeS4cOEuJQ\nUtWGREQc7w882SiKMEaoJdmHJUVe0lXXXK4Vh2ZEEGNtjh0MUVzSp4rAeb68r8hR3DUVUmVc3z7g\n7jRZsWO7LsiCkrqUuMnTnTz9ThKLniJP6YxFLTSrRBM8TWCI6PHc3u148D1SbLh/P7CfK0avsFqg\n+oFGTGg6ohj6VhLkChWFOFFxVkRMqkamEd+7PCOMkl/Lh984YDX1QGgFUVdTzxbtZ+JlSWNmdBqg\nsoj9NCM7TekrTGcJfUTfHrF+RPsMMUmy1Yapc1TXB5Y6RbHGCsciSUi9ICsVddegCw9ixIUBWmjS\ncULYGKcHkiyhBdqxIihSojnE+BqZewyS686SjjeM5oLTsEfLgkikSCGQMsR7BRbUPy+CCumZrcPi\nMTwOFcr58X/+0Y7M+sTJ3NH1R+ruSN/suEjPUUPEJt0Qi5AkXSP9hsTPLCLH+7dv+fL9DnxAsJY8\nW/+AoUupzY6zxRpEgMoMc3fEax4fmn5HtCwIKkeTntjvG8Y+583umpcXS0z/WLIoCImjkCjJWV5e\nIPcnevNALWuefJBwZRKWNoZw5Muv3/D0eUQZZrhuouk9Z2dnvPzkKVJqfhTFrN+/YRhm7m5ajt1E\nP1rOs5LZz+SLFG8USRRQJgHbpcL4CSLQsaB2OYGcKJ3kthsJUs3cekQYMzmFiDzKGspIkhpPZSwk\nOVpomq7jMk+pbceqWOCEY5gEwzQTpjMjOfXekF0siLVH2Zi631MsVuwcWDGzVZppfpwnH5sjIkm4\nrgfau3teXFVs4pJxnGHKaDlwnGvO9ZL7Vzfki4y76/d4HRPla3rfsfSKoe9xgSNTPVWnaGPJWVlw\naD3jfgBCxtCwZiY8SwmThI21VHNHHoXks0I7RVmkKOVoRstyUSBFwFWWkGUa4xXDKsc5T28El9sN\nfmrAHRjvK253r1lut6gwQC9ecHqoEOx59+odzc0NyaSouhDshDctQk8805raN2TLku6u5fnlmmFW\n1GOHsJpde0Lfe7TNYeXJvUa1DZlPSVWIDkJSZkJrCXWDKsH5EdcPNEZz6I+ksmUaI3Ao790AACAA\nSURBVNrgPSTnnCpFO3UEokO5iKO06ElwkhOYAD06gvGIXEbsI5hOd8wu4qAs60XKm4eaKEqQwUTn\nJgbtEcFMXxs0kGL4PC14fhnz0afnBPlAPQYU5RavY5483fDkBz9k/clnOOd4u7sjWxUsFpq79pdc\nfLjmz/9Ty8NuItvdcHWx5XZ/xBZwfdzzzb5CTzXsW7S1ZFlBpBVmmAmdxkYOFTkGd+JssWWcHWp8\n3PGaJ0kiJ/QM59sN1t3z6XdXRKnGyIi67Vl8dEbaFzRva1qjuTt03J5OSBfQ9Xt6I/j8xQJmz0++\n/opAp8j4C3a3BzaXCzprydgxDZqXHyV8+QbcMuH9seKzJyVv6gmtNVUlUaV7TMQdIq6bHTOafmg4\nTyKmg0eEHqck1yfDGsmkPEMUopTgLFQ46ZiikEBGHLGMd4LPr55y72v6m/2v5cNvHLCOk2FlI7pp\nZgocobNIa9EWTuT/LA57cDDKkdoOJIFHZ+HjpYUuRGDZdw3KpxTJBX3TE4eKZhSErcR5mACkIPQh\neaSYa4sEIjMw6IQwnvBTRaD1o/Db3SKCLQOGqauJzlfYsaOa9tQPX7B+UTCJioaY0iocINBYNNgZ\n4SVCepyZmP3MOPXMs8GYCc9E7yXXd2+x4p76NHEcdpjQkJiZp3FAM/Qk6QuMCFjICKksqVK8f31D\n3cQM4ZEfPf+EP/nD/xU5a6rmHV+9+wW9GAnCgra5ZxHm5EmK1pJRBBSph3DF0xfPEaNnfy+odvco\nJZBhTBZkZKucxdka4RXlsmfRLUlXCVli2C4VD8AXr29oxpbLIUbkmvONZt7PrDfn3B2PYOFm2GOX\nnujo0HnAy+cbIiFo6nve37dorzhbrFjbmChUfPswUjcOH0cMtmO1CRmtIhgrzjeeho7kYgVipmsU\njY9Rw4weDSIWaN1QmoB5bDFaMGMYW8fk7znfrrHeEsaaQmbIuccHjlxFXKqCRKdYOTF6jz922KpD\nrBJuhxY3SAZrEEZwOp2I5xG3H7kRe3ynGOYDkYmoBjipE9ppDn2Plo6hGljPkmnsiBSkOsQEEjtI\nFhHMHmabc1l6auOpmBibmWUJddXSnk7MYcqZUtSnCV9kKJHjg5CzyBEUIcnkcfNIYzqK4gLvRlbZ\nS467a6JxJE1TvnnXcL+/5oM0IkkSju8eCJOQbnvPcH+PGgdu3x2ZupEiyTCiYbQDLg3J5pAiqTl6\nhzBwfn7BeDzRSAdOMc8zIn4ch5RSMxwHVtsQqSQYwzxOiChA5xFSK4wwBDiUdBRu5P3J0npPLmFu\nAemY7l6j84L+HtKzhHenChHEZDKjlR31aUarBl8o5AFaG3JqOpIiAjTHYaIaHGcC5lEyJyAXlpUP\nCVAkm5hFkvOvnjwjzi3J0yXPXz7FuoFhCIl1yddfvWLy/5nf+sGPCPB8cLVhv3tF00Ys0pI4K7hx\nCa/2A9LUbFYpRkf8zV99RTMLBuN5fr5AHh5YPim4O/VcbQXT2DHHI52RfLp6ynA3cd21tG1DlhX/\n3Bx1uDnjvBBkvmZzcUUea5zveLh3iETTth27neXw1vH1twfCMKQeDffDxDgKvpMn/PzbCt13XMmS\nrg84HjuiIObNNy0iCZFrgwksf/v3d7QEBLFH+YCvX400cibUI/0gWDSKu7lHdinSOEzYoVWMnByX\nUcataClCwUWc4KOIp8nMTrUswyXz5Bh2Pa633A0d4Q58qmn6X7G4BD9Ev5YPv3HASnvFEEqW5wX9\nbBhlwVV6QUxJMD3FqYgoDPDzSIdCBppubFHWM3UO24w4UqYO3GTxNiYUBUJ5FuEDLskQlSKONZMa\nWQQZ0Wz/2dZXTHHGlByJTYS2CW6UaOe5CxaYU4WfDMVaYmvDfo64zHOq8MChuscOAkqJDWZKCrRN\nCQgItAQkzhqMNwzTSDsOTGOHsTOntuUwtXgncY2i2tU89DdcPDlDSI2RglXylHGESDp6eSJIPZae\n/U3D/tDy0edL/uh3/mcCuUWEivVyQRw+5Zdf/jmDe8fZ+TPmycAYIs1A1PnHq+GLEuEC3uzfcXWe\nchIJRjrybEUaRpTnC6ScifTAYTdQ5ANSPkLk+eWWvDvQKDiphNpFCFOTTinDNPPm/i2oCSFG3t11\nBHlIc7Pj7PKCJAqw3lAEOR+JnKqfyeKAODtjf3NDEae8zJa8vhlQizWDa4mM5P50YnGmWQVLQjx2\nteL1lxbTOLJM44eRyY+MTlGKFtKUbn4sfQsPeZEz0KGMRrcdLEKsU1zkMRdRjjUNKFBpxPXrB55t\ncyYPX361Q4YSZyV3p4Yiryl0xNgf2Lc7ujFn8g4Ra9pTDf6xjtCFA3Fc0FtNWEaPLlUi+fZ+4iqZ\nyOKUMA5pB4etJsRq5HA/4G1NECY0w8SrseOs2FCfeqr+wBwXaDkihOF6LyFuGecQk8/Y2RNYuL6B\nm92Js+1TJr6ibjomMxP3O56Vjn5wzH1FKSVSesam4t3bN5TpEkfIWbTAthXj3NPODWZUHCtHkGQM\n0uNcyv3ouXA7zCwQSUqgPHbek+vH0n6WKewwc/PwOJORpClT4GjvWqT1RPmSykwkAcxVw9yDbWd6\nP3OSE7I/keuEMI5J5Yqvm9csW8f9nBEsZnpzh4gTYi/ZlCV2aWgnSyJDzPgMM07cH2tyZXi+yBnx\nJFKwDUJ8OHN1+YzBtLz4cM1H58/57JOXvPj4JUG6xo4teRHSdIZIh0S5Zrd/hZlOWBERaEUiDQKH\nj2KiSPNvfu/H/PVf/t/cuYCfvTo9znqIBD94Yg6EnaauDIt8BmtwTcm+bUgSRzIavv6HmmgJkRT0\nvSMWMZtsYLuKeegc39bwQmhcN/PLX70icGveNS1JIJHfjHx9usdXAW62KNFzuoF5KfAZ3I0d19bh\njoYPznOqvgGjYfSs4gWNt9Sd4NSNpDpkmxguyyXdw8DVUhM/z3kwjte7jvIyoP3VHX4MMHZgrXKc\ncyAUb+IRJSRF7nmZhyihcFnIcBw53Zz4tplYakEtDbKVhEVGOU50jeT0yxNi0f1aPvzGAUu7jskr\nbl5rzs4yPnv2lDS5QkdL1mKL02tSETP4ijSEQ7+nngKsVwTBPXM8kuoFy4eQMc05nQ4sFp62sxT5\nmqrfUT45R+eGlTS0/YidFKmMmALLMEx4n7CfRgo1Qhmztw45FtRTQ5BF+PnEopWgNfe2xc0Kefga\nUY6IaEbaM2RoSL1FqBQ7K7x/vNZuvGGwM7M1tONA1Zyw88DY7ej7itFYRglJlGLrBuNy5mBGOkuW\neIgEoZIUMkYEAfnlBX/6g5f87u//gBebHyGkehw1FIoiP+fpxWe8fWgQSkCkeOh64lmS5pLj6YQx\njr2zqCjm5Xc+5D7OOXQNIQPpckNnHMsk4rB7IMxjohHceKTtCgI5I33CqfY0hOyc4f7ViOWOq+U5\nWZHy7t0txkt0vCIqQm5tzVYpZnqKuCCQCZ3SuG6g60/c7HdcJAl5lJKoiGfJTFfd8iRLeRhn4uAF\nF0lEmEjetxOmGdlmMXE4U/czpGcsGGidw1UNIm74eLnm/XEiS0EqRzMIIq9QucQxU6LJzPAoD5cx\nTdcyjhmL8JzD7kivAvJCIhH0pmNWlrvJoIjxUUwrRgw7xsmSDxnrwFF1ljBYEA4Di8ozx46DGsiy\nNdJ69HxAR0usc4xipiw3jM1A6T0iLxjHEKkDTvVrtMyxjMhC853sOQ93FiM8RRYyti3VEPGr01vi\nPMOFObQjgwmQ/gHdas7OEvb3HV5rGtsSLDwEBW1/YJ1p4iREOh6LIuNMkAVMRuEmxV1dM5NQJhG7\nseF2d2BTBETHllWUEodwQ4fMJPSOOAtZxgN7H5F6y2xiOh0RpYpxmplaBWGGR3F3XxGVEXe3DWOd\nMPuOREvuB02WJ2zOg8cWpKzoqornz5+wbg0X4cx4ypiXK7q2JhIJdeBprOXJ5pLdNKLdAnd/w6rw\nXCwWXJ0XdCqleuh5thxpSLBULFcLLs+e8m/++A8oL56gUs04wDR3vL25JlsEKJlxfplTZC+YOk+S\n9VgDIGjbiaHr0OcbfvjJU7aFpplb+i4lzWKEe/zRlMhz+uOJRZoyDpJX1zccjhPXjaEw+tFTlJbj\nO4sLBScP39YVeZyQf9MxV5ai2DIqyTfGsk5fMrSOOE4RdNxeVyBCbG2RKqATAVPmiU8OoRWjjlmM\nglBrkn5meZ4RyZJzKXBBT5SlmMkQpRmzrGm6gUUQk2QZSTrhi5GP8qfgrqnTAJzAO4NSiheX5/zp\nj7/L5AR/99O/R69iPnhxxb/9g98ijiz/+O09//Enf4UIHGnpqNqeuQ8gKQlmiwom7g4tizBl1uOv\n58P/LxT6//AxokSHBcnWE+mMSaSISXEebRj8hthtESokJEb6AakfJ6r9MD+WsReK+qYiWinmqSdJ\nZu7tkbRMGYUiTbZMfiQXGYNVCG1RMiOOBcPY4aQgNSNq4zBdwLEyZHEA+gZbxpjUI/0ZUifIcKTz\nHUWfMuQnbl2ImxSl0nQSrO8Z5wStEjwa6SzGTtRNjXMO7zq8HRlnSzf0KOfQdmD2E4PXZN4Siphu\ndPThkVhFOCxu2hFHA/fDxP/yH/4D5eJDgiJD+gTrevABHof1jqR4wumrgGjuEWFMvtySCRgOFdpq\nnB0JjEEFEcNgCEpJRM8q3qCCiCxQxGpi0JLqYc/F+hyRlLx6c4dJArppZJlF7OseoQybs4jBW1pr\nUU3NdhkQLjaYtw8w3fNssyCRCqRDRAHt2BIkAd6BmSXDWFMlMUkU0nqYA0sb5lwPoKaYsij54uYe\nsZgIkukxPrwYKGRJajra00wYx1T7PT4O2IsOlCUqPEEnyaINtb1nnEeKsCT1ijS3DPPAKRTo0XE3\n9KwWMJw6ukgwu4ahVog5wJiJeRKEsUUEcH0/stwWTKZiZqbmceeIYaSPHEKEBHmCwBO4iuEw8sPv\nfY+b1y3CT+RRSknBrhmRYcTJjiRFgA8tSltKXxKXEtUqLhYXCD/SlTt2zURte4IIzL0hKgtiH2Nm\nWOQFSjTEYYRUNV0bsE1iZuNogpRGGiLjWUQlRkqcFEQ6QtgW7zX7B8OpapnEiIlDmlpwaE4EaUjf\nNLw/aS68YrYVs4+5ylZctzOTcxRJyGkP8Vpx8j2iVEyTZTdInIvo+g76iGnsCKVk7EdG27NalZjd\nARXGbDcr0mCmnhuKyyXrIKTJB4IoIEr3/PB8zTenGSUTIjb83cmRhSeMyik2ZzTX1wzhicuznDiK\nWa4DEgLOQsXbbsD9c3/xB59csnuo+PGP/4DiyRVxUjLbiSQTxMEahoDT8ZaOCWcMkx0JIs9ut0cJ\nAU5g+p5X9++o2hcMx5ltalnGGR8/vSJeaLbFgmo/8+44Pi77ppo3g8CIJYVa8KaauK8GxnFkUeaE\nFqQNOPUzaZ9yd3fPIXhUZXa14eJixdge+Nl+IPWWuvEEZUxoQ767uaQLap5fPuW62nN3fIdeSAIv\nWS5T1GRZRQuCVDJS0fQjH+cJ8yIgLATWhPwPf/L7vPn6FW//8SvSQLFcxITrJTftiUAbhm93dG9D\n4iBhfRaxXin+j//zf+eP/ugPmf2B96/+NW03IuSECkbaoaXI4PMffkBXd5jXd7yUW1pGwlny8DBQ\niIQEUMqzWjzl2199/d/lw28csBZnAcoo5Al0KTBBxgu1IHIRuixJwxSJQCY5aVAQ+RwXGHpfg3As\nghXa3XAcbqhuHtDljJ0Ed+Nj0v5KdthRUncefEysFTIwNJNkROAjjTUT0yRJ05BylFg8KoyYlWV0\nnkXo8YkkyUou0hXCh8ytoAsNx7EiBKQYGVRBHuQEc8rkQ6yZwBpm29B1E81hTzU31Mc9s/cMpiJk\nQDvH2B1oWFC6ht4/Ie7BmT1FIJhwxNbwweV32V78FiARTuPFiEQj1OOJzmMpijN+/1/9e4bhhi9f\n/zWxTJFyJk3PmU8nTnPP83KLETN9d8AGA3kcomOBEB0JEQQJfpZs1xfIJEZKRZ6nOF+zLiTz0zXX\nX75jNStcMFCkMamemVSE1NDXEw/Hik0ZEpQ53s+URYIKa7J8ydxClpa8p0fJnNOxYZQFxgs6A74J\n8WpgSDSn5oFwoVmUKZ9fbqlXDXXfcjx1DLHmKnTcDxPrbUl/qJDijE2kIZgR2vHQHx7bfcGKLNI0\nXUBWaLrjCGZGaZA6oJ8dOgxww0znDSmGYrTczANnyZZ2anh4uCWYM8a7llhPdC7hpm0pAlierTk2\nHbmM6FtDrQxCBSwDwWG3p3OOWSqexBntrqa42uKqgS5dErcDIs0Y5cyiBC00yQLoBe00sQhXHMOB\n6/dHnpYZWdljkVhG+nlBHs7Ms0GLliB8jvM9Sk0UpaYeE5zfE7qQIkoYpxPHWaHjjnwJzW3At++P\nDDJEZpL+vud0cjjlmFqB0QFhCIMOCWTAqxYWoSFcCXb3e4ZBUuQZTRujtaFqFYHuqZzg2OxYlWv0\nsQUviYzARAEfLM4x0hFvc6InG7QM8INEzB0f/eCc2+v3ZIXGjo5ILrnrLSJLkdayOr8kMzuUihg8\neDuhjcXMkrtTiwlG8qBgpVuKISBIFFeXa5Jx4n/8sz+mbWYcJ653IVle09Q9qQ6IlUEkKRdnH1LV\nO6bZIEiY5Ei0WIHzBEIyy4z+i2/5i1/9Bc/LLT/+bEuYOT69WmALw2b9gtOt4/1f/ZyX33/J5x9+\nwqgyNt+5YqwG/ubP/yOv7/dE84m7e0fV9WRxwmhGyBI2XFJerZgny/YcPv/we8iF5K+/ecuzMuQP\nP/s+01DTzT1lGNHWR0Zj2dyGfBtUZLEnDGIuP/oOqwLe/+I9VqcooRF25k//7I8QoacxJ/7m737J\nN2/fgWl4+bQkXZXoSPDFuwdGBCMNq1DSS8VvfeIx+5HLy5dYu0MsFPmgeBhuePf2KzSeg+kYDwZd\nbLlpDJkPyZMFedrzJI/J3CXfLHb03UDSjaRZiAv+hYnDGEszTyxERq5CNnbCxApVCgIhwHnSNHtc\nK/WGPIxpp45lkbK257x5/w4VTRRy5MMnhqG/oy0lYyUww4GjDglcigp6prmkPirC8xTDgU0QMk4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EXUG8I65WfJF/h0Bg2Zyfnh/W95sf+SNPUsQXLbHOlPDwx9w7baUmaCGAe0W/iTv/wJBZE/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\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4hjVbU3MdD8gUMELRJEms9rgxUIgBcmQMhv1S0QvxkkVYaeICczSMOUHusP3CRkt8gJaC\n2Ei8v+FdrTjFmVpumEdFyH9gxuHp08zsE+pWIesF67+mLkba+p61vKUuHdFZyIaQNcoUEDMlQFSk\n7LHe03uHH3smfyITuF6vhOlM1jA6x/Vw4fR4wcwZnzPPcUaeB9yg6FnYaJiHgCm3CLXwm+eP7JuS\nTSEQSbKoFX2SFC4QnceS+BQVioTNidNzSa4ioQ28WZeUOVCJjqrbINA0wlDKDjzkReNyQZ0tS+HZ\nFyWdjlwWzWm88GqV2W4kh6cnNs0dZn2HKTuePlle/dkdqRzQWXO5zvzq8cDP/s09mkwOL7lex9/+\nDat8oms003Tk3dt7Pnz6xHS8cPr0yG7/E7747Od8vvsS7y1ZVmxWLUrA680rfrn8I1/d/DEPc8Hs\nPrLZb7A+sGv3iCXy9a8f+d2T5U//aEvT7Tk+PmBQKKVQZc26WZGzp6kN6XqmsBnzZLksAwsTr396\nz+Phd7x+82N67ymF4nh4YHd7jzQZqSLePvJ3v/pbfvmLv6AtKm7e/QQfJr764U/4+Mv3LN/8glyU\nbF7fcvn0Hb93F0xdsL1ZMx4tVyFYvYJ3X+z44st3tJXC1BbZBkwxk8WCkelFjVq0yGBotUZ5uG0N\nKRiCKRiHTwgCp5Ol9G8Y1LfYPEHeImQkFQ2VccSr45gjb9Y1oWuxOGR0bFTLlCZEqWhzT2k0T7Gg\n0ZFjtlgq+rCjNDO/+3bi1W5NHy2bTuBsoGh2ZDdhc8fzYDEU+JyYnKeVgt1ek7zjdPTUuiE5RV0a\nzjESMNjYkONCWQjKwhO84LYQ9HPmOkzc3Ch8AUEZUp3weaEyGikMMWWucabcdYzjwOvVinFzQU4e\nc3HcqIKzBBkyOgRquYax5ORfZoqx9oigOS8zSgikalgCpJioTUA2LT4EahM4eEXqA826ZLA9WioU\nMzYGTFkzigkfFO74zFQbqu6GVQwI6Zj0i1JOrxSV9ch6YS+Kl5OXEpzRaCcp64ZpGTBaM4qGWkBd\nK6QJSCdRytMVgqHyMNXs7zJ2CbRZYwv3/TeW8dnitoLXqSSlkiJ6tLkw+Y7zfKAtC5ypuU6aOkiE\n36M8eNnTVg5RF+RsWa81RWGwS0Q6RVEm9vsSISRdM+P8wBh6DnFiGAImRczsyG0iSMdx7ljXihRG\nKiPog6QUV6SJnAfHipacI/3sXig7hSIuC6KqYbaU7Uv0TZAGkxYqnbjaKzon2rp4aQDkCwF+LQVK\naqITWOk55SO5rtE2E0xNjpE01zRxQuiGk00k0VBnOPkDVXWPio5xUmy1gexJMtFp8y/Wh391BSv1\nkjFGYs7AzPNOsF9feeUbhCqZLj3b9RuiUMSmIIT04oaXCkREycAyTyQvuLoHpusTZyfwbib6meE8\nMC4BOy+ESRCPPdEsHJYJEQxOjRjRYdOIyTBOV4oqUpY10oykwjCxor8+oETHWUk2SMY5QvKU2XB1\ngbXI2LpiUytEcsRQoMuGSu+pdIEKGya3RsWAkIlWKYILrNqWnDRNk6hLWJcNX945wtSThGO7/xHT\n2OMPJ9LNitPlyH77Y6LrEaIluOv3+V6Srq7IXmFy5j//9d/w5t1niJRx0xVjItK9mI0rFclSUpiG\nKAOSFqMFRfMi2TblgnYln33xA4ZBsKpqchjYrUsePx5RRcMP3s3s9htsCpTtmu1tzeIc3bpinAd8\nUkgnOD1eCM5SSsd90fF8sfzzP35H72f+lx/+e/75V3/Jz//op/zyH3/DNf9HfvLTn1FpyV/91V/x\n+Jv3nP3Mpin47njhv/lv/2ey8TTbJ+rLlush85vff+B0GslpTZ8upON7UjSoveTdj2/58t1bal1S\nGo3OCeJETA6lFrRckOIlp8gLTYrQrSAukl0HXmRKb9BdTVMcWVYT7fWW59OB+SFANvhzjy4VcwFV\nJ3iOI8UF1LZFmYUiJlwIZF28dHE50u5bZErk05FQ7PDDiJKGzJr+2RN3Ff1lJtYlMTiy2ZK84FXV\ncT6f2TYVYZmxRSLkiWUaeb17xWQFMiimWJInj3ATarF0bUUfFL+dTtxGg16vsT7zZvWGWZ/pZ8tz\n6/i87ZDZshGOpARlWuM0HA89pi6Z5okyldxVmiAGrj7je4cTM/dqz5AyG38ma8PR1ETraL1A1ODm\nF0h0K9fI7ElRsFQKsSwchpF2d8cwLojzQsglRQMKSY4zUfd4e0Ozz9T1LV68JE0bnYl5oRASscwo\nVRJ9gnZDPx1YyxVGNVxVpOlWuCTIhaAoDEpkylRAWbH4ibZSpCiIc3wpriaQQqZBowJMUmE2GrVE\nxgDroqCUhnmKyNIgc0nVaIIQDJcFgaIrC2afSEawWxnqMWMrTZCSSsxYGZjcjCXQdRuSnvDpW978\n4Ad4VZGmJ5brhfFyeSFKeIOYI9U+0K8CepIsNlLXGWKBKgVJ11wmT9KST4/PqLJEFhPNnLnICkGJ\n8YllnHE2QPlC5siFIaWJuqjwccGmimEINJ1CpoDLLW1amHSBTolRCWTw5EJTnCdKrSij4xAEpUpo\nApMbmWRN0azBCrbaEIRDRsExHqh0w+L+wOC33fqWomiYcsQEhVgM12QJwxN+8exXGmdqGq25uoQu\nBKUsXjw6KWCkZx6OBOe4TAeisxxHyzxOTNcZrMQ/LZSyYT4sHAbHWkca6RlSIjjP7eoZ9IyuJT8w\na0Qd6EtBUbYvSbQItvcbGq94vGaSaTFe085n6mmiViXyruRNvWWcPlLcb9BliZcrtmtJt3SEIIhk\njFaMIaGXQNiUFEpQNztyztSVZMWF+PRbrjpgC4uUEmUcx/d/x3YtaFVFyguv9ju+fbiyq3ZcH840\nt19+X2wiKM1md0dcEjf7LYUpSVdHuW74Yr3jfHnizWeSaXpgmI/c3W4I3nF4/gZ1rzDlwGq74frY\nU+eCFGd0EZjnkdWqoS0Uzbpls1L8/pvf8sXnP6GuV5gQOF0+EGRGSMXz1x/45a++Q+oWQ8FnNw1Z\nLRyXka5e84tf/YJffP0t3d//B250x+W3J/7y+B+4PD+zy4r4KbJer9ltbhHNFuk1LjzwzccDYrXi\nPmfeP3xiXUr6TYU1Pfe3DUVX0t13fPFmx7psKYo9mQWwiJSBM1LtEGJCK0uwM0JpSqFIWdKWBaSW\ntVyz2hYIGRBSg3vEbWc2zZYQMqvLQt2tOZ/PVO0Kd1w4ec3+1Q47z1zqTFV1FKIGpShKjXeR4B2V\nbFjXb3i8zgit6KcAwvBsSrYXgdxomlywijuOc8BQY/1MlCC6TKUUVS4I/YIuFeMU2Kwaho9P3K5v\nCOYKMRL8miQWNnbivisYXMGRyMYo6uLCZDS61Yza8mEaKTaZhRvmrHlTnilVw1Algp/xRmNqj0wR\nGzTVIrgzBf0c0aXCjyOhy2hz5TN5z2np0Y1i8QVUBqE90+QpjYPZISZFQCN1C/FM2wpiKCltDTmw\nhIW8KFZtQNUlxnrOo0ff1jQeJjHR5pfd+k23ZUktU62pmPn8rqUOK5wuWVFjg+Vup1lCRYozJtcM\nKVIIDVogDKjZMzOzaksMFX6J6ABNo4kp8/66UGXFWlbISUDrEJUkWYEqVnStxsfA7d2OOHiS1mit\nEAFGceLNZ6/55jKxazbkZaTUlp6FXfMK6TOqiCwqcEhfo3TP4/CB05z45mGhWEashuwFd88aD5zj\nhXd6QtlIVjtKPfHtOTJJzXJayL6DsyXGiJsNpXxmxhNSQyEFIRuSWKATDJcLZVlTqRmsoxQFsZCM\nU6QIJck5hNIIMWIkXCfFfntLP/ZURmFx2EJwjolX9sWS8LqrmJ3gYRC0MlHVFjXVuHZgV94yz5G4\n9v9iffhXV7C22y2i2rASJVJULLlgWDxeK6ZCEbID0ZNi4K4sWQtFUIFRWnrrUNMVIy2frk8c/DPJ\nw7wELs9X/JAQc8AYw8PDkTlk7uoVc76y5BHZtKw6S1UZpM4U7QqhNsjSsdoINmqD9C1NSKwbgZ0D\nxUqhQ0mYzxh9i34tuPELIhVEb1jXd3gkSrfspEXbCzrdoE1HCJLSBUT5QnXebA11scGgEdIwLgld\nFtw3r6iz5nz+LUhJ7BN/97f/xBdfbl88ZWLD0zFgw4X15pb9akdjWqZpQLWGnF5+XmH0OOeomh1J\n1SyF5939Pe36BxQqcb4eaLoNKXi0UvjB8fcf/ze69hUmg10ulMykxSJMIjnLw/MT1+kjetUxTuFl\nCPz8jGoHCiYOzwOLjfz6w0eu3zwTp0C9b7jdGeptQZ/2qOcDl6MnhW+oQuL/+vNf8u7dHnfq+bK+\n4Wb1Gd6N7P/tK2ZR8fbtO47TiQ+/+DWTu+J9JIXEWPWUtw2CC9ud4HZ7y89/1NGtd1CuqMMakV7C\nPZP0iAhGCjSCFJ/JNITsCPRo0SCFJomMDgpdGlax42oTTfGCDqtTRC+BbbGi/XKmf1o4XhYKdoQ+\ncJGJt13Fh2/f88WXex77FwvGD/RLinZymZaWbbfhaXwGXVDXMHqLEILJO2SuuFjHVZb86LbGLonW\nSCSRul4xDVDtEqsmMiXFVMN6SAyFxvmRtz/e8zhcqXNmjh1aTzAaitKi6w1bE1iLCpsrRPR81irm\n6xWbIsPdjofokOWAYEcfA0/2E0OuwR6YZ4W9KqbzE1M2jONEI9aUTY2UiaKQzCKykoplmckYZNBI\nHLpdCL2mEiPW7zDdkSJrROpwTLioKSNksaIzA+NSUJaZnB293yLVFeU0WkbcoaC4W2O8R5Y1UWnC\n7MhywdQaWymmVNPVd0wYXBbc3m6Y0oImEcuKshewkVxPV/ZdA8IiYmS2M5qGOHlErpiSY1kyMGC6\nnrpa4UYQPrPELUI0dKsdU1qolkShEtFYqDYIUyCHka4TCCuxXnK3aViyQ6xrRFlwIxvGwVM2G1zs\nwWg+ffeAMI6nw5VpmigWy/xk6avMqlE8nXEqN2UAACAASURBVCKbZNBdgbWZUYMKC9ejoCq2xDGR\nUsE4L1QG7OxxU00ArnRIO7MrJTlaUpAMOXDblUxZ8+FyZhFQipkKz1xHlJioREWMLY0UDMsVqVv0\ndeFWR/o0QS4J0tLIQFKawikeh4GV6NCyRxUweI9WPcjdC/O1qXHD+C/Wh391BWu1WhFkx027pxUd\n42yYnKUfTgxUZAXy+ogqJELAVJTs2y2LH9Gq4MPzmcjM7GfG2dOfR+bhhIwKe7YI1+DtTGwMRQxc\nlwPVeoUOigVH2Rb4tuGmXdEWDVkWbKo9mFcEEbEBbjcrqkbTpyNv6oJ0SNi2wrUT5ziiLGxLuKbA\nplxhrX2JF4iJnDfMLrLMEWccsZwpzQq0QkWFKNZoUeJkREdHpww/uP+Mwg68bd7i44V4Faxfv2JK\nnnp1C0nQqIom1Lw/f+T29nN2VY2WgXJVcjo+8urtW2QjCMkjXKZMO3IbmPoTmDvW65rN7odIvSbk\niRQdhYicPz0R9xeu18jd9gsav+F6ec9a3UJqGR6/5uZ2Q91YhvMBmRO/+/g7em951+0REb79+sjT\n85X9dsfdK03UDe22o2wKLh9HPg4zOQTe/eBHDL3F2oHnb0dW65LhIpnLGWkM7WZFFhceDu/5+HxC\ni4AqS1IVUMqg+4L2XtLIHas7y6t3HVVToitJrRvyeA9GkuMJmUuENkzxiPKKNgWyvLDkGq33BGlR\nwpAAlKAAfCFY6451UbDYgZNo2bJmmJ7IUqDxhOqZdnxkeOpJc8thykQV6Icj3WaLUI5zWCilQOqK\nqmiY+kdaqUglTC7irgmdVsxippieeFIVr0yFzAuOhHaenPckPK+7FlF/IiRNxGGKyKrSfDYpLrph\n9pI3aibXK069xOpA7iImvsHGyP5W8TAL1kWg9jWysBTXAdtX2PzAxXe49ZF1mnnIidu2RsXAObRc\nw4FVtMS6pY4BVgV59myAYuqJpsZZRZ8sKltudUOQjiQC3kli9NRlxRIsi6sJXhJCz7rLjLFhlWGO\nPbLJlNmiKalXhkNQrETLMJ7QVQ0aLvNMqjMhW+5Xt6glotodi73yandLQ8mqLGiKHWVeUVVXlvCW\naXigE5mneoBlZHXbMp1PGO3IKbLfNMzeU1BSqfr/pe49ei3Z8ju7tX24E+ec6zLz2SoWyapmgyQ0\nESTIDPQt9DEFjaWJIHRPZLrFpifrvXomM687Jvy2GtyaNgFNhGJMA4gAYhA/7L9Zi3Vb6NxKWCOV\nbyhoQilQBc4lceMkojxyaA50xRDazFMotG3Bs1HtG9SSOBjLosAYweolSmpuKsd1uVApgY+CW+co\nU2RLLacx8fRiYdsIcyJRE9aNbRWIFIhlplEzA5n51aKUf1u2ns4o27MtmhJeufrEHCoa5Xldavr6\nrY2R0oRu3/BWorR4GTivLxx7x/r7k3xZJf3s2ZJExRnvDDIbKlsjpEEpxUomJoWyiSgDXYIX9YRL\nE1ZVRH/hcJCwLQgf6LJlFFcG5TiVFx7Kv7IeVtvdUcR7uvpLBI5dquhVohIv/O56oqskoVxYnkee\ne0tVC+b5E6J6a5hLLbluG2LbCFPi9DpTvGP8+EpXOaSKEAuuCIqURJm5XAZMY3i4cbidoJTEV4ev\n0dbg6oam+pbiW2JY2bSmdx2qRNrDnhAC5kvH9DoxxwG9nZDSY9NK1UnGeWFYN1aRqQ4Kvb6wzzum\ndYZU2NqBNilIsO81UmpCiegsIDX88Rc9+3pjZaOxd2h9Q8orVb1jmgdEV0EunLcnrEn88bs3t9NY\nLvSd42UZub3rCTliraLRO0z1Dfq08OHmli1E7g9/TNyeiLrn0Gq2q+W6PLJrbvnVu1/yOP4DY3pF\nSXDdl4yx4FpQSbO/v8WXV1S0fPrxEz9+PuNshbOam+OOy7owXjxtlnzzqw+YWPjyi1/AHPmrf/p7\nTk8nbu7v0C7yX/y3f85/pXb8+//9f+O7H35CcyCIiR8/Xfnw4ZbvTs/46YXxsmCqnrrSLNnz8fTE\n+/s7YuURunD/vmF/r9BNBNtilaZCgAvEYpDsiGJFpIKxe0qKbGJh216wppDKgKAnq/pNZ+MkZRP0\nlWYJMKUCWrCvb9muLZW+RVcjj/kFH1+4YKmnHVd/5jRMVNZxPXvW8Ik4f4EyGd1ZUs5oXqhtIayR\nUjxWabQ15HVARMtaVdx7h5sjr1ukbyWi2qFypikVg5w5qjvSfmBnOtJ5JVERCRxLAFHz8K7i9ZqQ\nbmULhSgi67PktttRmcAvhEeqwLKDwUP77T1lWuiqmsfHK8Ol4lmNuLZjHldyvuBtBVtF3hXkS+TJ\nZ1r1Jkd9lIEveofCoKWhVz06TwxbpFYbPkp8qYliw+RMJxeUqgkyo5uaZDxpm/FNg36R5FBASpb5\nBdUeiUnwfA7s2golApHEQdSIkmiomMcJ2R3oG0Nld1ifqfc79uZA9gLZKpy8o9K8keZfP9JWNa8B\nZFgQLhPERlSSHCMmnanqmufnGZsDKRSU3silxiyRyhiKctRtYRkecV3LJjbWrBgeAzfvjqwhw7xR\n2wRNYfASSBCOGKFpiZQ1sRcVwYF1gHJo/7bSY9eBQ275vE2kZNlMxsaNFBJr0cjgWT4G0DXHXWRw\nK+Wa2IsWFWa00PB7+AKV4TycsdKyIvHBU5uOadpQSpLExEyDxrBcJhol0MVxul6odEC0ltkL9rVF\njpKcA04OTEGSt4LvDU2ybOuZ3jqq9YoUjvUiODYbn55mmtKiciRJRxEjur2wT5bV1/9iPvzBBVb0\nhrq6h3BLFSS1aRlCwvnwRvldMo8mE9RC9Amn4dP4SP/QcxpHsrcon4gkcpJUsiWpC/p+z7qdUMJQ\ndYXoRtJZsW6ZeGMQCpZ5pqtuuLu7R4oarfb0+gYZenZ1Q+7vMGaHjwllFWWeCTm9sfxKTR6hbiv8\nPDJNTwwlkWWkdTAur7wOHbLSiHxBEHHJ4mfLaBO1C6xFslc7ZJakRbGr4XbfopLHVBrn7lH6gOkH\nDsee6BQXv7IwEUuktHD/8IHvP/4zB6m4XgM///CJ9dZxuFUcdzVzcPTHHbvjNxzu3mHcPVp3+OuP\n/F9/9b/y3/93/yPCFly+xSjL9nPBlQ7vV+QSuJhnzvmVZlM4XWh3hfW6UaLj+ecL0mruHnb07kAp\ngvF0IXtBXRt0uKLqHatfyNMrtSh8dXdDEJJBGFx34E+/+jW37YH/6X/+X/jd68/E58LHjyNP40TX\n7NimM/M60xpwtrCkgF/g1Vz4iz+/p2k0N+9WgvNIYch2I5cbChqjFQLLFhMyX7DW4ENgTRvFD2RG\nYj3h3BFZzhR6UgFBj9Q71rQRZcZph9aaNYBt3pHmwFW9gHS0dmaJG7tbx5w871RDNXjm00ZQDqzn\n45wZ9MxRrvhoaEpEOYUzHaUMfGl6rpcTappZkiVmeI4e5wRPOdJcZ2ytsO2E6RzJF2yrmbeNpnVU\nviJXhnGrcU2FPJ15f5dwq+FyuaGqNZNKaJcJ3lJVNehErTP3UfP8PLPrCuM8crO/4R9frzRyptsE\nWtecpUbHicbB59cZHRNqcuysJqpEFxoWYTl2GvyCj/atue5Waq3JQ0WOhqlMiFqRUkGUhYMULFGy\npMBRSORa0DvBsgCxISUY1gxSsdsJynzF9oXkOlwqOA/WFWp7RyqZYCQ2Sjqj2JeE2OB4c2SLga1k\neqHwfqPqe7b8TJcrxJKQWXHOiSsr76wkL5JLGKlbg1KGbZswVcUiDMmeMbpFCtgTsSYzioTJBknF\noTaEccEe3xikx7rmHCa0WFFGEvJCJyw7IVgSXAuQHTELZPDkJRBHzzVbAgWzvpWTzwnUVghiQZsW\nikKJG87zTC4ZV0uO2mKLxYfIuBkUjlISOTlWCnKDqUSOnWKY36SfSWhqCmMONFbQdTBcRlJICBcQ\n7RttKMvM0/DKu1xzwSBEi+YFYzqiH7iUQlU0Q/a0uuYyrcgomFVNzoFc18g0Ef2JyxaQ0eHqSLd/\n/hfz4Q8usOq6YZs8yYLwitUUkowIL3BW8SQn2ipQ/Mi8FsZrYusL5XHFigbKSOUV19HQmAZlBdP8\nwpoUVXvHdTyzBUcVNblK7FrNdS3sq8BN21HiSG+/Rqr36FzT5XfUjcZVt2zWoLFUqpBkJjUaOc/0\nTlJlTUgjIW8ErbhqC+GMCYE1R4xUTM8zmshWLThpKdcHDqal7jVD48lALSxGWpTM3Oy7t52ysmJ0\ngzI3lEWzxkBIgiIG1vGJIir622+o7hNRjRijGa4LKht0U+h2iUbC+LrRvHNo8xUP39zj5J4kPKps\npKw5PX7Pur5iVYOzHYtfeL0Gvrr9QDgX6kozvMyIRTNWC6kyhJyo9ZHvfjwxe8n7D+9Z5hluE3U4\nMquG40NFuD5RB8XhVoJeeI0jpmuYvOfxOvEXf/bLN+bc/Jkfn34glMCnkOij5+H+lt99/I58uiJ1\nhbOGqTyzLRaxWYwtfPWrI/df9VS2RvcjaRsARyMcYnMUtcMLTc4Jawpr2YjCg7KoklmXBZEUQs5c\nt4V215PziN921JXCh0CYNaYWVFXFNmaShE0VhNIc6XndXjlthW/1Pf90+Y7e9sx5Yw1XhKx5XQTG\nbWilqOcN1bVI71FGMYlEvWUWp8nDjHINYgx0MbBOb6qSSQrWdMK0H4hxJISasFUIY7FL4uZo0V5R\nm8C6KaRJXLJH73su6ys7qWltzbYFbC9RYiEryaGv2XRmSzN+8ux3lssS0K3Ch42DrFhjIamJIhxM\nG7Jz5E2jJskmAh9cw+IvFGm4aTI+F4bPI7ru6WVmNYInaspSEfSI7TLNUiOz5L6p+WFayLVCDTNu\nNpSqZjhN7FuHQbGKEZDUWbMsF8bWYNVKqh/QYsNrD0rjmiOL07xv74mrou57QlRM3FDqhs9xRhdF\nV9XY7UzdbcQ1geyIZmRYZrZcWGdB3XUs10dQGz4XVglCWWhBu4btckVYxTad2beSp2lPa3sOLuN8\nJKcNt9tBV/F6fWLXwdl5pnLCWEFdWrZZoKUi8EbqOZqC1ANFtLjSEUVmbWr8cCFpid21lOWRab0i\n2xa1nmGJ5GlGuMCWAxlJGQOlU5xlZFgWpC2oLCle4NUGKiF55S7cQJB0VctYDGFTdI1hvSysl4WH\nveJ1q6hchZosUhSWJaHFgpI3LB78fqJVluHJUevtTXW0rVi5I0RBVgUjE8bteH5daXtH3J5osyYV\ng6wUbQmECZZ5D3z+z+bDH1xgnZYB5XtiGpiEZZcD2xxYqivrdiZMFy7xTGMNj8MrvqvwlxNOO27F\nSl3XvC4LtVK8bC9QnpEy0hSB8RFlLVFFdKXwQ+aUAhuRUhoygof+jkzBmcSuvqNtK6TpwHYYbbDa\nIHOkSIFLGi8qvJwwStCrAy8vCQWokhgzyNUjA5zLgnOFT68Xqn3Dh2/eo/kdi27x4gF13WgcxDBh\nTYd1nhsTyX5h44m6+gZhKpbzwH/4u/8TsUAWirvdLcY4Fj1Q93ekbeFXH77i6XcfOYcZfVvT91+w\nRcUUFX/0y/8BWzToFpUCIkt8EVS25U+/+UtUqjGNfSPS74785V/+11yf/xplNKJx3FFxeX6l/+U7\nnl5OlCBZzpHh6TO//s1X3LaWl5eNed5Y5EBVeYYx4m40r9dAu/fcv//AuBYef3jhPL5wd7xhu0r+\n3b//j3zxYc/zzx+xR8ufyT3/4a9/4Pbo+eqhZick11HxMix073qqXUt48dz/m/f86a/fc3tsiGmj\niB5jJEUpdFIY5whpQhgL3hJjZImBbAMyJsrygqUmR8Hl+ZFkC4sfEHqHsVdC3JDcQ/IQF5I6InVL\nMYKUMiYJhjLR1Xsq3vF0/R3d3Y6iPOPnM7bfs5xXiJoQFFWciWbPzy+JL3vLrC1VWRlE4k56HmtB\n1InJLPhzg8Zik2VZIjsrIf9MlI5oWnRc6RuJdp6QHa1ZkeLAbucI2zMqdazzwn3Yk5xgzhGz1Ni4\nIDBEP6NqgbWZKiumJDBixRiJ946X6/y24J42rDAQFmzSHC5wOm1sAkQ4MIQz3b5lu0CbLWGaEDiG\nPON2G3q0QCAeIyTH5bRRhEYozauK6EmwngbapqbRlutYyHeOy5Lo8ERfaDRsZCbruLeR4u4I5wXZ\nGE7Gv32HeWbXWBQLru5oZY104LMCvbCTkqpSrH4l6sKGxG9XyCNV6VlFw5Au7HXL98+PND1sKdCY\nCmFAhDM+Rpw700vDNS0IYEiRBxsYtoF5PKBdAeeZ7YjLAtdZkjyzXJ/QtWFlJKSRqr2F6ImrwbY7\nPAsyCZSTxBhI2tPLDvrE52kk6RrdH/gQFn4YB0J0tEGyhAXUQitaKlFYpeVlgegDQmhyGQmxpjEd\neVsIKWMOd7itIkoY8oxJGa3f7IIuK7buHaM/cQiaEkdOek8enphDz6FpUFtEWc+6Lbjfm6gP/shT\nvlJKZE0XvrUd1wSiNAQbiNGwrRtKaC4540mU0JFGgW1XBn/9F/PhDy6wfr7+lq+s4+IVh3rP0yJ5\nnSYa6yn5jVR8Glb+0f+M1xtp0uxbgRCZVB14Ob1S2z3TtCL8MyHNaNug1ohPARsWaFq2xWMTRDJz\niESd347hqiVrhZEWLTJrVOydw8lM0AbnaiwZD/iwYWxFvCTCdEXkQLIL/rRyHt+ePQnB6Xxi7yLD\n9cyGwl02kJLjUVCyJc+PNK3iea3Ymxqnzui1kKeFT+EjXdegxDMiWa5TptUNn6fvyNIg+8y+ymhV\nM00TVgRUrjm0t9i8YVoJxfHxu79H3v0xtT6Qw4oUnoQEZXFGEnLhT/7sv0FpCVkRWNEicV0/YhrN\nLn7BzbFjTo9obZmukuefzzTHluXlMzdtxRfffuB212Jbw2wTp0+eujZU25UP7yru7g+sPvL54yfO\njydO28YlJL6+OfL8+MLjxwt/8os74t0DW4Jvv/2arnJcl1fu+i/5+W8+MYYFu2/ZP/S8O+7J33ju\nf31Hd7sjoxFConJCaMkcN1ZrWRdPkS1pmKlsZF1HNj0jhcfKkVwCYdrIqoYY2aQkrDPOaCY/U9Hi\n4zOdKpQoWcWVyoCIihI3Vl0hRGZl4DUl6AzpWpgHT+8ObEOk33XoAnGL2EpQMiAFm4+cwkJfaaxM\nDF4hVODHz69o2yG7mvnyRDkHxK3hfM34USB6TWue6Xctc1akMdLuV4ptUTIR4ki7a7Cr4bxO6F1F\nUCt4T8wW53b4bUYfFKFIaiNJPqIqSNoiJ8VdLtSHhleZsKFnyoqyBpzNbNEiqkyl9oigaaJjmjyi\ngJWFY60JyaGK4HHRlJxxUuCkZlxW+p1meJXoRiCiRNUCJzqWpMirIOSJvFbI9Da0oirHvHhQBV05\nxiC4Die6pqVram5uFv70N+/phhuuUyFGTXQJqTzSew5HSaUkiJrNR6LUzEmRhpVKR85LwvnE9DKi\nakVi5Z01vPpEEoa8BazUzEtCVZZ5i/THHaerJgeQ7jNTyW8j/qXwvGyIMXBbR87TCek01XblZt+w\nxrcqyJwzSb2AtwgOxCxJUdAZxTJvONsikiauA1IUrHJUamYiE0Xhw8GxDDMlLIwUXidBpTJV7ljT\nBS9hX/Ws8UTxKxuGdT5TZ6jRtJNCdpopZZx7oL5cMHXHz6crG5K2BEq2KAHsGvoQULLBteCfPftG\nsMpCqwvDImiAV7GgeNO3uNrwed3QtiFdN4QzKKMZF481gQd95DJHfFygAsmORvwrQzOF9ZVN/44G\nwXWbUanGi5GUn3gqzwx4/DJxma5IMbLra7g49E4xxpWSA2KaWR8Xbg41L2El+pW6chQtGV4K5eoJ\nVmNtxBRLC1xTwcZIGJ9Ze8uyPFI5ja4OZDLSWKwrIMIbWFdphDbELbLGjK0rTmeNCoY1TYhK4F9G\nxDig08I0rdgz0LUsaeGfvvue+/WeZg/vv9jjh8ImF9jtuI2K3q4kf2XJA+/cgdPjz+yOgk+fF8iB\ntrIU23JaT5z1C3e3X5EWSVgvfLy+8P7ua2IuHG9vkfxeUeAXvP8ZYqDkns71+PBWkpCmR2uNMoaY\n1rc6dfLs25rXy4nb9w9YpfFV5Mv33zIvI+s14ym8PA589VVP3/ZI2TLJ73GmY/Qf+fWf/IZ2K3QH\nRXXT8d1fvTD98B27tqMMkbY0/PgPj5yLZ7hO/N133+PXhT//zb+lGMu7b25Rr4LXT2f+YRggraRc\n+NrdIbrE17+6pd23GLNnjYZSwC6ZzIiuMz5YlIoYEoHI7AulzCzrlYqVpAp51SgK4zayakW6LEiX\nWFwk5RbaEaIn0zDOEdsVlhxx0rGEwBotxgTk8sy+WvDbxof+hmcvuS68obKywQSFWiLfTyMPtmJ+\nfOHDl++4dQ1JKbZ5QlSZg7K871bG9YxwiqwarmLBv1wQnQHZUKsrL6VGtRKzTOytxJSKaVtRTU1V\ndcBCUR7XNhSVkCljhcEKAQXqvkbJGRMFWmaWLGlajSmRkmcQhmlN3O4F25ppZAtxx+ma8OUKNpM3\nj5GJvlmwxXDKjk+rx4qK87zRrBnVSia1URtFKIKpsuwALKxK0cWNtda8hLcTf/QZBVSqYJ3Dxgmf\nI6JW+GFCJhi0535XU1UWPylU7ijzDmk+cCOv+F1h8YVtmqhaySoXdNrhxIaW8OMw09/c4oBhKszF\nEvML9hjIc+YyS2KuEZUmxpViFCX83jOXBK2yzGvkob3hysgqb/FJEeaAUgP9TUaHgF83unoD9jR9\nzcv8keQqbHylM0fmuVAJx1IKKmWsEORNopVmXgp9TFS1ockVOZx5rT055rel5hxAeEZTKLJliYHK\nwct65t1twzZ6pnWiJLjfvWMUNY/jhbTzuGgYVgWbRbkJQ2QULXYV6LqmyppaCtZ8IjQ7hmnApEQ2\nBbkW2lqhpSCGjrBpHm4cy6bZloWKBdsaLrwpoiop0aXGT5JBXMmmIxbNdQlgwI0T56qmKica/a8M\nfrtuVy7qkdDUpHzFZI+vIMSBebpiVMaHK2pe2dTK0wgPd5kwGFo5kOPG2dTc7BxDmXidFx6Od0yX\nAV/eXEhpyZAdJymRjLRacBv3mGnixU7IiyUfImKraFXEtZHZrFRCQSm/J7MXUhbECMZWLMMLcc5U\nKLYUGc9n5LYioyfHwHVcMQimpxNUO/oceM5P9N7jlKBqGpYKysszXzYbyWW6W41zB0iB73/3t9x6\nkLojk+gfbhlXzTT9QGsaqiRw3Z7SKuZw5XJ+xh3esa2Zw9HS9z1DvjK8/i3K7jge37P5KxRDSjuU\nASQIKSFBTIXK7pDiyHD6R6rasqSK7uYrZFIMn/4fTGM5nWasPRBwbxK5LfAyXUnDQNU2lCgZFtjf\nPfD9Dz/wuEaM2HNdB0JeudnvWa4zbvG8Jji9ePaHnpIDy2nk6fnEX//tR56eXlmGwsP9PXkXab+t\n+OU3HX37FVQHStbUek+Ihc1uVLomZknlxjdzdPRoobmWn4nlCklRFs8qZnQqzGEll5VlOiKjYp1n\nZFNTVSPj2ZJFx3VM1LXjxX+HOu4wUSBVIRbBlmpyeXvHOEtEgoNsyCXyOHmauqVYyehHvmjuiUui\n1/f40VJri6oLpW6xQTKOJ5S0mHDPMs9olfAiIIolbJqP48xDBr96Gj2g71tEeRtvdrVhChu2qcnZ\ng7S41jBNC04nGtuxTZc3l5zwFL8gikUoRZQK0yjG8zOlsvgyIOVKnBts5QgbtBFae0GoPfO0EcJM\nSRWf554UNsblxMLGh2bHdWzRN569rFEpcasc4+S50RIF3O0kp3NEdhXx7LHFUWVB2UVctrxeV4II\nSJsx2pG9JCqYZMYWxzxFhvlE001spsPFzOv0E5U7Us8bjTFkWaiswvnIWXvKOrHvNbvWY6cfSDNv\n9udWUVnFecykwSO15lAJXoaZg+6JyyvZbxy7A6s/seYV11Vcn54Qff3md7uecbc9w/NMVbX42hD1\nwmY2avWRJSRsnRFSsLx4lE7UdUXwM23pOS0Lx1SxyoA4ZGy6cGJhn3aMUyGpwtUXsrIIbQhK8nIt\nSKkwm+BWOExIzLVkDhklNFku1FXPVARridwf71jUQMgV9e2B9TrQyfrtn1K1pHGhMZrgEuM6Y3RC\nbREZZ7qm5uwTjVL8NE/86Zcf2JZAu0pOLxemqqGTGmd7Ps5PxLyhqxq7vWD2NdfPGdPtkMuGDpAa\ng1reWIwpZogaYbt/MR/+4AJrfJpwxxtOlyds1+BK4WUYMXXG6sTvfnj5vYcGxKhIwhDWgtaJ4CJS\nRUx+hkoSlgvvHm6Ia0Q1mp2omNeV1FtEEEgCAsWqHE1Y8KlwoxR2zGT5zGIFl/knQl7ZH36JkIHG\nOMCgSkYJz6Yyr2tEmQbbnRgvgdUIqn3kNGRW71miIqw127KSKkM5z4zOkOaN8/QZfOT9Q4cxt7i0\ncFtVPOzuIRWU93z8/EhAs6VI8C8I46DaEeZAd7xH2w29b1Ah4lRH3jueLj/hy0C//5rgIz+GF+5u\nbnHWEmMihjMlRIw5sq5nut0tOWdCCHi/oksmCYPpHqBY/PzMlhzyrmFRF2KRLNOVvavo71pWA66y\n/N//xz9yCk/QHvjQH/jhx//IwIiQXxFfPFZK8DOn08riR77+6gMv04Rta8Z14Vd/+ifIbebT9z9z\nFJJ//k8/8vh5o5aKL3/TYnrL/kPH1x921G2PqmrWpKm0JCeJriq0NMjSIc1EKUeK9KymoYSfGFNk\nXhecilyuJ5pdRZxXsDvsJrFhJMuW4C80omUeN7LyzGHg6CQ+RYrWLE9nbGuQaSNrzThcQFSQQXc1\n4zUxvvo3bmRfc10CNVCkZd4kjStULiJQaHHHNkYa/RYSprLgH2l3mhhmtK45Tpqz0azjmZI8r8+O\nm4eMC4qn5zNq53AmE+LKvukYXp+pOo8VNVouUB2RJJQUJLOyhYQxAqMdIRl8UpDfNBN3bc9Pyxnt\nNPvpyKwNjVekMOLlhus7wvlCVyTLlfw/tgAAIABJREFUvmOcJYqISBNOJJy847yO7O1GXD2q0iQl\neJKF476myYl57jFC82VreX39gXdO81QicS7Y9sh4fcIeappgafyVc9wwpaZKgVwL/BhwxnBTOQYd\nsVnw6fVMiIJKb9wXTdkJilQk0/DDMlLVAbMlzq+BbGtSLtRVixUjUkvyIjg4MIeey5aQZkYfEmqN\nROHobjSpPJNsRUuFTBPNvWAJV7bJUTUdF7/Qv1u5yGdk7hEpUrYNS0SpW5RKiDiwPxq22RM3RVQt\nxLfe9zlPWFri60xuA83ujqfxipYjIRuMvJCCRJqGTV2wrUPPCV8ixVjm2iCSJZeEwdB3HSXUSPdm\ncRBZcZAVzsGoDE3zwFYmjs6yCc/kwJ4vWGV5qh05aEoq3NzcM24jUShKKeyPlmm8UrcNRXpcrrkx\nb1zVy6xx/QPd6onK/X4wLlEdFdqv4BTOBYQMFCX4KAxiN+HkkZdh/Bfz4Q8usNAHrteZRsPr6ZG6\n2jOHFf164mk58XixKKBsVz7c9ahSkFvGNxUiKYiFg0r4sKL3LSlmSnekN5owJ77+Ys/P6xmipKVB\nrBcKBffgEHElvk5c2syzOHAoK0X9M78wMzbsKPpAkRWClVIMW9ZA4VDXPMYFZzu27sR+iZSQeDIQ\nUmLZaoSuKHUkrZG8wq5ueJon6iozxYJPHfVi+aP+hqPdUeuaMK/MGV5PC8J2yM6Ckry8/paH5pco\ntaJ8xNiWy8tIpw2TlXzanhmWhbt9T64SbJFOHvn6y1+T04X++F8yjx9pm18iZE1OAyHOaOFY/RVy\nQZoGUQpaKrY8krWmhBM//PYHwjaTwtv04uFWs42WWlRUpeN4t2Mn/y2n8cr1daIyNb/59Z+gtWH3\n7h2//au/ZxrhdbmC0vzN97/lcglsQrHbw+ef/4bK3vBXf/UzWhaUcHQ3ib/49Q7TKbg33H24pWsP\nrGVPihYVHUupqHQFaNA1JWVKTlS6YZOezT+yZvAJhLFMy0hvLNW8IgWE+cIYIisanz1Z1ZymCSVv\n8HPBSEEqkVVNvAwnGgyXx5VgM1lakk806o7kM9oDyZKkJCdDWgrCNtiSSbmlcp59rblr9wQpmYLh\ntn2H2ArC1kzLTxyaGyKe0NxznTJNt8AyYlVPDjPn64VPocYvgbt3ltkU7JQw20wdQbQdYTUoNyNS\nRtQTJRW29My+d5yDQHjJsCxY5Yh4XFfh10Ci4cO94/n6E65r8F7jsZjacZ2BC8jeE2NFXRyn+YlZ\nbZh2z7LNtF3CIlkvV4So2d8J0lCjFKy6I1wX7sRKwHIpGbfv+eHxmePDHQMrOTzybtfxOgSKsozF\noGJi2AbczuCCwFlDzpnnaQIKaWvYdoFfdB+Y14lyM2OKQ4ruTVOjNdMSOFSKJW/Y3BAXzZgTXV3z\n9DxAmqh3irgF3vU101IoFMJOU9LMKc90csdt6hB2ZRWROr39r941mWFc6Yyl3UumGfI6UO9rhM5U\ntWORArHmNxK9lkx7z936BuWNVaRsGdEeWZZMZSTjq8dWJzqlWPxMDAUr9jzOK8YI7EUh1w5Te4ye\nkTRkWTMR2LUtIragM605IOWMLbyR1MtKaVr22TGXiWvp+DnMFCaOSbNIjS8GFRUiKhpmzGLoRM2x\nhmm8cqz3lLphC4WvmlvGciH7mag9uy682SWO3/Ly80q131HlyJoXttphzUaMmUjCpYpGZNbUMa6J\nu2YP/Pifj4f/PzLo/8vVlnes88STmnFZc50nohrJ64gVPYc0M+tCe+gYgdVf+OL+yN5GxvNM2iJP\nB8PNw7eM0xNf390wBEsRjg+7Hr9c6VSFmN8meo4d+K0Q5oWu1ZTkOF8EaxlQzrJcQVYW257Ze0uQ\nBlvvQWRYBSlJlCi0dUNkoufAsX6PnwJ9bUFfiHMipxlZJTYHKTeM15W7fUvRI00j2aKgXw3/5uEr\nvr5tyGkiJ4+IEyFEanNAbAUlG6rmDmF6+kPD5affMZ4Evdvz8fMTwUiKyhBXSnzi59+NHPt37A53\n7JovWIZHivo7pK2xtiPEmbbbI2RFLgKja6SU+G1CVw2rjzRmz7ZMpC1TiRqlC0ulUKmwbRZkSywn\nPj3+Fi9WPv/uJ+6++IJhvLDpHYf7e66nZ44PR7748iu+/+lnumaHmhs6HXl/3/Dd4xPHO0U+jXw3\nPDLMnsdh5c+/veUX7xUXt3F/rDg8SKR9w8ZEYWnXGmNqKA6jFCULrDFk7Un5lpRnKgPXayGWjjWf\n8WlDy0ggsghBnyNSVyzTii6w/L7sjOrI4gpJ8hoVWbUokTEZRgaUjOSp0JcZLxzT5ZUNjUYgQgYg\n5pZpmrl1vweSlgtrKez1LTlrRBYY844SK2JcyWahjw5bDEuOhAIhwzAnJIHJK7ROVM2eqvEMpxf6\nXcsTidOq+PDFLTotVFGQjQMpcXWBslAl8FoSEZTiqRBIaVGlIgtJUgZjFYXAnCd2ux5dWsQG1dYz\np4hCUbYzldJcs2NdV/qD4ZAdafbEa6KEjFESXyxu1+GvHiczkpqUNOLgGK7bm3m4jATvqWpNESOx\nShhhEFJgREZJzaQ1MVgapSjjRKwbcizEuKGUYUXzybR89UcfeP/6Ky7L89s9bSl65RwGWvlWMXic\nFabuKGmjaVtKijzPC54FKwrr84KpJYMfyDoSk2UaoJEV18HTdy1DGpm2hNwdcOtGZSKLSSRT6O8i\ny2nlrqrJVcaYinEzaL1D6itWaQ6mZ7EbjZecs8IoTQk9ZtVIb/HXV+aDJqvCJRhi0Ih8QEVBWC5o\nKTHB0ehbBjdS3TrOLwEbNQLNTedo6pbL1bLf3ZPYcKaCsLGmQtU73JpIMaJ6S7oMFCHIdMzxyhxO\nHNTXSNEylDPXnaVNGVMUWVek5krlBFtUPAjHuL4NLFWxotWF4mrKNqM2z/4Yqat74uOVh6rhHCVe\ngRMTZh6ody3NCqmyPIqC1v9yJP3BBVZtE0a0HFTH9XpG2oCPhZgs83ZhpzZKbrlsmtvachQCqjeO\nWapqqltL7wx+O7N3R27te5xs2FKNLAfqfOVLt5G6Cfv8E8fbHS/PV/a1YN4Eye7pdhFZNMw1UifW\nZWKcPb2CnDNbmqiUQxhLVImSC042aHYkFLWeyfGZts8spw/svxS8/PQJGSK7FDlVigsKNa1YJzh/\nXnEPkV98XfPVfQuisM4LwijmS6KIisP+HX4sLOWVev9Lam0JYuSLD9+Q/UaZE8J7utHwfDqjv6hQ\nwaA4cgkRqRau2zMSg5R7TDbk+MrmJ4ytsVIjhUXqihjfCOY+1ux273m4+wXT+p9YdSLGwDh9Yr5W\nxCBRQtAfOvKTZ3rxLEKi7J5pi1RNQaTC+fwJJRTV7h37d5kPyrFcRh79mSISa5k4X19YTnteJs/0\n+UKjFV/e3LDf95zihb2qkI0kO0lwljUo9kpgtAbtME7jWXBdT84ZmR1K1swXQQwTbbenLAN7sWML\nF7pYU+SCZgKfCVIjjKCNG7JUXMWBYVqYQ2IRgiY5RnOlmA0hCwcleJ5mStUzj5YmCtIKurJMk+K6\nrDiTyUGBjuArVr8iUk0vIzoJpjBxs/+KlCKqWLQuzL7CuG+48D2j9/gSybbQ7BXXsQHv6UWH58zy\nYlH7mqfrzLedRRjFaYioqmYjsW0jD9YiVkGra1QaEfJNj6NQeFXwdUXMmhwLm4zYKiBFwBpLDgYp\nLXHeaJ1COAjLSL+ruXSWy+vG1/aBqnb4snFeXggJ5FaTw8ztvePjyxPbQ00377EpMMozLmcG2RIH\niQqBRUq8VuyURhbD/0vdm/zslmXpXb/dn/Ztvu7eGzfajMzKyqw0pXJBeYAlS4wYASMzQgiYYzHC\n/AkwQMgTJCQkMBKIAcgCyUIYIZpJUVAyUE26MrMyMyJuxL33a9/mtLtl8AWowKXCKnlgn8nZWufs\nd4/O++y19nqeJ6XAQQvcdkMe03NTkBU8jCsX1xcshxUpBM5psoQGycffVXz38nPap4r8wcfo0PA4\nfYPdrHRJsgrNMTtcZVHi+ft9ezjjvKKuBEV5YgNeSJrYkuXI6mvmslDpRFw820bzMBxAa2SZyceC\n8hn8yFS1SAnrw8hlc8n5NNFdblhOhXq7YwmSXWWZi2I2GqxhzCtiKjSVZT5njK4Yy0B/cck8TcQM\nRUkaJ/EZTOUIwsBhRXgNskPYgTxJqtTSuhbZ9DTNFX4+cHW9o9MOU8M6R7q+YVgc45qoKk9+yJTj\nSO8k7/yRkhSuNcTYk1XGpIVXvWBROx7OZ64rh04zD6Fhbz5inJ+1SqVK+Fzw2SJUwxyO6KZFBcjr\nwsgtTZ3IwpKtQMYVqTdYu8E/NSj3yNPhDmtfE1z1Z+LDP3KA1VZ77vJCmldEiSzLwv20sGsyunKU\nolCDxTnJXE3oKZCfEkbXCBVxTqFcw0vVoytLTHva6pqXpnqWJ6l3vFtmyvkt2x5SOeK0YysmDJHT\nsKK6hrL9ltV+XiirQstMjhHIkFeMEgxZsKhMpzRpyAhb44cVE1v2zQfI2/fI6on7jWa7/YDbN79k\nzBV5cihVMK7Qbyyut3R94dc+/xhXSZSQjINAVy11X5PSe04pUayjbl9RVQ7cwvx0h3UXhHFGy44l\nzLw2PcK2pNry8y/e0F/D68sdOs+czj/DmCuM2KPznsfjHyC14jiN9NV3cG6PUTty9uQckVqBkqQ8\nIYLGmobHpwdSSSgrkO4V1uw5nUe6V1fw9S+o+0SjG56C4jiP/OVf/S1GMbM4TXv1XfRp4Yevv8dv\n/0+/w+PhF3x3d83/8eaX+Enzy5+euGgMn398jciFFy80bnPm6uUGdzGxNoqpaJrTmbbqMNEQrUWp\nBD5T1SApSAlKP2e1tTGIrFlzQStQvkJkTTCRKllaH/B5Cz6iS0vwBfqCOQ7kMmDLDTa1vJ/+mH29\nw2RDLIpHNSMXCHLmOFRI6fBMlLCQ44690OjwxJ1UbPYb4nEma8tcnSEYikl81LfkMaLsgnIH/CSg\nSA5ixKSCtRak4TwM4AvzKfL6ex3z3Rm/KibV0GlPO1iezoWrBtZlIa+aoDXFBpYoWL2j6gNCGZKX\nbN2OIZxxZUM6ZywLsa5xCIIoHMlsZYUsiUZqNrXm6BI5F25e7PilX3lVX9PVkm27o/db1scZ+fYL\n3MVISobjwxuc0Gz7K4oMxDriR430EopgrwYOylO2Fu4iezrCNJNkYN9mBA2rqLFixWRJWE6YF3tK\nytSsGLknKVjUAdEpvvfpR3xcf8Kwr3GrwuWO+bpwKHfgC02XWP2EmBb0rsI/LbhSs3BE1BrpYDod\nuXaWJR8R5dk0k2nFqJW43xAO99RKE4aJ623Nu4cF6VbMVYvPoKbIbn/DaRgoVc2oAnVYqNcD9eUV\nXexpTGKpMmVe2C4RNj2LlJRZkW3HaV5Jxzs+3hjuFsks3rD6F2TT0ZQRPddsNppwfmS/CJp6w3E5\novZ7KIZWd+BHXm1f87QGjMgsvsLuLAiPrQ05reisuXXvKY1mJzQ9FcPRsKTEJAbqdYYVoi3cjW95\nvXmJzQunsNC8+IhximxMj0kdU7ylQlK3jmxXjG8Io0Q7xb4WrEpgzQmCY11XGrElZAViomoUc9Do\n6pJFRhp3/DPx4R85wLIi0cqCuBAsR0GOhc5YHJl4PHDWias6stGCrAy+hpdtxRQXcshYWgyGULU0\n7oKtuMIGheOaZRVE19Jzz+IiYyqUArV9j84V8+kO1XiylrhSUFbz4rMrOtfwfpyodaZMBZM1U5BI\nkbDrQi4GgURMhZ6aWTpMvqbrLXMwXMiRb9I9H7x8TT4/cWwC6/TcZODWiIkbvuNqvvPBZ1S1IhHZ\nffCKqnnJ7spQfv6z5zbs9oKzT2RdmEbPugSMnhGiJuSRrnc8hUD/8RVnOaKiQLw/cCqZ5tWea/WC\n4fEJK36J2pyQwvD0+EDfFUqqGM7vaNqPkGxR2iFFJoWB2b8nqXtiEWQy0yI5/fyXnI+S83Wi0wZE\nwrUb3j38nB/86q/jv37i+sVvsQiYgkDVhsPwhiU+UExPWmam48Tbh4XlpCnOsxWa7376Mdc7idoE\nZtkiTaSYmaN8VusQ60TWG3QQCFfQwjOPE7KqqVMNKZGkeu6aiwVhJSI6utJSXINVkTrXiGVleTqR\nrAIzUBaHmhzBCNI849yWsCoGElafyU3F47xwHaGuJCclePQjF/aCcJ5ZrOacZpJzzP4d21KTa0Ge\nBHaOTHNkCiuqkqidQpZMjC3ONDRGg7ZEfcaplTAfWNaJ3nnOoyceMi4bum7H+PSeEGtUKLy+eocz\nl5SwYVsLLILz+EDxikVUbOlZj55aeEIOLGaDrsyzAOq5JegK3UoiNSUGlHHIUrjeVFRlYckLS45o\nU1BZ47qG6B3fv/oVSJofXl/xYvcJy13iqV4IcUNl33B3fMvF9QXrmEnriiqeeA5UlUVECcDtCF7X\nqDWRwwSNZDgvuK4lNxrTbumGlbKc8U2NHzw6JfIIzgmy9IxkcqmpmGn6HS+ajo3rmO0eMUqa3R3G\nO6K9ZmKktk9IecV4KJQMWwemCIbbxFItqFqQREAZS1UEQ5rZv97x/pv3WFEQJbCtE+e84teINorR\nWMoxIaVE1x2nx8Bmu+WsPfq8oK1E1htUhmDLM2F3EEjbI2oIk6UsM2tWLKtgm2qSumBiwIcZEWuS\nKWh5prQWKg9xojjPO0Z2RXOpW5JoGGXh5d5yvFtZQ8R1Bm9gazUhnKhsTY4LzJmCYaSjWj3fxCMs\nK7HXHB8mnDXY7UuGQwXqPa+kosSBY1NomxuGFAj1hPGK9+tAmzNZnNFVw3p2aLtFbTwpTpwnQd1o\nEjVSGT7oJHlSjEdPqgrfnJ4wF5DCQK1fENM/ZsThk1Kci0I8vWU4nRESKDPE593+K1vTW8tbf0cT\nHfOg+GZ5oNnWdNseP2s2Zos9CULbsRrBtt3wfBgv2WhPJDAYgQyWjCOmF5xOb2mvt9TNQhEVrrGo\nusN0W6zsUO4aoQMxRnQI5CiZUySnyJoD43EBucF7gQ8F20pKsuy7HdNg+NW25c4eyXJDWe9RVmHi\nRxQ7IqznL//Gr7HZ7FCuQqkGyowwFi0zh/GJurGoRjA/rbB4ECsmNTyMX5GnHeE80uw0a0xMdyf6\nNvH5Zy8gWow0PC2P6NpQzhKrIuA5n46M5yc2/SXJJ4b5DikqmvYSp3cYYVjDF5zHI+HpazaXV0zL\nyDgFst/RWEE4ZsY2cdVVvLmfMa5njImheH79Bz/g8Rdv8ETW8xN9p2iqFusk9YsWJRp+8vN3lC7z\no+98jqrg5ldeEJ8esFIT1D033+kYCmS9IUTDtGZebSqyFBQVyXGkts2z6nVZ0SUjhCCgaV3Fskra\nqmGeoRJ7yBGCYYmR3rUoocizRIozsgHhJfGkGUKmVj1PeWIdJdZ3GLVyGjPz6lnFwra5IDytmFly\nSme0bZjPMJwh77/lq7iV8zEzJ09bV9BYugvL5WbDhWkx1MxhJHqJrBNGnjEyP9vFDweKDvR9z/S4\nAhGrLMYI6s2OpvXEsUK0gjpvWe8X9h/1zOMTTm8oIbBSMa1PmLoiJI0OGpKk0x1FGipbsUYFukJV\njhiOaJGJUyZnj5CFbDbsRYPVW0R3RaGn2l9yc/MxV+4VQQTqdOR0WCl+wuSKbb1y/3SLUivDvFJd\nXOHnM1LAHPYYmVFmYQkdqz4RKhBOsLuAD9s9Q1yhuiILxcN0pm1b5nHBB0WKPU5quhAY15Wl0ixV\nAl3QjaUNhjCunN8rOneN3zzx/vyIMII1REzpKFJRZEILqDcTUmliiiAchZUxWoxq8aOltzsgIOUG\nZ+F+egBRId2EDDCeobowLEEgtWX91tG327Ws84D1CR8jclfjXEsZT5Tzs0/dnBemUqPcFeMs8UUT\nTIGFZ9KwqfDSMfnAdVGIklkrAUdNkA1LvX0mNSfYbRruk8ZuBBcuc1aRCUtYE9Q3LPmENgVHpviZ\nxnq8fyJ4SZMtw+GI1olpyjyqI7oZKBP4ukc3FpNGiCNbHwjBEEPG1hNrqqjUBUEIRjESxLPkUpoH\nNp2h6Ip5AuMiWWWWXBNkYV0m6r6wlZZARfAjzv5jVhLclYpkM0ts2W7gYRjpXI1WNTlAdgovMvum\nJ8qVS61pm5oxJPIg2LR7RqXpNhua0jDlSLAJywmHe7azrqE9Gg4LiKYlmHvstUIXS9PuuV9Hgrjg\nqtoRRsfu8gZTOYSvEVIxzJFJToxhIcSV1igCK9HPNPOK9SOyEXh5wtQHlOyRi+Kmv+RxvOXF1SeU\n4cCb8BZcxXdeRX70/e9hmyuEjChtKDmToiBGD04xSMHgZ3QrGY8z+92OJTyhQsMaPOa6JuhCVfe0\nF45eB5Y441kJQtDnjj/42e9ze/fAb7lfYU/hePyC/fYl8wJGGbb996maF6RicAZKGXl6+D0Oxzec\nFs/v/fiPOb2fefliRylnhjjRiVcs6wGnP2WRiqa64u/90VtkbZiXgWw9b7/6knleefmpoNu/Ii9Q\n9y1uvyPdjvzoN3/Adz55TUwjS4EpWrL3pEqwRoF0jl51HBZNKoI4Z1K7kITFItAFUpaYyoEsIDLa\nFFYfEMoRZ4+rMzlLlpxAO4ToSWrEp/isyC42DNPIEjOoBpkGRg7ECdxgWG1Bx5b5vCK3Dp0ss5cE\na1m7QjVULAdPtitCWIaDZ2dqkp5Ybc0Zg9EF0600/QdcVC+pYsXNxWtun+4QNiPNzBA9wkI4zoxZ\nIZdMnQpjo9FpoTZbZiGYmnsuL6+eS9NI0IpOVqhhYjYd+TDRbR1PPuJUxft3Iy8vWpgyVtcUuyfm\nhmEAqRxazRAaNJ4qVkxKYZ1B5cyYBDE5ar1Fpi2V7tm2L9iqaxpxRagUl23L55ee9emRR/UN53El\nU9jUCssVd2NB2Z5cAmW+o0jJOEfKHNiIhsNc2F/tub654ZOPP0O0FfXuCmUOfPHlH/Pw9hvubg88\nHRfqRVJqyzkkpIlo03J4ODG9GLn4+BO68oo3X7ylPCVyKHS242r3gqdpQucVmT1JRuYlg/Icx4w3\nK1u7oNMZF6849R1mndEpEOrCYiTyAY5vZ2rzkll6isqI00xpGs6Lpp8USnju1ch5iJTk2G56og/o\nXMisHMWCKQvOSDKOB++Jw0CvG0TIhJyI2lBkTQW0qnDhEwdvGQtsreSQBLfa07mCH96RRYtSr9kU\nePBnBhz7rsPlM5ITrW04z0/UjePxaQZRM5weydOB617z0yWirSEuHXbTINQAOrDOZ152luNpYJka\nbNF4oTA4ICC6kaoYaD3ImTkmsquRZkGjMPsbkg/4ZUZlj6NmOCtWDbNZ6aLFxBFRPDEE7K7jccp/\nJj78mYAlhPgI+JvADVCA/6CU8jeEEBfAfw58AvwS+KullMO3c/4t4F8FEvCvl1L+22/jvwn8R0AF\n/O1Syl/709b8YngE8cCiBsTs2SrHUZ45B89+t+KzYs2KuolMa8u6RKK9pXOveSyZrnOYkjiHA0YZ\nan1B8SO6cWg940tPHGfO9YCuG+7mO4ztKJzItaE1hl31ir6/oXWXBBVwweBUS60rMoFpSSzxER8j\nMa1YZfH+xBQEB2VY1QE3axQWJ2vmc0Y4ia4NP/j0JT95Clxdv6QzirTc8c/84Hvs2u8jiieHiZxA\nGYMWgrdvf0FcB2y9p9jA+fRE21oe7t4h55VlAukCal45SYmvHJ/318wLjOevmMUzwfHpduSr00yI\n97xtLO/URzT9wovrihIttoOm+QhlLghxQUhLnCaOh28IS8DfLvSdo7aS8W6k2ll+7eYDykOBy4rD\nV/dUssLR8fr1K1KWlOJ4c3tHipqnd19zPx/5tb/YUsuW+2/eMIfI9e6K66ue2khwW8opUr1IJFHo\n968w3bPVSqawyY6IogjPMgmkcjRaIkTCxwMlVzjhcLZDph1aSWYhML2iTBKfJNK0lFxRjOI8V6Aq\nZF4JCxCvyesZJVaO6wDS0KeWvBmJi2EOE8pmpllRpOMUE/W0oIpiyRNFRpZVYCpP7Z+9qXJROLdD\n8OySSyPoLy29cNSpQmYwyXI8DLR9ZNSRuNzjZeZx9Kg144xnCCdq57gTAWMCtdihY0XtGvYmknPC\ns1JiTTNbTr3nYfKkMsH2Bl2uGc8VzljWvMNmS+Z5vlIFiyV4haouCHPAm0gKkd72uA0ID0mCNQ5R\n9pRcoUqFigqbMqLreXQ1+06i/Mjbw0jVW0xVkfxILT02N5y1Jl3t8I8nyDMkS51uyW2LkYGqabjq\nb/jo9XepXI9pJN999RlvD2/5ye/9AV/MX3GfvmEYMjZZRKMJY2CvJNsmEoOnVCNtD/Y0UO93iA4u\nK4l/sITlgLKJNVpqVia/YpVgEYUgBKLaIuvhuXS5qXk8JHa6QU0rZwuHXrBtKsw4M66Rtq4Iy0yN\noq4lx7wwJIuxLXdPB8JUuPrAoDLku0fURcucJD4eQVYoUXGUmdl+jass8k6ynfYsdqV1keOcqE1L\nVUUskigXTCzs20umZaTWO+o4M9Ur99IileKmM7wvHlVgGzNrhskb5jRjmkhZJ6INGOV48geqIsEc\noW2Y7yb2Vz3zek/bZk7HASU1WRpMKqTsUTIg68zdwx1uf0HRFcgau8xYp6HUlChITnFQnn3XY0pg\nmRWqCXRk2mi4ywqEpssP2FqSxAGtNn9+wAIC8G+UUv53IUQH/K4Q4u8A/wrwd0op/44Q4t8E/jrw\n14UQPwT+ReCHwGvgvxNCfK+UUoB/H/jXSim/I4T420KIf7aU8t/8fxeMBs6zwKHI8tn9VbU9bjlR\nZctSMqII0tJRlgXZjhyFYJgj+02L9wd0MVTqgkMa+Ki2DEWzkKmUIp2eMAaC1pzen7BJ05WIaBqK\na0kZuqrFZ0uZNBfVK1zvyCmSdHm2QsgzNmTCfGCdT3x1mNFxfpbKWT1PErYKrE2kWdC92DAmSMeR\no73kZddhdWAr94jLin/i018H2W4QAAAgAElEQVRBOkOKh2dJHM7AhwQ/M57uOKfMa1e4PdyirOL+\neMe23vPm8cyHF9ecFk/wM83G8WK3ZT2/5zx6nIXb9yP3xxlEy2988msMX/yM5v6SL4avqK8LH33k\nkBRiGJ/diOUjfn1CipH5/EdIlQkl8+qDG5ayMEbY2QuGZaWtLeKFYvQTt4dHytVztvvB689Yh5WH\n2zPSG+6/umW8DwzHhYebb/jJmwMPD0f63vDB919xcXGDS5mIwPQQiuLixUuiWYlhppgKHQWmts+K\n+EHQNg7yAhmm8LwZCKFgtWRdI02ViGvCZo1QmUVGXCh4LDGZZ5O5tiUGhRcSLwUriega4ipw4op7\n/wS1Y5pnrNR4IzBmwinP/e1M1+9Yvce6a4gzdbMyzgOm+5AyaIIsRLsnxZZrNxOd5JOPb9jXDikb\nDFtisth6R+UnDucTQizUXcXj/I6thtu5IBTsKsXqJ3SJ0NYgA7LvsVExP2VEZZilYplGrNIQIcSA\nT4lqGbkP4GeNS4KXl44RyaYR4BXGWmydEELgx4nkJI0Es7+kuA3GZxZG/HmlqIliBT5C9oIkE7kI\nKIm2h7rXPB40Ic2YOZK0xVYtV+nMHBbKoun8RBHlmZrQCp7mlpuXLSkq9P0AVz3+a8H2YkubDZe7\nnsubl/AXGt7evuUy3zD+4kCIK3nO2H3NH/3RV/zGp1/w0uyRpiXzhK63lOypTWAMAz2JqGpCKtgX\ninmeEN4gjo9oZTC65rCOaKGY5hNdkuyDp1Yar2Y2rqYRhvvTO2KsWOdCUzm0DMxBYYpmdR55Ctgk\nqWSmpMy7g6ERJ3aVIQ4JaQIyFc7TgKxnjKjxc+IkMn39IWcfEKNg0oliDScGQjRYY1lVwyInDIG2\nlUyHiYM44SrJPDU0aWYdFCEJmm3Eq+rZiaCvKPPz2bf2KzoL7uYFZ/co/w25CHqpqG4sfpyQaMwM\nRhpKXUFSIEDnREgrVvXU7gqjOryfKFo8n1N5hRAaZyru14VXzRUlHJAl03Yd5zXB9IQwijIdEaZm\njh5sj14Mclj+/IBVSnkHvPt2PAghfvwtEP1zwF/59rX/GPgfvgWtfx74z0opAfilEOJnwF8SQnwB\n9KWU3/l2zt8E/gXg7wOsfp3IxT9rn+nn9HA5jTSqoFoYD54rBDJ6dqbl4bEitSfsVpClRhvDNlfk\nsuOUCmNeIR7pZE+JAtFIxGpQXrCvI+soeJCSC3uDCQWtNNvmhlA6oEJaQwgCo3pUicx5IsjAEE8c\nzw+c08A0PLLpDONyosyS0zISq4CNhZAVtlpJJ8X+5pLLaGhEy+N8IG4+o9ZveHm9QcQDMY4UPyG1\nADsS/MLf/dlPkJWlqxJeGbYp8TgM3HQvuHzxKRrP3iZOqgIlaHXHVAQ7PRFUplENZhzpP9A0yjNv\nLLIXfOdiz93yyJdffslHLz/CryMi/xg/z8zLwuo0y3jP+8f3NF3NB5ef8PW7H1PtL5lnw7yemeaZ\nzeYlw9OK9omnrx/hwrPZPZKE4+7hlmWI/Mr3/wL/Z/x9Hr7+ijgmaulwdcvnv3pFd3NDq3vW5ZGq\nembNSy1plMOolnEZia5jEEd0kVgamtaxhoKtIzFGipOksNI2O8iJ5x6Q52YBvGdYnj8CoTNlXalU\nQ3CXzNMBE1pyI8nzAyhPmhPzORI7S1/35OPyDIRW83CGyvT4YWLb7ZkHmIOgEgPnZSBTAw2zn+hU\nS9u9IpcaqWqyMpTekpLHaEGVJNPTwrYXFLuSmpl5CIQyUGuPKANtNtTXLfk4Upb32KpBjDN2CJj+\nY5anTLddibVHby85PxzZa4srnpA8dx4cF7w7zdTFk9oOmQTzeOKi3uBmT04rMlaItCJbMBbWHCgo\nVGkx+ZpKOrJ+xJtHsg24DmyW+GNglislCdYwE0JgKSf8NmNQiLWizA/kWrMCMjm2AlRRmJLpt1c8\nDRPDK4vab9k3NTevXjFvPKmRzI2i3+3YSAOL5fO95/6f/HV+V/+Y/PhEOixUXc95PbMeNpwej+z7\nL0kY2qsKs3ikSsSwEqKnUqA3lwgFB3NCC8HJZkLR5CSZy7f+eX7halOxigGBxIeAygsRwZwCxlZU\nTlPbwno+4ISlbgRP40peC9k61lwopSKHwFW5R9maU5zxNsBdhciKzcUGFzN3xiOC5grFPLzhUrSE\nxpCToe1qzkvkwj0bV5b5iMgC6h7kN9TdhMoty7ig5kxjHJUKbDvFOHpiW547RqcjBk9rCk/zGQG8\nMhfMj7eEtmYYQLQVq4/McUZnyKLjIJ5oAFm2GGMR64p3FbfTQl9fsCaF8xqU5THMfFjvWEhE49mH\nQisLD6sBAiIvqLjgdc3kJ5p9jR9mmuqCNw9nLrUg3/xDchwWQnwK/AbwvwAvSin/t2nJe+DFt+MP\ngN/+E9Pe8Axwgf83ffnrb+N/33U3zig5UYmVeVkgC67qjmmayF7y8cZxnj1nVTOWE+qlfd4l7R2t\nycBC396weMUndU2xE8IZDscJqkRpNFJf08ww1a9YxiesWEm+xtpEto45FSop0FqRTaQRoGXknGEJ\niTgNyMWzukyYFvwU+enhRM6ZXYbpITI1NU4OuBrmKKjlNXmZmbeK09PM9eaGIGc+21ziVMsyHcjp\nHffvviYJyevPFOvsWJZIheR3/9e/xz/1V36AEzP77RVFC/ZXivm9R9QWiyGuj7x9+1NEdgRtqF2i\nXEQuX1/Syhs63WGuX6JrxRQe2dYVl12DKgYRW47TL7jor8nrwJv3P8Fg8fNI3xoogePdHV29493b\nkS/f3tJ1H+L8A848QF0x/WRAuQt++7//H1H7C0ox3L994rYq6JD5wSffxz+daRvLB59uefHyJe3u\nNWVZsKVGhsTsFkoLqtHk5FG1ezakUxqjNphoKNKT64wUGfSMBKytII8IMjlVIDKnMEIEUTIJTRCJ\nLAVWtoQQiUtGiY55Ckh7wXIaGZNHbhUpnqmjplQTpaqYzjM3l5YyRmy1Ywwz9WUivHMsY0SXilwy\nqBrSFtNf4UXLvm4poUFUhjJNKN8QiiKrmcpFkIWH+ECxM1HfoWXm+KDI9Y7HFGknwalk+v1r5ocV\nLT3FzSh3QvoN51PAXTqaeOZVp/FkljlQS0t/9IzesziDaGCZj7RqT5wnqjIgMmg8fSdousKaInE+\nkGRklc/us3noKNqC3CFkZFonLi8j5RgZpoE5zyzhmfowpXdIXfDzgSbDKXsWJ5jEG3Td4e81QjyD\n4rzRxJPgg+vXvLwYkfXKh69fc/Xhd7m5vubaXbJpOmwRiOKIg6VNHa/rzzm+uuXp5gTnLcottNuC\nPEt++eN38OkF3YvMuD6w1l+yJhBZIlSG9Yytd+jaMc2FIT7LYa2iIJaMUhNy0TTKoYOlJChKc5if\nqAkclEKXRGck3huGGXKs8euBnHcgex7WJ3qnMPnIU/Ao2XAfOya3sJWBtSSkk1zsFKs8Y7LjZXYc\n5xFhDMbteEwBlwvRR+JppasyRo4cR8N6VsQmo60nZUdKBWueBXPbvSJPK1OoOJxP3Owkp8GTVHxW\nXLGeOEpaa5iLZziO9LZl9BklDPXsCTJSZyhy5NFENrFmTgEhjzw9Cup2w/F4xlWKVZ64rDpiMdSy\n5uNtzSkUkIaiDV1t8EZgRUeaFTY4Hk+eQa6kOWMaDcJgRENzcaA9CMrhHwJx+Nty4H8B/LVSylkI\n8f88K6UUIUT5B/mdf5DLxgNDCVRmopKa6BN5PVO5niwhecEqMmmJtFIx4TAbQ7M0VLrQuy1LaHB2\nQ0qeHCO2nLBCcDsmWmEReeKidai4sreFqdUsx0JWkktlKTFAn5BF40oh2EgWkmVcSCmAVCypIOaV\n5fFAWDKMmnh75rEprKeV9fGO6Awye65uNMNVS+AL1HxB1d+Q7B0+aD57eUX0AcY77h7fYUzLi8sP\nEKHFP76jFXC4P7GWEVMiS17Y9o7iPMsgGJaVoFa2Gtbzwt2Xnjgrbj7ZUI6JUtUMReJaTWUCcRxY\nl4rpYcC7Aq8EQhvW+cRmX6O04v0vfsZl/THD6T3xrJHdjsWvpKgRSvJ0OkJcuHu6JzzN7NuWWGpm\naRCnkc9/9OtcXl7zcH/ik/2nfP3lT0nf3WK7K/74D3+f+fYd3/uLP6JrtyzhyOpPaFlY00JzVVPV\nAh8D0giE1NgMjfuQKCJyTUjVU/SJFDLCeeqqxwdJSRqlLEokYlhIgM2CJftnl2giMsHDCsJtaWPz\nXAYNjpgUxCeyXanrSK81Ma+sq6KVHi9HEiurboijJhfDva8wthDTQlhngpeoqxcoY1Ah05oPMWtF\n3fQYvUDXEMdCGheG7oBrrxnHBc+Zh+PPEbJwdw6kduKlcAzjgOhe0MwNp/PXFNmzpoZaWOKwEGqL\nkBX4yDCceLnfk5TiAGg08bwy1BJ/AqsFddAQFmyTmNczYHDymVvoRSQaSW88azqiTSKvFQ/zgV0t\nkLlj9hOyOSLLwqavuTsNhGXF+4jSkSnek1TB0nAqB7Q6k2bBGC1dD6WsWKXwa0XdFIxemfNIFRd2\n7Z6+2/GyXPOh/Zjryw/YNh1Vrsmx0Paf8fVj5Ob8IafLH3L4zYY/Ov9v1Eugml5zsdtzfneJu/wB\n+uYaaX5GEiOLkDRFcT4fuO4s+85x9AJXFHPXkuMjvc1U7cJ51ujKsnjBsp6wMhOlRbQdeZ1Qg8d7\nz3EE7MTkBTvXccIg08wmfc1SHCWt5OnMp80LviyB2p2ZHhLlUqFXy05G1ndHXP8JCo/oOqpoULWl\niDOkldul5koYTJ5Q8obcZ9o1kDaSq7YihZnTyTDnCR881nQcbwM76Wmvt7hWkFOisTNdU/E0LAxB\nU5UIFoQXrHmhqnturObpacF2DcTAQ3pPp17RlUyV4aQKyyghrqTqSBsEu27DAQhBYY3BF0UvO67N\nTN8YnpbCPHtKU9CqwTWFcZ7Y9gJdns81kxKEIjkw0RE4NI42iz8LHv7/AUsIYXgGq/+klPK3vg2/\nF0K8LKW8E0K8Am6/jX8NfPQnpn/Ic2b19bfjPxn/+k9b76d/94FSAndKsdlIPvyBIYZAq1dWBdMx\nshpN70CmhN2GZ6O+JiPyjqI+plUV1jhGqZBxek5v/UxInjH3uGrhKQeUzJyFwa41s/FkqZmGM7br\nWaaZxSmaWBONwajI1jju54kcVnxeGYaBEBPH+yPpeEZkzfjOk01FChXrcWBRkayOWDkgblpuZEYo\nxaJe8WGrudlVCAWhaAQR6onu5ofUesf//F//l4zDhJojn3/3A6pag5dYZchREhbx/CdpMoupmf2J\nU4Hp+MR2kVhp6dSGEBLLOPGH0yOtsgyHrxGNYNde8vT1W7rvXXM8vkVXVxhr2G0amm3H+3Fme93j\njOHh3Yl348oX795xezewUwLuF2KdmIThcXik3j4b2l2++owXV5e8Pf2Y3eUFP/jggneHt4zLylVb\ncbdA6zR9v2X45guyX5mIqF1EVoKoM1JophmcqhFKIUQhZ41uanKINFridUEoS8ySgsaaDh8VJIPT\nicyRpTgQCqUjWa7Mc8ZJCatkCuBnUOtCJBH7HqcUxp3JckSJBJ2DBPXUEFPPiZHWrOQ1I04S4kz0\nhlAEwWa27p4uv8ClC8ZyRu8aRJDIRqNsYbw/kKxk72puecPWavxyS9NJYhboVeKmmqflQFt1zA8n\nhvGJ0m9YTkdcFpyfPAdbuMoVaTxT0eGy5D5MrHcK2RSSDBQpqKfEa1lxPigudhcEW3AmEKYvUdtr\nzsHT5Ap3tFjjiXoBEagbx32+JUrJeRpQ0ZJqzxIT78sbGnr8JHkYT8zylml6xJQRROYpPBBEZCwz\ni5x5sTWs64CpLT4F1OWIDj2emrkcuNRbrupLOu9wE8iTQWgwsXrmhhlDpQuu2WN299TzDVftxDf7\njvX2iK0rmrTlRzf/NN+9/B618+QiuTE9afkaoQyvr3qEr3H6Bc06I5hJeuAcDAZNRJByJJSMUqCl\nxK8DOs6EAIOOGBnwQpD3hXCybJxkvJ0IqjCLE84o5nUklRYRKuIyM5RE/9ZSpGUdMhdNzTysdN2O\nvCwE07L6DCYjw0ItI4MINJXh8Smz223wSLrbwPlQqK6umdTMHCdEPUIpOFbOMeIuG+ZzBbd3NBsQ\ntSWFzHJ4oDE1uIyfPTEI1lFgmozTljSsXHeGFBems8eYF/g8I5fCqa6Jsgd1pmwb1lUhxZmjmNnq\nHaKpcXkiSQEuE2Jh3ihkb+l9oUwr9+WMiJlW7JgcPI5fkUvBTCtiSixr4vGgqLvM03z/5wcs8ZxK\n/YfAH5ZS/r0/8ei/Av5l4N/+9v63/kT8PxVC/Ls8l/y+B/zOt1nYSQjxl4DfAf4l4G/8aWtuvhvo\nqpakBJWUzNkiJUz2wJJ75NahEAQ5ElTF1vU422J1xa7esOsMOrTPVurnM43d8BAfmYcDjWvw05kh\nzGxajfE1ldkyLgtNVngxE0xkXRp6u+AL3IvApetJq2YcEzIp3p8SaxJID/2qEe2Ou6NnXJ4I0qGi\nIGuPkoltt2UZJlCWkcjbyzdMauGzK82F26K0IsQO2zq61PM4PlCAOQlGX/FwnHn9yYb91YYlOiav\nqOTMMHicrGhlw93jPXqeuW4vOcY7mrpnWWCuIx9uBY1ocFnxzXjH+4eRSgmscfzg5Ycst0fefPFz\nNhtNXCOxLIzjTBFHNpevuGlumJ++4Sdvf8p8POLnhv+LuTfZkW5fsLt+/3b30WRk5ted7rblutWY\nAiQGiAGSJSQY8ALMmPkNeAHLz+IhLwADBsjYWFBFuZrbnvOdr8mMzGh2/289yDNAgrpIeOC7hzsU\n0lYoFGvHXmv9lo2azd5ys6+pbEEMms8PZxZr+Nlf/AVvX3+FXxL3r3/C0F9RpWZXb8j5QvHTr9h+\n+Rpj9pz6Iw/nM6ookDLwauewZiXZhssaaG+3qNWAs2ipsVVLjBFtMt5HhIp4saBUREdHpiBGA2hW\np0EEnFux5YYYFuK6oLyEqImLQ2SDtgXJZ2ChUxm713gvaKsS5yfu2oo4T3gjmBbJV6VhSTWni+ew\nhdNZMecrppDEqkBKg67fcbkqNnZDoqaqKrSTFFqSm6/I/Ynr+sRUnyiMZZqutJXl/ftvuTvc8TB6\nBp8o9pZh7rE3bzldHskIdCORriTlwOAn2mZDoWqmZYB+odSWNYHC4HIiWckSNLVsePIDFx/4wpSo\nZeXkfkPXNVyXlhAGNp2izJGmVCwuoXKDyDM+WxaOuJAQVeB3332HfRPRzYHl+D3JfCK6Z8beI40l\ncOWynHF5JZFwriZlgZKw2XQcl5nYTZR6opOZnZrRVnNyhkLfocczqrCQNbVpQRtkIeiMots2mGdF\ns9NUP6oorGM3Wr58/Sfsiz27g2WWTygNZdHyZfWOOc2ssWbf/YxNdUetnznzmRw9i1rxcqSrWi7u\nTMqK5Eum6KkzqNXhFkm/JLbGMHtH8iNxKXGqYFSJQkGnWtwKu+plz+natTg/83Mkx0vA7QrMOvIc\nEl1xQPsZq6FoS5IPpGxISrKYwGFbkL2jvmvJyeHdwJUdfS0ZpcMsDhFK/DSQ5cxQavzk0I0jthGX\nBJ+95xWGGBKN0ch1QBQN5TbR92cqtSdnyed+ZFdIjDKERbHfGmI1c54X/PwCv47Lyvam5TxJtqsm\nd5bVSnKwDP0FIS2iyVxTwnRbRnFmPS5sqhv03pIvZ4pSMj6eUQZ+pC2fq+nFA64CZMX+XrOxLfO2\n5nL89P9PsID/HPjvgP9TCPFvfjj3PwD/HPgXQoj/nh9i7QA5578WQvwL4K+BAPzTHxKCAP+Ul1h7\nxUus/f8RuADYVJJRLBw2O5I7omtDWCWaklZP+LKhzBFhKsxmSzFAqApsKKhthXIzzmqKIJDFmVxE\n9pypvKMPkfM4o9stVyfpCkdCchUDbUyIbJizwIQBFRS+CCg3vSR7bMGcBI+jQOQGPw4si+HqMvM0\n0JaGFAvOw0zTaEKaaSm4nM9UCMJxganj6M4Uu4734m/4k9tfsK6Cui5RwtFs3qDqe3JKGLPwJz/9\nCdfx/6BImf7jJ/p1BgUWya65QVlP8k/sQsXSZ3732DPrgvvOEtyZst2ilGNf3pLWkX0H788j+8MX\nmKpBpExhamQZCWHGmIqPn77l/fvvMNueqruyqUt2b9/wx6f/mONvPxDGhWoWmKxRSmBvG6anRCMr\nHvqZd2+/obaG4/jIvi1x05FrPxJSpmhv6JOiSom7wx2CgYePV6obw9ufWGh+IKn7GVsavPdY3SGK\nGpkUSQjqAnJcCeVEVQ7EGJFhpqxaFjeR84bFebKZwPfENTCHJ2KtXpiPpiMET5DiZc8sa5ayJJhn\nqpyRylPol9JxpSa0mFC15CItohWki8AH/TLsJwObb0quHyzBK3ya2do9ZjxiildoI0nDTFYJ3WZk\ndmg1McoJLRJPDz1rWUHOXC9PmNhwPF8wLdykBucC9bYhqowPhq19Q4hPqPSMmCLt6x3L+RGtHQWe\nPkuUElRiw2Ic9/uOY99zWlZqBDFbspIMz0dcytgWbmLPw2lG6YgWlqQBEkEP7HKB1ZDWims84+eB\n7SGAD/xd/lfciANrnJhcT4qRY39GmoSPDcvsWRNo2XKeHyjv9shKEZ9PtFLi8hO+3rHECtvAEgO3\nuxVZfyKGisl5jFpJ8cCSBXpSYD1p8tzWgiFISiFwQSCqis3tj6je7RnSTC0UNktUtUHqPSsLaxQ0\nZk+pC/R2x0VUmIsjC0+wFs6Zrt4x9RYnIo1WlEqzXByFglRY1inCMtGYGi8KpFrRnWFxI1W25ELh\nveT0dCbnzKaEb/2E1HtKYZAerNLM4UyIcLc1+OVCKhusXpFixpYFs32h4Myxx/oCHQNVTJRYxrCw\nLTVSzohDSX91RGbkZmVrLE/HSGEKNoVkygOqvDJnjdY7WpmY4spdu2VeAzbDogTSWXIJs8i41SO9\nxastpZwwy5ltY/j4fKZMG3qreWUEebkQ1UJd1TTVAVk5ltWREZRlid0YUnKMS+RV945p/A7ZCpbB\ns7oOOY/YnMg2oozFR81TeGK3rX6vIP1/pQT/F0D+Ay//k3/gPf8M+Gf/L+f/NfBnv/dqgNQF7kyL\n8CfKzTvG3GO7hEwrZVewXJ/J2lI2MEwr++qORIGxHcK0pFyhphGjImMfGMOJdRlw7oUkPaWJfn5m\n121IqWPKmSQCPktql8l+YNGZtX1NOHvaSoOsaOaekDsWIZDDFcMJN0yYMaKjZPh8JCSHMgWRSB0K\n/NwjtEZWO+wlMDlHlSMfOPGL2w1b7RFhgRzxOlHXX9HaBkGBm88MKqC3NbWs+avPv2SfVkL0ZCFx\nu5dHcH6sOBx+xnlZ+PCXf4lcPebQoOoD+7KjSIkPx9+SJkVmYQgnVu6QgyRHqOqOvv8Vv/70iWbf\nczm+Jy0LDDN++TUHG/Gy5XE9QpEptCUxUW1bnFv49P7EcRi42Qh8P1AYybCcGNeRHBxNWTEOC8Y2\nlMpg9iBuIceZh4+f+PXffMdf/Bc/53BbIAuPyBprHSkbtAqUOuFWhURRlRLEyJoGTOWJOVGbGa0t\n4zoShQChSerFb1M5IwrDZT5TuURYJUEECtmwKk1ME7VtGNYTViWE1izZ0YlMYRRCgdUG5+CuLTk+\njYT2DnscOGTJWiSOjxP3+oZpfUSieBpPdKKjyAf6/MRtdUsoFUcVOAhLpT1jhmEOHDIorTm69FLG\ntImoKzYCxjmg5Q3nYcRo+KptuY6BEF8I46qS+M8TPZbrY8+7jcH2CXNQHN0JMZVk5VgWx277BZen\nga2NiJwxHsq25rF/wvULS9yhlef0+UqztXR3gq0tGeUVc5As2bG1hii2+NRznWY2IvLb+YoPL+SC\nc5qxtUeOiWn6AEYz9ZGmHBFVy/O1pyk8W10RisReNshSIbqGHTdsugYjIjdbSWWv5MrRyzNJX8BZ\nYrLkkAniiXXvuPQnukZz2kCxK3j7RWa7zRRVoN7tmK4Tu6rAi55u2SOtwpoD0UjOfqWVW07OowOE\nWSArzTjWWDHzphbMTnHKmqw06Vkgq4UlSESsWE0NsWfVEp0gzwJpLUP8RBMa2kNFWCFdT9TbW6p1\nocorfaMZRaYME3Q/4vu+565VDOuRm40iozHdhB8uLF5hgyFmwTVH3t7UrO6ZrWsRWpGKglpC3FfE\nRdHGLdN0pWlLYlxeuKr2lptZQLpyEs+YsXoJG+mIKlv0mrkpbrj0T7gxcJ9KzrlkSDOVkFwvjqI6\nkGaHWWc4zOhsOfcJU1uU0Ai143h2NCFQKIWMgmnSrOtKayK1rOinmVLtXvzT+0A6gzUNPsJygc7M\n3BKZqoRdXgHP/6A+/MGRLtpK4vyWPSVWndCqxnqJrTSDG6mqjtVpCllhupppmaikQVvJ6enKoQUr\nKlY/EKTEO4lPksslUZSC5XHGxZreS2R9ROmFaDXWCeTNDZdTJJQG9fEj9zdbwpQ5holY7OhigqB4\nSs/EaUWJjG4LHj6dsJs7+vWBOnrKKHByS9pIpJghtoxi+oFBlzk8PPP364j4xZ9i2g4hKkr7DqW2\nGLklpYTzjl9/95kv3rxmvnymiCXLnNlvG4YhMjvF9OhY50Bz8Hx1/4/40//yz/nbv/qfmGzPt1eH\n6VbiYDl+fCJlj4qRbzY/RkZLfTA8Pn3L+9+9JwfJ3/3tkc/L3/C6q7nZvKI/K87zZ/rzv+ZHXx+o\nY8vhvkGmjNp0PAye5+eVpoo0ZWK192j5REwTfX/Gu8QYI0Ks6LrGWoMIC6XUHK8PLKPj+HDiT/7i\nx/zo5zt2e83MZ0iBKimkAJQmiEjRZHxUZOPQylEWC2sa0MykHIm5xwpe/qm4E+QCS808rPgYyTqx\nDC+kibh6Zt+zxO2LbyWOYHtWdUZqxVZoXjUZVS4o9YqcIwrFlK4cblpOk6WqOnxaGcMDm2LH46Jw\n3mKNx68OUVX0y0RpLKtmwzEAACAASURBVGO4svRH7lLFWpe8z544TYj1GSsL3JOHKpNDYBAFpp/x\nq8aUd1hZUraKmzpyeQ4kPK2qeRAVzj2RZYlZC6w0XJ4VqSk5LwOt0yxpZltt2NsO+gvqeUIdalbt\niKbGrSuWFudK6kqxPs8EUfE+BA4B2v1M2ldwSdyIijVdEMmRV+jKhmmZ8CniJbj1kcsUuBEV1+sD\nISqkfyG/z3MkGRC2JivNYFaM9KSm449+9OeU6pZqFciqpm46tJbUtqKrClAgTELoCNkTkuKQD6Ql\n8NN3d4TpA9OQmVQkdgvV/kpbN9xsGrabL1ldT50rKCKVKbBmy5g81jS4GVpZMHjN1ST6fuHrcsMT\nAeFG7quW8axI8obdq5VpKtloz9OamcYV4wZc3IAIlGWJ8wtr6Bimnn3X4u2G8i4x9ZJnJI2uGK8z\nX24EQpWkeGKzKVniyM1NTQqObAPumhlmSSkMMVrmdSQVmY+PPV9vvmEsKlQhOYWeclNSuivpIHGL\nJjyCXDyFkeTFsay/5NtBs8uGqlCcL4/Y3ZYrGT0EZpkI6/fsixLpFIOI1GWBCJo5RV4fdoTxTNR7\nVJUgOIT/SFu2nPyEpGNXjFRVyU3d4q1gXcCoRFkUdJtATc3xNHGc+hc02QBX72hCwXkeXx7Ne8sk\nFw5yx8P48Hv14Q9OsHQo2G9XhjnR6QMxJET90mmo64oQQVIinUDLitZaXHBcpoldUeNXT06OICeW\ncnhZY5WJKK48jpZVSG52BUMaGcUe5TK60igpOT/OBGl4+uR49SpznXsK29G7ldWdeOoTjswaIzI4\nBpVYpifKKtNPz0hRMcUF6QNRPKGWjDpoyvBM5Jkk9ojRULY129a8lH3bHUqXmHKHUAeSMAgx8/Dw\ngBUdUsJ8PWG94nJ9pqwOrCkRUJyuE3dmx/h84rH6zNc/+2+oPn5HGh7o5m+JU+TX748QWnTxgfs3\n36CT5XLs+Ze/ecIvF6JPDE+KmzrzurL85Msv+O7vv2fbVVhzz3RcqH6sWNXI/e0Nx28f+XQ98fHJ\nk7Ima4euPZUZ+fHrV9S+JHuH0oo0ry/0BZFo7C1Pj49IKVnnhfffP2JMxU9/0XHzRr/MoAsNQWJo\nCEGjzUsqDmkhrzgWshgxeqAIC0J5ljCS0ov3tuRAVArlPdd0IciG1V8pqEh5ZZo18wC3xZ4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Xq4Uu9/gtIlTaFQKpJSZBUa4S2fwkRZV9xtZ7a3Ghdf4KkpO3ISCKEwUuGifqGuJ40SGaUWZIaU\nBVk4hEzI5CElkrDE1aFSQGIIomJyCzFLpCqxjUWvFW6aadWWF7BdZgySsCbwK9rXHLo9DKCqhsV7\ncgatQEvD6s64IXLyP5SYneO6eLpqS44lTgZmt1KKSLY12/oWWyrialApkKVGShjnjPGKsFypOs2c\nPKaRhKQJOlA3mXeLZfIZ5xTvj48UzYa4TkTfsniHkJLLrmabay6fn9kpQ6oyXhtUkmQEj9cFudTU\nRc3z796z266UVQZbMyxPNEojw0qQK4qF5CWbuiC6hdEFrjFzXWdUVeCzZpE9r+9vMJsD7+7/lC93\nP6dWezCCNkKSoETmrrzhNH/DuO8xcst38e8Q6QNGJr7ZteTCAxPOT6jNlUrcUQgwKmJtwBQaIy1W\nv/xICyEQGcggpUAKRcpQ6YrO3PDlqx+TbcF92vBab2nVDiVKsoAQZ2SGBc8kB07TI6f+l3x/+Y7h\nuiCWnqfTmcQ9H9fEtilQs6NdBDWa5BNpffF3jFRsRCAVM9diRQyKbdowna9kLDFHqjwTjecJaObI\nikNohUuJOmmsNZyC5rZU5GnCO8nNRjNcV2bTYlJAm8BzWgh4/JKoG4VZXjx5m98xuIHypqLdFFz7\n31G3DbkpmPoTUhpyzpRRsvqW69ozScXQrxS6YFkmlouiKDT72eDzzBIUTbthMok6jbSpfBm1vCTa\nNrNrtvQxcJ8tn12krRtOi+f70YGK3CcHyoGUPB9PtG2LTooeTZUCdnSc/EqrGtw8U7eZ6RxRusOX\nmVYM6LyiloFhziT17zEv8h/iaKqIzAuvty0Kg8+ZpmuobUGgwDu4+ERZ7/n0+YlEJhTw/DjgZ4nL\nniuJ6/WE2pQI22OKRNduaEzFvblHjS2rL5ByYrOpacNKMoJUl7jZE1zAtIKZGT2M6Li8xFTLHf4q\nqDaSy7Mh54RdV1xOuKhxZkLplkaAjj26PmB8i0yKeU7sDzW6CbzJN9iwZVu+pHlW/ZGVgVru+F//\n5f/M4wVK7dE+MmZBLQxCZq6m4c3uLTKDKwKXh4XvHkd+8TOPLgX3suPXv/w7vv7yK679r0jA7vUb\n2uoL2mrD+P23fD7/ljd3r3i+ngjLmX2947Kcqb/8ivPnT/TnGbcuvD00BLnhw8Mjr1+94v3VwLBQ\nW1jdxOpbjJL85tMTdlfw/ecPPF96dttX3HdbcpwJ0TD1PVkVyCRxa+BXv/wVf/yPf8QXb74k5wcy\nkNKASYFxfYENiygxGkol8HFhEbClQIiMyAojDT4IQkxIJHiBEvZlYTnW9JcVpRQxLVS6ZRoyel3p\n7Pali5Q0s/IY2zIvE01h8VmjfCL6yCVr2lyCNKzC0drEkjUX/4jzI5ECXVzpZMOHvJAtlN5R33eU\no8RW9xSbgmVOvLl9TUiRYX3E0RNDpLMJmpf9ozVMFJNF7xp2RQBpCYWhyIZpOXGoO0J2TGuNjRKZ\nDc7NxCkQhEBaySglWpScT1feVprGJoTuCCpyWs7YqkRXHatteBp6aqPQu4Jx8jg/gX2B3Z7mgFgl\nYVGYcoFtIuxaqqoii8ztzTv2hx9z1/wcrW9RpkKLiEATDEQRaYLBJMsSDfaLP8OETNe9YlgH7OTR\nZITUhKnnuv9EV27Y6A1KGLSWGGUpjUaIF3ESwItiCXKGlBI5Z7Q07Ms77udv6HZ31HJHqxI1DUoV\nxBBRMhDwhHBmiB94nL7nu/Ejz8/fM14983ViPjnqMtHoCj30tJVBRU8qNzz5K01jma6JtVT0l5Ul\nK6Lb4t1InT1JwqrgJmuU1JxlQZodp43lXjjqXLPYhjQ+sTEdu0qT5Uo2gkLYl0h9seO0LtyWll7M\nXKeAXjSoRBkFy7Tis2IMp5cb5jy8hEGYyENiDJ5xeSEBhawZRM9DOqNmjVoF0a9EnVDGwLgSRcmn\nckHFDArSeWC7bVDGsQbPUVnado+eVm5MxXXs6UtJLyMFG1oxUYsRWbWcny+0pkDWnlIvyLxQmjtU\nVkhtuYZE0hFnEk2sCWmk0M/YPPLoZxY3E33NqjKmVMQUf68+/MEJlm00poJCO7QUZBRLDghvCGGk\ns6/oleNTv7Jm8Frg+zPGFEzTQitnFrcyG0HwFzY50UhNTI7FZ5ZKU1nL67plWRaeJk8hYTYNQ16Y\n5IyqIj5M+LqEGEmLwhQFRiiCX3m+TMyLxC0LResRKORgsKugFlDIgovIiHhFbiReVrxqNa25QWjD\nrZUYe+HV7Tc8f/rM99fv2L4zbMxX1OIeET8hvWF8HjgcvmCdjsSyoAWm8TPHDxklasbvPrPVkevz\nI1IbYprQViMyXE+/ZvQrb+4XpjgyuyvdLnK+anLeI8QdN28FH45X0AWXT3+PDZn1eeWu3FAWkT4H\nXrVf8+2vfkt3X1B5RdKC0QeW7gO7+hXMHfPJ8+tppHz9mkm9hAXmdWTwILOktBXX+ZlvP3xLsytp\n7xPWLszhAj+EOISSVMrifMTLgIkWAqiiRGqLj6B0IolIyA6lS0KSJAEhJHLSeJ9Zg8BUkrg4pNRc\nLzO7skYoS0Iz+ZWmNZg1YnOmtoGcKoZFk4xgU0rkAKldcVGSpGMer3iRmVJFWmbOk2MdNaGMKK34\n0aMmlj/ncb2y31iqtqVp7lhLhRESYTJmGWmdZ7VnjjoirpnOtuykIIlEyjPC3lN6z+momMsTwgTW\nKeOix+fMMjikuRKXAhFL5q4kLJHaNESe+HKvyKNgnTc885l9vceozLawBF9y7AVtp0iT4Km/0JSa\nVXuGS2ZTRMKcmYNDlxrnI8U5s5QjTyaz33Y8Lj1fVBWtMNicMcEhlEEkMIDO4FBI01AkxV4nfvGT\n/4TPT+/5/O1AiBeMcgTtiCnzOE5U+ns6o6nsK6R+hf7Bt5JSQX4Z4RP83/hyWSKyhCxR2fK6+YLB\nvYRCCmmQOSNSxijDHEYGes7hgeP0Oz4cv+X9w0e++zhSDYlxnNG9QPiJYpdpioKlz9y/3tMvK+Os\n8Diua+C7PkKeccFQhMAaIy4vsCvojxPKKYxeKEqBs4p3VSbOJa7XBKup1Wu8y9S7M8lLlhXiEtDd\nDbW68HVxg08fcQoK55FSIxdHbzqWmNgfbonRIBpFXB4wmy/osFxSQueVaRm5hhGb4PPjQGZh9gYh\nlpfPwq0ED3VrWOMVlWuiN2Tds9d7/OJ57K+Yww1GKOS0wpQYxImb7RfM4RljVnI0jEJCthT+ZWTS\nyorjGqkayTxFhC/RFrieyF6zrWfM6jgtkahaolsZ48x5mamLiAwT/XpDVhf6s/q9+vAHJ1gyNBTr\nhhAD9a5l6SNKGpKswN7weOpJCMJlxueVvETc0rKy4NJIWCai7JDLStVIptVxs+mo2z3QopRiiI6U\neqTMRCFZ5kwlVmq74L3mPF6ptjVpWtFiwzbsiJcPnGKmLgxqWrEpUVcFT+OIIlCWLcsYaMuCq3e4\naCkWxTzPuGyYtKe0gn9H3ZvsaLOl13nP7mJH97WZ+TenKRY70CRFiyBgeGQBBjzw0FfqC/BIngqG\nYIigBbKKrDp1/j7za6PdvQdJwyMV4IlRiiuIQWCvHe+71nq2SlGVzNP770AbjLH0osL/FLjtLlAV\njIxs2i3n2jKnGdG9upG225mXb4JW7nk4vOU3fGFvt8Qg2eqGyxx51zfEccDYHfPzRy4Krt/+gX0r\nicMEveKHv/4z6kPh82cY8kytLf/Xxy9sWsu6swRf8bOYaLYT+mFHNzeUlJmLZEqaKTu6/B3GwP/0\nP/7P/Kf//Tf8p3/6FZu94y+/+wuYJJFAthYXJvx1glDR2C3tW82bpyNLXBBKkNJMFh6CBO5IvSGu\nhqIjCUldakqKyMoSk6GSihIVmUCImlQilECIK0OSeJdJDqLoKF6zqRqWGJGmJQdDWyqkLwgpkCSC\nrulUhS4VJXus18QUiKFmXUa0NKAVqxspIbNMC7VqUKbmljXdJHHaEgl8t/uRmBrQM1lUVLWieEEK\nBaU6PJ+xFu6TI1NRyzunYDCi5t3aUPmVu9REG9C5Ypw9c36m6BYWz5QF23ZHGzMYAcqz9IIcHHW9\nYZpm2l1FcrCxDwQnqGRgWgtP+tXSPa0toxEk72GKyL7D14VVvJJotfB0yZPXivqNZAiO6oPhpZl5\npwpCKNb4GkBWlUaV114BVQqxgCgCXTJCSBrdkEIk9G/IB8VETSmFVGaiM5hl4SrOGOl4FJ69qlHU\nyGIwRSBR8K9i9f/05ZRSQChEcRhZ01RHyCsVElNBDpEiE7EEoghc52du84lPzzc+f37m9HxhWu9c\nX0Y6NJU9MGWJjBpahSyG++mGrp44rReiDcjaQFhIp0xtBbMS2LJndBP3JaCF5fCgudzm1/YXmZDZ\nUquZ+FjIKeCjYlttCFkgNeS0Yp9qZHihaloG6ZHJ4+5QdM1tWtHzwkYGurpmuY807Y6yLPR/9Mg6\nzVAq6iYjtGJve87rC9cBrH1gGWZakzgNnt4orNqi4ooeC2SLLJGuVJxGzdI6otjRGUWdr6+tNFZQ\ndMKFwnT+SrYLVkbidGdXb/gUIcSIX1dmkRCm5Xx6oan35OmMWzWPtmC6QNP0lPm18edyuyNqg5IT\nKmkSmmu4gZjQN4FR/5UJ1qY/0NU9tYLkJCUZOlU4rZkprMjVE6IHC+JuiEVhlCXPjjZJvkyeq73T\nakvJ8K7tUGtkGQO9XSnqG96Bamo25vWvRPQNs3KoEulMZq4DMie4Fnad5WW5o6r3WBw+3rnPL3S2\nRhuJ8i3zslINHjaKi0jkEJEqsErD+0qyiswcO95WYI2ikaBryxJnNAG7rXk4fEdYC7/6l58oJeIX\nTyM1gxuw25ZGU7qVDwAAIABJREFUvs6xt8cHfFqZ1AjaMV4H3tsn3HyhM2+QIoGceP74gXWe+IcP\nH3nYfUfpKzAFmQq//d0/kv1CLgu19Qy3BSsMjWrwdWDKnnkIuMVw7BZ2B8HXbwuLVwjzSoH+HBTr\nmjAPe+onyear4f3TlsO2Z9McKc5wEi+c1ztlSQhTODw90R0zNRqMYPaS8K/7KCfAyJYcNMYIijIU\nrzGqQiIQKaEJpPx6QIb8TCqZgib6mduaWKMiVwWXCn7WbFXH13Gi2+3plKJxgcoafC7UlcEVTwgZ\nHQIhRqz0r5Z6cyCnBYTgPDoWP9FbUDKhK8vkBFnWeFYaeURYS11pRGXQrsJXCkg8qgphBVd3xxtH\nkpk0LjTUJLGwrJLHzQ4rwemZ0LQ0Q2SVmvN9olsF1bzlc8qvvC+tCesNQUtMFa23tLqwqkCJASlq\nZh+RU0F3lhwDNkjIisu8slSKfSwIX1hDYNuvpFGCSFjh2HQ90/SAzoFcWUbfcDv/Dt2AvQo+f/xE\nLf6e9Sj4o3d/hcBiNFAkWRSKhJgzJUcKmSIKJUR00rRdxXTLKAdNp0iioNyCSwOnegC+UpsnqvRA\nlpkkXxdXovy/f1c5vY4EX8dGGS0lKVk6XWGVJElHVlBCwseZJbzWRk3X3/A8f+W8JPy5QpwrurTB\nmIB1C1XbkYcVl7dEq6gaxedlZlKGEAt+GrG6Yq4NtzWSfKFcB1YtsGSMDpymGWUNQgbmIskImqbH\ne0FE0dcW6RxRS6ZUIBpyuNEdFMEpgljIl4SsLSd/A9Wx7SogUVQLxfDmoWUqK8Vr4irw1JzuF4ws\nxGVFny1yeKa4EzjLPE9s24oHrfn29YTuKuaS2DcN4BjGC9s3DXmdUaYiO8N63zO5FfXOc/OWetPw\nvms4Xa8kJLLvyGvmLRKVE7MAvxpivLI3iqUoQsyIdgcIVFJM7hnnHKlsKEWgpjPEgU2xuEEQ/cxu\nI6lyJIn69+rDH5xgPbQCJSOqNKwBBDvuy4jEc0gVH4ViCYo4OsbgKSFR7itOr9xyoXo4cpxO1FpR\n1GuOpDv+ArkWfCe5lZWmHgna8+u4YnREZoVNnl21YwqRXdOho6Z+EAy3jNcG3Tjcl5FtLylPR1QS\nXP2CaATtQ8Xy5YLe9ORl5HGz41I8tzUxrRfqh8i3e+KPH/YsXlO/rbndLiRb8yeHJ1R/RPrINF+5\nTIHVZe7nC5tuT21Gbmum2TTEIHiq4Tf//Cs+/ud/RPfvMR2cz7/mafdHbO2W2+0jJQjW84159Gy3\nj9SNYZ4iw23kYbcj3j4RS03xmWqzJUwrD33PzWs+ZcehSDoBj8f+FeFRNUDhdJvZf/eA4xVFvvGK\n//Af/iPj84m/+3d/y5/++Z8jlKBuLdSCdJ6xpiXVgGkYxiuPXQ9iQqQBIx0IyxoDuhxY0kilG0TY\nkKPFlJoUPCBxS6BrDaVISBENxCCY/ELMCoJGlYqbg3uItGSiu2B6ReUStgqoRiNjoCmSVBRCNLRa\nIGPA1II1BbqmZ7h+ozEamQS6GHopmNeA9wuyarinjBUKfMQKQ0GwMw0xCXZHwZQ6UookAkW8fs+3\nuCL2R+ZTYPUC3VqGOXCoNbf7ifeqJZwEF6kI0ZGYGMyE3ilsnsgnyxIdlzlyrDsqWRHMa1WWdYbV\nGhY50vkWakVjDedKkM8Lu8cHBBXD/c7kCzIaEo5vY+GYFW9MRATNpj1gTc3X24AqFc9fP/B2v2Wa\nFGFb+PT5jFv/nvCLhGgq9s2P7Ksjwksaq0gqAImcHFE7vJq5pzPDOOMydF2HXyZyiFDV+AWKCfj7\nxCzvDP6ZXr2nqJ6cI1JISikIWSALci4gCyUHhBAgFDprkKBUeuUw4UhlZXF3xvmFaX5hFhHuHn2K\nzNOZXju82DI7TaMLX/Kdt+07pjIhafl8i+TWkscF2DFPEVEKa3ZgHNPtG6bbQ+owZUS6ROWh3hbm\nMdM8HCB4Zh0wRbNrOobbHasDIjcs652268jtBh/A5Rs6CJRxXGeHkB2JBievzMnR2sKuqvj80dD2\n77nGiKFF+YpqfAOtx+gNv/hh5MO/FK4EYp7QtkJUglMOqNZghURJQxggqRprDTpUXAK02nOzCasT\nttpyv4zsjGMzZ6ITbKsja47Mo2QVDlJA+kQpkU4kTJtJzpOcIOkOqpVS93w9FRopCCJQmRVZ3ViW\ngSE61mZArpJWR5bJM4ZCiv+V2dp13XFbJHXRZFERSuKyJmwOnN1MXAZ8TvjymmfyMfNVjqiSIBRK\nymyPB9Y18n6zxTBzPr+w+/4tKldMoyMPn1F1D3qk2fWvuPTs8ClxbL9jvk3MaKKvSMNMX1tCvNM2\nDUGMpOheF85YZPbM54lbMGy9JMuKX59GfnF4YuITxvZIb6g7TYgr277mTaVRWfJ294iIHnOsWe9X\nnu8nYgEXZyqjiEKA8GyyIEmN1hq1rXn/Jw989xIYk2WpYLcxRLWQs0RrxXiLuLXjcn7B5IHj8c+o\nVUdoKy7jN97t3nF/OXO9vFC/69Aktm+/Iw2Bby+BlQpTCr06EOUz6Jo1SFxciFdBKyW+GzFtw7d/\n+S1//Bd/zd/93X/HeH/Gec2H+1em4cb2sGFeI2NY6atM20/YtiOqSMoTUjvyClrUpDKSi8Wl12xL\nmxtEtkSRcaJQSKwBUAHiyjL3FJFf6cgFZJKIGChzR5hmWgS0ljoVGuVo0sR5hVpahJ7ZS0OJmZQU\nmYJIC0lpnl8GNhgmFcgFJlVQKRBcJq4ZC8i0EmNiK1rWMEO5YzuBmjdcpzvaZNr2wOoDOUv8tNB2\nmpP3TDkhMnAKtFpy/fiVQ1+zJMFCTU4zyUCcZ3bWkpznmA98Lidi12D5Bd49o9xKZZt/va1rrGvY\nbzJCbglxpZ0iFxnJSfKyDDSqQ9Rwt5GdUzy1O54/XxDthrhqVpkpeWWvoGsMJla03//AKVzQJXD+\ndgOdcXNCqowXFcd+4LvmR7ayp20q6o2g4IhiZvEDz9NHpvuEjoa5tMQZKqspQTJGR1VLSInlfEVZ\nx0V+4mB+QaUPKKUopSBleRUtBEIWUo5ICSG/7rKUKuQS0VohZCFnwRwGQrmRyg3vPjENH3n+/JWP\nP3tuITG7BU1Lqyq+3k9s3nS46YawLe4aKMGwzoFGWrwbSbMnhTu5duhS8V2jSXnkZCryUJN38Ohm\n1hIpB0MaRnY5wkaTRcPoFial2agtqBGZoXsMLHfBF2V4KBmfCou07GpFyBDT/DquDCdijGy6DkSD\nGwM7seGpa3Fp5K4URW+ouxlfOU6N554GemPRbubL3aI0FKmJwmGSBA03rZDNTFsbUrTk0VAeJaWM\nr5BUran7SJ4NLi+k+Oq4Vdzoo+QeDC4GdJepS8/LeSJnwW6nsSlzu9+5riMyttxsJMaA8F/QUuPl\nljE4qvKMKBbpKyYHQnp0/V+qrv1Xffj/Q4T+vzzrAI3ZcppXChEmT9QTRm+ZpzPTJHBF4CZH1pF5\nmNkK8LqQ7Ei707AcORw9qzhhzJZdp9CpsM4fsWhkaXlZJnIniJMl5Ynvq4Y5WK7yhY2Q5FlQdxm2\nBeUz5ymwFseuBLzR2NekDsFX6GZPBLbhTm4s804T08Su61le7vBk2NnAQOTHElDxzi/ffY99Ywk+\nU7U7pm9npG6p5cJN1OQsKOrGElraFn58fySJisnNNPURHjS1OPBPP/0TdZfZc+DL+Wd2Dz2m39K1\ne4Q2nKePXOYvqGpDr3aEZWWqHDe34uNKozqKk8xuxmRBnBeWdeLHB0vUmfu9RZQ7BsV/890ObRpy\nkXz/9Occnr7n5Tbx9Hgge8eHT9+o91uWU0Bt9lT6QGMb8C98+/bCX/z3P9C2GZnuQGZZJTlDKp5U\nJLokUo4kvyXJFq0XlNHoFEBX+BhQSRGCwZUry7pSEnifWLNmDQFTRg5k5hoqJYlpxcsaryRbEdBy\neu0TTIGcAkG+VkkVAuuYaUrHZR1pq5p48Sx4rNlTsiT1T3x4/sBbe2RxC+agUMmy7x55ua0YmxiF\n5WAtOhiqVAhp5Nho5iTJFajO4uRKUhVVCsisGdaZmRURVrZthQiZ7YN6HXnawLR63n+/Z/GO+3Ci\n3deI5PEpM18T267DIRGlfR0DmoZv+YYtGWsrpNUsw0Rve4wuRJOxvmK3aRjHyEa+7qTqzUq7VDzu\ne36+FYzU2EVQoiA+VJxHjUkX6Fu63b9gQ+B0d1Sb7yitZMyBnC6c/Znz+I3ZeW6fP3GwOxavke0j\nOTaUEJFlpgobVjlRmcjX3/2E+iWc9hts2CLEESTkolAoMokiAohIKhkpBTlnZFavBg0yUhVSuhL4\nxM3/mlt6YdYTv7585cttZm4N6y1QmYrgr4TuPS4ZjBFkoXifCipKFq25P99oNo+Ax8lEa1vW0BCS\nfyVWz5IiCr6MWGqC3DGEkRrPRjd8rXbs9EobOw4680NtKCVypdA2PWEcUVi2sWZjFmK10BTF7Fp0\nGnExMg0zddYc95q1FLY9mCTQdeDD8FtEKGhzZJwza3khb+9U+cYThuADn1ZNs6+wYUHrhtvJsz1u\nmGOmqQM6FqZrJI0XukpT3bbIynId7/zpw4bsKpZyJ1Y1onQUYziEDbd5QhWL6AsmFMb1I3WTSHRo\nMi/+QlUEL0qitl8pXrCJhcEolttE20hSveCmRA4zxlnauiKvhvUl/l59+IMTrCi2iEWxpWGdJ2Ze\ndydfxw8sXqH9zDh6LutCKyQiR+zuwHq78NTvGKOnr29s+5p1kTRK4CKM1zu7/Rvc1VHXe0L0NMoy\nzgutaRiuhk2buZwGdNNhMJynAWFgTZkpC3QvcGNg1hU7s2WNn3CqEFdDKzuoLT5NtAFcB63ZUNWJ\n0a0cFkOWL/R9w20e+OkCv9jX2PaAkBatjzRtT10vHLJAmEK/P7An0tqed+33FDGjY8QHD4tENTNW\nRsYl0e0i3cYyTQN9V+PFSt0bqrXFOUelJl7uI3F1bPaJwJ0hnNmzRxhDKCuH+sjbpwPHw4483hFy\nQRaP9xKpF3xINP2OUht8L/jzv/glf0KNqRpEGrl8u/BY9+wOe5ZS8CFwWwdKHdl0mk1fkcIJoRyx\nJJAQ4kTWE6rUUATTvNDVkiV/w7iOmgNKNaS8UkohFo2qetb1jsse5zJhBbdEKqEZZWYMgaINt/vM\n/qBYlxFXFFtVsaY7SmpEdlhVcS0RhSJOKzE6dB3JDTxfRnCSbr9njo5VSNx1oBKGMQwkJZHDFVcy\np8sXjtvvmIYJ2oDKhZcMbZY0dcd8j2yqDcv0BVMZnkVCjCOmWM7nCXnUyDzRdpF+G6mi4lRWSJqH\ntqFkj5KC2mjqY8VUapbnha5+JPqRXDx9Z1FNxeXbJx6aHR9qx5sExlpeThO73YaL9sxBkVVmcisd\n0DRHlFmI68r9dmf7YJjahG0svHiOhw2fpy9oD80to7JiHVd+Pn1CbSyiBfV0QXmNWx3O37meX/h6\n+kDOME+Bz+pG33ao5YVKdaSS8WxR8ZlGnbicz9TVyt+fP7L87Qvzo+SP9d/R8RYpJblUlFIoREJe\nIVXk/OpAlSIjZaZoyMKRuDDF3zH4f+Lz/YX/81++8PG3nvFZMJpE37S0JSM12FUhto8YWZBRMMqG\nixQM90RSlnG5k/0z1jwBM6kssEhi3TGYjEfSVBtUvjKGEVk3r72OSvCWmohB1ZJdZWnbmu1Rs0bD\nx2FmmbvX5vNREaZM3YDQEu/vaFPolWNNgkhLHaGRCadhs82cxgkXMrq8mjwEC8p23O4zVYIhLgSR\nkdKSfGKdR7q+otOa59NI3UnKlEgStF4xhy2zz/TqFfMRDazrypfsedSGECK+O3ObO05zoSkSk24w\nV5yWO3Vdc0uGtqm4uk8M7OmcJqrIcTDEGPFZMc4ZUe/I6wKXK31TE3VNSIHbTXA4PuDiDNz/i/rw\nBydYt/BMp/akS2GShd9dR8I4Ye2GZRgYwwtV01OFikRk2UhEnihVzao8282erYEiPI1V5LhShEC3\nLasbmYWkKgJmAa1BLQWlGkK5c5qqV6Bj9AzzNzZFEJxnqSNVlxGTYHSSftNwu5+Rmw29McjJMo6g\ntaFvHjBSEdPKyQcETyi3cB3PWHtgV2W2teSn3/yGP/2rv6G4hPNXctaUOIEpxJx490eP/OX3f8M8\nrdSbDW3VsSwXnHPYumNeB759+0IQJ2Q0xBeB3loWDtxdIsc7cYlYFfn6zbN9kLBmtv2W8zhxu05U\ndkMcI7fhzh9t3xNcYpmuiGONz19oVUfyhuu4sG82rLcZdUhkAc+XZ87zF9r+wG0aONoNx/2GvtlS\nhEYxg1xoWkkImeZgX29TqoDIaFERy4IQisocyS4issJWFc6PNLqjqixrSDhmhJQ4HzCi4boYIh0p\nTkSfKCEThOLreSCvr/w0mRI6JlgUlXx9h6wda3A0TYuODWuSEEe8qxFqi2Bm8BPOB6BlaTXzEIhT\nRBUI94AsmSF4VFfxHCKb/YHOVIxOsO8qJpm4LB4XHds3B4rPCPNAZ2rWIshVyz6eCK3m+vlKbmtc\nXtmqgqwiJUVml3l63KAwqBLYyQalBTjDVll+viSOPzyxDgnvJbY5svqFcM28++UPXJ/PiPaAwKMa\n6AVcQ2BcBVtbEZLAS0EVPHVeEB5snl4bLdxXDmbPKhzqnePl00pJDXUbyOMNmi0f/jlwGe64p19z\nOp6JTtNKhdUFF87cvn5gWSvi/GqSUMcHvlyvtM0eLRaUl6zmA9/VFUNYWLVguMwYW/j7/+NX/O6P\nz9z+7MRf7f4dXX6DVis5FXJJxJQRuSCLogiF1IlMJpPIaeDuvvHt/ite7p/4fL/gxErVCbaPLdtW\nMlwDtrZoL2GVxLgyj4p6FlzKwu7hDUme0EojQn7NggnPvEwoFam3LZ+HgSQrOlvh5jtvD5bJdqTk\nKaLQxcJFf0XL73mzbWm7Lfuk2GrNIBObw8rhqWP+eUXViq7tKGvLMi+IuBIrQ68VG1dzKXAOju/d\nnmc1c58Sb3qF6iaWZaWVgnFe8eUKlWWYJPdBEaNgiyRHiRQKXSlmEZGbiiIDrYg4Z7BLQO0yvawR\nYuZbjjzWO9boyLOm7ypCdDRmfW31vytO61dKbXhYKlRucdcVTIAAh+1bmvCFyTfEtbAGOEjFVXie\nvOKuFvwS6Pojp/Md20pM5Tm2mvXbJ97tH7n+Hn34gxMsFStOQyBly2kZIQUShi/n3xFMpu17xi8j\nu2pDGDOqVsRhodq8w7OQ14DUmUpmuvoBf7+jjabSDd57dtUBomH7cGBNkb7pqNXKONX0fWFxK14u\ndFVgWgVJFay2PDNy1CN0NfM4sbUCYyqUeIPWK6XPVMGwuJFdt+HruNDwgM0rTkg2vkMXxdNDQy09\n97vj8/kL29ISkuTsBoIIuCywTQ9mYbyf0NqQSVyW39KYJ/ysMHZD0Z4oPVk19GbLmAJxvFDZI0JW\nXKPn4WD59ttCEhNzMtRKUTeWn399RqjCmzfv+PbhA00jIDuerycO24b5dOV6kwiZENHSqR3Pp5nj\nsea63PjNpxO+KP7NX/5bFJ7aKEbuPL3/kZ8+feLt03s2TctpOfGS7thesW1bMpKsEiF5JFB0hqwJ\n4TVDVesNolQkLLFUJLegjIXFQvdqZQ5LhYoH/FSIIrA6ybxOuDWRcodylrpKTO6G1QkhOtY4ocwD\nUVS4WHDnwL7WnJcXOt0xL2eyrClhRxGFtN6o60xYRqyvIUbmm6GvOq7TDK0lpleQ3zoGhqx4sIWp\nPnOPib1s6U1NjIlat+i+JQXLMS1M0rCkmhRWrNSgVlrjsQlUFNT7DmcTcXW8OWwoaPayhmNgvWdO\n94Xvf3hAu8K6DQhjOE8eaaCXDQ2RbwdBheN8G7CrYV82rxgWH1BFUvUz/qIQsmYJV7Ztw/N9oO0b\n5runrILFQIVAmIoqRdIQCFVNI0HECPcdX/3E5O64f4hsdluu642NUlS3yCU8szhQ3ZZ8mqkOG05z\n4W0WbIwgSfin64kSInSScklYtaA2mk+nE//5p/+V/+V/KPxF/W/ZqQMZ/Wq6KBVKSColUEJRRAKZ\nSHkiuK+E8kLULyQxUVvL97sKbgP77x/YyIovoqOmJmrPLSxsGsN5Ddi2YZ8aXl5O7DevROehzKg6\n4eVKJzvcvDCXld2+Q0mDCoHmuyPImXYbSPdCTpa6XTmaDaYWdEryfvuIWBOURB8b3rW/5BJPEDQh\nSm4BGtFh+5E01SwuMCNYwoo0G3ADH4YZNe6x7YboR6KeWfWB33594cEqboNgjAGEZ2sEi2tY1UJm\nYtMZpm833m9/5KOfkMqxxIwUhnDw3P2Gi0x0seHQD+yqhnGWtFJw4obRhW9fwTyckDaz2WuefwNr\nG6k7cCUTh0JYDGt9YYmWpmooIiNEwyUpOt1wG68cRYtqG25hJUmDMppcDLclsTseuXP6vfrwBydY\nS1g5jwkfHeNtQiv1WvxYV5giifNEvzV8u2UO9SPzdeJ4+B5lJSpbtnuFy2dMJSlZEilQW9bwatCo\n68waJ6LOdLGgJSyiojEV4KirG3sZGFXFMs+URnIaJjwz4zVgOgUuoFTFodGYDEOA2lt8WjmaGi9X\nSpZsZcSJwLBatlKxiTN74Xl8fOJvVU08feHjKhH6iSAKEyA6RWMtb6s3nKfXAKBarsxJIfIF7y23\nT1fePByJIiCMfg1aig2LC/hhpQSPtoUPz3dECrx5+xZEYlvvidlwX/6Rw75ndILrZFB1xk8SK8H2\nmt99u3L47kApCp/u+JCpRODThxNjo1m+FR5+8YbbdaCqHH98/BtOtyu6b3n//nuMMdzcFRcXtqrB\nmhVjwa1XjByRKJLMyJBQ2VDpjKoiLkyk5ND/GpS1+oGCJisFd09cC8bscPdMo/eM4Wd8TIRVIKKi\nLorLcsfkCkLLTUC+ZlTd0BaNVyPWaC7XQESwlMw6LWihyC4gwwkq6DYtL0tGqCND8giXkA8bPt8X\nmrYl6YVLXNDqtXNt43qsdKQ504qAtYVyMGjT0CaFqODb6GgrxaGpGWzN+Wx5bjtsCchypLI32iZA\nSPxis6fSC50MBGOJStCwJ3Qjfd+yJsPkJ9K1kKXioXOkxaC44eMDu8lRdINXoMMLl3pBqT3OFKSY\nECHy5qHGlsjtZIkqcTy+oSVxHhTJBvLqcLpDJIdNmaYzTCrjaosZPOp2Ii93lnlPmFv8eQSlWKTk\n+X7GdQYlI2Z2eC243h0/HJ64TZ6XemWRK7oY2srSnDy1bElqx/gtUQ4bbJD8b//+3/Py31756+Of\n0MkOVVpa8w4tLYVCVB4hErkMhPDMEv6Zcf0VNgZqoXnXtTiR2f+4oYsNw13zJjYMc0LPM/qxYTyP\nbJRmLfB8HYjKYGIhjQmREssw0r2RTFFiO8W21gzMNFXAHvbsRKSvN8SwcHnw3O8Bs0pqIVEV2N0T\npa7Z1R6ZPRM9nS2U1FM/GK6nwjwtkBfWJVAbQRaOWGuSrbndbnzXPzKHESkiZRjItSesmqDvaCrO\nHoJxtCS2uebmJpQaSKIlp4pxjQiz4evtmcpscYtH9ho/LWi9oceTUyASkEvNLV4ZZ0+zt1zizFY9\n8bD3KBEZPTRFcy2fcSKzThP7XKCyyByYRkFXa1KWxCUz4VA68ah7bu8euNwKYo7UnXo9c0vArRVG\nB4b5QmjN79WHPzjBOq0zKSh2ReDjJwKZjTIEoVmCxwZLtB3HTY0JicOmx2tDDtBtj/j5K02VCKtE\n1DVqWzO4G0rvULYlLiNFZDZKMMQZozV9qAgK6geNWCOX1RFlwhxmvr6MmE3LRhRcPxOKQhMY/UCX\n3+HXQN8duS0vyNawmkhMM/WxZ3ATwlmaLqMqTRE1Nxeok6d7s6eRgkzBbB+4nS9UPmFq8xpyXi2V\nNpi64uv1iqq+Y7lfuT3PeHHDmZ63D2/4evmEDwubtsYlA0rjfeLy5cK2r5lNoSozzerRWfG75zsb\n2zHcK3775R95jIY+taxiRgpDVx3YhsD1NFOXlpxbpnhF6huPO4nzmvLg+P59h1aCpnlkXSJ+LJzH\njxyffqQuihQk12lh+7QhF4eQIMpCSYlsElokoEFoS8wDMmpqCgLJWiwhWzKWuASqZKlVB0jcDFru\nuYbAPFXgW5ZBI4vkNt0QSr46+sSMjEeuJrIvLbFUKDmjC7QtjMkxFfXKm/IrTSUoWrLIDfWqaITg\neh9p9QazaTmdR5KJr8DQKqNKxiSLZOamBLF0NLLGZQlUPI6FqgzIqiNSsX9QhKklpkJ2HjeN6CCo\nU6QRE31rUbbQVxWduFPsA8IWRIJ+v6FWkiVsWLxATYleacou0ADr3KHNgi6CGKBpOk7rBVE0wexY\nloXjVvK2bLlPHxGqQ9vEPDb0R/Dnitg5lnVh+3jA+yuN0Ewhszu+YbneuIqBkAx9zszSIY2mrlpc\nspRWUAnFbbzzJXiqeKB2Ar9cSLaw6A6cw8WBGCOdd2ilkdRcnCPowKA9bdPhF8deeULK5NjzuT+h\nnwe+e/Mjtn7kbW+RYkGIBpklOV+J5Uoqn1jzPxP5BkKxaR/Yuj2zU1gdkX4lqsIkI002vHSabdNw\nOS+MMlEWOPRHis/cmxNb2bGuDq/fcF0c0gVyLrzbanplsQ+W/m3PUWi0X0hBwKppjhuupzM/dDV+\nbdhVLb0UpPpIVY405swc7+hSYCNoP13RpsKk8ysMU1eMLrBMgqg8vc3E5UJdqdde1LXgrGVaX2G3\nJSlua0H1hjxnjG1pNh3D+sx74V4zd23NaXEUreiNQCDxdWara9xwJ2/23NfEvmuZpoH9TlEpUEnw\n1HWMlwVMTTI1Q/JwHXnbtHyWjnbTcr06bK3xRPRqWaaB5rBiF4ESEm33fHmZWNoDtpXY1jLcJ0Qj\n8blF6IyIAqUiJi2/hzf8ByhYflpYJgHSgO3JXMkyYLKEJSFyg24emFJARAPKU1cd5+dISYG2ttRK\nUwqsMRC9YJN5AAAgAElEQVSryMa+NlZLW3A5EkpmKhFjEpu65m4mZJ4weYdDYWs4X3+iqzRHa/l8\nP+Gngdq+pVYJKwKmey0rlbuB61VT9ZaUMxOJoxKMy8BGbZlEhRHPVHFDpWoejz8i3IRPirEsRLOn\nsTVt3zFeHShNs9vgBmhlRdN3jC7h1pH+4QEYgIFNb4kiEcNMu9ljm8xB9pwvIzGtbHePVD7jMLhn\nxxkIaeY+D7x9+p7yq2ceXzTdj3t++W9+RCTNt69XMhGzDRyz5vxyQ5sN4nZnbTVm27Dtt7jPCjcH\njIDOWIZbBFnwYSG4EyVXqFioTM2cR6oWkljJMuJKwuZIpQtZ1q+47lQhBSxuIBVFLI4s9jinaGWF\nCYUyF7SwXJ0jJEGSkcYeGW/PxJRJyZLSShU8CIFWB5xW9DJRloVRF4R4RYX4nJjGCaUaVq84HN7w\n+fmOqjXTbWZTb2iNQYgAlWf2Em8VVgackZyioJiGtn6NLJjSUorH2IZUwK8TX0ti+6iZfKCtLPd5\noIQRqoRfbqgq0YqecfGow4a43nh6tOQFzGHHrDQoQ1VLmrpChkhrOhQziZlbNJy+Rppa4/1KpTRZ\nFUQVuF5GbLCE4phS5GH7xH0ZscHRdY+cpwvn5yPvusBlqCk7yItGTgplR6rKopseGTy3zxdU3XML\nIw+dgeBpjcVLSSVq8qrJ9fxqXFk8yhrqMnCfJpbG0uSCHV7o6i1rDKyqwc+J2QfqJoGtGdIj83hj\nf73QWst5iQzujtl2/PzrT3THI3U60xwLWiZ2dY8qAaUnJAnPHR8/c/U/kVNAylfqA16jg6VVNWP8\nhqg0tjOs6cJmWbktE+8e93w5z0jZ4i8TS14wS2aMMyhJCDMpRGrTcNwYKpN4+LFB7RoO+zfYNLCz\nFSkXzFUwh8zT9pF11TS7PTrWbJofEIMnzAInIqVNlOEZJwvVQTH8vKJrUKNhdIk3247fxhHka4yi\nrioG4VhGjRI97STQnJnynkZnHvqGwIJAIexr6W7GMMZAkYFUMqiWvAoGP7EVHlFqsu7IdQXKc7CG\no3JU7wXDJBBVhyeg5g5vBKqOVC6BX6n6+hUqKQoWmLsaM9fUbUSqK15a4rihipm60fih8NQbfgoZ\nWTS1UsRoyGWkqiC3mTxoalk4xooPLP9FffjDEyz/KiTYhUoF8tAQcqQrlvZNTy0s8xzJpkYlw+64\nY/184u22ZeoMt9JidwMPQeC95rIqVp8ZxAVTWaxVGLfSZIluqteOrNoAFnB07v+m7k2arUvO67wn\n292e7t77NagqFECQIGFZkC1bIoPhCE/8A/yHPbEcjvDAnsikKNkiIFahvuY2555zdpd9enA5Jcfw\nb9g7c2Xmu9azZqpZ2IeO19eFcdjRLAl7fI9bz9SwRzcNaZfpSveWKzgGlC+UojgFQeGNkSfNPXr6\ngaIVU974xdCTpMeMJ+7HI19fXzns32FSxSOQ9p7d/oTcMl1jwXteb8/YwbKsz6RbRw4b1laqgNft\nmdt84f60Z4uJXXMk+AnZtujBcfv9hU1oLq8e33yiFXcIoRikpNodpqtM7gufv0S++eY3dHt4+ocz\n3lV6k5i6zG51HHZ7Xv0TNVT+9MM9f/+pMFrNr779JSIbZFugNHT9SEivrFGSQ4fsB5bwlUEZgovI\nVlOzQGmDygqtLdQZXQuet8UccuHQ9dyWjSoOyPzG5NliwgWPChUVAh7DPFfS1hBioIiMXXZEHajt\nTIkzTR5J4kgvJVV72taia+VyFuzaI2VZSUZwnS6sIXPs7vjVscXnlmgVrXFItVLkjKiFuARqY+gH\nkB6GXuLkHuUExRquy0rTgIgRS+bL7zf6ZqQcGxbv6VBv/DjgljdKrMhSyT98pvm+4WVd+Nh+i/OF\ntp3YyXcsxdOVjklmrArshGKKmi1GdrsGEwpSFFLWzIslp4URydpmYhRoF5jKhU0ZOpOo65Wfy45F\nGK7lbUZr0wVneg737+H4jIsdJsK5eO4eBmJYaKUE6YmqYw6FoxC0QnO1kVH1zLOj7A+oHKjqPbf8\njBKWXWNIURKFYp6fEer6xk7UDZ+XC006cuBGtDO5GViLIW6WZtwTP02Iu56vwwt8WXkI9yz+K6d3\nI0YVtHYosVLFTEhXAgvGG2we8bml5pZ2GNheF+gs07yQaqQajy6wz4br6mg6i8tQbMTuWi7bK+Jc\n8UkRY+TDIHkRC/rU8vBxxHaWDx/2PLQ9Xa1UmUhK48aNXdH4VYAcCC+JnToyug7TwysbJ1u5bQsX\nbbiWjbNv0EozhZVWAHJjwVA2D7lhzR1ObKSY2I0tU+6QJjGKI7HX9DO07R1FX1hr5Wl7oWkM+1Jo\nO8ttq2RVSOsTB3Ng3HVIb6hOMGePqx5le+6MwodAPBtU0xGCokdwdVfMQ0cbNfUiqB3EMlAKHKpH\nbxkbN4SOpNDz4hoOAoZdItZEVQV7UzSHge/Wwk0/c/YJJY9Y3aKEJIiB/f7KGndELHD9J/Xhj06w\npLBkJmSpUAV3I6SlQ6sGUmUzGnvaMV57fGvw8Ursj0ihqL4wjg3ippnzyiQu7IRgFZnGtMgkSFtB\nmcJSVo695uFOEWJhERtVa9bsMLnQ3O1QKObtwnBoOU83lFQcmgwpsxd7bnHmm90HuG4Ub9jXjewq\n1TforHh9/ImdsoQCS6k8fln4fz//yL/9s7/kNkea4U8IEaQNCCyjiXx7uGO63FAkXPJc/EaRK4eh\nZz4/cux6XN7RGc358wsP9wdMHxC644c//D2mH1FCYPMDbhBcb4nn80LOll//xY4QV4qZacc9z/Nn\n9mrH5Q8zDw8rfzgv/O0/vPKLw4HXeubUj8gqkNYi+xEzNPz7n74iP4z84r/9a3T7wLzeSFRs1VhG\nLAOv4YXWRJzPbGJjTRNDB2RL02rylqA7kWvCSAiiwVePLJFWBl63CymOIM64dUDVHbn2pKAQIbGt\ngWuMlGIJtUHmwjAKlt2MmCeKMJR+h1WSUTa01uIRuGXG2h5kZnKOYg1kkELwftdQa2BTlVZrohPI\nINCnIy2VRs3kwRJipbiGa9jABHAZFyD5HVImOpswpeAWeBWBX2rN+epIJmHJzOnGF3dGNw237Yma\nNItWKJmxWfOUJnrREKUkjRv3TU/wr0hZEKUB3aP7nn28EYzl+fHMrbyVRUYj2EpGKcMyXbmJwPhu\nR7oGPmgB2WKRSKNI6zNsPUl4hlYg84w+vYVwTdVkURlyj4szHYmpbRibjhQndH5zzQZ5JHuYtzNi\nVBh6oq+s1fGhGan+Gb9GsO+JMaLbHas/4zS0oSJ464pK7ciHk2EJK9KBagraFBYlcesT75YP+HTj\nJSw0YeT1+tabZFqPCGdaHTDFErVAV82WQORKFYXJPyHlgg9XdGdw64QqEzddSaHHao3yHp09SQtu\nX1bUMICJmBhIMbMkycO9wg4GyY2H43t2ssWolq5tQWWUjOi6UMKG05KQHij3DWoVIFeCakF7Lrdn\ncqPQ7Q4eV26LY99L1idJ2zcInZiSIq2Cj/dHbtMbtcehqHGjLRb/2cCwR+mN7Aa2NBFMom0N75sd\nsDEWuFLoR8WyBT6MdzAXXqeFRQiMqDSi8MHumDrDNRhKo5FyYycvMCr65p78rOhEQteWzWbuTcN2\neSEkyaA0+waenaDZDdyWyF1v2ItM2SRtq7HKsu0V0yJZo2bI33IYX5gUaCGwY0NdC7lUjrphXeZ/\nVh/+6ATrYCt9M9LJwtP5yv3HFtEEqtJcsuGgW0xUxNZSqqZt92x4CJoYDWGqJPGEc4qtSuTOYOx3\n+FuLFWd6K5lTpW8FSgZebhnRRqyfud+3fFYVmzQyOQ5tRXUHbtsjzdDjRKEGi8WSN8FIxn19JMgG\nIRXPXwJSC0ITyJtAHiw/6kR/Eex15OW88tvv/w1KKVbT0fQGlRO9vSOmRw5DS4wbbacQMlOFgBna\nw4gwBTlmpAa1zVzOG8EkTncHNr/hnmaWNeLyxv3dz0h6QYwNy4+J4zjQVsvy4jkcD/zDjxdkgc/R\n4ZXm3nT833/zn9BasWs1PmxswnPXHKiDwZWAvkge2iPb6yPf/fI7bCeIaYaakapjWxPH3QMlrnxz\ntHw9f+Xl9Qeuw2fynHjIFmM1WrTsWo01lcKOnARKTuzFxrnAJU4kofE1cA2eMaW3IXi+IIol+EyV\ngioT2z9WbGgq23XF2ISx92QTafcHRDT4vCKVpKEhbBKJx5CYLSzrTGoTB/MOKVp0nYjrAWGhayLF\nZJZpIZjCSEOMC1uJWAdjObK+QrGJKnvamrhOM9Z7TAw8+kC0Aes2xmMmWslrmQnbxM4avlyvxNuN\nThqW5LGhMK+KQxL8KBwn23E/R67RU4zECImJinW9kHWhSkO+VToMynaExZE1PD6v7IRk7CTkgL1E\n7nTHsq7MVXJE4d2C7SK0EmPeNiSXdjxGxYfm/h9dsjt6oclJkSVkvyHNStcIhHgHRXBdHXfHn+F8\nw0vd+CA8YvBc/RuNQo8nQs7MV8h+pttDjQ13aPL8QveQ6d51PIgji7I8fD8Sv5xZSiJRWWLk1I58\nfp0J+xbrEq0PRLEwzhbbFRqV6LVAF0fX7wCozYySsG4bsUQewzNbDbxcK6+pUhdI+chlXhC5wiIY\njEXbDXscWfKZgH97XlaQtEc1A2N3Q+uOuilEH2n3M317pOiWYYA+G7xrSa1kcweyMhh7gqD5+ukF\n2wikzVweZ3LIWCRHU7hcPQuOt0oCRXHQ2Jav5yutUnglUbljc5Z9K2nuNSlnQjpBW/hwEtymCz7P\nDP2BqQh0XWjziat1bwc+E6GbGWplryTnRSBNT7AWeXnhKhQHM2JsJEuDnSo3n2gO73GXmWY3INsL\nthwgF+7HRHQLz6FD9j36JdLaTNoKr03BE6mbYKwGYybwMO4zy7q+NQH0kmVtkc4Ta0WkjpuoDOMI\nPP+T+vBHJ1jKrpyloDOa7797Ry4bvqn0TcveHpnXSCmgR41dWqxq8OVAbippfqbpJO3YMZWVcZRc\n1xlTK33/jsZ+Q/Znhp1nUG+bnc2Fu7bH7SwhXNgPLapPlK1ywnB+3cha0WvNesn0uwON8njvMMXg\ns6CoFu8T7VEwXxPzudDbA9u8MmhD0ZpLTPzP/+ZXnI6/JvUdd7Llsi28WTgSNAalW5q2JYW3D3vY\nHzEvtzcahjBYdWUcWlQ9sbkbrY+I0rLkxJIWlhpQFPZd4afXR9azpFGZ1Cl+89t/zcvvfiRWSUbw\n+ukV9wJnpbnUgvcRf3vmL379LTJ7lBq5bgtje89Pn54xneH//I//gV/+yfe8+/Y7HoYPlOzQVmHt\nAUVgczdqCcR1I8fKy/zWeTOKTK8ijTQcxYGSW0oyZOmQokCVLAVEVKi44UUho8m+ssQNEzURTVwC\nnbF4/0raZk6N5cu6UDRMNfMzPXATitbuSSkgTcZoS2M0TiRCgSIlpXpkTgzeIhuBWwKD3tFXwbzf\n426JXhluRdKaPdP6I65syGAZzIEkM18uV7459BzFgHcrodNk5QnWEUUkho2DbND7mc/PHiEE7WCo\nQXLZHENOdKPh8eXC8LDn+vWV9v2eTU0M/cD160J9ZzkkS99AKA8EH6gyUa3gfL5h9T1SC0SpPLkJ\nUQa+GQ9czl8pxdKahFOWazUIU0AGkoQYJVIXGrNSc4sZepwUfDgJ0lVyZz4Q7UrTNWxXzZI2ZHvE\nu41W7jBS8moDoq2gbpwGSY/Guw7yisw3rBnwvnLdJlAbtteEecaqga86UfeSb4ae6C2HjwOsDa17\nh/CWJFd6FO0g+fx8ZrOObe2xtqU3hdJOTLUn5I33R8X9AIehI8SNLBdyioRtwhfJ43QmK8FLctyW\nipkt3r+ZZ66zYgiaw9CwTa+IJJivE7KXkD26U3QzHPs9w05iUqYoMGNLTHsoe0rWNF1Hkhu5aJTq\nEXJENj3UE9dYiOkZ3V5wSoBKVJW4rgG3bOACyyKRR4N3Hh00SmZK66nCopWhrYE1JZRVBJ1ZlkAj\nLa2J7LuBbV5oO8XOHjmniLtt2NTwCc9eClJ+YUgdcrM8Z4UIhdOgmV/B7gK6HGm0pkmPqD0s17fZ\nU6kTg4/cDyM/Tc+cBsHXcGE37ih8pW8kKnbMaUK0EcKIHROyzYitI8cVqWe2rWPZruxlQzNKlmro\nckDvAiFXVjEg6w293xGc+Gf14Y9OsN7v9mwFOglq37JTgvPFQehYU4uNljje89MlYfob3nia8oFq\nNfnekm5ngus5+wWZKkrtafRCJTOlhd3+yFhbrNzIcqb98FZV0ddI7XpaK/Ep0iaBr5HmaCjmxHSd\nGe4Er8srp6ah3wZubAgNy/MFhcIYxawFsmhcFcx+oJUKHeHPTi3/01/+JYUOWY8ICnddx+wmChml\nGpr2niQ2KDOt+Yan6ZXdwwPnT59QTUNKO9YUeKkr0m6IJPEx0CyCOg+04shcHTlaajywzi+MR0Va\nAofDAXea8K3ir/u/4H+d/w9+8S//HJzi0w8/0p96znHkyyyRa2T/Z5pda3m9nqmpMuUR0T2imwHT\nWGr2fLq9IGTl53cKSiZWwbYEjBLMyys+r3gBbYRb2rEPb1GB8W5gpUMXhVSSEB0uZObyglI7tutb\nMFOuGZdXospkHlikI0wBkxK3tRLCE20vOMcMpiEkS/t+Twieb+zA4hJyCAiTsWKiyz1XX6hhph17\nQrW4ayHphqssBNvSAMOYKFHSF0VQnmOjyKkwVQ3hlRcfef/xDp0gtI6oNKufidLzNWva24xUgWl5\nYeXIMt9oxAGZGqISXNYLD32LDQl6wfXVoxhZP23o95Ln8pWjVOR0RFpFvu+4bldMV2irpkdi1BF3\nu4DcKHPk2+aOx+eFL/mZqHsaI9CN5pQ9aRmINXA3CKJIuC2jO4OUGa0bFtljhQBVEbuGKS50qqcb\nB6qLdDt4cgvH9o7b6mn6Iw/ugr9K1MNI8gnXF1T11A3swzvsWljlhWwCeyEwQcFxx7JEknY8dJbB\nnBC55fVJ8fH+gc8/VnbHPSlXfCh8/fRMayuNtDyeb1ixEXTkbt9x9RbDSqkdur2xXDqkTWSrSJdK\nIwXxmrl4QxQL+aogbFxfE7c4wm1hHO45mt0bdcQYUiqoZsPIhlx2OFXprUaHjvpasd2RJk5sl5X2\n+Mq0LUh7jxYBHT21CrryjrX05HkhJ4cPjrlcqOOFy9MXbhfB14vjOkOaoTc9R/mEe/bQCO6PhnUN\nXEKkb3Y0q0QUge1BNB2hRto+c1CKXbNn9dD2CqcjbnX0EsxOEsSBu+eZps5gW/ykqfKVtjsQ58q8\nBNph5Bol32hBiJXa7JAvgtO2cmgHEgOvryvl9BW1P7C4lbIZXP3CrldcboVD79He0MqJonpeY4c2\nYKIja8MSPSUuDHcHplmRgmZsN6KLjBpibWi6Cd1W5mnhYP95ffijE6xOduidQ1KoaSEVzYf+Pa+x\n4l0gVEnKmW7oYAvs1w53Glm2lbFq4mBYy8xgNvpO8+ka2HfvWaYrvzztuFxvrAdBEgEtNcs5YQ4N\nfVMoQuJrIvqNQXTY0mEk+GFDXANWHBik5uVW6U2kx4BwdElTcyHECzr3ONPTroEHc0dpPP/1Nz3/\nw7/+LXfHb3Fqx9AK2BSJglWGXGDfH96yFrVBCUNVjwjtQG40x4geN5AC7yN3zQi2ZXWO69cb1Uca\na/n08gfufvae3z3/SMMDP35Z+XgaOb0bQE7IBlJKHD5Yjt8+8O2vfoNbruj9igwN/uk/8by+MO4a\n5I+Rm0iIUrm/O/K0Lfz62295nGb6hztC9vS1oWyC1+vCq5+4372j6QTTfOWH6yekvJBvhudaMPZK\ne/+OjMbFirIeIzpqlpQskXVAZ4mrF4rZOC8rSUSWmLBRErwgJ89QG1aZaHUmaIfTDuUL77WGqMkx\ncWg8ekiYvkMWheoLl9uAFjeaNnLzPWKNkBNRgW0jZb3R7h+IxRGLJlMY2x3aTbwSOVeQZcLsB/pQ\nsKNjkpZmdgxlJFTBroHzJlik5NQMfLlsDNKgRQXebsqLdzzsjmxzZHIre7XjHK80vUbExPaceFWS\nah0yrjjtaOJKkIaxGCZARImKC2SH9zNOSW4XgRgNYyiE/kJfBrYCcGS/l1RjIXkQiuOHjl4mdFI0\nwx1ZwNAr1KGQnQbR492Ca8+ofYZYaN4LjJNkB+dwprUSdgOozK7dcQlnvEx09weW+YI0kWG0KAbM\nZeG2aYTrGaiUWGj2glp6VGlp7J4fHhe0kKQZdNiYUqAaS3CFzfeI1rCFhVAMnzfBLV35ppNcb4Hb\nmrHNlWGnsEESc6HNlewEN604TwUzK+ZYKVuk8RVr9uRoiY2kmIE5JPadYq933EKlsT2FDboGg2Qc\nJrRZCDQMCnxN6FrZ4gWZLbIGLC3P7oz1AVkEy/oTRQhivrDEhVttuOaJeVrBG5b8yBwch+Eeo44Y\n+co0FzKVoSoeVWF8nzGhsFKgZAYhEVrjc4USaO4zxExTFOvRUoInzm+Hj2WoyG2kGAfdxjhbtlqI\nwIlElIJ29dx2sB9G2lR42jR9q3jB01XFaYz4qSCNoy0t5IgYdty2QGMiT/VGjpp2vINJs5Mri0xY\nVTDprQm7dJote3TbYJqWagVKwlMWtFLDXCli5tR12Pz/M/gtzUKpCqk0p9YQlwlfBEYq7gZPkD1T\n2hhomKxhkivXacFfL5zUxlo2goJWWES+8bNTw3a7cbo/4myh9S2qtijV0onC0FXObuXmJMcHj6yK\nptlTqsSQuF4i0gs6+Z6SIsVulHmk05prWGhaQ5BQxIrdIsYu5KHhZ+2e3/7yHb/55hfsTENzaHDO\nYURiWxsEmt3Q8/x8RulM01u8kcR8BmnYkiCkyH6/J3eKhoY5fyWnRFc1QliyicznBh935M+O33/d\nKHVl2HVovb3lb77/C8a95ccfvvIf/u7/4bC743/5wyc+nz/x/S++Y/NPyNby+Poj7buR7dOZfQep\nHSnzRqDwsW2w8ZGrE3x8+CXr+Yl3H/+MXmX+89//nuPuPTUa5tWhSuSnL5/5XBzrpiidQpUTz8vC\nfq+4o8FHyc68J8SMIhJjpqSFXBdua2H2b86reXGk0KDKzORXHCsyijfuoGqZ3RuYWIvC5BJ0EkVm\nFEeWZBHtjAhXVBoYusp1k2g6jp3nvNw4CktGkGVADxJ5jZxGTbUFaRumlBGpctjfsYTPqAwvqXB6\nPzDuNd1UsENHoSO7QlkSgw5sulD0Ad0k4ipJzR0Ph7f/cHx/oNbKdI18Zz9gNURpeZ5vSF0oW0RZ\nxcsceC8K57wgSktrevL1StecYNCct0KfBIM6srjMLC7E+uYWPLXvuK5PNO0JW9s3a7+NqLZH2Z5P\n7kaVgmP/NpdthEJ3sKySj50hiIgxCl1BHjzZ9JRFMtcbd98dUFEwTxPnsLFTPRfxCELQjgei2zic\njtT5RpoKpJYoW0S3ktbKa5V8/ObIJS5YCodBMK2vbNKC/4oxe5yHRiimdcXuD3Rxpq2FZFpyUTxO\nE3eiQyGpSvC7v3tzRh4PLT467o6GP0yOVAw+GUqp6PnKTXrAcjAKpGFUinlbkHtDrYqkzjRkxnVP\n0Ia90UjnUe3GdY60o+VdZxAqvpkjbg6lC+6q6UdF3ARbFKwUSrJYs8IaqXXj/HThdmuZH2dGJfgc\nN+aSqdkSfSJNK/Uw0u48QxjZ0kYmcvUNg0rsTMJOC7vDPS9+4u5+B0WzzTPfnY58njaS87TGsklN\nzpa63VjChM4DS+xZq6OZ35yPy17QLivCVNZYkDnhg4BOkINkdZa4vPD9oZD6gcFE5KI5dYklz/h6\njyuZvBrubELIiOwFDkcJBl1acnE4sYAdkFHTlkAtj8RcGXxPbz1RFOgjRRhCjgR2/6w8/NEJVqp3\nqHrlfdeR0orZabyDHOG6CcJSCQq2bUPXSi8qS/LkbiXbhEmaGDKxFKgjtSoGo7F+IMmOucl0m+MX\nuwMprXgT6WSHwOK2rzS6oUMRtMSvhcbesMESUuE6bxA0fQlcr46mG4iugg+soaLqPft+41+9+8h/\n95u/4uP7js1lhr5HESi6kIN/W0jmiWUDWSqqKrb1xlo2VGPJJhGr43DfE1NC9YboE8YoYsyYoSXd\nKmKt9OqefffAv/v3/xuhCG4vGacy8Mqvf/aRu48HtmXl7/7m90whYsNMyJZ/8ad/TZwjw+HIly9f\nUHXk+ekTISWiCLibwzQdr18vqNUhOkMulV/88hvW5Yko/hQU7O8P+NWxGy1Ormy3G09iRvYNriy0\nbcGqhKwdriheN8muPbH4jV4rapVviysC9YZoJc55rssCeaZskjXdIYE7KjUGVl3J0XFzNzoC7X5E\nh4LZR/YKtG3QnSTMgtKMeLFQo2ewsOVIcis7u+fx+UwxhjYq5mKhS+QYOaodrT1RyMTes6yv3EvD\nZBukykglyVfFftixszDNhW/v3uH1gev5K6euJdmGtNe8649MTjEcGo6dpWjJdAt8ODXoW+BpfaZr\ndhykxtuB7MDfJoIsfMkTulOYEvFmoW88viZ8clhRKeXAa4KMYOdbomxYZcDFlaa/Q0YJrcRLgWo7\nlE0IFbnbPZCiJ6fMvhsQTQs6Y5IkG4cShbYXBN9yFA2slTgKlLwj5wapVjq5x6oW5ycuYoQE8TWy\nb0fW85m6eZSuVFsJHlKpdL1hLonXcEOJBhcST+GKly3vOkeaMwsbm5C0UXA4nfgaZoTylE3Sje9I\n641De8Q4weoKYl2oSVPGhk8uAZLpObK6yniq1PWZfKl0neHUjMwqEbtIJzw2ZHZ6wDvDKArEhhgj\n3cOez4+fOGK46yp3pmHKHu0lW5Ko1RKqp+8Ul2V56xoLEUVHXF/Q2RLqQPaOy+bZXhfmW+Z8nrl9\nuaGpeF9Zr4n33Yn1FjkdJNccqJPkLDuyEtg6MTYdznSozuATNLKizUiMgqrO7N8PfHURZy1jiVz9\niuE5pqAAACAASURBVFDQlhcOqqD7kW3b3hiHsnINN9rxHrUGHk2mygYnCrIEDscDubxiF0VFMI4j\n11QIOdAmSLIjJQshIJIDkzjWAVk1X68vNBRau6PKhNM9W84cpKJuARqHa+DZZ4zO9DtHEILSF4x7\n67bbGahy+mf14Y9OsJCORiaCixjZMwmHKJV5esGXB7CWsG6QK47K2UuOsYLKOOEI0x/wY0/HG4zz\nLODjO8nDpHkKmfe7n5G3V6ZNYWVDSJWiLFJBU0/UGihZYF2kwSFo+OHacdfNpDJwWSJtjsQSebpI\nTBIc9x8gnfnm247/8b/5Db/9+W9wW37LO3WZzU28v/9ILRUzFoqCEj7wevnEYdgQsnCbLbeycFAn\nctC00qC1ZouOLCvr8ozbNmxryLIwDCNJ/5yv10/81b/6c/7m//o98/YfuZw7Pu4PDN9ZPr67pxrJ\nn377Lf/7v/tbhr7lL/7Ff8VyDTz86htak/jx8ae3zWnJ7O5aHn9ynJrvuPrATrdM6pUoduyVpUyf\n+Zvf/cCvf/UnpLhS8o5h/46np6/kWNDa4qfM+prZBo/oJEPsaWKLK5pw3RDyRFAdquvYJLTWEXIh\n+zeCt1ufkBlSFqzzyN6sLOKFf3gc2J0cTS40F4X3is0GZFOYt4hF8pAWjPmIlgqlzlSbiVbjfWRQ\ngnUVOB2oTWV9/cq4e8AHA+rIKdzo5Au2fc8mFM32zNBYbq3lKD/wdfmK2kl+0exo8sB1rWgRGaoh\nM3Mgc2s07Tc/J0wz5I1W3WGl4OP9d1SxMuEpKbDv37EuF7iXvE8fuDqPEZLpWXHcBaweqAJ08TzO\n8W0Ou76SjgPVLTRVUlWhSEGkwYkbD4cTeZ44mkoNRw5jJuUW0/UEkWhFRh2uGCFJwXNnd3gyAols\nDZZCoyObrfTtW319ZxSp7uh3iV3K5LHFvQZK3TMcE1mdEcWQb4Ikr7y6G4dwx+wtjfVEt/Cue88m\nAkoVlq1w1+0wVdKWwNltiGFALzNP0xPGdDRF0KpM7HpelgvGgdm1JNXgxRX6ty6sRitWJ6jxyjAM\nxNeN1hQepUC6jZNu+fJ3gvvdAzuxktMOVytiKBSfqE1h27esAbqaEHHFiAOSjSf3yIefjdg/rJze\nDUidOcojtYD2gf4Y2EqHCPd4tRC5IU0lqEJeVlon+N31M0evuEwJlyv15crzk8T7Hdv5hThnjGkI\nfmV/Ujg3YIsg1wlrAsIcqXLE6EDyV2xu3ypvqkTljAsR1VdCqRQlOChDNVA/R1otmKKh5g6qYG8M\nnZ/5NC/oQRHMQkoNNXj6UkhDg0bjvz4iTwOzmWlkZgmaWgxbZ+ndys8by9/fJu6ODdYtXNeBpu0J\ndcGklr7duMiFtlEocaHOlluEfTdwWRZSI7DKohV8iRujkcToqGtAN0e8g/eHDnj9J+Xhj06wavmK\nkm8VBFOtBAdum8hyINbKMr3y0O44Ty84ucMWxdI5XtyMXd6uym0piC6RheSdNMQZeNjBNZPXBTE+\n8FSeOdoOGztsSHTW0g0dW75QiiMyI0vDbb3SdpJw6znIgebg8ZtjCoVdrRQNo4z89//yz/mrf/sr\nvrsfUVGgm0w/NlhaYijclhvDrieEiB1g8xead+/x8Yk1fCW5DAacW9GNJQSPSB1b2GgGhYuB7Dde\n1hfeH+FxXtHHkW//7BcUo0j6hYcP3/NE5Jff3XF89y3ry42+1xjdMLaV8XDAHN/zcCdwcWboOjol\nmeKMaSvbNnF/MFxfz+jBcnlakBGCecHuDWkymCg4NO9Z3YQohZIF281BM4NR/Jfnn1hMokhBI3va\nZocwhZ019GHHerXM1qKsxGZNzAojelb5Qpk2mthTiiNXya35SgkJtYx0+SfUYqG0XOuFsxfkqyTv\nJLVMtB9H1ixY5Qqp0vkDuy6w1gtGa5CV0YILlmwlr61injyHURP8C4HMrn/H0+LR+gnkHuErHlC2\ncid7Sq20qSUmjWGiFsNtVaj2HYKBw07h80Yxlqd549s7SwmSzlUUH7Hthdpo3CyRKGydWG5nVFXc\nZMewqzi5J8eNUEZUhcEYivPgj8zrC3V3RN890OcNaQ3LujKaSLhMGN28hbGVwCVF0y/sx4Ys0pv4\nyI6uZtROcic3hG6RWXJzE0prbKMgJUyoKFFpioP2zQCxH+8417cbmJ4ruUiM1JQtYVRASwdF8PR6\n4aB6NqUZho8sLrMZQUKi8IRi6baea5mIynJ2G1rAYbwjk7mS8WdJ0xU6/UZzWUOL2GaEiHRhRJXE\nlqGoRAodz5NjaAKtiDRpRyiWS/DoXc/WTVAkjU5YpZBCc+o6CgqzZmx27MbKEiu5rmTV8aB3VH/j\n9M0D2WeasmIJ9H0HTUcNkaYNqGoZhWYOQA7I1nPbVs5OcF0cy6qZv2zE14biDXMob1lD23HbnrnL\nHYfeMq0X1m16K/2MEiUqSia8MmTnGGyPKIqqQTWBBceh7RHNRlwdB3viGleWRaBtYFQdUNByJV30\nGzdiaOiFJgRowz8GlUfLLTi6qrAHgzs0vEyvfD/cEUMi5Y2TlaBHXCP5L9zYdQ0/VcEhFe6+MeTr\nRmkFYwy09kjITxR/QncviN6iysJFLciuIXct3nvEWrAoimjpsuB0p/ElYEsPqfyz+vBHJ1i3rccl\nS39KbL5SUkLVntdF8kO6IOkgJLZWsVw3xsEw4Pi2KrADITlcKbzTFh8VDAP9/cAcFcfTHXlNVCm4\nW0dEySw50+0EeyWYvEf4iigZV1pCydzv7/h2D99//A0pGl6XBdkYPj2d+TJF7o8dv/2Tn/PrX75H\nVM+uH97CySS6/R69BkarmeYvXC6OKBP73LHveh4//S1tp6gpkeMFZUfWMFOWwtB0TCVSkMyXK73d\n83leCEAslVDh9fcvfH75z1x/9cw3396zHx7Qv/sdu25g9p8Z9wdSSHx5+QElZrB7Dj/7SJwu/Hj+\nibnOXJZn5m0mC8vp5yd+/P0ZIXt+vM38+d096vzCGjfcLHHZosoLmMKnL888HCS7Yc8//PD3fP/d\nt4RN8tMtMRlIsXKoK23XknULNMitQVmJD4Jla98qzUVCSg9RUY1iyZp5ySjREMPEVmDLE9ZW4uwh\nK5a1IMLKTt0htMC2CU0hhQM19dQ4Y3tNjpnQWJyQHIRH1ABXuBXBFj2H/sC8erRsGAfD4+wQodIb\nS7GJnexpfKGECa80cls57vds1RG0AN8w9JHWHCmqf3u2tAZZOt7vHXPJdP3ANjc0W8V5wVQyWi58\nPA64HBDiHev6iI0bJQiyy3TjiE035iXRULH5wKuI2KFhYmCbE2RLVoGh14zTHt9CGFuazrDvK04k\nTqcOmzNDL5hT5r5/YM+G7yo6S6J/o8kImYm5ZZ0EotXkHBF5pA6SUjcaPXKNF0YleN+P3CqUWZOA\nEBeigrA5hDmxyY103KGqo7GgNofYLpjuDqsV0+ZY3IraN+gFGhEARVgkQgVwkZ3dge2Zg+U4Gvx6\n4WgEdO/YPJga2Vxm3Gs+PUbuj5FJdqSkMGmhZM1cEwf1ihXv0VYyx4xpDEfRInLLGiKjbpFGkmMh\nqZmdPTK77Y0rumnsONDKhUa30ETsvcQ0HW0nQUuKiKhGocuRWjRzeeE5T8QtkC6Zp+dA/VLplGTb\nOtpsCa9P3FkFuwM+BbxRlNDTdYoiE0iHkZqkFjY5MAwdq9uoYkcSbz1uSmVqN7FXitq33EJCYFC3\nmfuDQvuVkDSxbuRGYI3kvFTyoHEsOB+IOPZOo+qAMyvbdeHUKnbdnvXlxv39/RttP0AbV2opbMJQ\nUQxVUIYeN8+cJEQn2FKmFodtJHbn0O5AypZBCv4/6t6kV7rsTK9buz19NLf7mswkmcVGKlmwDRuw\nIMgTe2R4Yv9FwyNN/QMswANDZZQblVQUi0WRyey+5jYRceI0++zWg1tTcWo6/kEAB3j23u/7rLVY\nyfo0Uh2gXizaqleXmCiYauLyskM0PVYtbOH/Z2vtwUuSG+mrA/O2kOuA9nvmbWPnBUtJPKeJHZJa\nBsbsWEJmpyTReerdnrJZQuo5HDpKVEjxWpBLQrHbtbhlQvQHZA40ZUHnlolI8Joba8hG8I92f8Gt\n0mAiqs5szwnWQGMktwfNP/nFl/i1wfmNtjsyz4mqf73ZWWmJEYLPZAHLOtI0iiIEwTviNOKLBGNY\nfKbbvyHH10HulieKUMwRjIbsHHjJHGaa1LCzDSYPzFeHKYXw7ffsfnWDvj2Q9nfcK0F/8x5/+oC7\nXrheznz39394JbqbjI8baRV8+N1vkE3h+fNCYwRzWmiL5voEbbtR7y2yemaVI1kafvwh8PZBonSN\nqSxv3x6xpmWLmTfvHkjGETdFql5PsB/8hbZt2YLA4ml0SxQBvyqSuGKUppKZNUsKkiIMW1goJiKa\nmvHjhZ6BbZ4Qs2PNiZwtzs8IqVCDpaQZSqav91yCwnaOJ+e4aQdCXNAoeiWQ/oxpOsaSkfJ1q7BN\nDWILSJOgClxWz6Ykx6pmzRlVNL54Zh8RwhBiZDi0vLgLTS1ZfKTrLbKSaCFeC8ndkbh5RAJBw2A1\nrdwIemO1FW++PHAIjudpoK8d8zSyWcu2tDS3iZxa5LhRUsF5ycPNFzCv9M0OvzxxWCvaQ41Rr+r2\n2uxIo2Q4GopbaC2vLjif6d9VdNa+fkNkHgaDkRIjFUpolJSYfyjAZ8CZEassbn29qQWVmWaHbiCJ\nQFXt0Llh2Sbq2rKOlqbqaTvB2Z+JqWCrlZtWc84T9/1AIrFKgRY3vPgzOizURr66qK6vNI0136Ob\nlcpLmA3ZWlxpKYuntpLn64JQK1Y2qNURi+aSL9ha4p3n3buGDz/O3LeKLZ3QtmMJE43V3DR3uJIh\nwU51+CTIJmGQHGUkh4l6t+Pz9oQWLc95Zugtepa0bcXGjB4MXRaItsXU0BvIBGq7+wfWY00JkpAT\nOlV4e+R3ZQZbKG5m13WcXiTnOdAqjRIdTy4Tc0AfKzZ3RmiLQ9JZgxGSUAxLUBgrGbfM++qACxNu\nFQzins1ERrGBaPDi1ao9aMHNnaAUz1ZaSIlKK3QX+fic2emOcR6pYsVJbFRVRRQVIWjKdqFVe1gW\nlpKg1mi1caMlRjeclwUjQOqGiKOOM3nX83JOGOtfi/56x5IXpNrh04IyDUUEyuaRWYN93YZe1Yox\ne3RYWLPiOh9o61dFjFGF4Hd/Mh/+9A7h/we/y1mS6zs+vCy4i+RydjyfZsYpsIWATjNViTjO6Gbh\nzq6scqTpA/lgKAS+uH+DZGC+ZhpbURZFnQ+0ck/SgtIdCItkM4q42xFQBNewup7PF8nP777mf/iv\n/0d+9f7nqGDwa891tYzlTBETy7zhQyGpFbNXyDqxrQ43j3x4+oGX9VsMmvnkOE0Ll+sLMazURmOB\nuI2c1ids29BEwafPf8Pu9g0iS47DQAgBiqK4FYVjEyshRNquIoWGYAznYPj2j7/h/m5PHTRCRhqT\n+eoXP8FqzZv2JwzVG05/DEhheftgqO7g0x/+ik+Xb5FOcHlcQGkuU2D5MJLnwl62iM3TzI59OPD4\nacJrw7tGc7Q96lLhY0XX71inmegSu93A+Xnkm+WR9RpZN88+PfC8CbTWzGukyA1kw7o0+K3CT5Jl\njUTpGJcra/S43DOdI03WHGmQy4qfRnRu6WTLNGnmUDFlS/A3mOGIYGBaa9oucFQrVk3UcgQ/kWrP\nOYwo0TJtgm2b0VWm6hWwsE0/Qi6MP57xm0OXxObApokmT3TyhX090miweOblhTUFZp+5LmdkWxAF\nahRxO7P5Z2JZMLZHCUnKDq8spWnYNYnxOjPLRG4ij26l2MhlfcZNHucKfRXBCFoMD4cdVaXZug4n\nj69epOMvKEKhsqTf7zAJagrPLiBtRY1B8rpA1JmOvnr93mxd0xnNzmQ6YzhWNVYkeq2p20KnFsyy\n4YIn6pqry8S0Mm6CcbYkbwjXTxR3xWwGvRWy3FjTRo1GL4mmKcR8oR8Kf9HdopTiEDp+UX/J7b3k\nEAtV1iAVqRasViHqhasYWYsEVwgIpmVFpyu1MrwETaMOtMUQPEgXWNdH5i0SYmaxmWl0VDcHzk3P\ni+9xa+F+31GsxbFhyfTdSicK6BYXDNfRYVKLVh3eKY56hxWCTh0pPqK6iaapXok26Upi5hw1Y5As\nxtHtCr2W9GZgJ25o61vatuK27+hLzU+bmhrHX+wbkp9p6om73Q4hCl5JpHQMdse6CkbfMdc1SwPP\nT4aoD1xTxoUeloTZMm6bibJFmxajFnQdqKIkj5HmxfGFuGMKICvJ5hV1ozh0iardU0TH3a5Fq5ls\nE1tV2HB4r/Fxo3gBdcvsQSbBjalIAk6r4PsgeUyB0FbYrieKK60svNnfYU4X7m1CNnuyVcji2csj\nZYrUuSaMj2gXWCqFqyOqKQQ38t42BHcleoMsmRwb0HvmIJDGQv0fB9/Cn+ENK+fM5mbS7NhyRXGS\nNURyllAXiAGjBW0ccUkSasN91zJJw4GGq1DMqfBws0OkhKSjqXo8AVkiboZD0zHbic0vLNNKVyvm\naaHWgaHPpLxgq8Lbn/yUTz98z+9PI8cuM+i3nJYXzgu4ZWFXFeIHx9AnVulwk+NN/zUfT2fkLbiy\nERfHcnGv/20GOsHtzVtqs2MOC2tn6OYbTh+/oW53jOOM1pbaRkqC4iy2FKbKEcqBJBV+k4TFM352\n6J9W/Oo//Wf8z//yf6J6mVBNw/3de37x/i9YL/+B9mcd8XOmaToeVM/f//2/58NauLcNLsM5J+5v\nK5wUTI8z3W2FZ+OoBp6e/8jD4QYRK87pgj+f+fIXv6QbLB/P32FLj4yZWDJyMJw+PaH1whZWpKjo\nkmVbVnRlOEXDXhj6eqXEwmWukbcWs1WvpzZfsW6QvcH7lVIy0SlqPbCtK8Voqi6iUoVRmhxGROhQ\nTY1oKqT0+K1QQuKsrtzs3hCmkfuuZSkGHxKbUAQfWF1gml8Y7I7lsvESC2+8R+w6Pl9f2B9uKCFz\nTnsolmlb6YVlXVcu+QNSQl83TOOPtPueUCdUVZFioK0NUVwoAqRObHHDzxGlOlxXEVaHKoLtKvFU\nbOMZwsoYLmR7S/SefVOR9S1ueeL9oJjEC7ehJ26ed6olBsmj9tzdWzY3EyqN3QvOeuTQK45ZIqoW\nV2duVGaoGvKmaFQGRnK6YHJNQRHCRhawr3q2eUb6Fy7rBcSORt2QK8nzmuj6xBqfsLGiWiybN4TN\noRDYFJCicBhuSGKgaSpUVGhdU/WWKh6o9wvWadw4EdnwItNVR/YqkOaIN4LD4Yg4zxTgaR4xqmMW\nJ97Yhefc8WEtNMJzrAsUzfM8oWOm2IHL00oeelTeMCmzsz2V3YCC9EdWLfBcuN0dmNeEiwt1kORe\nkEqhkYEcRqJRGNVxMhtDXLnRiiwzRnt0jphsWY0llUBbF9awIpRmixXeC+pmw0bLV8PKySTq0iLP\nEbuONFVLOh7xzxVxywhVoU2LTY547ZE2YLaRuGqwVyonYVfhVv9qfA6KYlvypUOtKyFnPJbIxK7R\nTD4gdwK3BnR6PYDkBFo1TNKyDSt2ldylgXPM1HViEzNZQdpvhGRY1jOH/UAOGSEs0ScaGwlupd53\nOBf4w3VkP+x4Oj0zyISOhZrMi58Z9hqzZpr6Dlc77DbjkkF7Q60PrDmiU0/dBlrdIjhRxTt0NKxz\noLXdn8yHP7vAKmLHy/MTQ6+4nmfqfuCUFyqXiFJhkJTryryTlFKIp5VGzRztHYVIa3fYXHOdPG3d\n0FUN2Rkkksoa5hVYXwfpthiUqdj8TFUZ9pXnF4eWOy1x6w+UUnFz3/PD+h1bvEGsGtm3VLFQLifU\nm3uoLC/jxuOa2RuPUR8RQrCGK7takqUiXTVFSqRtcNtnVh8xVUPwC2NOr7exy4oQhVAcx90tp4+P\nSKO56RtSrOgP9ywfJbkExvNI3ibau443P39De3jL5XJCjI6yJX6s/x3Vf/MvOH38I7Zv+er9Ld+M\nE9scaNp7Pvzut1zfeiCzZBhzxef5zNfvG5ptRx0D1+cLXT+gtpnBBtrDgSVL2rsHPn33id8+/Zp/\n+vU/oxaK0/iB2GVCWNHbida2PK2Fqo6UtqONM1kqHoPhIldumop9KIxjpLUrrYjM/gVRBXIWbDHx\nMp+JOiGUZ9AV57gQKOx6ixsjneyovSZvDpUk2VXEnafuJWJTbOMJPzQEl2l1hY0bvtRcQmJ2Dlkl\npqfApipEgUvecfe88mbfclkCjRSEamUQkkEopssZpRVRHAjqzJY9eydZzMQSEvuuR4nI+bIhbP8q\n1wRE1FRITtPIEjLuEtCdhnDmMp8IyVMNFTem5vP0mS/adyRniRSCfSBPG7azuOBRVhPcwiwVYvWU\nJtLuBhYj0DJxbw2lMeS2IomVm2hoZMYFz2Cgripy0kgl2FRBpIJCMV8Dpzy+eokmhSj3OFFYrlfk\ncuG47/HrQmoqAoLzeGaOEhkkm/dMyVBLQQiBoekoq8BmybIubGEmTmdkkCiRkLXi41whi2ZLCr8m\njrrjIjxjDLhtI1aaN/ueEjJ+nsmywS0rUSnWsNIWgagNcqvodMt5nhn2inawiKumqMBeZVLasfqJ\nJDxaWXZRIOvE5Dw3TU+wmSZNhBAIjcUow10oLH7Cpp5e9EQia8zoPiNUy/MS2NWBXIMuG0VmqgJC\nVGyv7C9ycHTGEn3B6QWVV2RjuMwX6uJYYqZtKjafyMZwiC1JTcQh8WlrQBWsdETdIcOMaC3LdSSU\nFqUGJIbHxXI87qm0YrqcMPMC/YA5z6g2kUqAqiOWhJGvFHvhLClltCrs7w740yOCgpgNda04jxJT\nddSxYDPsSsYUSbaR57zgnYK1cNCvEGpTGnCv24nXqqV2K+snh9lVbCUzXhNvDgPxlBByQOuFHODm\n4Lm6zPOSaJt7xsYx7HvMBEpufzIf/uwC63qJNHbPx8cTjX7L04czWa0I4endA2lbEH1NWArVIKj3\nNXGTnFLL3liEj68eGfvKfAtKoqtAcYkkDHUNsVzJ2eGioJRMyp7Orvzyiwo1fuLh8AUffv/XuKTY\nHX7JOTre3gT+/vefaa6Zd/dHfhwd5z+e+dUXX7B+fGL5sNJ+VfP8zYVmr8j+D1x05Cfvv2Y4Hrlc\nV3Ql6UqFsIbn6/XVSBsVdl8xFEtRG5aIdxvH2/fE9YmX0w9kO1D5lqG/57e/+zf87Otfctt/wbff\nfeZw957/4//5X2mzQ4jE7c09H5eVf/Nvf8OOikOVEIeO8x9GwqFlUAPD/oVYJgaZ8dtC+rxQy458\n2KGrJ9ZPDaqpQASyXLHHjnFdafa3NPWe04czy5PhsXlkPH2Dqlt+/bvPXJNkN+z4eDmzu93j44W4\nZFpzZJxOmBravqLWDk1F3gpRBlTKlGi4Xh8pIiFWgTSQTeFyWWicwCRLLyXLdcHqA1ZYIiuFmjrB\nc5kQV4W1DdN2YtQWOyveK8vJnTCVJC4TtSqkOnN+6YhyYQsJ7wy9nAhVoWv3xGhRduCQVopOXDx0\npiGEDRfFq8OpXlAy00VFyJkYM1oFTDbILZLVTI3Fb55lWglRsK2ZFU948pQsebk+IcXGcokUUWOl\n5uJP7MwdWg2wLExGUOcWszPkdUb0lhgkudJssbCvNPsWdCtAQV8Cd6bGlwZtFU1TkNmC8IS8UNuM\nUhG7Sa5bIGSYY0JjiXEkqcB8WXhxPTkaGi0ofgJmRuWx1qLiRp4DSg0EUxAq4ecL3f6GphhMyXw8\nT1xnhRAnarWwLJlOF07Lj1S7I8tWEMKzGzrSy0rXapJfsJUGe8Pz6QWRE5Vq+f1ppDeZW5k4O8dZ\ndizuhVoZ5hDYZKEvLcK15PhErBWfY6GWUO8b/KljyRuyS7RuYicksWTinMnZY3eSsoIuhtwaLLBd\nE+u+ZnQTe/u66PT04lEtmFrhhSbEjLIOlzLaQOGM9yuueGK1URy0TfW6YZs0UyrMlzOm85AtjVqY\ncLw0OwI1Ms68OSqWS6BrO1zcMCGA0Ri1I1lAOS7Thaq8LjIsjSBrQddCTleEbggF8JosBJVseJ4e\nySVxpEU2kh+ff6ChIkhDbRq0lBiZkUeJqQTb6RF93HF+mjjUe+Ljwq5pWISmlI0tKnyMNK0h2Bbp\nX3Ax0OSa+rZiiREteg6lgmnidVoKKmtcjqxLIsaM7SEkTz9Fcrmy3u64RP8n8+HPLrCKTFw/RVR9\nwM8BExcGLGujedlmTH+gURvjOFLnjrtoSHcVvWtB16iUUK0k+9eng5f5xM3+QFfVbMFykBvuKjHW\nvMre0sJht/CzNvOLw3vOy0IpFbeHG779/Mi3H38Hd7c0uifb7zgly/rDSNfdoF6eCdc3XNeWTSSW\nyfHmi9d38cdvr1R9puo+c6duaW8MOUWCssjc09WarC2Hmw4/vlDvFPMmSZMki8ToZ3q5UPd7QBBC\npDJgpSJu0Pctt7e3pLTn3/3rf40eNcPDDaubmSYH/szbh1/Sh8R8drz/cs+WFKfxhTlGHoJGdxs3\nYs/+7QGrNC44kpesdqWxATNEtOiwVrHOhWQkbW3pH94QWCmTZ7wIblJgiCN+27jEjlgs67pgGk0v\nFOP8RK8WKmnIk2GtDbNduRGJeY1cY4PWgi14QuUIecYYg7p6tDXEVCG05LKe0SpQ9ExWAX21DMMN\n1xiouooSr3weR/rG0iWD6le20VHXe9y8cSh7tnkmzhITDbE1tEshNgV9rBHmgI13/LTfMUeHqQ1L\nGrD1iphWKFDqZ2q15/O0kYfINIPQC5fgGW47TErU4ZlNTCzGoE3hEgvOZ07bSnECc57Ja0XTwXUr\nrDNY5Tnankkm4uZZwiduzIDWLSklyqYQaUcu36N0oS1wfxwQcqZtaioCw+EWpTN1JTC6YMVMiJlK\n3qCFROaI3zZU9gj5qtnZHiWNKqwuomNhuyzUvnDLM5dtI4saTj1nJnx3gNnRKI/RA9ktLJPDuZRz\n/QAAIABJREFU3r1BLWDlkSofua4XpArkshFCYRECYxzeWer2iFk7mqZiGQOdtfhqYAlXUrFU1ULx\nnheduYmGlxLQnYXySGOPzGVDypo6QxEapS17I7mRV0YfUU1DSRtDv8fKjRwdzV6S3ImQJC9rhsHS\nnWaK6UhmRzyfkFYTzorpcuXdg8YAi1vIShC8YFlftScH1fLhaaaXiU3UhEWg7YU63VPcRto27LSi\nyHhV0VrF0/YttTIcmoaiDzw9nlESGitISbKohTop4qjIdUG3NS6NVA1QV4QtoZVilVdU0sSs6OqK\nYmbO55mvDu/5/Mcn+i8kKT4R6WhCRpnANQak2bFMC+a4cnlZOdy2xEkgrGBLkR3gF4tcnxFHT9M1\nmKnC2ZZHJ7lRAz5tNNHwqCO1UQxL5PtwxS4Vh2HHfj4Ti8U9RvpDw/X6SLPfcX0R6P4VTaaXCm8F\nKiQaIXEF7oxFtoksJM2aEcbxzZ/Ihz+7wNq2gCVjkFxIhNCSh1d8j2oN23JlrxJvb/ZclGMqF9Rj\n4dIt2ARf1ntyVBSt8VOir3r8Eih1A3nDlci5l2TR4eMzq7/wj98UfmYLplnIas/vf/M72v/8v+T5\nOvPx4riUFz4fRm53A5tLrPmKNYpiBM/jI6ER/OpBMl4111D4xc/2fPzRs6XC5dMZ9aYmjoLbt29x\nSya5RNAJ3SrCNlPwnM8rXhqsVJwuV9YwYo/3ZBXwYUZ1z6Dec/f+V3in+Lvvfouj4b//8r/i1+v/\nTjscaLobPn34AWtr3n35n5DLhTlUxCXx5k3LHz4Fvv/0PfeDgqphdoHb256ny5XGgVYV8xq5jFe6\n/h0+BdzFcZVXhJbcvr3n/qdfMo0rw/kjuh3wj9+w6syparjETMkbvQqUoNmouM4v9F1NKSs3w8rL\n4jFi4zZ0xNKC0YR6Zl2eWUVim2fGknCp5WXO2DojzEb0GisMqlhylKxb5v7Q8bJdkdkin2cyCdFc\nWMyBsK4cp8gptzSiZlwT+6Rx18iaC5XTrHHDe8u7m5au/4Kj6Oi7W2aV0N1Ao2um02ca4VmrSN2d\n8aJwffyMESuyZEq29LIi5sz1jy98dVR8dAsrGyo6QpQEJItPxGtEp4ioJOt4Rl4r/OJROXEpEaMS\npQiK6mmqitM60Xb3TOMnbOxR1RVrewYTyDKyCM/dbkDIhN7dsiqBKYmsBK0ukAQGT2+uhJAIqZBU\npNaGxRXS5qhbwbQEfN5IWZFbw1yNuO8yam04TY7ZKhp5yzRv7JVgNBXz+ESzc8ihxr1MtGngw6rJ\n9kzenknrBs5Q5ZEwFKyURK9YnaXRkKIB8cQcMm15g/IrxlrcFlnJrEaTMmxroNYKkWquWhC6hn3J\nVMIyxcI0eXaHClspWpGw5bWcP+C5zoaljCT3jDF7JILWOKIPTLVDeMF2rjCVZUgCK2aOnWRaZmqV\nEaVlWxSpXLh6hdWG7DeeqsgxJYZ+eYVYW82L/QNrsGyjw+RE1XaEDwuXF8G6WXQvCMmRy0St90wX\nh0iCtAZynVG2Av2CLQO1CmTREL3i2EuSqRmqW5Y64ItmjS9MYWMKkbumZjwHDnbP0+fP6GGHmjfu\nuh1CXUFH5JwRu8IcE1W9J08LdVN4uQq0qTnHj8iqQywH5JJZ64iJESUcWRXWLeEy3PeROoFfr4RN\n0+wObDG9gpm3yK7fcVk+s5VCLSVqKwitWV1EqEJnAzpJcm9Jk6DeNEtX2KUGsVxIJkNp/mQ+/NkF\nVldZSky4a0IniCqQZ4kyFlN5ilHkVIgpY0yNrAzSRcS6vvaT7ncoW7HGgtIFlRzIBu8Dgy6IIOiE\n4PzpSqvgvquol8/cvvkv+P3vf01aMqGA9541W374+AM+TVxt5N3+S655oaSOxh7Z7xW//sO3lGHH\nu/qG5dsKHzT79kIUgd9+98g/+foL3PJEZY/4GBjaHSEk7m9vSSkwnU9IJVnPibQLGD1wOjtuuopx\nulC3Ab8Z9u2B59MTgp6qCM7fB4Zjx9999y2f/ESXrhz7L1C6xgoYT99zc/eej6dP3O4qtsmxPP0A\nWwEFOksqcYTgWOcLq7Vs388M2lC1N/z6j9/R7y2NqRkXiWw1L89Xvv3hW2wQvMSAHM/YDD/OL1xm\nj1QKYypimCGtzJPG6YgwEW8q/vbHM/vB0mrNJznhimUIhrJFlFwhRIRMDN7jrp476bhKw4fnkS+6\ngTpaRC7UbcVqa56WR2RS1LGmrgZOZaVLDWJ8xnaCrVSoOuMvV8g1H6cLMidkhn2752X+PYfjX7LT\nNX195C7f0XGHKq9qoud55E2zZ6ka5vnV3nwTrnT3NyTpWeLIukGYFY0yXKXn354+0aiA9pEqvZa/\nMQV3fqT4jpgFyyzp1YXLtXAwlk95Iy+ZMXpu49c8t4p7L5GiYv7xkSECzRNzCKRDRa/hcHdgoKHC\nUNmexqwUEbGypSqSGC/sOoNYIiUUSikos6Gkw22CmKDWinkM2LxRSUNJjnR2dELzwsrQavYvO0w+\n8Dl/Qm6KH1RGDYWm7tiSgg0qnWhi5P7hnsdPn9EpkqcXDm/uOJ02TNrBWaJ8zdtW87K84OQLfW8Q\nm+TkJ5rKMvsztu+JLwvdQbGtJ+7qGiGgFEM5r1Sm5g9e8CAku8owvDUs24wnUhqJyJGdHgjpRDY7\n9qJm0xNbfEabmtOp0MhXWoRQGcwLVyfQyaA6w2mtEE3CXRWNgW2a2O171rywqo3VRU6fA3qpmfbz\nq6HhrkKP6h+QcGBRjH94QpcBuwmQhfOSCL7Flg6lNVsliarnLDd6vVKsx3R3nF4mHnYPbHmia29p\njCMuCikMD4d75FGQ68z6aUFeZypnCfnK8yzphKEkT2o18foCSEJTcLqwCUMXe8zmsW3Be08Vampd\n2OojeVqRw4qva9IpgcxYBQ0FozsCmfP8gs6GOQa2rsdHgTGF9axQB80szkjd4ZaCFQa/LRwaRfAb\nwQnG6dWTpWVNayquLlHbiuflA7d3O1YMdW7/ZD782QXW6jucW9kdbyjrGZ0loxLIbeXO7WhzYdp+\noG41O/ElKSmauqOOO+ZseCkr2k0IGu6blirVbAG6XQV55ZwCmw+EypPFmZ1KjOvEh4+/4bu/P/P+\nyyNf/fyebz994MP4DW/e3XA9XVDPmks+c/PwDvHZE9PC7b5HCMM8F6Yg+OU/6vj2+0/81d9cefNw\nJLiGYF45a5upaKQgCU/TN/iykVeHJlEZibPV66ksbLSDZVf1zHnFcET2nug3xtOFoXlDbnf87Jf/\nhDf3d/zfv/01mwvsTMvPf/5LLq7gYqK4F0o5U2vFssLHbabqK/x3I72PhFvYvCDGC33bcckvqEOL\nu57o9Y7+5oBaEy4nvDTsnUfmE8/DB949vKeVHX/9d7/heNPysgS0nvDegd4xRQGyIjPTWAs+4nHo\nTrP6jc/b99y0DzRVxbI+vcJsvQebOM2R3VBjZI2/TBj3kZ/vO2Lc8FtEKk3YCiiHrQvZSxCFj+4T\npr1hSidqKZmeC/Wxxo+BVmaMCEipyClRtswPpx8xtwN3hwrBjl49UJVbqtKjbaK2isCGKoGSoe0G\nrOjwW0/ZPhDjzF4JhMpU1au36c60XPxGpVcEnvO8UYrDLRbpDDmd2bzAuYln0ZKkxm2JORSa5crd\n8cizjZgVQrVwIVBLGFMkx5XcWrycqQ4tzi3sa0XbNbicGaoMItPqliRWKqnIq8dQsfpIVUvcNr7y\nKGOEmHCbozP3XLYZmQt93RCHW54vM3sVX3FaveUyvnDyiq8ixK6QqZnDiohXGvmAKgMiw/zhR/am\n4uQnVJWZpxO6FmwyUuuvCLlnvT7SHmtSOONXhS6Wo5aEy8yhU0ynhcEOpHPA5OofHFSF0WysLnMo\nmq9aQ28rrgI2bbi1dwzmgiOjg+FCi5GRQWWuJbCx4UvBJIeQipPz1MpQ0oK0DZXZUQBHYY0jea7Y\nZYOkkLTh788BpSxGafy8oZUlzB0Ex7XJyNMH7vsDTswkHNd1o5Ud35xOyMWzqxvOl4TSGzGekPkW\nQySNr4aJSmR0bDhfA0ZWnOOZY9OzXSXb/Iabtz/DHiqOhz0Pv2w4fHXH//XX/yf2u4LzkaU0XPVC\nLCNDztjVMNU7rt7TRIgXRdCFVWXq24q4rojYonKitoUsa8Z1xQyCzUVqFbDa0AWLm2bmJpEU5G4H\nXmEVPHtPZwV1/oeZlepwy4jRGikzq/MYrVhKxMcGqyxJrOz2gjUlZKxBJqw80UqLOXlElSgy/cl8\n+LMLrAeT4K4nvZy5Womtd+j1ROhrvNiw9sib/S95PH8mLheq6oiP4MtKc+z44zLzn+0tIlhmaiah\n0XajcjO5NuTaUXvDmiYGs5Gun3j44paHN/+U6e5v6G87Pp4Sp7iwiZqHzqKmW15OE0tdKNcLUkSU\nLdDuub19x/e//w+MY02QEEQFRfDxw8z7hwOnl2f6r79CjIGP5QceOs2hfQt+QSqDbAt5W5BthRIt\nS5TUTUHeddSnyBZG1lNgnCdKTnz/YeZJGf75X/4L3r97xzfffkdnDZ/NxGn+AVOPzD7yxZtf0KmV\n1cLffv8JJWbq4cjxbaRMjqcJHuoVYW8I6xPv7Y5xODBOK+ll4u0XmhgrkrIcbo4sj58Qe4lRhd2+\nIS+Kn/3le45qx7//2x/ItSFMj6TUsTORp5xfFwrWin3eqFWPXCcW4QmtwLkXBilQStOoAiayAW+b\nPXNKHKXlu+TYVx1eQVlqFjFiNFTzhGg0qRSmuSCqlhignX9E5IpFQa0y7vl7qq5nZEctwXhBWCUp\nddg7UFXElI0iGpbLgXcPPVm+GlfH5ZmkFiYh2TcatY0sOXIUiY/JcttaWDZUtVEVQXe7Z44Xbg4t\n0Smepshqb3DbwvVpwYuNvYw0CZwRTOcrZlMs68p9tyMJ8cr1U5/wa8W1KxxEi8wVoiqw71jslW5n\n2VV7ul1mUwExCNQy4kumtTXOO95WILUiR4hpwRRF8GCtJfqICiBkjakteVto63tSTgzTiqk3qgTf\nrg3X4EnR0rSKX7QHysWjr1cW2b3Oik1LVRJbJTgpxbQC0dNpQ0qRN0OPsm9Zn1sWcUvXScbwA5fx\nCZ0j1racU0LEjS++uOH3nz+wFEWfHKSVJgvWWFFmjVaBt9pgVSQ3kcppbL1HNIpsBHmtXysOesOi\n+fCS6HVF1UYW0RJnjXCZWhpC6SnuCsoxz5mNhL8sHPyA1IVRCJo6kIXlNBVMurCpGrE2GCMYjGI9\nRe47CVkS5IHTmsipIBpFXBV+2l4N2UGw+IrZPWNrw/XbxMNdQawTzu9pVCInRVgVxlZsaWTPHdIb\nKmkZzANN/Cnvh19xHDreW3i4vUM3gf/tX37kGjJCfcaUmd3xyHSeyVKis2YvIs/OUlRA5iuFnu3q\nKUWgTSD0FTEUhD3TvBFUpUE5x52S4DbWukWnhpwDVVsxb4J52tD7mrrMdFuNKhXvugbtLFVokd6T\nOs1FJdDgrSSjcGskCUhPCXVjuMwTGYnZC+alYncnyMoj1vgn8+HPLrCCh8BMaXvWMVPHTI8FARuF\n6+XMumqsbbC6xodMM1hSzJi48EBh8h6rdqzzSq8lpbrhqhN2ndFCMeqASgldw9dvfs5P3h95/3DL\n1//tf8f/8lf/im9OH/n67g1+O/H22BFaz8/qlo/XmaVZaSpBKIKH3vB9Xnnb9azlM5c1s40NjS7c\n1oG6W7lshXE80xSITwsjNUdz5GU7I2V89e6MM6s/wXFjjmektrjTiNMrblsYn58pKdPbnnVKmKoQ\n1onvHx9RneTrn73ju6fv+O2PH3keN96++Qn7twMq7NDKIOIjN3dvyMXhRMRKgV0ckw88fLXi0sTz\nWmiviU70XO2Vh02x2++YpUM3I9VXPU+l8I9/+lNWX/j99Ufe/uSey6eJyEIOmaXccJSS+QKqecHL\nI2p7JqVCiAKiZKkm+qQIKhPKmaYasHKPKTsa59h0QqTCdUy0ekdUGTFnDJYoIzE4crTsr4Zrnwkl\nMPgzN8oRpSIaTVpWJpM4HHoq3eC9IIwSZGLxG5ErZdXU5YFp1/DVcKT3vJZGs2AUmXqoiTEwrp7P\nuqBLy/N6ZZETXV/jrwtZGy44jht0JkFvucSJKXjukuGTP7OKAI1By5ofpzPlcWOQFrEIfClIOmL0\nYDSfpGO/BGyrERGKcUzZISuDaDw0mcxGVY9Y0dL3B6TU1EPLUIOyCdMlLuFCFyBtgb6tIWiyc0yq\n4iAFqq6I0VLrmi0vlNzSDQ5TaX78vKC1pq9fu1LP84pRNZdQqK3FqAFTVyjXIsxGUZaTW2mFfH2m\nlwbpVvRhz7Nx/PS+4afqa14+bHzz6UfUsLHEDicSb9MKyeBp+Xya2R0lKirSCLlpeP688u5Gc5Yb\nixdYC1I6tL4jNYWumphCgypH6gG2uiFGyNkzvPZhcbnQLYaqEiwXT1IaqTJulFgicl8IpxNS1JyX\njpI1dlB8mg1KLtzqghCWUhJrmrjZ3RJkwitwncXKwnqZ6LqKKFqeR8d8udKqgFaFPCmcGFFVy+Qi\nzc6yTi+EwWK0JEXPuiVKDKzVlRtVs5XIw91X7ERDzQMP/Q3dpNk/9LQoboaN6f7nvPvnf8H2r37L\nPO6Q/y9177VrTZde5z0z1qy41trhi//f2aSbkgiJBmwI8D34dn0qw5BhAzYgi3aT7GaHP3xhp5Uq\nzuiDzVP3cfMWqmbVqHrHeMezKeaTYcm3KL+Bn1lsxqjMOgeGw4GcCnVIbAV0lXF5JSpIXlFZQ9ky\nlTQ8zYXWtIiQkXZHSUfmcSKJmsbV5AA675iiwegVKzQrBaENjc5YWtaSkQpsGBBzhvwZrS19JXkI\nG7ItKG3YNom6hR/Oz9x0e+bY/Vl9+IsTLLlaBh2YRKGqI+SAV/bVl0ojh7sdX5/O9FXP5Xgh24qF\njZv+nkcfuFWG7Be0nrlxO3LZUGpCrpHvT0fu+nuyDzxvG9/+7B4jFz59euJX3/47vrw8cFkSfXCM\nz1cerme+0PN1mjjUlmIycV34m/c/ZTwm/vHhjwRx5vvryM+GVzrrThXWEBlFRd40ftm4fL2wSckx\nX/jr/RteLldiWEAGlmolXq5UpuHHP/0T6m1k3/+c6/GRpnMsIXL0I4fDDmENB+7Znq88nye+Pv2G\nfVdYn/+ZdlZ8uV548+0dv3z7S4auZrssPGyfeXN/IBZIlwunHx+5u3/LUEdikfyXT0+8r2+Qm8Kb\nr2AV61z4zcuVrjc0raHNNfq48e7tnvXlmf/t//wd5zzx4dv/yB+fvxJsQZdA6yyIwOIuHPY9l+eE\nHQ4s4xmZVzYNu/0HapdxrqJTA21pccqxrJlbdcdLGjHCY92FXCp+oKD8md5v7JsGvVqcq/iiZ6bx\nSN8MXP1Eox3Cvha9Vu1AmAMpaM6+ILXGi4RDE8WRpghi8mixYrcblB6xpkYJyaRXhq5jLSuTGskq\nMJ4f0UbS5At1EyibRuwUOa98qHviy4nFrlzDK05e14bpstDVArKi8LpD+GgKaqiJU0RaD0tC5oZg\nJUrN5CBZRYetbojryDZO0PSY6rXFvC0NQ1WoSo+ra2phcSpQOck1rTgfqUKm5EQSCiUEy5Zxoga3\n0IvE7A21ElhRkVeNLXus1DyvgZw6JCu7HsJUmMOEcpotK3peK59MFKS1QHFcp5q3SD5imS/QuUCM\nF07XiSIqbn7m4LBwc6coQXBNE3+4PBODJuuai5kZ1y8M+ub1miZFWg3j1XBzmEg9xDDh2pqlTIyb\nJciajKDqKnTOuHaPBHI6I9fIQWuWtBD3hnW5IpUlqcT1Eglc2URkHR1ZVngd2KeKazBILemkYZEB\nnWbOoVCZzCkZhMnkCfSuZckLrUl8GBoyKxmFqyRxk4RsuF6ekUVx8om5zISkaRCslwnlaqIakDJx\nKA4TN66NYVMrpkSqfGDtLP3+jthU2De/ZLsYPq1PjBc4lDc8Pa28aw/85PbnhK5hU5o+ZLx2kBvk\nssLeoDLMEapV0q6WFcFUzSzbiLYKEzJ6bYlVC2am5ETYPFYqshIYq+isJ4w/ImtHVznWLRHEhLaG\nTUVUmQnS4mKhyiMlVURapJyoK8vTuHHbCZT2DKrmKYAymUZb5iAQyVA1gmV5phaamK9UrH9WH/7i\nBCvta3RqcCbgUmK6KrZVwixxlSGsC1ZvLHZAhArbdSQlGJdIEYqByGANYr2wpoCqa9bzkQ+15H7f\ncLmcsWmlaiTnONJtE5dT4u///rc8jz/y+eU7xpNkrD33jeLHdeX5yRN7j24kP/34M54fIpia//fv\nA8PiYdrQdk+j7b/4CTVDXSGTYDnB08tM3YPc18zXBV09UUpB+sTCRiUUa1oxaPwp87D8gXUzrPOG\n3zK2WOQacG/2eNfipg2U5Jdvf8Jv/+E3vFwN9U1NeHxGqQOH9x2d3PNw/Ad2g+KPX4/ctgM/zAmj\nHLeN4agy83bm5/ZAFRammLm6PUVlkj/DopnTid1w4OHpM5U4sL184fffSU7zxJYy07jyfHyhQ3KS\nhVRO5NgQpGRcPdZo5nVC7SRKXnn/5h3eV+i0o6JG0yJVR+0qnFwIk4CsiTFTyg7+BTTY6I4VxWl6\noQkWLwrNpohGcZ5euN0NRLGgdKDRHbY4ZtlgiqORgrBmnF6Y/IUgFTlE4hoJ1ZW7ErmEE6py1N0O\nFQUv44Xargg7Y+JKbVdW5UlZkC+aYSc4M6Fqh583NqdopKGJhqpY5tkjnEGURKU1t7YQTiNVUZxT\n5mXeeLNrOa1XhPXUZU8JmqpU2LYmLhd6KZFthdol6t2MpmNnCvta4AyAxVQCoRbWBJ2TrLHwEg2d\nBr9GnNIIIdimEdxCnQxR7FBZ0bqaJYJt9qxr4LbRTMvCXNWcpxM6twzWstyUV/DoURBlzSY9UgvM\nWl5XPaZAGTR2CIjkYFU0N4mFhfXBc96f+f7Df2H7qPj66f+h7V796CR6RD1QhEAugsXPDEmzI6L3\nijoENtHxJC+4+EJrPKYolIKNSK0gYpDTjDcreqdBB77/+pWbbo8tC9lZ4jrhgmfbWpRuyWKFaKhd\n4HSdKZeFrRc4ap4vM023YwkCqxcONOQi0EaxdmBLJKyJTUqeqkhnHDWFfacoWTH7yBs007oiRvFK\nyl48rmvo65pSe5SUDFIT0pX9e4FLEqEMxsPTHLnXFeH0Pf37hpAfCVvkEg1BjfzTbyU//dU7iupx\nKvFtX/PU10xjpPjM82nG9ILWw3HZcDoTimZvX5Og2tXMIdGkCrtr6G4FCzPVFoliw71tWeZA11nC\ndSOrilk1dLpjuW6MZNLOof0Vkwfq7HFu5WEp7LuGEBWykmTdsS0znZSsY6K7KaSUkXZj9IqdLrRJ\nUOrEJk7UNYTJ83nR3Nbqz+rDX5xghe3EqGtKlpSy4G4VYYpMJZJ1Qqd/2eAvFc2u4ThNTFVNFSK5\nrITdLU8XT9+/zmvvncOLzPd+YSdauj4R54RdLyxXQdu3XE8L3//2TzyffuS2veH5u0/cRMU2Fvyb\nQFW1XPKG3QJ9d+B3f/qRy/GFsM2ofsB9Knz3YmmdoBaBjzct8dSgDSA/U4Yr/e4D4+VCrAcwiiIa\niC9UxUCt6SvLdfJor1nFxN71rPPLa8mp1jCvFF/IeaSrLLVQ1AOM0zMP15V3d5p//3e/pjI3CA8X\n/QNrOXM+n8FAnJ6YlyMlrCxPj1Q7ic2KIxnJwJfzA65SLNcrfdei32pur/AwXngrd3x3PCP0kfT9\nwv5dT2lq/vjDjxATXbbEcOIqFG2TCdqwpQu12qPVzLvDDplarG44DAOsHXvxlt4aZDGss0SngjIN\nziSWWcIwY7bAewHLkljCa4K0NivHSRCKx2bDnYHdFjDdjpgMcxmpbUc9WPLkqUTDKDdi2ui14OWS\n2XKCxpFTz9f1ytu+Y44efTkiblaMFNg6cL1+IpgZJRQmF2JZEVYT0kqfIzm88FQqdsKjY6GojFeK\nth3wZaUTA5dTIOoJbh27BVSIdK3i6zwS9wZMS7xItFQ8hZmPyw23SrKvF2bhuJTIbt2hDytve0vd\n3OHqlqIkm9moyUg1EMLIVGvMMRPTShIZmSS9ENhKoKVFqYam9FhtKNljbM2yBpSzyHHCBI8qGVkZ\ntjJxmT1VjvisqeqA3mYuXNnJE3O5IUWDkYW4LmgrWPPEZFcOITDXYC18/ccf+PyjoioOqwfyOpJ9\nYBEL+bhR9EwzOKJeCWWg+Il6U2inOI2fcKrCAZdSKMWwqyaOyWKyQNkWLQ3eZkQMdHYi6wMlerTK\nuC1yprApiO6FtARUkWBm9Gq5JTM3Ah02VqupneX6+MDhXYdKFlcMT+sFlGVzhlpFFIpRW6qm5u5g\nEZMCOZF8IfkzVlRQJ/zlSOMqTqYggsE0gu6tpjWCt40mxz2neeTtZhAxc0XyrYqQVrLUPH/5Ex/e\n1WAzZQs8v3wiuM+E6m+p3reI+ivbwzNvdwN/+PqEcSv1G4W+eFSeuakdOu04nR8Ze03lLPm4UFUG\nbODkV+7OBtsoitpQpZAumRtTo9LEo82MTpCDYNs2NIoPAV78Sq1fx3bWHChXgWxg3iA5S6POWBcw\nVK9F0ObMJBtkGejLCwhNKhXIkTQnJie53wTLeeFtP3AN/8rwIl1/YLmOeF+od29QKvPm3crDeaXp\nNJQa8y4gcsXx5QHhekquSDrhZMXmn+nrG7ZxxgwNJ39G64ocIlsVmeaFGCOzkTxeHvnbGlg3/vHH\nRwIaeX7hICtKZfl6+YF3wuDDQpQ9Wiiezgu7g0U1Hn7QPL5MqHcH8nSmij3tTWF3s0MOFS8/PLNr\nHEPjsBKqvuNw1xOuExoFWJYwIRvP8zIRUqLZ1Qz6gLYbzrzB+ht+uP6A2R9Y5sB3f/zKh/v/hiQ9\nL5cr9x9+glBw96YhykJzc0MRhR//8JllXThdE5fnC8pKrt6/YhXu3/Lj5tl9bLn8+CNUB4S0AAAg\nAElEQVSVu6V0CVMKq4wsQVE+C7KV+CrzQmTTFh1u0XbmPMK//fY9X8KZUwWsElu/JT++8NmPVE1N\nNzhy9rR9jbKarn5HXztq2SLVPUK8lrMSI7kulFhzfpleX/h15PL5DLXl8jKSLjNKBgaxZ/MXutc7\nRRl6jv5C3/eUTdEMt2R9S9GKfTLoIXMKEe8NlpbFbdhQ2MJKNDO5HKm0pU9HVKM5xRU7Ooz2TJfC\n6Atikawqs20b9/WGUpmka0osaKHYqYhLBV1LlssCTYuMgftSQUiUtjB7ixAC1o3aGUQS3FY7nkMk\nbJGtVgTheBPuUPvEddN4PSCtpRGezRreVjX9vqG0NcUZ+kaw5Uwphiwzk0+U6RVs+DxvDCrRVB0+\nKSpbSGVHySDlSA43KAVaawyFnGa2nEkmItyGvwZSHziFxPrSsa4rUQPGoOtbwnKkagVjymxJ0IvA\ncREYp9irimgD6eKQWqHyhe1pYxk79t6hwwrhLaxPoANNK1lXiVUDLJq8aYQJPPlEsj06C7x/wouI\n70EIyd4psrpibYOL6hUj4zNN2ZN1YMsScV3JQRPqgeXyxLrCoT/wsi5cHyOrGGl6gdcSPWuyDBgx\n0b+zVK1jOp9hENRVIooJkRUxGdZWEGykpE+cTw2uDmgEUbXEokn5ysqE/dByPo3s2wZpA/ubHR9u\nDV2C94PjeEnUzZ44en4hb3n4euY87Hh8Hsk5k6zi+sff0Jia+1YT7Mw5neF45vz7HerHF9anmdO6\nISqDmjN3leMhBvb9DZfzRtkH6psdyjqUn8k1TMnzUdZ0RlMRscZyEhHjeiqvqEom2MztqilHSV92\nnNMCUjK3GrYVJSPFCHIYEU1k2wqxFD4OH7hsCyknYpRY1yCEROh7gl8gdSTtiTkhjaQWLf7iyfKK\ncRVf/DNOVn9WH/7iBCuG1wojoQQ39xpVMmveU7mRVSR0TLRbYE2F+mbH+XykxiAKKAVSVFy3hcpE\n1mWjvmlZT0e0Uxx1QoqCkYnsJ1IqnOPMyzgzVgoXZ6TyHO52PIaCNg2dcSQuVCVzfrkSP0zMLxdS\nY/nlL9/wh9+8cDx/5Wd/dQ9fNx6/LowfLrw93FNXDT98XTg/J/7bb1q6BoqStDcDZZK8PD5SlKba\nOhq7MMmIsZZETUgV0UDynrfDTylCsZ4Ff/2Tn9O/+cjxOiIqRX1wVKea9Wz5/nhCutdYd7u7Q6TM\n5/GBN7v3PH094rfCrlY8XyZq3fLp8xPTVSCZqAeBPM00qmZeAjYIZmXIjwtf/Y/cfvgFtVPEMHMV\nC0/xkbAa7PGE6gRfiHRdBS4RyNihY28LShrq/R4lOmp1RyNuUMbRd3tEmBACxGUk25WhjZxDIVwi\niYqLfyHIQHYaLwViveJlh2N+NcFFodvfIYJCDpaiJw52oBOW2EjSfKG2GmaH7RwEySlfKcJA1uxV\nYrweeSiS++pM0i0lrRQlWO2ISp5VvLK2Fr2S2p5x8pT5ipYwVBqRLzipWBbQWnISGc8VaStEibhK\nkYJDo5AyIeNM9itdXaO1ZbWC0/NMXRsSBXcBYytiSmgSQ635+M0OqzRJ7ugqg4pXQiqooSEsHpNW\nUkr4LBnzgrYNcbuSpQbjOF0zg1OUFDG1wegE2hHzaxReEsm6IEuC4hFeEXxFCStKBgKe1VfM88iu\n7nHmHcIfuWksunKEErmjwSnPadZM+UIvA+tzYtERSc14emGLFc7UiHwk6sQlgpgKSzNi1kxbdgQy\nqIaSRmoSgYTc38D1DC5yjAO/qheuNBy3FakunE4TfW35blmpdKHWhiwqihQsi0d2HSMjx21GR0fr\nEiEupOwYvwZubqFSGrtE2jrTdY/U1Y6UBQefSUawVkCwlLxQ+zPftg2GhA+Cdbui6kRSAW9GcgPV\ndKJrLKWS7AfLrz+8pdWRu8MOMZ2p7wz6aeWaCzp75lvBkjN9q4lxotsS9d4w6okfFonaFgIrx/GM\n+K+JWg9UbUWdNiSFP/grVROpP1RM68YsNoZiqB08PR+5OVTkorhdW0YPiUAg0+aaThjEWKEdeLGR\npeQiJduSWeNK4zRqjbwg6KTDG8F1HbmpLZs0uCJo9jWP5yODqdFEaDQ+KYzq6NuMaQXr0wr6HQ+X\nC4cOxvORQs0VwTIutFmTL//KqpnMXUVJkoOr2VWalDPaWFxTmOYV/QqJYmsz22nlpvnA5XgiHgaW\ntNFYi7SFppbIZaOsr6koIfK/mMgWTkeGroHYo2zL227g4bvfw06yr++YRk8Kkb95e8un48zDorlR\nhQ8HTfDP3L7bcV5mZGNZ4krb1jweZ7pY8f3zwvDpO7Ka+Mnbv+XrE3z++sJ2s9C7HZ++e+abj3co\nWUDcs6YTd/uAiZagDF17zxJWztOKSQvBLwR5Q9Id77/5BisC3//4mVkWXN2xXE9czyN+fiRKzf/x\nn/4X/sf/+HcMww2VFdSd4bbrCWyge8bPzxxu3/D0dKVKhTsDx/NXtDRo23F6fsbVNSGvZL9R60zX\n7yCBL4HK7tH5QpKOz9vvKH0mpYIoC6WpqUm8efsTqgKyLdT6loPc0Q13uNgiuMVKw7qMKP36QFSt\nJm2GkJ9x6UTsJTMR//UJ09wwbSNZRrwOpAC1FrjKMPQ1JSXqRjN0O5xKbCUDioPuSbua6Cu6n2t+\n/PwDEsPtcODh8oAThYc00TlNyoIvLyvv72vmONGYPWmRyKCZlkRXa3pZqNaENR2X4KGNeFcQmyII\nQdaScPUctEC7O0oMhHVm85LFeNIEptKkOuGs4DKNaGWpsuHOdQiniVqRqLBCIrTC7QuiMlyBN4Mj\nyI2sPb1RxEqgKQQLYrXotCCyZzSKNiQGfUOaM969dgkqZVDKEZLBOM3qI04LShGECJTAss7kIvEs\nXLdI0O1rQ8e6Z4kLTdXgxcpJBnRcqYgs08Kgairted4SZtW4TRGyRynDpjxMiVZrilAsJaFaQVoK\nu51GmormKjFO47MhThuHMnA1J6QL9LEhcuXmZy0vnOi0gKYnHC+4fcv5eMK9q7k8jtj+NdBwfbmg\ndc06TWS1EX3AxoSpJeeUiFoig2M6ChrnqI2gNZHbfc8aJhoyonhCEQSZ8WvN7DPWzdTKEG3PMVlc\nGyFP9EZxvFypG/BpRG4O00ZkNtTa8De//EDXVLw/vKVZPaF+j5wjP3Mbn4+eP+ZHhOhxlxOjKtiz\n4hw9p/WEbSxrFshroLl1bGNC5kzVXfg0Bobo2LbCm3fveTgvvCGRS0d9c8PgX3lU7WEgxIKpMqkO\ntLbn03qlUo4ga1Qr0KOl8jMZ0E4R1sz7rkWcZlCeqDNDtqS4omTFoe0IoiCk4I2oGMcTd8qySs3n\nJNAisHOCQ9Wy+Nf1hNq1XLYzbd2w+o1ZJ1KccZtHJEURGl9JYPz/1Ye/OMHK2uPubgGLCoYkHVaO\n7G1PTppQLHlt6PKV1mXOObO+rVHLSNXsySXS9Tt0AtoNdAOyYVtOaBlZzguudqwpkplo6o/8Pv6W\n7mbPzaHQZkvTbPxPv/zv+fLHH/mfP/0GHQ2rXnmUkTQZlnzhQ7uny5JfvT3wv/5fn2mGRL4TJCG5\nHEF+UCTzwi/eLtRDwaCQpkE+n3j+8cK/+fVPGb985rxeuYk7du6GNJ758nwikTD+zIstTHOE6zPt\nmwNVXzFPCr880dc1aSsoGj5885bnP3iuL38iLzf89p++49//m0S4BAIrZriSn2cu0wjRMY+FZdo4\n+sDPe0mcJadTxscJ3Tkq4MfpwjeHnmIV4Vx4Xjx3bU2aI6Fp+fzlC5W558v0HVVTkbLjpF748P5n\n2Lnw8XZgHRqG8gYtewYxYOtC8BktM4tMlBKR7cx5PqIoBOOZlheuR835eEGWiudxRaBZp5V5FBzq\nSOMqLlpzbw60QlG3LapLr3TtJeCcBntBUGFKIl0mqA6IfKLXArs7cLQrjhZdNQhdUQ2WsZyR2TGe\noQjojORm1xDFhVtbc/aC7BODqyFNpOtr750zsGm4qSvyFvgyb3x7d8P5NFPbmjpmHriwLIlDo5HC\nUSrPabqyyZaiLCEYbIyvSUsiMkv6ZoesE3YxNDeRqpHgPaoWrHlAbQbiwnEr5BSol5pFGHxxRLWh\npaHaDI01rNeVYXcALZhLxGhLTgIrDFZHZhKiail+JWwzXiXcWHjYLuR8y3ZNmEoQxEIlQIiGNM1U\nxjHLDZs14izx9oowCpEPiDGAXGlMQXgJSvMSz9zI9+RKoqZH8r5jFNDPNc3gOVee321faQbHcd3z\n7c7Q3zbIHHmjB5q9oSyCm7c7LrmwHRTLVeJkR/GSr/OFVsHqM41s8WFikYJcCv484XNmERM6Fuq2\n5RQEOktcBUqu3GmJD3uc0Gh75ZINRTqm4pmXB6x4Q20Cab0S14GdDlzDhpcOdY3cuoG1FKg1RjYc\n2hvqXUMjFE52iA4aUaGER6orVXphHwQq7DiLC7EEZPV6RtAX4iaROXNtBKyevErsvkH5kY9l4BoL\nRUT8tWCTZC0RY14/dukDIjcsxZF0g3v5A7dVxZ8YMa0jGkG6Ljhfs+qVogtV0Dy+LOjWclmPFCuR\nfiPgKFshDJLDtdDuKqZZUOyIMIGC5ZIMVigOsaC0pNWGZY7k5HEOfBIUJXnNzXpCpVBJol3FsgS0\nzuQ5/Fl9+IsTrJvDe7RruW0UVWmIZU9ezlRxJDQHnteN3HymZMl5rrDZU1cwqpnIlbbukSaR1MRB\nHZi8x/tIbRXrFjBtC2zsdcXVB/ZV5hfO8MO40a6W3W7iEjzvfvkTDvXAf/7f/4mbn9zyHZ/YVY7p\n5Yq7rfB65KJaUpf46duWVQq2kPibb/rXws+157RuZFtwSIrPrD4wbhf279+TUqA+RORvex6+BsrO\nQ8ioEvj8MOFVwbQFVw10d3u81Jy2lZt2x8cP32KqnlgpbvoDTBvN9szjHz+zTzP+kvHekjbHPH9i\njG/Q7sK+63n404Xr4yPdwXF+EDy+FNawcS2JEmB7Xqlt4jBUtL1kOUpu2p5TLBzXZ2qbCFpzrSRz\nfmQ/3KJXD+KFoftISonmgyHrG7rq5+xUxtlbthjIQnNRcFt59Dzi18DkR3S1EJuNbdZMc2RLD/ii\nicmzXQqdBV1W7psOdMEox7fJ0TiBFJq2zlyWhsrOqM6x+RWTFE3JjLogmpr+KlgECFk4NBZdFEtZ\naCvLcvZIAyLv0FKQeaF1BtEKdkExBs0SC5WCpopUOnDSC3mFrh6Yygut1YQU8aLQ1obnpwtD2zMv\nEVlZdrbnefQcr555i5gJDuKWY5pf8R96wA2SNW4k3bCvaraXkZuPFrkLLGqlrt9jbWbKgawuXNCM\nAZArRVesZWOvNOYykZWmHBxx2YimpVYjRqwo8eotxC0gc4O2mXmeSamGOJE3gyn3uPLIS3qm1hXr\nmnGtwqSVECQ+Gyo2stPUycDyliAeGOpXb2OdMkkmlC3srWU0Z5I03FmDjjuICyl7Yu04LRM/aQ98\nmmaC2qGc5b7vuW0z51vPoWtRosN2ksoIStyYO4GJM826ces0J59Yk2BZfmRnElHuSJfA1a6YWrBP\nhs9xIhpFviSG0PHkAtZKblwmiJkzPbcx4OrX8MwSnnjbDsQZzm6lWwyVPnANme0kuN9lVnVG5cKy\nFXa3kqvXLGWliIy0ku4gOewTu33LYDJDVyFTj8GympUYCzeHmVQf8HmjDZr2ZWUVhtV55NzhqpET\nltMxULd7dJ5YziPdoWdOmVNJFBnoRabuIEpJI2qW7YS8uaMsmWauSTLB/p6hq2in6ZVooTqiWcli\nZZYQRKIqM00teLlc2B/ecZoWblKDkpq5PUGQaF2htMJ2BqE0183hK0ETZpAVyVQMTnMjIote2Yqj\njJHaCL4cn9jtat5ox/zlBdvU+GVByZ7FT5j6X9lI8P1OIayl0rcYLwki4XVDYUdnNyZ1piq3LPOV\n7BLBe5QuWKH5eP8RETzCQ6UdUnlU8dy3Pac5Is3AUBlYDYsX1CXzH/7dX/Gjbvi6/J5rONJrw3/3\n87+j1Q2pDfzb/+Gv+E///FvevXtLJT1BCRL3nJ8Supu47RXqFy1fnzNb2sh6pqp2r5UmRjBPnkNd\nkzqNZqNEQyqRcX4kiArnZnRSLNfvuW/fkHNFG2cGV7FsntvbN9jbj3w+HxnXBZZIa2+odz3Plxe+\nefMzqtbwu4eVn/z6Fzw8/g5ZF27f71iV4E35OU+ff+B8Wvn+4crw8x5nM1tR3A2RUgTXh4bWSaRe\nGa8jbd5T1AcWHhHKs22eQ9QsW8DJgsqKMCZKV2NyQMojuzffEPPKu/4jg3yLqWpsqGiamlgUxmps\n9LS9Ja0Xoj+DWl9RDWnjchyZzyvLFPHzgeV0ROhMXTLjQ0JYTWoFu+SokiMcOpJtSWvCx5r7xtK6\nxKclgBwoaqEoT50gGcOpvtB0mqevETFZciNRjaAzhpv374lSEOWKrgoVPTMTOiSWLJDOMuZAjSJK\nSDFQmZ7ACYqm0BBGSdAto1/ZrhO2HggFlDTYs+G8rEzB0/ctWiWQM+qSaXvN6aqZ5gtFZJT5Bh81\ndAqpMwsjh6ApybwGAeoMNCAMWgvyvFGCp/E7Yu55/nKh0o7djcSFSBUEppmxriKliNSCtHl0HjCV\nJaYFJW8wxtN3HfM1MbiOxzEgdCClF7S1FJEYN8ve9czbq4e4VguNgFF/j9EdYYNhyGQ0omi2PHPI\nmhg6umqAcKXTknOzsIkzvRp4GjWTkFTG8XJZeNNoRH3CVHfcNzt0/5E+HBDpwq2bqO96vvoNlQy1\nfy2G9pwJeeUUC3KuMOOITZaYJ0ISqDJwSJoiK0YbWWzEHDNTvFB3CjMY3sTC3WAxSXDxHjU0HEeB\nygs7nzmlG65FYcnEsiF3lnre8E3Dqcx0cSSImnUKuF1DpQ11kbxtNFV1ZejvUEZhlEHmiLGGEnoa\nNSEo+DZwLIUpOaL36FJT45m9RJXAr+4OxDFwqDumbBjPAs3EobnhumzcfXvLPz89sqZCZwT33Ts2\nFXGuYVKBSiiid7xkT3djIRRKyFSDxwhLlwNryVyLoSRB6xThNFIrwVL32CVSqZa6ldiSOV4mim2o\n644cR4bdHZu3VNrQCoFOFX94+pHDoX79282O+fKJn/UtF7nxwxjQAuKpJZMIQZLQVMLwr2okWIm3\n5NKRvMIFhXEtstHMeUSRsVGTQyaLAn3immqqxjIc3qFMg5czvd2j2NiSZ9glVIjc3ux5WDd0lVBA\nbg3vzYHPj098LYFiMybWr+BHa/m///Hv+YdPP5BdwtYOV3l+fvgVP3x55PnpRG88LmcW0xKagDgV\nlOs5j567D5aX8URdenytkRLUeWYRK+sJvvvuhfyu5fQSsHuN8gWfHNwq/HrFvpPUIrOrexYVud3f\nIITg9PKFn/76P3B6vnJ6+GdcM7Bej2h74PDhgI8vXM6F5tCyLXANJ+4+1vCd4w9f/sQga9SmWNKK\netsgziuYyDo/glJUwy0h3WNDRE1/oNUO079jnM/0dSE4CdYxx5VZLZxngdk3VGpgcAdyWWiUQqrE\n3n1AbTU276mEYExHNlsQ2xNTPBK7jSnPLMGTlhUtCjkmHk4nVFWxFo2aIYmAcQfQVzaZMKqhyMRA\nwZZX/Lsxiogmp54PzcZxXZiKYl7PVLVlDDOtNGxxJagN2SmapsOYnroMCDb62jF5xxonkp25LBkl\nJHE5U1UFU2okGRowumI5fWXYt/i1pfINa964XjJSdhjRMhTHdXzCG8UpBFZVYaqCVFcoK88+s689\nj58ksg6kulB0g78uaOfx0wpvFapVGCHQAvSWkdbyZb7QdoblPFPiiiySY1q5jq9nJhYB24YHjlnQ\nS41M5XXMRcRqS46CjMRWOyiGMC9sXtM0hmk78aGvmZaWxs18fX4k5Tt2jaQKGxGD7VaiT0STKWIl\nrzNLqFmeBCZJXNdQ1z11kUx5R5xmzP4NIl74KArP1cIWzSu6Zj7zxu3YdQv9INHyjqh7vDLc9j0H\nI7jv31O4Mm0rFQrjKs7HB25v9pw2qF1mGiO4ljLPVCqiXM8cQEmNUBofCm8rgTCZ3yNxpWedF+ok\n2OojWbdsytGZAV8CYRdJKWCzI331rOuG2mlQhZdcoeJrqTCmZZ4jSUeaqmWKE/fuDTp7KrNy6HZI\nldFOYp2hlm9Yl4W0nCgh4FRCcKTeZ17awmnR7BN8uQTcnaQnEuMFP1geoqBsAsLKrUxUZuFF18zj\nwu2+QvaJNEkWOnJa0H2HC0dUHtGh4LOkrhuKPcOcMXJgMytSFZaXK7W75TxO+G3D0lGSxfsTBsGE\nYDePnCtBMjWdjSxiJmhBryW1EYjtjNvfsoZM/ebAJldmm+nnjSg0z3nBLInbOXPdek75giOBWvEi\nUrz4s/rwFydYPkWKqdjbjqptyD4wRInc7lg5s1Ow5g1bOyozktdnbg97xiWzMxWy6tniQF2uZDEB\nhm5QnFfBXV9IeUF1NzRixKSWh6eN7//0HW/vOpbjhbtq4PH6A//5v/7AHz8vOBlRZiKEv+ayfMFV\nM1uu2MZAtat4uio+7g88qgtPo2dcVr5/9rgoeemu3KueXCqmCWwnaeqKECdePq+c04jxNUOKrEWw\n/yiIYmZ2O4qQbI8vNO8O5OtCR0Psay7zApVm3BJ3IrJMhdPxB3Yu88PjJ16059Ddc7xONLplPEaa\n+iP9MLLkF6gT6alnfV5wpZBOhV3za+b4R5yzxHzktuzxLfjFIPTGfmcI20idO7xNGCPBv+HtzlC3\nFklB58xZ35D8Pb1tiX5CisKcNDrDXlRcZcRTKMz47UTxZy7PE2Z1vEwbfn1CNTteRgHR47LH6APD\n0HIG/LQi7xWtbCHXpCyxzeEVRpciWxavWBMpSepKvUXO88pSFDmukBfuD7eoVWOEIm2G1jUkZVnW\njUO74+ojZRKs68pUZjoMKkZQV5ZNEJMmYNgfdpj1lnGzyHWhaM02rbSiJXjD8eQJ3qCl4hg9Pk/c\n7hrG54W2sZyXDds09O0GSeJ1DVZz3ybmXLC1IfqC2gpJTlyuHY8qc0gLrY3ky5mrktgC+emRuTqz\nLBV6azB1IjGQ6OhVRboC+5aMopJnbKiYskXLipJrEhlXGXK+ENYXmtpwngO9iRw9ONVyjY7nr9DW\nK1YqcHswMJbXElPsmX54xxJXCIpHv/HNvuN4PVJNitv2wGOYONx+JG0b76PhRUVyq3nJM1/SxuAq\n6rbg6oI1Ai81Wk40d28Y44xVjsG1VMtK1J6PQ8QvI1UvuEySmitTqTjnQm0sKaw4ekKqsYH/r70z\n+5Uly+7yt/aOHXMOJ8+5862pq7txA7Lbg2yMsJCQgQYhN29YAgvwHwAIhI3NA68WiPHBL4ARWNgg\nGcuyJYRshgckjGc37W5XT9U13Kq694w5xLwnHvKUuW66S26EfO+R8pNCuWPtCGn9MiNyxR5ibcZY\nsusfY6YNS2dxxpBUKWk5ci/PcLWwnAWG7jErn3FV6n2GDO9p7EiVKvxlS74siN16v1jiWNMPgVNx\nVHWCLxJMcZ9uO6KPI71ERj2R6RYnO7CKo1KTmJreLlG2Y5ouGfqGeB6pmDBjjmw98SinHzaY+Zxx\nFGIyUHSGJNX4JCWYhj735JPDTgY1KzHdwGhHzNxyFAuiEe7VFRdPUkJluW1G1m5iYWa0IaPWFZM6\nR7uShZlxEdYM0TM/qenOe1RIcD4hCZ6lz5jCSNAKQkouc8bpjPn8Dpt1x6JSaF0T+ghYjE9pZAQ3\n8q6L2DRSpIb2AmTapxu+ky9phzVJYgjDhOHGBaya48GQkZJGtZ+7ryYkaciVJeiW0eZIVWN7R1m+\njIsTLy/vMEwlkZGZzvHeMJsmZvWMjbVkmaYyBam6w9XkWOgFdfOIqoR4forKXiRLF/yXzz7i7mbf\nwjspZ6zPLmjyFLan1MWKW0XF1Dq2PtCvOz78oQqvAqqa86IE2q4nRMU67shay4PKc9Vc8Kjb8NHV\nS+RlQMeJRBLm9R3Ory5ZHi0Yzi64fGvg6KSg6Xb0SeCFk4cc3X6JnR1ZBKjlDrOs4Atf+jy3br8E\nZIxJwZ3qiDfe/HW6nWNoFZYEth5TFxSl5gtf+BS37i05e7NjFhIu3IbVrGJd7dh2G/rBce94QcwK\n+uGYGBu2Z45iVjE+mShmCaEvIJ2IorBDycndI1waCKHn3qoi9vN9JoWhZ0wCNhckS4j9KabK2JgA\nbiRODTaxtHaNbjyjT2jCiLcTwZ0grsb4jnXYYIwiKSObsUVcxqpasfSKLDHILGdVHOG6gCwEhhQf\nR0a/A7GsJOM9nzLQYpICVTpuxSPe7VpMHVA6RWU5YxTyoib6nCEEfFoxhAGVTuxaQBJCssVqReM8\ndyQyl8B6U7KOPaky2CTfrwJs5nib0Lc9VaUJztOKI01qTtc7lBmY1NH+Zd0yZScRyWG3GThKSx73\nI9F63FhijZDmyX7tNB0gTKSJotM7LppANg8kY8Ggt7RZht+0KHGsnd4vMaLneK0RaUnVgnQDIc1J\ndUrQCVUuiFL4EEjzDKLFu5SZOcZ3Zxgx5FlFsYTtaFgWghLNJLC2HWXUOAJuuuTOMsdM9/F9Q61S\nTIxsU+Gi23GS10QDow7ULKgm9uN09X1W/WOm5h3Mak7XRYKHQRyF6SmLmqN6fx8ba1ncypnCQBwj\nJnb0u8hWDdR0zDcal3ri8oRktGRi0TYhTCXJGMgIDNZRVQmegu2mZpttSfKRzESCjjidcjcsYAoE\nJaS5ImVimeRsgkPnkTAqTDJhbMrFemCVgtYTPumZTEbeZPh+JJqW1QNF6DSXG8d81ZOvqv2KBKZl\nNx0RvGUYSoI3uE5xlD/gnDNylTLULZJArgv6uKRrLbsAxTrjUjt225Fbedwv6tgIaanYpB3LbsLk\nmlV2TKFTskVKNzp6nXPykmPy6X4l4F64uhzIjnKS3JLGjNwmONUzT3L8OOG9JehgYPYAABgfSURB\nVK9yXBspqgwvE+vNiLrO4CNlwxMZITX43RpVpOwMDN7wYjlDnCKXgRA1SX/CNh3RCfSXnimNaBmp\nZ4YtkMSKftoRM2FKDJx/7fRMz13Asg52TEjX0wdPiJbUCDEYREdUf0QuG0bxLMv7pGENek6m9jnD\nxM5x/ZpkVmPL+zjl0QL3Zhn9IGhVMVMR7QzFQoN6j9VHHjBP53zuU2e88abn1770eb75GxYsjg0X\np5qyy+kvFrw+eZqlsH605XK9YfbQ0/aRXM34Qy+8ysO7d3j8W+/w6de/TD2m5EtDt04ZNpYTuUUq\nCWOyQeuAqmqGdU87Wd7YdXSDZzpvON32PHj5NkX5kPnJMSoZUX2kTTLG7grdVxw/eImqus3Yren7\nM5zKkaLmox/+Jl77zGtcvbMmWY3s+pEPfeM3o99IeHL6RZwp2cSGe7ccepGg1xltMGyThgcPb3N5\n0VBNmqhqtsOaW0cROc6YJEUlE+P4hLq4jVHHXIplpmcs8iXjdmTsAtU8xxWwDZ5s2JL1IxSG0Y70\n1hOdw0rP4C3BznkiG5KiRLxmVDumuH/xdaYNR7duo21gcD3z+TG+yDCuBwmQHhFTQ9SKooBkiDh6\ndBmZxgAqpYkDs7Km71uUUmQUrA2kZo5xmnHoMLkhK+ZEp1BOU+QpQ79B7JpyN9JruGha1LAhPS7w\ng9CmKX00DNZzkqW4mcZGTdAZcZwIU0QZx2ArruQWvWpYBeFuaUBvyNtISCEkLc00sExT7PX7bbM0\nYSJjzP0+J+V2S0ZOkmlyIwzjiEv2Y1vrJ+N+odLJopOJzdRSRpjo0N6yUmClwEpKVgrWG4ITUlPh\nsy0jAaMhNQrtJ5Tsl4g3JqNISxaFZrPJoe/JTEO/myhZ0seEOCtJko5KW64UrL0hdQmJOOb5McN4\nxdKklErYjhMnQD9mLBbVfjaoS8no2CaO2d27XKwveeGl28g0oDXMT2oWuiBVmjSrKeqIV4HeO4p5\nRnPe4+IlaQa2TelnntDOsbtL2OWURcJVGCiqmlwplPV0NiP2PdpYZgtFP5TkXmH9lpMqkhSGN2Xg\nw2K4necMQZMOEecnQvT7lYRNzTB60qylThY008itIpD0MFNCz0gRNCo3XES4mzqGfsvYC7t1SVVY\nlNxm456g/BFDs2VodkzRst21pIuEbtgyn81oujPePr3g3vELIJZKWYo4wFBT5YIdLVY01owkPmXa\nDaijBec7i67W3JEZi3XKsp44FyGJCxZLj92N+FkgjQE9DWSk5KmQ9CNFDTQTx6VmGjTdxnGcVGxp\n9gmN0wpXaux2QPk5hRYKmbjwE30nHCclSy+0Y4AkglgCBdY0FD7SDeCVIw3CUb3ibNcRxKILYZXW\n7LqW3scPjA/PXcDScoHtGqZ6he0sTleIB4zC9j3KKC5syu2xQZuRJE2IwRLHOSmaMjPYbAW6xjlH\nIYHCBHpvSZIEEUPmDXYaWCyhCiVP3h2hTnn97YGr85GTAobXN6jxDmmS4ZuBR9NjeOI5zTW+H0lj\nQlXMmS0fkOUl9196QO2FepnxztXAvNTYMeHSDtxezWmuznn3sSOEQJpH1lctJtfMljnT6EhLg0vO\nuX3vhFqXlIVCq4H1xZaQ3+FkVrKsS8o6Y1LCZveYmc14c31JPl/xsT/wDbzz+cfMFynHi4qUhPmt\nE5alwQh4tcTrSNPv+PjH7jPuem4/vMPZ6cBRGYjzJawd9dLSTfsFLHVmuV8aYuu48gN5vmLbzZA0\noSqFwk5kbY6nYjbX+H7HUEIxOaJVDFWGjjnjmGNSGGgYpMV1jkoS1JTQkvJkUNxevEg/G+kuBgqd\ngniKQqEjoBTLokKcYVkXJCGjSBdM3T5juspTfOfx3Q6deAIDKRl4z+7NAf9hxSCRF7THikapOUZW\npFlBGAZWRc46DDw+7XGloWs1iQu0g+Kdnd+3GtYRK4EkTtStkOmavq3AGZTJiHmBmwSLZ1ZkjOMF\ni1lC4RvqFLx1pEZzWnRUzuCbiM40V+cR7wtaCRTR49ctq1VCbyE3KU0/0ayvmL7kWT48QuUZ2IY+\nWlJzjnM7Jl9greCtInY9chfssMUkQuMHEq0Yh57ieIlkniIfOSrmGJWhIqgQSCVnjBFJhDG0xEQR\n85a8aPFrhWSWqZ+Y5Qs636DiROcHZkdHhHFBkQwsyltsdw2YGfVqxjRdUtUpeM9KBjYXa44XR9xd\n1JwNPZW5De6KZXKCnwJtEahmBQmeoswo8xmuD+AtSSxQk2dr30MlGlcsaKcL9CxitorCKqQ4RhKD\nWIvyQhk1owxQl6gw0g2eMDq8VSRS0CUtyzLBq4TmSnN8fMyj5oy7Rc66sYhPCammbHbcKgrOrGUo\nUi7OGo7uGYILXI6KlUvZ+h4xCb7UjP2OujthyDTTTPHuRSBRA0H3iO4Z3V2Cc/Quspkc4zji7YY5\nkbtx4izsOG/XvDC/TwgtVVXiW/ASqUxBElqS2uMGj4SCkAayk/3wySKbETKhl0BvAt4tmWlFFzYo\n5RhLQwacfaHl5VfmiBVupTMoIsU04GYlHQNv91eUC4NMI2rw2FQRtSLrGorbBZfjmjhp+qBYpiUx\nU+SiGMZInmp8FMxY4USIZkbfr5kbqJnhcosdGigNyk2I07jh+nqn/8D48NwFrCl7QqsdMu4Yk5Su\n72GaqEvDKBrpG27X0DJg48RMQTEeoXLoJEFUTpVUiG1xqcL7BKUTjFd479CqYstIcd0VsN221FmF\nMoEHJ/f54ltnvPpqwYv1XX7l0du8erTgvaFG2GCdYb3ZEMeK1UlKrVOWxyXLYsGLr3yEtIm8++U3\nefPdHd/2kQU+6ciynERZTFLg1YQ2GToRlv0+5170FpMaxsKzCCumwTOkW8pdZD0lTEPKPHM4WTOE\nhL4fuNqVvP32O7x67z7N2x3v3g2sHt6jXgpFPaJjT1cmjJ3DbStOLZy/3rLSHXdWUGYLNuMFi3rG\nw4clIzPsdsDMFNF5pvWOzbpj2hX4smB1d8bV44nZMkFUTT8ofDNH5YFRB+zg0NEw+gnZTegcYhJ5\nZzhnoea4cAyJZ2agmEqiF0JSM3CPhIyXZhZtNSFMTGbAHM1Q7QXpElQP9+YnjHFLeecejEKmPKIV\n87Jmmgy9a/DJBqdSFsUR2g6cDT2Dhbc+f863PbhH4yKnJsdIShUd1gaGKTBLjuhH6N1ITBTD6JAY\nOO0vkDBSmiVNn7OattRiSUxCDAt0qul8Smczaq8IqsfHCeqSaN/lzp2Us+0WU+YMbkNQLZ2kzJ1D\nxHMpA3Wo8FXE9iOqU5yuNbOjiFUKPSp6iVQCRVR8+Y0zVq/cZrd7TJ6MSHQ0w0TlZnTnHWVq2LYX\naJ/ROUV25Bk3Gz60WiGDMGX3WBiog+CDYRgGlMlQASyaIhdUIcSdME8KzmwkFU2WFGR3LVfrjDpJ\niHqHqU6JLsfUNU1XUKuJVCUM44gWuFVV9HZiXkRC7jFDzcwpPvNmR/pRy6wY0XXC2XaEKWF14lhm\nCh1K5qrmdmowwCQZi6MZqmlphx1GWbzbMLmc2G1JppRunBijxdZzvOuYWUt0wq3yLvQ7nDNshh1z\nrfFVxnoHarL4bgtpgviavN0y+BZdlJTFMevdFc4pujBhhxybz2mbU0xb04qjuwikquXurIDRc5pM\nzKzhUiDrBjLb4c4TpmTJGRNptJzrht4XtBvP7dkZ7faSvp1jz89JSRisou80b4tm51MkVuyMUJqI\nc1ua3lEUBe30HklasnGalfeUaWS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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# download an image\n", + "my_image_url = \"...\" # paste your URL here\n", + "# for example:\n", + "my_image_url = \"https://upload.wikimedia.org/wikipedia/commons/b/be/Orang_Utan%2C_Semenggok_Forest_Reserve%2C_Sarawak%2C_Borneo%2C_Malaysia.JPG\"\n", + "!wget -O image.jpg $my_image_url\n", + "\n", + "# transform it and copy it into the net\n", + "image = caffe.io.load_image('image.jpg')\n", + "net.blobs['data'].data[...] = transformer.preprocess('data', image)\n", + "\n", + "# perform classification\n", + "net.forward()\n", + "\n", + "# obtain the output probabilities\n", + "output_prob = net.blobs['prob'].data[0]\n", + "\n", + "# sort top five predictions from softmax output\n", + "top_inds = output_prob.argsort()[::-1][:5]\n", + "\n", + "plt.imshow(image)\n", + "\n", + "print 'probabilities and labels:'\n", + "zip(output_prob[top_inds], labels[top_inds])" + ] + } + ], + "metadata": { + "description": "Instant recognition with a pre-trained model and a tour of the net interface for visualizing features and parameters layer-by-layer.", + "example_name": "Image Classification and Filter Visualization", + "include_in_docs": true, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.10" + }, + "priority": 1 + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/examples/completed/01-learning-lenet.ipynb b/examples/completed/01-learning-lenet.ipynb deleted file mode 100644 index eceb38d49f5..00000000000 --- a/examples/completed/01-learning-lenet.ipynb +++ /dev/null @@ -1,1089 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Solving in Python with LeNet\n", - "\n", - "In this example, we'll explore learning with Caffe in Python, using the fully-exposed `Solver` interface." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 1. Setup\n", - "\n", - "* For this notebook, we'll operate out of the Caffe root directly, which should be one level up." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import os\n", - "os.chdir('..')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* Set up the Python environment: we'll use the `pylab` import for numpy and plot inline." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "from pylab import *\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* Import `caffe`, adding it to `sys.path` if needed. Make sure you've built pycaffe." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import sys\n", - "sys.path.insert(0, './python')\n", - "import caffe" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* We'll be using the provided LeNet example data and networks (make sure you've downloaded the data and created the databases, as below)." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Downloading...\n", - "Creating lmdb...\n", - "Done.\n" - ] - } - ], - "source": [ - "# Download and prepare data\n", - "!data/mnist/get_mnist.sh\n", - "!examples/mnist/create_mnist.sh" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 2. Creating the net \n", - "\n", - "We'll need two external files to help out:\n", - "* the net `prototxt`, defining the architecture and pointing to the train/test data\n", - "* the solver `prototxt`, defining the learning parameters\n", - "\n", - "We start by creating the net. We'll write the net in a succinct and natural way as Python code that serializes to Caffe's protobuf model format.\n", - "\n", - "This network expects to read from pregenerated LMDBs, but reading directly from `ndarray`s is also possible using `MemoryDataLayer`." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "from caffe import layers as L, params as P\n", - "\n", - "def lenet(lmdb, batch_size):\n", - " # our version of LeNet: a series of linear and simple nonlinear transformations\n", - " n = caffe.NetSpec()\n", - " \n", - " n.data, n.label = L.Data(batch_size=batch_size, backend=P.Data.LMDB, source=lmdb,\n", - " transform_param=dict(scale=1./255), ntop=2)\n", - " \n", - " n.conv1 = L.Convolution(n.data, kernel_size=5, num_output=20, weight_filler=dict(type='xavier'))\n", - " n.pool1 = L.Pooling(n.conv1, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", - " n.conv2 = L.Convolution(n.pool1, kernel_size=5, num_output=50, weight_filler=dict(type='xavier'))\n", - " n.pool2 = L.Pooling(n.conv2, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", - " n.ip1 = L.InnerProduct(n.pool2, num_output=500, weight_filler=dict(type='xavier'))\n", - " n.relu1 = L.ReLU(n.ip1, in_place=True)\n", - " n.ip2 = L.InnerProduct(n.relu1, num_output=10, weight_filler=dict(type='xavier'))\n", - " n.loss = L.SoftmaxWithLoss(n.ip2, n.label)\n", - " \n", - " return n.to_proto()\n", - " \n", - "with open('examples/mnist/lenet_auto_train.prototxt', 'w') as f:\n", - " f.write(str(lenet('examples/mnist/mnist_train_lmdb', 64)))\n", - " \n", - "with open('examples/mnist/lenet_auto_test.prototxt', 'w') as f:\n", - " f.write(str(lenet('examples/mnist/mnist_test_lmdb', 100)))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The net has been written to disk in a more verbose but human-readable serialization format using Google's protobuf library. You can read, write, and modify this description directly. Let's take a look at the train net." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "layer {\r\n", - " name: \"data\"\r\n", - " type: \"Data\"\r\n", - " top: \"data\"\r\n", - " top: \"label\"\r\n", - " transform_param {\r\n", - " scale: 0.00392156862745\r\n", - " }\r\n", - " data_param {\r\n", - " source: \"examples/mnist/mnist_train_lmdb\"\r\n", - " batch_size: 64\r\n", - " backend: LMDB\r\n", - " }\r\n", - "}\r\n", - "layer {\r\n", - " name: \"conv1\"\r\n", - " type: \"Convolution\"\r\n", - " bottom: \"data\"\r\n", - " top: \"conv1\"\r\n", - " convolution_param {\r\n", - " num_output: 20\r\n", - " kernel_size: 5\r\n", - " weight_filler {\r\n", - " type: \"xavier\"\r\n", - " }\r\n", - " }\r\n", - "}\r\n", - "layer {\r\n", - " name: \"pool1\"\r\n", - " type: \"Pooling\"\r\n", - " bottom: \"conv1\"\r\n", - " top: \"pool1\"\r\n", - " pooling_param {\r\n", - " pool: MAX\r\n", - " kernel_size: 2\r\n", - " stride: 2\r\n", - " }\r\n", - "}\r\n", - "layer {\r\n", - " name: \"conv2\"\r\n", - " type: \"Convolution\"\r\n", - " bottom: \"pool1\"\r\n", - " top: \"conv2\"\r\n", - " convolution_param {\r\n", - " num_output: 50\r\n", - " kernel_size: 5\r\n", - " weight_filler {\r\n", - " type: \"xavier\"\r\n", - " }\r\n", - " }\r\n", - "}\r\n", - "layer {\r\n", - " name: \"pool2\"\r\n", - " type: \"Pooling\"\r\n", - " bottom: \"conv2\"\r\n", - " top: \"pool2\"\r\n", - " pooling_param {\r\n", - " pool: MAX\r\n", - " kernel_size: 2\r\n", - " stride: 2\r\n", - " }\r\n", - "}\r\n", - "layer {\r\n", - " name: \"ip1\"\r\n", - " type: \"InnerProduct\"\r\n", - " bottom: \"pool2\"\r\n", - " top: \"ip1\"\r\n", - " inner_product_param {\r\n", - " num_output: 500\r\n", - " weight_filler {\r\n", - " type: \"xavier\"\r\n", - " }\r\n", - " }\r\n", - "}\r\n", - "layer {\r\n", - " name: \"relu1\"\r\n", - " type: \"ReLU\"\r\n", - " bottom: \"ip1\"\r\n", - " top: \"ip1\"\r\n", - "}\r\n", - "layer {\r\n", - " name: \"ip2\"\r\n", - " type: \"InnerProduct\"\r\n", - " bottom: \"ip1\"\r\n", - " top: \"ip2\"\r\n", - " inner_product_param {\r\n", - " num_output: 10\r\n", - " weight_filler {\r\n", - " type: \"xavier\"\r\n", - " }\r\n", - " }\r\n", - "}\r\n", - "layer {\r\n", - " name: \"loss\"\r\n", - " type: \"SoftmaxWithLoss\"\r\n", - " bottom: \"ip2\"\r\n", - " bottom: \"label\"\r\n", - " top: \"loss\"\r\n", - "}\r\n" - ] - } - ], - "source": [ - "!cat examples/mnist/lenet_auto_train.prototxt" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now let's see the learning parameters, which are also written as a `prototxt` file (already provided on disk). We're using SGD with momentum, weight decay, and a specific learning rate schedule." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "# The train/test net protocol buffer definition\r\n", - "train_net: \"examples/mnist/lenet_auto_train.prototxt\"\r\n", - "test_net: \"examples/mnist/lenet_auto_test.prototxt\"\r\n", - "# test_iter specifies how many forward passes the test should carry out.\r\n", - "# In the case of MNIST, we have test batch size 100 and 100 test iterations,\r\n", - "# covering the full 10,000 testing images.\r\n", - "test_iter: 100\r\n", - "# Carry out testing every 500 training iterations.\r\n", - "test_interval: 500\r\n", - "# The base learning rate, momentum and the weight decay of the network.\r\n", - "base_lr: 0.01\r\n", - "momentum: 0.9\r\n", - "weight_decay: 0.0005\r\n", - "# The learning rate policy\r\n", - "lr_policy: \"inv\"\r\n", - "gamma: 0.0001\r\n", - "power: 0.75\r\n", - "# Display every 100 iterations\r\n", - "display: 100\r\n", - "# The maximum number of iterations\r\n", - "max_iter: 10000\r\n", - "# snapshot intermediate results\r\n", - "snapshot: 5000\r\n", - "snapshot_prefix: \"examples/mnist/lenet\"\r\n" - ] - } - ], - "source": [ - "!cat examples/mnist/lenet_auto_solver.prototxt" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 3. Loading and checking the solver\n", - "\n", - "* Let's pick a device and load the solver. We'll use SGD (with momentum), but other methods (such as Adagrad and Nesterov's accelerated gradient) are also available." - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "caffe.set_device(0)\n", - "caffe.set_mode_gpu()\n", - "\n", - "### load the solver and create train and test nets\n", - "solver = caffe.SGDSolver('examples/mnist/lenet_auto_solver.prototxt')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* To get an idea of the architecture of our net, we can check the dimensions of the intermediate features (blobs) and parameters (these will also be useful to refer to when manipulating data later)." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": false, - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[('data', (64, 1, 28, 28)),\n", - " ('label', (64,)),\n", - " ('conv1', (64, 20, 24, 24)),\n", - " ('pool1', (64, 20, 12, 12)),\n", - " ('conv2', (64, 50, 8, 8)),\n", - " ('pool2', (64, 50, 4, 4)),\n", - " ('ip1', (64, 500)),\n", - " ('ip2', (64, 10)),\n", - " ('loss', ())]" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# each output is (batch size, feature dim, spatial dim)\n", - "[(k, v.data.shape) for k, v in solver.net.blobs.items()]" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[('conv1', (20, 1, 5, 5)),\n", - " ('conv2', (50, 20, 5, 5)),\n", - " ('ip1', (500, 800)),\n", - " ('ip2', (10, 500))]" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# just print the weight sizes (we'll omit the biases)\n", - "[(k, v[0].data.shape) for k, v in solver.net.params.items()]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* Before taking off, let's check that everything is loaded as we expect. We'll run a forward pass on the train and test nets and check that they contain our data." - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "{'loss': array(2.419628381729126, dtype=float32)}" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "solver.net.forward() # train net\n", - "solver.test_nets[0].forward() # test net (there can be more than one)" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "train labels: [ 5. 0. 4. 1. 9. 2. 1. 3.]\n" - ] - }, - { - "data": { - "image/png": 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Ty+UMDg7y/PnzXVtfLBb72QCpkLpcWVlJQ0PDj+JbLpeLqakptre338nA2FOiLSAED4Vd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\nSOwjJNGWkJCQ2Ef8f3Z4oRP4csNBAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# we use a little trick to tile the first eight images\n", - "imshow(solver.net.blobs['data'].data[:8, 0].transpose(1, 0, 2).reshape(28, 8*28), cmap='gray'); axis('off')\n", - "print 'train labels:', solver.net.blobs['label'].data[:8]" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "test labels: [ 7. 2. 1. 0. 4. 1. 4. 9.]\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "imshow(solver.test_nets[0].blobs['data'].data[:8, 0].transpose(1, 0, 2).reshape(28, 8*28), cmap='gray'); axis('off')\n", - "print 'test labels:', solver.test_nets[0].blobs['label'].data[:8]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 4. Stepping the solver\n", - "\n", - "Both train and test nets seem to be loading data, and to have correct labels.\n", - "\n", - "* Let's take one step of (minibatch) SGD and see what happens." - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "solver.step(1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Do we have gradients propagating through our filters? Let's see the updates to the first layer, shown here as a $4 \\times 5$ grid of $5 \\times 5$ filters." - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(-0.5, 24.5, 19.5, -0.5)" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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ffbkjOT7lsLidsf1UGziQJztDuRvYULiQVfgduKlOvON1lKJUxFDrtKRjdoao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\ngS2J6ii1ni4KBhPDwPtNZAc+1YmORmvu+gpqqC8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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "imshow(solver.net.params['conv1'][0].diff[:, 0].reshape(4, 5, 5, 5)\n", - " .transpose(0, 2, 1, 3).reshape(4*5, 5*5), cmap='gray'); axis('off')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 5. Writing a custom training loop\n", - "\n", - "Something is happening. Let's run the net for a while, keeping track of a few things as it goes.\n", - "Note that this process will be the same as if training through the `caffe` binary. In particular:\n", - "* logging will continue to happen as normal\n", - "* snapshots will be taken at the interval specified in the solver prototxt (here, every 5000 iterations)\n", - "* testing will happen at the interval specified (here, every 500 iterations)\n", - "\n", - "Since we have control of the loop in Python, we're free to compute additional things as we go, as we show below. We can do many other things as well, for example:\n", - "* write a custom stopping criterion\n", - "* change the solving process by updating the net in the loop" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Iteration 0 testing...\n", - "Iteration 25 testing...\n", - "Iteration 50 testing...\n", - "Iteration 75 testing...\n", - "Iteration 100 testing...\n", - "Iteration 125 testing...\n", - "Iteration 150 testing...\n", - "Iteration 175 testing...\n", - "CPU times: user 2min 56s, sys: 45.3 s, total: 3min 42s\n", - "Wall time: 3min 39s\n" - ] - } - ], - "source": [ - "%%time\n", - "niter = 200\n", - "test_interval = 25\n", - "# losses will also be stored in the log\n", - "train_loss = zeros(niter)\n", - "test_acc = zeros(int(np.ceil(niter / test_interval)))\n", - "output = zeros((niter, 8, 10))\n", - "\n", - "# the main solver loop\n", - "for it in range(niter):\n", - " solver.step(1) # SGD by Caffe\n", - " \n", - " # store the train loss\n", - " train_loss[it] = solver.net.blobs['loss'].data\n", - " \n", - " # store the output on the first test batch\n", - " # (start the forward pass at conv1 to avoid loading new data)\n", - " solver.test_nets[0].forward(start='conv1')\n", - " output[it] = solver.test_nets[0].blobs['ip2'].data[:8]\n", - " \n", - " # run a full test every so often\n", - " # (Caffe can also do this for us and write to a log, but we show here\n", - " # how to do it directly in Python, where more complicated things are easier.)\n", - " if it % test_interval == 0:\n", - " print 'Iteration', it, 'testing...'\n", - " correct = 0\n", - " for test_it in range(100):\n", - " solver.test_nets[0].forward()\n", - " correct += sum(solver.test_nets[0].blobs['ip2'].data.argmax(1)\n", - " == solver.test_nets[0].blobs['label'].data)\n", - " test_acc[it // test_interval] = correct / 1e4" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* Let's plot the train loss and test accuracy." - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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ZeYjOcZwCRUQmisgyEVkhItck+fwHIrJAROaLyCIROSwibXNlT70Qo5x4RqouRo7jFCQi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\nCQyHDpkNXbpUnN4kk2fUr19lMerTx+7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LgEsT1nkKuAJ4SETGAGWqujlxR4WQmug4jlMg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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "_, ax1 = subplots()\n", - "ax2 = ax1.twinx()\n", - "ax1.plot(arange(niter), train_loss)\n", - "ax2.plot(test_interval * arange(len(test_acc)), test_acc, 'r')\n", - "ax1.set_xlabel('iteration')\n", - "ax1.set_ylabel('train loss')\n", - "ax2.set_ylabel('test accuracy')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The loss seems to have dropped quickly and coverged (except for stochasticity), while the accuracy rose correspondingly. Hooray!\n", - "\n", - "* Since we saved the results on the first test batch, we can watch how our prediction scores evolved. We'll plot time on the $x$ axis and each possible label on the $y$, with lightness indicating confidence." - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "collapsed": false, - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "for i in range(8):\n", - " figure(figsize=(2, 2))\n", - " imshow(solver.test_nets[0].blobs['data'].data[i, 0], cmap='gray')\n", - " figure(figsize=(10, 2))\n", - " imshow(output[:50, i].T, interpolation='nearest', cmap='gray')\n", - " xlabel('iteration')\n", - " ylabel('label')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We started with little idea about any of these digits, and ended up with correct classifications for each. If you've been following along, you'll see the last digit is the most difficult, a slanted \"9\" that's (understandably) most confused with \"4\".\n", - "\n", - "* Note that these are the \"raw\" output scores rather than the softmax-computed probability vectors. The latter, shown below, make it easier to see the confidence of our net (but harder to see the scores for less likely digits)." - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "collapsed": false, - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "for i in range(8):\n", - " figure(figsize=(2, 2))\n", - " imshow(solver.test_nets[0].blobs['data'].data[i, 0], cmap='gray')\n", - " figure(figsize=(10, 2))\n", - " imshow(exp(output[:50, i].T) / exp(output[:50, i].T).sum(0), interpolation='nearest', cmap='gray')\n", - " xlabel('iteration')\n", - " ylabel('label')" - ] - } - ], - "metadata": { - "description": "Define, train, and test the classic LeNet with the Python interface.", - "example_name": "Learning LeNet", - "include_in_docs": true, - "kernelspec": { - "display_name": "Python 2", - "language": "python", - "name": "python2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" - }, - "priority": 2 - }, - "nbformat": 4, - "nbformat_minor": 0 -} diff --git a/examples/completed/02-brewing-logreg.ipynb b/examples/completed/02-brewing-logreg.ipynb deleted file mode 100644 index 51fe73606ad..00000000000 --- a/examples/completed/02-brewing-logreg.ipynb +++ /dev/null @@ -1,5847 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Brewing Logistic Regression then Going Deeper\n", - "\n", - "While Caffe is made for deep networks it can likewise represent \"shallow\" models like logistic regression for classification. We'll do simple logistic regression on synthetic data that we'll generate and save to HDF5 to feed vectors to Caffe. Once that model is done, we'll add layers to improve accuracy. That's what Caffe is about: define a model, experiment, and then deploy." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "\n", - "import os\n", - "os.chdir('..')\n", - "\n", - "import sys\n", - "sys.path.insert(0, './python')\n", - "import caffe\n", - "\n", - "\n", - "import os\n", - "import h5py\n", - "import shutil\n", - "import tempfile\n", - "\n", - "import sklearn\n", - "import sklearn.datasets\n", - "import sklearn.linear_model\n", - "\n", - "import pandas as pd" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Synthesize a dataset of 10,000 4-vectors for binary classification with 2 informative features and 2 noise features." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAiMAAAImCAYAAACB54oCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - 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"X, y = sklearn.datasets.make_classification(\n", - " n_samples=10000, n_features=4, n_redundant=0, n_informative=2, \n", - " n_clusters_per_class=2, hypercube=False, random_state=0\n", - ")\n", - "\n", - "# Split into train and test\n", - "X, Xt, y, yt = sklearn.cross_validation.train_test_split(X, y)\n", - "\n", - "# Visualize sample of the data\n", - "ind = np.random.permutation(X.shape[0])[:1000]\n", - "df = pd.DataFrame(X[ind])\n", - "_ = pd.scatter_matrix(df, figsize=(9, 9), diagonal='kde', marker='o', s=40, alpha=.4, c=y[ind])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Learn and evaluate scikit-learn's logistic regression with stochastic gradient descent (SGD) training. Time and check the classifier's accuracy." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Accuracy: 0.783\n", - "Accuracy: 0.783\n", - "Accuracy: 0.783\n", - "Accuracy: 0.783\n", - "1 loops, best of 3: 508 ms per loop\n" - ] - } - ], - "source": [ - "%%timeit\n", - "# Train and test the scikit-learn SGD logistic regression.\n", - "clf = sklearn.linear_model.SGDClassifier(\n", - " loss='log', n_iter=1000, penalty='l2', alpha=5e-4, class_weight='auto')\n", - "\n", - "clf.fit(X, y)\n", - "yt_pred = clf.predict(Xt)\n", - "print('Accuracy: {:.3f}'.format(sklearn.metrics.accuracy_score(yt, yt_pred)))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Save the dataset to HDF5 for loading in Caffe." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# Write out the data to HDF5 files in a temp directory.\n", - "# This file is assumed to be caffe_root/examples/hdf5_classification.ipynb\n", - "dirname = os.path.abspath('./examples/hdf5_classification/data')\n", - "if not os.path.exists(dirname):\n", - " os.makedirs(dirname)\n", - "\n", - "train_filename = os.path.join(dirname, 'train.h5')\n", - "test_filename = os.path.join(dirname, 'test.h5')\n", - "\n", - "# HDF5DataLayer source should be a file containing a list of HDF5 filenames.\n", - "# To show this off, we'll list the same data file twice.\n", - "with h5py.File(train_filename, 'w') as f:\n", - " f['data'] = X\n", - " f['label'] = y.astype(np.float32)\n", - "with open(os.path.join(dirname, 'train.txt'), 'w') as f:\n", - " f.write(train_filename + '\\n')\n", - " f.write(train_filename + '\\n')\n", - " \n", - "# HDF5 is pretty efficient, but can be further compressed.\n", - "comp_kwargs = {'compression': 'gzip', 'compression_opts': 1}\n", - "with h5py.File(test_filename, 'w') as f:\n", - " f.create_dataset('data', data=Xt, **comp_kwargs)\n", - " f.create_dataset('label', data=yt.astype(np.float32), **comp_kwargs)\n", - "with open(os.path.join(dirname, 'test.txt'), 'w') as f:\n", - " f.write(test_filename + '\\n')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's define logistic regression in Caffe through Python net specification. This is a quick and natural way to define nets that sidesteps manually editing the protobuf model." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "from caffe import layers as L\n", - "from caffe import params as P\n", - "\n", - "def logreg(hdf5, batch_size):\n", - " # logistic regression: data, matrix multiplication, and 2-class softmax loss\n", - " n = caffe.NetSpec()\n", - " n.data, n.label = L.HDF5Data(batch_size=batch_size, source=hdf5, ntop=2)\n", - " n.ip1 = L.InnerProduct(n.data, num_output=2, weight_filler=dict(type='xavier'))\n", - " n.accuracy = L.Accuracy(n.ip1, n.label)\n", - " n.loss = L.SoftmaxWithLoss(n.ip1, n.label)\n", - " return n.to_proto()\n", - "\n", - "train_net_path = 'examples/hdf5_classification/logreg_auto_train.prototxt'\n", - "with open(train_net_path, 'w') as f:\n", - " f.write(str(logreg('examples/hdf5_classification/data/train.txt', 10)))\n", - "\n", - "test_net_path = 'examples/hdf5_classification/logreg_auto_test.prototxt'\n", - "with open(test_net_path, 'w') as f:\n", - " f.write(str(logreg('examples/hdf5_classification/data/test.txt', 10)))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now, we'll define our \"solver\" which trains the network by specifying the locations of the train and test nets we defined above, as well as setting values for various parameters used for learning, display, and \"snapshotting\"." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "from caffe.proto import caffe_pb2\n", - "\n", - "def solver(train_net_path, test_net_path):\n", - " s = caffe_pb2.SolverParameter()\n", - "\n", - " # Specify locations of the train and test networks.\n", - " s.train_net = train_net_path\n", - " s.test_net.append(test_net_path)\n", - "\n", - " s.test_interval = 1000 # Test after every 1000 training iterations.\n", - " s.test_iter.append(250) # Test 250 \"batches\" each time we test.\n", - "\n", - " s.max_iter = 10000 # # of times to update the net (training iterations)\n", - "\n", - " # Set the initial learning rate for stochastic gradient descent (SGD).\n", - " s.base_lr = 0.01 \n", - "\n", - " # Set `lr_policy` to define how the learning rate changes during training.\n", - " # Here, we 'step' the learning rate by multiplying it by a factor `gamma`\n", - " # every `stepsize` iterations.\n", - " s.lr_policy = 'step'\n", - " s.gamma = 0.1\n", - " s.stepsize = 5000\n", - "\n", - " # Set other optimization parameters. Setting a non-zero `momentum` takes a\n", - " # weighted average of the current gradient and previous gradients to make\n", - " # learning more stable. L2 weight decay regularizes learning, to help prevent\n", - " # the model from overfitting.\n", - " s.momentum = 0.9\n", - " s.weight_decay = 5e-4\n", - "\n", - " # Display the current training loss and accuracy every 1000 iterations.\n", - " s.display = 1000\n", - "\n", - " # Snapshots are files used to store networks we've trained. Here, we'll\n", - " # snapshot every 10K iterations -- just once at the end of training.\n", - " # For larger networks that take longer to train, you may want to set\n", - " # snapshot < max_iter to save the network and training state to disk during\n", - " # optimization, preventing disaster in case of machine crashes, etc.\n", - " s.snapshot = 10000\n", - " s.snapshot_prefix = 'examples/hdf5_classification/data/train'\n", - "\n", - " # We'll train on the CPU for fair benchmarking against scikit-learn.\n", - " # Changing to GPU should result in much faster training!\n", - " s.solver_mode = caffe_pb2.SolverParameter.CPU\n", - " \n", - " return s\n", - "\n", - "solver_path = 'examples/hdf5_classification/logreg_solver.prototxt'\n", - "with open(solver_path, 'w') as f:\n", - " f.write(str(solver(train_net_path, test_net_path)))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Time to learn and evaluate our Caffeinated logistic regression in Python." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Accuracy: 0.782\n", - "Accuracy: 0.782\n", - "Accuracy: 0.782\n", - "Accuracy: 0.782\n", - "1 loops, best of 3: 287 ms per loop\n" - ] - } - ], - "source": [ - "%%timeit\n", - "caffe.set_mode_cpu()\n", - "solver = caffe.get_solver(solver_path)\n", - "solver.solve()\n", - "\n", - "accuracy = 0\n", - "batch_size = solver.test_nets[0].blobs['data'].num\n", - "test_iters = int(len(Xt) / batch_size)\n", - "for i in range(test_iters):\n", - " solver.test_nets[0].forward()\n", - " accuracy += solver.test_nets[0].blobs['accuracy'].data\n", - "accuracy /= test_iters\n", - "\n", - "print(\"Accuracy: {:.3f}\".format(accuracy))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Do the same through the command line interface for detailed output on the model and solving." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "I0318 00:58:32.322571 2013098752 caffe.cpp:117] Use CPU.\n", - "I0318 00:58:32.643163 2013098752 caffe.cpp:121] Starting Optimization\n", - "I0318 00:58:32.643229 2013098752 solver.cpp:32] Initializing solver from parameters: \n", - "train_net: \"examples/hdf5_classification/logreg_auto_train.prototxt\"\n", - "test_net: \"examples/hdf5_classification/logreg_auto_test.prototxt\"\n", - "test_iter: 250\n", - "test_interval: 1000\n", - "base_lr: 0.01\n", - "display: 1000\n", - "max_iter: 10000\n", - "lr_policy: \"step\"\n", - "gamma: 0.1\n", - "momentum: 0.9\n", - "weight_decay: 0.0005\n", - "stepsize: 5000\n", - "snapshot: 10000\n", - "snapshot_prefix: \"examples/hdf5_classification/data/train\"\n", - "solver_mode: CPU\n", - "I0318 00:58:32.643333 2013098752 solver.cpp:61] Creating training net from train_net file: examples/hdf5_classification/logreg_auto_train.prototxt\n", - "I0318 00:58:32.643465 2013098752 net.cpp:42] Initializing net from parameters: \n", - "state {\n", - " phase: TRAIN\n", - "}\n", - "layer {\n", - " name: \"data\"\n", - " type: \"HDF5Data\"\n", - " top: \"data\"\n", - " top: \"label\"\n", - " hdf5_data_param {\n", - " source: \"examples/hdf5_classification/data/train.txt\"\n", - " batch_size: 10\n", - " }\n", - "}\n", - "layer {\n", - " name: \"ip1\"\n", - " type: \"InnerProduct\"\n", - " bottom: \"data\"\n", - " top: \"ip1\"\n", - " inner_product_param {\n", - " num_output: 2\n", - " weight_filler {\n", - " type: \"xavier\"\n", - " }\n", - " }\n", - "}\n", - "layer {\n", - " name: \"accuracy\"\n", - " type: \"Accuracy\"\n", - " bottom: \"ip1\"\n", - " bottom: \"label\"\n", - " top: \"accuracy\"\n", - "}\n", - "layer {\n", - " name: \"loss\"\n", - " type: \"SoftmaxWithLoss\"\n", - " bottom: \"ip1\"\n", - " bottom: \"label\"\n", - " top: \"loss\"\n", - "}\n", - "I0318 00:58:32.644197 2013098752 layer_factory.hpp:74] Creating layer data\n", - "I0318 00:58:32.644219 2013098752 net.cpp:84] Creating Layer data\n", - "I0318 00:58:32.644230 2013098752 net.cpp:338] data -> data\n", - "I0318 00:58:32.644256 2013098752 net.cpp:338] data -> label\n", - "I0318 00:58:32.644269 2013098752 net.cpp:113] Setting up data\n", - "I0318 00:58:32.644278 2013098752 hdf5_data_layer.cpp:66] Loading list of HDF5 filenames from: examples/hdf5_classification/data/train.txt\n", - "I0318 00:58:32.644327 2013098752 hdf5_data_layer.cpp:80] Number of HDF5 files: 2\n", - "I0318 00:58:32.646458 2013098752 net.cpp:120] Top shape: 10 4 (40)\n", - "I0318 00:58:32.646502 2013098752 net.cpp:120] Top shape: 10 (10)\n", - "I0318 00:58:32.646518 2013098752 layer_factory.hpp:74] Creating layer label_data_1_split\n", - "I0318 00:58:32.646538 2013098752 net.cpp:84] Creating Layer label_data_1_split\n", - "I0318 00:58:32.646546 2013098752 net.cpp:380] label_data_1_split <- label\n", - "I0318 00:58:32.646556 2013098752 net.cpp:338] label_data_1_split -> label_data_1_split_0\n", - "I0318 00:58:32.646569 2013098752 net.cpp:338] label_data_1_split -> label_data_1_split_1\n", - "I0318 00:58:32.646579 2013098752 net.cpp:113] Setting up label_data_1_split\n", - "I0318 00:58:32.646586 2013098752 net.cpp:120] Top shape: 10 (10)\n", - "I0318 00:58:32.646595 2013098752 net.cpp:120] Top shape: 10 (10)\n", - "I0318 00:58:32.646601 2013098752 layer_factory.hpp:74] Creating layer ip1\n", - "I0318 00:58:32.646615 2013098752 net.cpp:84] Creating Layer ip1\n", - "I0318 00:58:32.646622 2013098752 net.cpp:380] ip1 <- data\n", - "I0318 00:58:32.646664 2013098752 net.cpp:338] ip1 -> ip1\n", - "I0318 00:58:32.646689 2013098752 net.cpp:113] Setting up ip1\n", - "I0318 00:58:32.652330 2013098752 net.cpp:120] Top shape: 10 2 (20)\n", - "I0318 00:58:32.652371 2013098752 layer_factory.hpp:74] Creating layer ip1_ip1_0_split\n", - "I0318 00:58:32.652393 2013098752 net.cpp:84] Creating Layer ip1_ip1_0_split\n", - "I0318 00:58:32.652407 2013098752 net.cpp:380] ip1_ip1_0_split <- ip1\n", - "I0318 00:58:32.652421 2013098752 net.cpp:338] ip1_ip1_0_split -> ip1_ip1_0_split_0\n", - "I0318 00:58:32.652467 2013098752 net.cpp:338] ip1_ip1_0_split -> ip1_ip1_0_split_1\n", - "I0318 00:58:32.652480 2013098752 net.cpp:113] Setting up ip1_ip1_0_split\n", - "I0318 00:58:32.652489 2013098752 net.cpp:120] Top shape: 10 2 (20)\n", - "I0318 00:58:32.652498 2013098752 net.cpp:120] Top shape: 10 2 (20)\n", - "I0318 00:58:32.652505 2013098752 layer_factory.hpp:74] Creating layer accuracy\n", - "I0318 00:58:32.652521 2013098752 net.cpp:84] Creating Layer accuracy\n", - "I0318 00:58:32.652534 2013098752 net.cpp:380] accuracy <- ip1_ip1_0_split_0\n", - "I0318 00:58:32.652545 2013098752 net.cpp:380] accuracy <- label_data_1_split_0\n", - "I0318 00:58:32.652562 2013098752 net.cpp:338] accuracy -> accuracy\n", - "I0318 00:58:32.652577 2013098752 net.cpp:113] Setting up accuracy\n", - "I0318 00:58:32.652590 2013098752 net.cpp:120] Top shape: (1)\n", - "I0318 00:58:32.652642 2013098752 layer_factory.hpp:74] Creating layer loss\n", - "I0318 00:58:32.652655 2013098752 net.cpp:84] Creating Layer loss\n", - "I0318 00:58:32.652663 2013098752 net.cpp:380] loss <- ip1_ip1_0_split_1\n", - "I0318 00:58:32.652672 2013098752 net.cpp:380] loss <- label_data_1_split_1\n", - "I0318 00:58:32.652679 2013098752 net.cpp:338] loss -> loss\n", - "I0318 00:58:32.652689 2013098752 net.cpp:113] Setting up loss\n", - "I0318 00:58:32.652701 2013098752 layer_factory.hpp:74] Creating layer loss\n", - "I0318 00:58:32.652716 2013098752 net.cpp:120] Top shape: (1)\n", - "I0318 00:58:32.652724 2013098752 net.cpp:122] with loss weight 1\n", - "I0318 00:58:32.652740 2013098752 net.cpp:167] loss needs backward computation.\n", - "I0318 00:58:32.652746 2013098752 net.cpp:169] accuracy does not need backward computation.\n", - "I0318 00:58:32.652753 2013098752 net.cpp:167] ip1_ip1_0_split needs backward computation.\n", - "I0318 00:58:32.652760 2013098752 net.cpp:167] ip1 needs backward computation.\n", - "I0318 00:58:32.652786 2013098752 net.cpp:169] label_data_1_split does not need backward computation.\n", - "I0318 00:58:32.652801 2013098752 net.cpp:169] data does not need backward computation.\n", - "I0318 00:58:32.652808 2013098752 net.cpp:205] This network produces output accuracy\n", - "I0318 00:58:32.652815 2013098752 net.cpp:205] This network produces output loss\n", - "I0318 00:58:32.652825 2013098752 net.cpp:447] Collecting Learning Rate and Weight Decay.\n", - "I0318 00:58:32.652833 2013098752 net.cpp:217] Network initialization done.\n", - "I0318 00:58:32.652839 2013098752 net.cpp:218] Memory required for data: 528\n", - "I0318 00:58:32.652964 2013098752 solver.cpp:154] Creating test net (#0) specified by test_net file: examples/hdf5_classification/logreg_auto_test.prototxt\n", - "I0318 00:58:32.652986 2013098752 net.cpp:42] Initializing net from parameters: \n", - "state {\n", - " phase: TEST\n", - "}\n", - "layer {\n", - " name: \"data\"\n", - " type: \"HDF5Data\"\n", - " top: \"data\"\n", - " top: \"label\"\n", - " hdf5_data_param {\n", - " source: \"examples/hdf5_classification/data/test.txt\"\n", - " batch_size: 10\n", - " }\n", - "}\n", - "layer {\n", - " name: \"ip1\"\n", - " type: \"InnerProduct\"\n", - " bottom: \"data\"\n", - " top: \"ip1\"\n", - " inner_product_param {\n", - " num_output: 2\n", - " weight_filler {\n", - " type: \"xavier\"\n", - " }\n", - " }\n", - "}\n", - "layer {\n", - " name: \"accuracy\"\n", - " type: \"Accuracy\"\n", - " bottom: \"ip1\"\n", - " bottom: \"label\"\n", - " top: \"accuracy\"\n", - "}\n", - "layer {\n", - " name: \"loss\"\n", - " type: \"SoftmaxWithLoss\"\n", - " bottom: \"ip1\"\n", - " bottom: \"label\"\n", - " top: \"loss\"\n", - "}\n", - "I0318 00:58:32.653069 2013098752 layer_factory.hpp:74] Creating layer data\n", - "I0318 00:58:32.653080 2013098752 net.cpp:84] Creating Layer data\n", - "I0318 00:58:32.653090 2013098752 net.cpp:338] data -> data\n", - "I0318 00:58:32.653128 2013098752 net.cpp:338] data -> label\n", - "I0318 00:58:32.653146 2013098752 net.cpp:113] Setting up data\n", - "I0318 00:58:32.653154 2013098752 hdf5_data_layer.cpp:66] Loading list of HDF5 filenames from: examples/hdf5_classification/data/test.txt\n", - "I0318 00:58:32.653192 2013098752 hdf5_data_layer.cpp:80] Number of HDF5 files: 1\n", - "I0318 00:58:32.654850 2013098752 net.cpp:120] Top shape: 10 4 (40)\n", - "I0318 00:58:32.654897 2013098752 net.cpp:120] Top shape: 10 (10)\n", - "I0318 00:58:32.654914 2013098752 layer_factory.hpp:74] Creating layer label_data_1_split\n", - "I0318 00:58:32.654933 2013098752 net.cpp:84] Creating Layer label_data_1_split\n", - "I0318 00:58:32.654943 2013098752 net.cpp:380] label_data_1_split <- label\n", - "I0318 00:58:32.654953 2013098752 net.cpp:338] label_data_1_split -> label_data_1_split_0\n", - "I0318 00:58:32.654966 2013098752 net.cpp:338] label_data_1_split -> label_data_1_split_1\n", - "I0318 00:58:32.654976 2013098752 net.cpp:113] Setting up label_data_1_split\n", - "I0318 00:58:32.654985 2013098752 net.cpp:120] Top shape: 10 (10)\n", - "I0318 00:58:32.654992 2013098752 net.cpp:120] Top shape: 10 (10)\n", - "I0318 00:58:32.655000 2013098752 layer_factory.hpp:74] Creating layer ip1\n", - "I0318 00:58:32.655010 2013098752 net.cpp:84] Creating Layer ip1\n", - "I0318 00:58:32.655017 2013098752 net.cpp:380] ip1 <- data\n", - "I0318 00:58:32.655030 2013098752 net.cpp:338] ip1 -> ip1\n", - "I0318 00:58:32.655041 2013098752 net.cpp:113] Setting up ip1\n", - "I0318 00:58:32.655061 2013098752 net.cpp:120] Top shape: 10 2 (20)\n", - "I0318 00:58:32.655072 2013098752 layer_factory.hpp:74] Creating layer ip1_ip1_0_split\n", - "I0318 00:58:32.655148 2013098752 net.cpp:84] Creating Layer ip1_ip1_0_split\n", - "I0318 00:58:32.655159 2013098752 net.cpp:380] ip1_ip1_0_split <- ip1\n", - "I0318 00:58:32.655170 2013098752 net.cpp:338] ip1_ip1_0_split -> ip1_ip1_0_split_0\n", - "I0318 00:58:32.655180 2013098752 net.cpp:338] ip1_ip1_0_split -> ip1_ip1_0_split_1\n", - "I0318 00:58:32.655190 2013098752 net.cpp:113] Setting up ip1_ip1_0_split\n", - "I0318 00:58:32.655199 2013098752 net.cpp:120] Top shape: 10 2 (20)\n", - "I0318 00:58:32.655206 2013098752 net.cpp:120] Top shape: 10 2 (20)\n", - "I0318 00:58:32.655213 2013098752 layer_factory.hpp:74] Creating layer accuracy\n", - "I0318 00:58:32.655223 2013098752 net.cpp:84] Creating Layer accuracy\n", - "I0318 00:58:32.655230 2013098752 net.cpp:380] accuracy <- ip1_ip1_0_split_0\n", - "I0318 00:58:32.655237 2013098752 net.cpp:380] accuracy <- label_data_1_split_0\n", - "I0318 00:58:32.655251 2013098752 net.cpp:338] accuracy -> accuracy\n", - "I0318 00:58:32.655259 2013098752 net.cpp:113] Setting up accuracy\n", - "I0318 00:58:32.655267 2013098752 net.cpp:120] Top shape: (1)\n", - "I0318 00:58:32.655340 2013098752 layer_factory.hpp:74] Creating layer loss\n", - "I0318 00:58:32.655354 2013098752 net.cpp:84] Creating Layer loss\n", - "I0318 00:58:32.655361 2013098752 net.cpp:380] loss <- ip1_ip1_0_split_1\n", - "I0318 00:58:32.655369 2013098752 net.cpp:380] loss <- label_data_1_split_1\n", - "I0318 00:58:32.655378 2013098752 net.cpp:338] loss -> loss\n", - "I0318 00:58:32.655388 2013098752 net.cpp:113] Setting up loss\n", - "I0318 00:58:32.655397 2013098752 layer_factory.hpp:74] Creating layer loss\n", - "I0318 00:58:32.655414 2013098752 net.cpp:120] Top shape: (1)\n", - "I0318 00:58:32.655422 2013098752 net.cpp:122] with loss weight 1\n", - "I0318 00:58:32.655438 2013098752 net.cpp:167] loss needs backward computation.\n", - "I0318 00:58:32.655446 2013098752 net.cpp:169] accuracy does not need backward computation.\n", - "I0318 00:58:32.655455 2013098752 net.cpp:167] ip1_ip1_0_split needs backward computation.\n", - "I0318 00:58:32.655462 2013098752 net.cpp:167] ip1 needs backward computation.\n", - "I0318 00:58:32.655469 2013098752 net.cpp:169] label_data_1_split does not need backward computation.\n", - "I0318 00:58:32.655477 2013098752 net.cpp:169] data does not need backward computation.\n", - "I0318 00:58:32.655483 2013098752 net.cpp:205] This network produces output accuracy\n", - "I0318 00:58:32.655489 2013098752 net.cpp:205] This network produces output loss\n", - "I0318 00:58:32.655503 2013098752 net.cpp:447] Collecting Learning Rate and Weight Decay.\n", - "I0318 00:58:32.655511 2013098752 net.cpp:217] Network initialization done.\n", - "I0318 00:58:32.655517 2013098752 net.cpp:218] Memory required for data: 528\n", - "I0318 00:58:32.655547 2013098752 solver.cpp:42] Solver scaffolding done.\n", - "I0318 00:58:32.655567 2013098752 solver.cpp:222] Solving \n", - "I0318 00:58:32.655575 2013098752 solver.cpp:223] Learning Rate Policy: step\n", - "I0318 00:58:32.655583 2013098752 solver.cpp:266] Iteration 0, Testing net (#0)\n", - "I0318 00:58:32.683643 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.3736\n", - "I0318 00:58:32.683686 2013098752 solver.cpp:315] Test net output #1: loss = 1.00555 (* 1 = 1.00555 loss)\n", - "I0318 00:58:32.683846 2013098752 solver.cpp:189] Iteration 0, loss = 0.869394\n", - "I0318 00:58:32.683861 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.3\n", - "I0318 00:58:32.683871 2013098752 solver.cpp:204] Train net output #1: loss = 0.869394 (* 1 = 0.869394 loss)\n", - "I0318 00:58:32.683883 2013098752 solver.cpp:464] Iteration 0, lr = 0.01\n", - "I0318 00:58:32.698721 2013098752 solver.cpp:266] Iteration 1000, Testing net (#0)\n", - "I0318 00:58:32.701917 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.7848\n", - "I0318 00:58:32.701961 2013098752 solver.cpp:315] Test net output #1: loss = 0.590972 (* 1 = 0.590972 loss)\n", - "I0318 00:58:32.702014 2013098752 solver.cpp:189] Iteration 1000, loss = 0.54742\n", - "I0318 00:58:32.702029 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.7\n", - "I0318 00:58:32.702041 2013098752 solver.cpp:204] Train net output #1: loss = 0.54742 (* 1 = 0.54742 loss)\n", - "I0318 00:58:32.702051 2013098752 solver.cpp:464] Iteration 1000, lr = 0.01\n", - "I0318 00:58:32.718360 2013098752 solver.cpp:266] Iteration 2000, Testing net (#0)\n", - "I0318 00:58:32.721529 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.7696\n", - "I0318 00:58:32.721562 2013098752 solver.cpp:315] Test net output #1: loss = 0.593946 (* 1 = 0.593946 loss)\n", - "I0318 00:58:32.721593 2013098752 solver.cpp:189] Iteration 2000, loss = 0.729569\n", - "I0318 00:58:32.721603 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.5\n", - "I0318 00:58:32.721613 2013098752 solver.cpp:204] Train net output #1: loss = 0.729569 (* 1 = 0.729569 loss)\n", - "I0318 00:58:32.721622 2013098752 solver.cpp:464] Iteration 2000, lr = 0.01\n", - "I0318 00:58:32.740182 2013098752 solver.cpp:266] Iteration 3000, Testing net (#0)\n", - "I0318 00:58:32.743494 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.77\n", - "I0318 00:58:32.743544 2013098752 solver.cpp:315] Test net output #1: loss = 0.591229 (* 1 = 0.591229 loss)\n", - "I0318 00:58:32.744209 2013098752 solver.cpp:189] Iteration 3000, loss = 0.406097\n", - "I0318 00:58:32.744231 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.8\n", - "I0318 00:58:32.744249 2013098752 solver.cpp:204] Train net output #1: loss = 0.406096 (* 1 = 0.406096 loss)\n", - "I0318 00:58:32.744266 2013098752 solver.cpp:464] Iteration 3000, lr = 0.01\n", - "I0318 00:58:32.764135 2013098752 solver.cpp:266] Iteration 4000, Testing net (#0)\n", - "I0318 00:58:32.769110 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.7848\n", - "I0318 00:58:32.769170 2013098752 solver.cpp:315] Test net output #1: loss = 0.590972 (* 1 = 0.590972 loss)\n", - "I0318 00:58:32.769223 2013098752 solver.cpp:189] Iteration 4000, loss = 0.54742\n", - "I0318 00:58:32.769242 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.7\n", - "I0318 00:58:32.769255 2013098752 solver.cpp:204] Train net output #1: loss = 0.54742 (* 1 = 0.54742 loss)\n", - "I0318 00:58:32.769265 2013098752 solver.cpp:464] Iteration 4000, lr = 0.01\n", - "I0318 00:58:32.785846 2013098752 solver.cpp:266] Iteration 5000, Testing net (#0)\n", - "I0318 00:58:32.788722 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.7696\n", - "I0318 00:58:32.788751 2013098752 solver.cpp:315] Test net output #1: loss = 0.593946 (* 1 = 0.593946 loss)\n", - "I0318 00:58:32.788811 2013098752 solver.cpp:189] Iteration 5000, loss = 0.72957\n", - "I0318 00:58:32.788833 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.5\n", - "I0318 00:58:32.788846 2013098752 solver.cpp:204] Train net output #1: loss = 0.729569 (* 1 = 0.729569 loss)\n", - "I0318 00:58:32.788856 2013098752 solver.cpp:464] Iteration 5000, lr = 0.001\n", - "I0318 00:58:32.804762 2013098752 solver.cpp:266] Iteration 6000, Testing net (#0)\n", - "I0318 00:58:32.808061 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.7856\n", - "I0318 00:58:32.808112 2013098752 solver.cpp:315] Test net output #1: loss = 0.59028 (* 1 = 0.59028 loss)\n", - "I0318 00:58:32.808732 2013098752 solver.cpp:189] Iteration 6000, loss = 0.415444\n", - "I0318 00:58:32.808753 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.9\n", - "I0318 00:58:32.808773 2013098752 solver.cpp:204] Train net output #1: loss = 0.415444 (* 1 = 0.415444 loss)\n", - "I0318 00:58:32.808786 2013098752 solver.cpp:464] Iteration 6000, lr = 0.001\n", - "I0318 00:58:32.827118 2013098752 solver.cpp:266] Iteration 7000, Testing net (#0)\n", - "I0318 00:58:32.831614 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.7848\n", - "I0318 00:58:32.831657 2013098752 solver.cpp:315] Test net output #1: loss = 0.589454 (* 1 = 0.589454 loss)\n", - "I0318 00:58:32.831707 2013098752 solver.cpp:189] Iteration 7000, loss = 0.538038\n", - "I0318 00:58:32.831728 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.8\n", - "I0318 00:58:32.831745 2013098752 solver.cpp:204] Train net output #1: loss = 0.538037 (* 1 = 0.538037 loss)\n", - "I0318 00:58:32.831759 2013098752 solver.cpp:464] Iteration 7000, lr = 0.001\n", - "I0318 00:58:32.849634 2013098752 solver.cpp:266] Iteration 8000, Testing net (#0)\n", - "I0318 00:58:32.852712 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.7796\n", - "I0318 00:58:32.852748 2013098752 solver.cpp:315] Test net output #1: loss = 0.589365 (* 1 = 0.589365 loss)\n", - "I0318 00:58:32.852792 2013098752 solver.cpp:189] Iteration 8000, loss = 0.684219\n", - "I0318 00:58:32.852840 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.5\n", - "I0318 00:58:32.852852 2013098752 solver.cpp:204] Train net output #1: loss = 0.684219 (* 1 = 0.684219 loss)\n", - "I0318 00:58:32.852861 2013098752 solver.cpp:464] Iteration 8000, lr = 0.001\n", - "I0318 00:58:32.868440 2013098752 solver.cpp:266] Iteration 9000, Testing net (#0)\n", - "I0318 00:58:32.871438 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.7816\n", - "I0318 00:58:32.871461 2013098752 solver.cpp:315] Test net output #1: loss = 0.589656 (* 1 = 0.589656 loss)\n", - "I0318 00:58:32.872109 2013098752 solver.cpp:189] Iteration 9000, loss = 0.421879\n", - "I0318 00:58:32.872131 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.9\n", - "I0318 00:58:32.872143 2013098752 solver.cpp:204] Train net output #1: loss = 0.421879 (* 1 = 0.421879 loss)\n", - "I0318 00:58:32.872153 2013098752 solver.cpp:464] Iteration 9000, lr = 0.001\n", - "I0318 00:58:32.889981 2013098752 solver.cpp:334] Snapshotting to examples/hdf5_classification/data/train_iter_10000.caffemodel\n", - "I0318 00:58:32.890224 2013098752 solver.cpp:342] Snapshotting solver state to examples/hdf5_classification/data/train_iter_10000.solverstate\n", - "I0318 00:58:32.890362 2013098752 solver.cpp:248] Iteration 10000, loss = 0.538933\n", - "I0318 00:58:32.890380 2013098752 solver.cpp:266] Iteration 10000, Testing net (#0)\n", - "I0318 00:58:32.893728 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.782\n", - "I0318 00:58:32.893757 2013098752 solver.cpp:315] Test net output #1: loss = 0.589366 (* 1 = 0.589366 loss)\n", - "I0318 00:58:32.893775 2013098752 solver.cpp:253] Optimization Done.\n", - "I0318 00:58:32.893786 2013098752 caffe.cpp:134] Optimization Done.\n" - ] - } - ], - "source": [ - "!./build/tools/caffe train -solver examples/hdf5_classification/logreg_solver.prototxt" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If you look at output or the `logreg_auto_train.prototxt`, you'll see that the model is simple logistic regression.\n", - "We can make it a little more advanced by introducing a non-linearity between weights that take the input and weights that give the output -- now we have a two-layer network.\n", - "That network is given in `nonlinear_auto_train.prototxt`, and that's the only change made in `nonlinear_logreg_solver.prototxt` which we will now use.\n", - "\n", - "The final accuracy of the new network should be higher than logistic regression!" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "from caffe import layers as L\n", - "from caffe import params as P\n", - "\n", - "def nonlinear_net(hdf5, batch_size):\n", - " # one small nonlinearity, one leap for model kind\n", - " n = caffe.NetSpec()\n", - " n.data, n.label = L.HDF5Data(batch_size=batch_size, source=hdf5, ntop=2)\n", - " # define a hidden layer of dimension 40\n", - " n.ip1 = L.InnerProduct(n.data, num_output=40, weight_filler=dict(type='xavier'))\n", - " # transform the output through the ReLU (rectified linear) non-linearity\n", - " n.relu1 = L.ReLU(n.ip1, in_place=True)\n", - " # score the (now non-linear) features\n", - " n.ip2 = L.InnerProduct(n.ip1, num_output=2, weight_filler=dict(type='xavier'))\n", - " # same accuracy and loss as before\n", - " n.accuracy = L.Accuracy(n.ip2, n.label)\n", - " n.loss = L.SoftmaxWithLoss(n.ip2, n.label)\n", - " return n.to_proto()\n", - "\n", - "train_net_path = 'examples/hdf5_classification/nonlinear_auto_train.prototxt'\n", - "with open(train_net_path, 'w') as f:\n", - " f.write(str(nonlinear_net('examples/hdf5_classification/data/train.txt', 10)))\n", - "\n", - "test_net_path = 'examples/hdf5_classification/nonlinear_auto_test.prototxt'\n", - "with open(test_net_path, 'w') as f:\n", - " f.write(str(nonlinear_net('examples/hdf5_classification/data/test.txt', 10)))\n", - "\n", - "solver_path = 'examples/hdf5_classification/nonlinear_logreg_solver.prototxt'\n", - "with open(solver_path, 'w') as f:\n", - " f.write(str(solver(train_net_path, test_net_path)))" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Accuracy: 0.832\n", - "Accuracy: 0.832\n", - "Accuracy: 0.832\n", - "Accuracy: 0.831\n", - "1 loops, best of 3: 386 ms per loop\n" - ] - } - ], - "source": [ - "%%timeit\n", - "caffe.set_mode_cpu()\n", - "solver = caffe.get_solver(solver_path)\n", - "solver.solve()\n", - "\n", - "accuracy = 0\n", - "batch_size = solver.test_nets[0].blobs['data'].num\n", - "test_iters = int(len(Xt) / batch_size)\n", - "for i in range(test_iters):\n", - " solver.test_nets[0].forward()\n", - " accuracy += solver.test_nets[0].blobs['accuracy'].data\n", - "accuracy /= test_iters\n", - "\n", - "print(\"Accuracy: {:.3f}\".format(accuracy))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Do the same through the command line interface for detailed output on the model and solving." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "I0318 00:58:43.336922 2013098752 caffe.cpp:117] Use CPU.\n", - "I0318 00:58:43.654698 2013098752 caffe.cpp:121] Starting Optimization\n", - "I0318 00:58:43.654747 2013098752 solver.cpp:32] Initializing solver from parameters: \n", - "train_net: \"examples/hdf5_classification/nonlinear_auto_train.prototxt\"\n", - "test_net: \"examples/hdf5_classification/nonlinear_auto_test.prototxt\"\n", - "test_iter: 250\n", - "test_interval: 1000\n", - "base_lr: 0.01\n", - "display: 1000\n", - "max_iter: 10000\n", - "lr_policy: \"step\"\n", - "gamma: 0.1\n", - "momentum: 0.9\n", - "weight_decay: 0.0005\n", - "stepsize: 5000\n", - "snapshot: 10000\n", - "snapshot_prefix: \"examples/hdf5_classification/data/train\"\n", - "solver_mode: CPU\n", - "I0318 00:58:43.654855 2013098752 solver.cpp:61] Creating training net from train_net file: examples/hdf5_classification/nonlinear_auto_train.prototxt\n", - "I0318 00:58:43.655004 2013098752 net.cpp:42] Initializing net from parameters: \n", - "state {\n", - " phase: TRAIN\n", - "}\n", - "layer {\n", - " name: \"data\"\n", - " type: \"HDF5Data\"\n", - " top: \"data\"\n", - " top: \"label\"\n", - " hdf5_data_param {\n", - " source: \"examples/hdf5_classification/data/train.txt\"\n", - " batch_size: 10\n", - " }\n", - "}\n", - "layer {\n", - " name: \"ip1\"\n", - " type: \"InnerProduct\"\n", - " bottom: \"data\"\n", - " top: \"ip1\"\n", - " inner_product_param {\n", - " num_output: 40\n", - " weight_filler {\n", - " type: \"xavier\"\n", - " }\n", - " }\n", - "}\n", - "layer {\n", - " name: \"relu1\"\n", - " type: \"ReLU\"\n", - " bottom: \"ip1\"\n", - " top: \"ip1\"\n", - "}\n", - "layer {\n", - " name: \"ip2\"\n", - " type: \"InnerProduct\"\n", - " bottom: \"ip1\"\n", - " top: \"ip2\"\n", - " inner_product_param {\n", - " num_output: 2\n", - " weight_filler {\n", - " type: \"xavier\"\n", - " }\n", - " }\n", - "}\n", - "layer {\n", - " name: \"accuracy\"\n", - " type: \"Accuracy\"\n", - " bottom: \"ip2\"\n", - " bottom: \"label\"\n", - " top: \"accuracy\"\n", - "}\n", - "layer {\n", - " name: \"loss\"\n", - " type: \"SoftmaxWithLoss\"\n", - " bottom: \"ip2\"\n", - " bottom: \"label\"\n", - " top: \"loss\"\n", - "}\n", - "I0318 00:58:43.655120 2013098752 layer_factory.hpp:74] Creating layer data\n", - "I0318 00:58:43.655139 2013098752 net.cpp:84] Creating Layer data\n", - "I0318 00:58:43.655264 2013098752 net.cpp:338] data -> data\n", - "I0318 00:58:43.655297 2013098752 net.cpp:338] data -> label\n", - "I0318 00:58:43.655310 2013098752 net.cpp:113] Setting up data\n", - "I0318 00:58:43.655318 2013098752 hdf5_data_layer.cpp:66] Loading list of HDF5 filenames from: examples/hdf5_classification/data/train.txt\n", - "I0318 00:58:43.655365 2013098752 hdf5_data_layer.cpp:80] Number of HDF5 files: 2\n", - "I0318 00:58:43.657317 2013098752 net.cpp:120] Top shape: 10 4 (40)\n", - "I0318 00:58:43.657342 2013098752 net.cpp:120] Top shape: 10 (10)\n", - "I0318 00:58:43.657356 2013098752 layer_factory.hpp:74] Creating layer label_data_1_split\n", - "I0318 00:58:43.657373 2013098752 net.cpp:84] Creating Layer label_data_1_split\n", - "I0318 00:58:43.657384 2013098752 net.cpp:380] label_data_1_split <- label\n", - "I0318 00:58:43.657395 2013098752 net.cpp:338] label_data_1_split -> label_data_1_split_0\n", - "I0318 00:58:43.657407 2013098752 net.cpp:338] label_data_1_split -> label_data_1_split_1\n", - "I0318 00:58:43.657418 2013098752 net.cpp:113] Setting up label_data_1_split\n", - "I0318 00:58:43.657426 2013098752 net.cpp:120] Top shape: 10 (10)\n", - "I0318 00:58:43.657433 2013098752 net.cpp:120] Top shape: 10 (10)\n", - "I0318 00:58:43.657441 2013098752 layer_factory.hpp:74] Creating layer ip1\n", - "I0318 00:58:43.657451 2013098752 net.cpp:84] Creating Layer ip1\n", - "I0318 00:58:43.657459 2013098752 net.cpp:380] ip1 <- data\n", - "I0318 00:58:43.657467 2013098752 net.cpp:338] ip1 -> ip1\n", - "I0318 00:58:43.657479 2013098752 net.cpp:113] Setting up ip1\n", - "I0318 00:58:43.662454 2013098752 net.cpp:120] Top shape: 10 40 (400)\n", - "I0318 00:58:43.662477 2013098752 layer_factory.hpp:74] Creating layer relu1\n", - "I0318 00:58:43.662497 2013098752 net.cpp:84] Creating Layer relu1\n", - "I0318 00:58:43.662508 2013098752 net.cpp:380] relu1 <- ip1\n", - "I0318 00:58:43.662520 2013098752 net.cpp:327] relu1 -> ip1 (in-place)\n", - "I0318 00:58:43.662530 2013098752 net.cpp:113] Setting up relu1\n", - "I0318 00:58:43.662539 2013098752 net.cpp:120] Top shape: 10 40 (400)\n", - "I0318 00:58:43.662546 2013098752 layer_factory.hpp:74] Creating layer ip2\n", - "I0318 00:58:43.662555 2013098752 net.cpp:84] Creating Layer ip2\n", - "I0318 00:58:43.662562 2013098752 net.cpp:380] ip2 <- ip1\n", - "I0318 00:58:43.662571 2013098752 net.cpp:338] ip2 -> ip2\n", - "I0318 00:58:43.662580 2013098752 net.cpp:113] Setting up ip2\n", - "I0318 00:58:43.662595 2013098752 net.cpp:120] Top shape: 10 2 (20)\n", - "I0318 00:58:43.662606 2013098752 layer_factory.hpp:74] Creating layer ip2_ip2_0_split\n", - "I0318 00:58:43.662654 2013098752 net.cpp:84] Creating Layer ip2_ip2_0_split\n", - "I0318 00:58:43.662665 2013098752 net.cpp:380] ip2_ip2_0_split <- ip2\n", - "I0318 00:58:43.662678 2013098752 net.cpp:338] ip2_ip2_0_split -> ip2_ip2_0_split_0\n", - "I0318 00:58:43.662689 2013098752 net.cpp:338] ip2_ip2_0_split -> ip2_ip2_0_split_1\n", - "I0318 00:58:43.662698 2013098752 net.cpp:113] Setting up ip2_ip2_0_split\n", - "I0318 00:58:43.662706 2013098752 net.cpp:120] Top shape: 10 2 (20)\n", - "I0318 00:58:43.662714 2013098752 net.cpp:120] Top shape: 10 2 (20)\n", - "I0318 00:58:43.662722 2013098752 layer_factory.hpp:74] Creating layer accuracy\n", - "I0318 00:58:43.662734 2013098752 net.cpp:84] Creating Layer accuracy\n", - "I0318 00:58:43.662740 2013098752 net.cpp:380] accuracy <- ip2_ip2_0_split_0\n", - "I0318 00:58:43.662749 2013098752 net.cpp:380] accuracy <- label_data_1_split_0\n", - "I0318 00:58:43.662756 2013098752 net.cpp:338] accuracy -> accuracy\n", - "I0318 00:58:43.662766 2013098752 net.cpp:113] Setting up accuracy\n", - "I0318 00:58:43.662818 2013098752 net.cpp:120] Top shape: (1)\n", - "I0318 00:58:43.662827 2013098752 layer_factory.hpp:74] Creating layer loss\n", - "I0318 00:58:43.662839 2013098752 net.cpp:84] Creating Layer loss\n", - "I0318 00:58:43.662847 2013098752 net.cpp:380] loss <- ip2_ip2_0_split_1\n", - "I0318 00:58:43.662854 2013098752 net.cpp:380] loss <- label_data_1_split_1\n", - "I0318 00:58:43.662863 2013098752 net.cpp:338] loss -> loss\n", - "I0318 00:58:43.662873 2013098752 net.cpp:113] Setting up loss\n", - "I0318 00:58:43.662883 2013098752 layer_factory.hpp:74] Creating layer loss\n", - "I0318 00:58:43.662901 2013098752 net.cpp:120] Top shape: (1)\n", - "I0318 00:58:43.662909 2013098752 net.cpp:122] with loss weight 1\n", - "I0318 00:58:43.662922 2013098752 net.cpp:167] loss needs backward computation.\n", - "I0318 00:58:43.662930 2013098752 net.cpp:169] accuracy does not need backward computation.\n", - "I0318 00:58:43.662936 2013098752 net.cpp:167] ip2_ip2_0_split needs backward computation.\n", - "I0318 00:58:43.662942 2013098752 net.cpp:167] ip2 needs backward computation.\n", - "I0318 00:58:43.662976 2013098752 net.cpp:167] relu1 needs backward computation.\n", - "I0318 00:58:43.662988 2013098752 net.cpp:167] ip1 needs backward computation.\n", - "I0318 00:58:43.662997 2013098752 net.cpp:169] label_data_1_split does not need backward computation.\n", - "I0318 00:58:43.663003 2013098752 net.cpp:169] data does not need backward computation.\n", - "I0318 00:58:43.663009 2013098752 net.cpp:205] This network produces output accuracy\n", - "I0318 00:58:43.663017 2013098752 net.cpp:205] This network produces output loss\n", - "I0318 00:58:43.663028 2013098752 net.cpp:447] Collecting Learning Rate and Weight Decay.\n", - "I0318 00:58:43.663035 2013098752 net.cpp:217] Network initialization done.\n", - "I0318 00:58:43.663041 2013098752 net.cpp:218] Memory required for data: 3728\n", - "I0318 00:58:43.663158 2013098752 solver.cpp:154] Creating test net (#0) specified by test_net file: examples/hdf5_classification/nonlinear_auto_test.prototxt\n", - "I0318 00:58:43.663179 2013098752 net.cpp:42] Initializing net from parameters: \n", - "state {\n", - " phase: TEST\n", - "}\n", - "layer {\n", - " name: \"data\"\n", - " type: \"HDF5Data\"\n", - " top: \"data\"\n", - " top: \"label\"\n", - " hdf5_data_param {\n", - " source: \"examples/hdf5_classification/data/test.txt\"\n", - " batch_size: 10\n", - " }\n", - "}\n", - "layer {\n", - " name: \"ip1\"\n", - " type: \"InnerProduct\"\n", - " bottom: \"data\"\n", - " top: \"ip1\"\n", - " inner_product_param {\n", - " num_output: 40\n", - " weight_filler {\n", - " type: \"xavier\"\n", - " }\n", - " }\n", - "}\n", - "layer {\n", - " name: \"relu1\"\n", - " type: \"ReLU\"\n", - " bottom: \"ip1\"\n", - " top: \"ip1\"\n", - "}\n", - "layer {\n", - " name: \"ip2\"\n", - " type: \"InnerProduct\"\n", - " bottom: \"ip1\"\n", - " top: \"ip2\"\n", - " inner_product_param {\n", - " num_output: 2\n", - " weight_filler {\n", - " type: \"xavier\"\n", - " }\n", - " }\n", - "}\n", - "layer {\n", - " name: \"accuracy\"\n", - " type: \"Accuracy\"\n", - " bottom: \"ip2\"\n", - " bottom: \"label\"\n", - " top: \"accuracy\"\n", - "}\n", - "layer {\n", - " name: \"loss\"\n", - " type: \"SoftmaxWithLoss\"\n", - " bottom: \"ip2\"\n", - " bottom: \"label\"\n", - " top: \"loss\"\n", - "}\n", - "I0318 00:58:43.663349 2013098752 layer_factory.hpp:74] Creating layer data\n", - "I0318 00:58:43.663365 2013098752 net.cpp:84] Creating Layer data\n", - "I0318 00:58:43.663373 2013098752 net.cpp:338] data -> data\n", - "I0318 00:58:43.663385 2013098752 net.cpp:338] data -> label\n", - "I0318 00:58:43.663396 2013098752 net.cpp:113] Setting up data\n", - "I0318 00:58:43.663422 2013098752 hdf5_data_layer.cpp:66] Loading list of HDF5 filenames from: examples/hdf5_classification/data/test.txt\n", - "I0318 00:58:43.663457 2013098752 hdf5_data_layer.cpp:80] Number of HDF5 files: 1\n", - "I0318 00:58:43.664719 2013098752 net.cpp:120] Top shape: 10 4 (40)\n", - "I0318 00:58:43.664739 2013098752 net.cpp:120] Top shape: 10 (10)\n", - "I0318 00:58:43.664754 2013098752 layer_factory.hpp:74] Creating layer label_data_1_split\n", - "I0318 00:58:43.664772 2013098752 net.cpp:84] Creating Layer label_data_1_split\n", - "I0318 00:58:43.664783 2013098752 net.cpp:380] label_data_1_split <- label\n", - "I0318 00:58:43.664791 2013098752 net.cpp:338] label_data_1_split -> label_data_1_split_0\n", - "I0318 00:58:43.664803 2013098752 net.cpp:338] label_data_1_split -> label_data_1_split_1\n", - "I0318 00:58:43.664813 2013098752 net.cpp:113] Setting up label_data_1_split\n", - "I0318 00:58:43.664822 2013098752 net.cpp:120] Top shape: 10 (10)\n", - "I0318 00:58:43.664829 2013098752 net.cpp:120] Top shape: 10 (10)\n", - "I0318 00:58:43.664837 2013098752 layer_factory.hpp:74] Creating layer ip1\n", - "I0318 00:58:43.664846 2013098752 net.cpp:84] Creating Layer ip1\n", - "I0318 00:58:43.664854 2013098752 net.cpp:380] ip1 <- data\n", - "I0318 00:58:43.664862 2013098752 net.cpp:338] ip1 -> ip1\n", - "I0318 00:58:43.664875 2013098752 net.cpp:113] Setting up ip1\n", - "I0318 00:58:43.664901 2013098752 net.cpp:120] Top shape: 10 40 (400)\n", - "I0318 00:58:43.664924 2013098752 layer_factory.hpp:74] Creating layer relu1\n", - "I0318 00:58:43.664945 2013098752 net.cpp:84] Creating Layer relu1\n", - "I0318 00:58:43.664958 2013098752 net.cpp:380] relu1 <- ip1\n", - "I0318 00:58:43.664966 2013098752 net.cpp:327] relu1 -> ip1 (in-place)\n", - "I0318 00:58:43.664975 2013098752 net.cpp:113] Setting up relu1\n", - "I0318 00:58:43.664983 2013098752 net.cpp:120] Top shape: 10 40 (400)\n", - "I0318 00:58:43.664990 2013098752 layer_factory.hpp:74] Creating layer ip2\n", - "I0318 00:58:43.665000 2013098752 net.cpp:84] Creating Layer ip2\n", - "I0318 00:58:43.665006 2013098752 net.cpp:380] ip2 <- ip1\n", - "I0318 00:58:43.665015 2013098752 net.cpp:338] ip2 -> ip2\n", - "I0318 00:58:43.665030 2013098752 net.cpp:113] Setting up ip2\n", - "I0318 00:58:43.665052 2013098752 net.cpp:120] Top shape: 10 2 (20)\n", - "I0318 00:58:43.665066 2013098752 layer_factory.hpp:74] Creating layer ip2_ip2_0_split\n", - "I0318 00:58:43.665077 2013098752 net.cpp:84] Creating Layer ip2_ip2_0_split\n", - "I0318 00:58:43.665086 2013098752 net.cpp:380] ip2_ip2_0_split <- ip2\n", - "I0318 00:58:43.665093 2013098752 net.cpp:338] ip2_ip2_0_split -> ip2_ip2_0_split_0\n", - "I0318 00:58:43.665103 2013098752 net.cpp:338] ip2_ip2_0_split -> ip2_ip2_0_split_1\n", - "I0318 00:58:43.665113 2013098752 net.cpp:113] Setting up ip2_ip2_0_split\n", - "I0318 00:58:43.665122 2013098752 net.cpp:120] Top shape: 10 2 (20)\n", - "I0318 00:58:43.665128 2013098752 net.cpp:120] Top shape: 10 2 (20)\n", - "I0318 00:58:43.665137 2013098752 layer_factory.hpp:74] Creating layer accuracy\n", - "I0318 00:58:43.665144 2013098752 net.cpp:84] Creating Layer accuracy\n", - "I0318 00:58:43.665153 2013098752 net.cpp:380] accuracy <- ip2_ip2_0_split_0\n", - "I0318 00:58:43.665168 2013098752 net.cpp:380] accuracy <- label_data_1_split_0\n", - "I0318 00:58:43.665180 2013098752 net.cpp:338] accuracy -> accuracy\n", - "I0318 00:58:43.665192 2013098752 net.cpp:113] Setting up accuracy\n", - "I0318 00:58:43.665200 2013098752 net.cpp:120] Top shape: (1)\n", - "I0318 00:58:43.665207 2013098752 layer_factory.hpp:74] Creating layer loss\n", - "I0318 00:58:43.665216 2013098752 net.cpp:84] Creating Layer loss\n", - "I0318 00:58:43.665223 2013098752 net.cpp:380] loss <- ip2_ip2_0_split_1\n", - "I0318 00:58:43.665230 2013098752 net.cpp:380] loss <- label_data_1_split_1\n", - "I0318 00:58:43.665241 2013098752 net.cpp:338] loss -> loss\n", - "I0318 00:58:43.665251 2013098752 net.cpp:113] Setting up loss\n", - "I0318 00:58:43.665259 2013098752 layer_factory.hpp:74] Creating layer loss\n", - "I0318 00:58:43.665273 2013098752 net.cpp:120] Top shape: (1)\n", - "I0318 00:58:43.665282 2013098752 net.cpp:122] with loss weight 1\n", - "I0318 00:58:43.665290 2013098752 net.cpp:167] loss needs backward computation.\n", - "I0318 00:58:43.665338 2013098752 net.cpp:169] accuracy does not need backward computation.\n", - "I0318 00:58:43.665351 2013098752 net.cpp:167] ip2_ip2_0_split needs backward computation.\n", - "I0318 00:58:43.665380 2013098752 net.cpp:167] ip2 needs backward computation.\n", - "I0318 00:58:43.665387 2013098752 net.cpp:167] relu1 needs backward computation.\n", - "I0318 00:58:43.665393 2013098752 net.cpp:167] ip1 needs backward computation.\n", - "I0318 00:58:43.665400 2013098752 net.cpp:169] label_data_1_split does not need backward computation.\n", - "I0318 00:58:43.665407 2013098752 net.cpp:169] data does not need backward computation.\n", - "I0318 00:58:43.665415 2013098752 net.cpp:205] This network produces output accuracy\n", - "I0318 00:58:43.665421 2013098752 net.cpp:205] This network produces output loss\n", - "I0318 00:58:43.665431 2013098752 net.cpp:447] Collecting Learning Rate and Weight Decay.\n", - "I0318 00:58:43.665441 2013098752 net.cpp:217] Network initialization done.\n", - "I0318 00:58:43.665446 2013098752 net.cpp:218] Memory required for data: 3728\n", - "I0318 00:58:43.665534 2013098752 solver.cpp:42] Solver scaffolding done.\n", - "I0318 00:58:43.665568 2013098752 solver.cpp:222] Solving \n", - "I0318 00:58:43.665577 2013098752 solver.cpp:223] Learning Rate Policy: step\n", - "I0318 00:58:43.665586 2013098752 solver.cpp:266] Iteration 0, Testing net (#0)\n", - "I0318 00:58:43.683938 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.5184\n", - "I0318 00:58:43.683981 2013098752 solver.cpp:315] Test net output #1: loss = 0.716141 (* 1 = 0.716141 loss)\n", - "I0318 00:58:43.684236 2013098752 solver.cpp:189] Iteration 0, loss = 0.764954\n", - "I0318 00:58:43.684267 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.5\n", - "I0318 00:58:43.684285 2013098752 solver.cpp:204] Train net output #1: loss = 0.764954 (* 1 = 0.764954 loss)\n", - "I0318 00:58:43.684305 2013098752 solver.cpp:464] Iteration 0, lr = 0.01\n", - "I0318 00:58:43.714700 2013098752 solver.cpp:266] Iteration 1000, Testing net (#0)\n", - "I0318 00:58:43.721762 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.8168\n", - "I0318 00:58:43.721818 2013098752 solver.cpp:315] Test net output #1: loss = 0.434918 (* 1 = 0.434918 loss)\n", - "I0318 00:58:43.721899 2013098752 solver.cpp:189] Iteration 1000, loss = 0.282425\n", - "I0318 00:58:43.721917 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.9\n", - "I0318 00:58:43.721932 2013098752 solver.cpp:204] Train net output #1: loss = 0.282426 (* 1 = 0.282426 loss)\n", - "I0318 00:58:43.721942 2013098752 solver.cpp:464] Iteration 1000, lr = 0.01\n", - "I0318 00:58:43.750509 2013098752 solver.cpp:266] Iteration 2000, Testing net (#0)\n", - "I0318 00:58:43.754590 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.8224\n", - "I0318 00:58:43.754621 2013098752 solver.cpp:315] Test net output #1: loss = 0.416874 (* 1 = 0.416874 loss)\n", - "I0318 00:58:43.754660 2013098752 solver.cpp:189] Iteration 2000, loss = 0.51988\n", - "I0318 00:58:43.754672 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.7\n", - "I0318 00:58:43.754683 2013098752 solver.cpp:204] Train net output #1: loss = 0.51988 (* 1 = 0.51988 loss)\n", - "I0318 00:58:43.754690 2013098752 solver.cpp:464] Iteration 2000, lr = 0.01\n", - "I0318 00:58:43.782609 2013098752 solver.cpp:266] Iteration 3000, Testing net (#0)\n", - "I0318 00:58:43.789728 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.8176\n", - "I0318 00:58:43.789777 2013098752 solver.cpp:315] Test net output #1: loss = 0.415907 (* 1 = 0.415907 loss)\n", - "I0318 00:58:43.790487 2013098752 solver.cpp:189] Iteration 3000, loss = 0.5093\n", - "I0318 00:58:43.790510 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.7\n", - "I0318 00:58:43.790530 2013098752 solver.cpp:204] Train net output #1: loss = 0.509301 (* 1 = 0.509301 loss)\n", - "I0318 00:58:43.790544 2013098752 solver.cpp:464] Iteration 3000, lr = 0.01\n", - "I0318 00:58:43.817451 2013098752 solver.cpp:266] Iteration 4000, Testing net (#0)\n", - "I0318 00:58:43.821740 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.8252\n", - "I0318 00:58:43.821770 2013098752 solver.cpp:315] Test net output #1: loss = 0.409124 (* 1 = 0.409124 loss)\n", - "I0318 00:58:43.821822 2013098752 solver.cpp:189] Iteration 4000, loss = 0.284815\n", - "I0318 00:58:43.821835 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.9\n", - "I0318 00:58:43.821846 2013098752 solver.cpp:204] Train net output #1: loss = 0.284815 (* 1 = 0.284815 loss)\n", - "I0318 00:58:43.821890 2013098752 solver.cpp:464] Iteration 4000, lr = 0.01\n", - "I0318 00:58:43.847015 2013098752 solver.cpp:266] Iteration 5000, Testing net (#0)\n", - "I0318 00:58:43.852102 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.8256\n", - "I0318 00:58:43.852145 2013098752 solver.cpp:315] Test net output #1: loss = 0.404445 (* 1 = 0.404445 loss)\n", - "I0318 00:58:43.852188 2013098752 solver.cpp:189] Iteration 5000, loss = 0.511566\n", - "I0318 00:58:43.852200 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.7\n", - "I0318 00:58:43.852210 2013098752 solver.cpp:204] Train net output #1: loss = 0.511566 (* 1 = 0.511566 loss)\n", - "I0318 00:58:43.852219 2013098752 solver.cpp:464] Iteration 5000, lr = 0.001\n", - "I0318 00:58:43.876060 2013098752 solver.cpp:266] Iteration 6000, Testing net (#0)\n", - "I0318 00:58:43.880080 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.8328\n", - "I0318 00:58:43.880105 2013098752 solver.cpp:315] Test net output #1: loss = 0.396847 (* 1 = 0.396847 loss)\n", - "I0318 00:58:43.880700 2013098752 solver.cpp:189] Iteration 6000, loss = 0.397858\n", - "I0318 00:58:43.880718 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.9\n", - "I0318 00:58:43.880729 2013098752 solver.cpp:204] Train net output #1: loss = 0.397858 (* 1 = 0.397858 loss)\n", - "I0318 00:58:43.880738 2013098752 solver.cpp:464] Iteration 6000, lr = 0.001\n", - "I0318 00:58:43.913795 2013098752 solver.cpp:266] Iteration 7000, Testing net (#0)\n", - "I0318 00:58:43.917851 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.8316\n", - "I0318 00:58:43.917876 2013098752 solver.cpp:315] Test net output #1: loss = 0.398135 (* 1 = 0.398135 loss)\n", - "I0318 00:58:43.917956 2013098752 solver.cpp:189] Iteration 7000, loss = 0.243849\n", - "I0318 00:58:43.917971 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.9\n", - "I0318 00:58:43.917989 2013098752 solver.cpp:204] Train net output #1: loss = 0.243849 (* 1 = 0.243849 loss)\n", - "I0318 00:58:43.918002 2013098752 solver.cpp:464] Iteration 7000, lr = 0.001\n", - "I0318 00:58:43.943681 2013098752 solver.cpp:266] Iteration 8000, Testing net (#0)\n", - "I0318 00:58:43.947589 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.8312\n", - "I0318 00:58:43.947615 2013098752 solver.cpp:315] Test net output #1: loss = 0.394763 (* 1 = 0.394763 loss)\n", - "I0318 00:58:43.947651 2013098752 solver.cpp:189] Iteration 8000, loss = 0.513399\n", - "I0318 00:58:43.947664 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.7\n", - "I0318 00:58:43.947674 2013098752 solver.cpp:204] Train net output #1: loss = 0.513399 (* 1 = 0.513399 loss)\n", - "I0318 00:58:43.947682 2013098752 solver.cpp:464] Iteration 8000, lr = 0.001\n", - "I0318 00:58:43.973080 2013098752 solver.cpp:266] Iteration 9000, Testing net (#0)\n", - "I0318 00:58:43.977033 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.834\n", - "I0318 00:58:43.977056 2013098752 solver.cpp:315] Test net output #1: loss = 0.395663 (* 1 = 0.395663 loss)\n", - "I0318 00:58:43.977710 2013098752 solver.cpp:189] Iteration 9000, loss = 0.399341\n", - "I0318 00:58:43.977735 2013098752 solver.cpp:204] Train net output #0: accuracy = 0.9\n", - "I0318 00:58:43.977746 2013098752 solver.cpp:204] Train net output #1: loss = 0.399342 (* 1 = 0.399342 loss)\n", - "I0318 00:58:43.977756 2013098752 solver.cpp:464] Iteration 9000, lr = 0.001\n", - "I0318 00:58:44.003437 2013098752 solver.cpp:334] Snapshotting to examples/hdf5_classification/data/train_iter_10000.caffemodel\n", - "I0318 00:58:44.003702 2013098752 solver.cpp:342] Snapshotting solver state to examples/hdf5_classification/data/train_iter_10000.solverstate\n", - "I0318 00:58:44.003850 2013098752 solver.cpp:248] Iteration 10000, loss = 0.244639\n", - "I0318 00:58:44.003871 2013098752 solver.cpp:266] Iteration 10000, Testing net (#0)\n", - "I0318 00:58:44.008216 2013098752 solver.cpp:315] Test net output #0: accuracy = 0.8308\n", - "I0318 00:58:44.008252 2013098752 solver.cpp:315] Test net output #1: loss = 0.397291 (* 1 = 0.397291 loss)\n", - "I0318 00:58:44.008262 2013098752 solver.cpp:253] Optimization Done.\n", - "I0318 00:58:44.008270 2013098752 caffe.cpp:134] Optimization Done.\n" - ] - } - ], - "source": [ - "!./build/tools/caffe train -solver examples/hdf5_classification/nonlinear_logreg_solver.prototxt" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# Clean up (comment this out if you want to examine the hdf5_classification/data directory).\n", - "shutil.rmtree(dirname)" - ] - } - ], - "metadata": { - "description": "Use Caffe as a generic SGD optimizer to train logistic regression on non-image HDF5 data.", - "example_name": "Off-the-shelf SGD for classification", - "include_in_docs": true, - "kernelspec": { - "display_name": "Python 2", - "language": "python", - "name": "python2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.9" - }, - "priority": 3 - }, - "nbformat": 4, - "nbformat_minor": 0 -} diff --git a/examples/completed/02-learning-lenet.ipynb b/examples/completed/02-learning-lenet.ipynb new file mode 100644 index 00000000000..14455e84442 --- /dev/null +++ b/examples/completed/02-learning-lenet.ipynb @@ -0,0 +1,1288 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Solving in Python with LeNet\n", + "\n", + "In this example, we'll explore learning with Caffe in Python, using the fully-exposed `Solver` interface." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1. Setup" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Set up the Python environment: we'll use the `pylab` import for numpy and plot inline." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from pylab import *\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Import `caffe`, adding it to `sys.path` if needed. Make sure you've built pycaffe." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "caffe_root = '../' # this file should be run from {caffe_root}/examples (otherwise change this line)\n", + "\n", + "import sys\n", + "sys.path.insert(0, caffe_root + 'python')\n", + "import caffe" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* We'll be using the provided LeNet example data and networks (make sure you've downloaded the data and created the databases, as below)." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading...\n", + "Creating lmdb...\n", + "Done.\n" + ] + } + ], + "source": [ + "# run scripts from caffe root\n", + "import os\n", + "os.chdir(caffe_root)\n", + "# Download data\n", + "!data/mnist/get_mnist.sh\n", + "# Prepare data\n", + "!examples/mnist/create_mnist.sh\n", + "# back to examples\n", + "os.chdir('examples')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2. Creating the net \n", + "\n", + "Now let's make a variant of LeNet, the classic 1989 convnet architecture.\n", + "\n", + "We'll need two external files to help out:\n", + "* the net `prototxt`, defining the architecture and pointing to the train/test data\n", + "* the solver `prototxt`, defining the learning parameters\n", + "\n", + "We start by creating the net. We'll write the net in a succinct and natural way as Python code that serializes to Caffe's protobuf model format.\n", + "\n", + "This network expects to read from pregenerated LMDBs, but reading directly from `ndarray`s is also possible using `MemoryDataLayer`." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from caffe import layers as L, params as P\n", + "\n", + "def lenet(lmdb, batch_size):\n", + " # our version of LeNet: a series of linear and simple nonlinear transformations\n", + " n = caffe.NetSpec()\n", + " \n", + " n.data, n.label = L.Data(batch_size=batch_size, backend=P.Data.LMDB, source=lmdb,\n", + " transform_param=dict(scale=1./255), ntop=2)\n", + " \n", + " n.conv1 = L.Convolution(n.data, kernel_size=5, num_output=20, weight_filler=dict(type='xavier'))\n", + " n.pool1 = L.Pooling(n.conv1, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", + " n.conv2 = L.Convolution(n.pool1, kernel_size=5, num_output=50, weight_filler=dict(type='xavier'))\n", + " n.pool2 = L.Pooling(n.conv2, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", + " n.fc1 = L.InnerProduct(n.pool2, num_output=500, weight_filler=dict(type='xavier'))\n", + " n.relu1 = L.ReLU(n.fc1, in_place=True)\n", + " n.score = L.InnerProduct(n.relu1, num_output=10, weight_filler=dict(type='xavier'))\n", + " n.loss = L.SoftmaxWithLoss(n.score, n.label)\n", + " \n", + " return n.to_proto()\n", + " \n", + "with open('mnist/lenet_auto_train.prototxt', 'w') as f:\n", + " f.write(str(lenet('mnist/mnist_train_lmdb', 64)))\n", + " \n", + "with open('mnist/lenet_auto_test.prototxt', 'w') as f:\n", + " f.write(str(lenet('mnist/mnist_test_lmdb', 100)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The net has been written to disk in a more verbose but human-readable serialization format using Google's protobuf library. You can read, write, and modify this description directly. Let's take a look at the train net." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "layer {\r\n", + " name: \"data\"\r\n", + " type: \"Data\"\r\n", + " top: \"data\"\r\n", + " top: \"label\"\r\n", + " transform_param {\r\n", + " scale: 0.00392156862745\r\n", + " }\r\n", + " data_param {\r\n", + " source: \"mnist/mnist_train_lmdb\"\r\n", + " batch_size: 64\r\n", + " backend: LMDB\r\n", + " }\r\n", + "}\r\n", + "layer {\r\n", + " name: \"conv1\"\r\n", + " type: \"Convolution\"\r\n", + " bottom: \"data\"\r\n", + " top: \"conv1\"\r\n", + " convolution_param {\r\n", + " num_output: 20\r\n", + " kernel_size: 5\r\n", + " weight_filler {\r\n", + " type: \"xavier\"\r\n", + " }\r\n", + " }\r\n", + "}\r\n", + "layer {\r\n", + " name: \"pool1\"\r\n", + " type: \"Pooling\"\r\n", + " bottom: \"conv1\"\r\n", + " top: \"pool1\"\r\n", + " pooling_param {\r\n", + " pool: MAX\r\n", + " kernel_size: 2\r\n", + " stride: 2\r\n", + " }\r\n", + "}\r\n", + "layer {\r\n", + " name: \"conv2\"\r\n", + " type: \"Convolution\"\r\n", + " bottom: \"pool1\"\r\n", + " top: \"conv2\"\r\n", + " convolution_param {\r\n", + " num_output: 50\r\n", + " kernel_size: 5\r\n", + " weight_filler {\r\n", + " type: \"xavier\"\r\n", + " }\r\n", + " }\r\n", + "}\r\n", + "layer {\r\n", + " name: \"pool2\"\r\n", + " type: \"Pooling\"\r\n", + " bottom: \"conv2\"\r\n", + " top: \"pool2\"\r\n", + " pooling_param {\r\n", + " pool: MAX\r\n", + " kernel_size: 2\r\n", + " stride: 2\r\n", + " }\r\n", + "}\r\n", + "layer {\r\n", + " name: \"fc1\"\r\n", + " type: \"InnerProduct\"\r\n", + " bottom: \"pool2\"\r\n", + " top: \"fc1\"\r\n", + " inner_product_param {\r\n", + " num_output: 500\r\n", + " weight_filler {\r\n", + " type: \"xavier\"\r\n", + " }\r\n", + " }\r\n", + "}\r\n", + "layer {\r\n", + " name: \"relu1\"\r\n", + " type: \"ReLU\"\r\n", + " bottom: \"fc1\"\r\n", + " top: \"fc1\"\r\n", + "}\r\n", + "layer {\r\n", + " name: \"score\"\r\n", + " type: \"InnerProduct\"\r\n", + " bottom: \"fc1\"\r\n", + " top: \"score\"\r\n", + " inner_product_param {\r\n", + " num_output: 10\r\n", + " weight_filler {\r\n", + " type: \"xavier\"\r\n", + " }\r\n", + " }\r\n", + "}\r\n", + "layer {\r\n", + " name: \"loss\"\r\n", + " type: \"SoftmaxWithLoss\"\r\n", + " bottom: \"score\"\r\n", + " bottom: \"label\"\r\n", + " top: \"loss\"\r\n", + "}\r\n" + ] + } + ], + "source": [ + "!cat mnist/lenet_auto_train.prototxt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let's see the learning parameters, which are also written as a `prototxt` file (already provided on disk). We're using SGD with momentum, weight decay, and a specific learning rate schedule." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# The train/test net protocol buffer definition\r\n", + "train_net: \"mnist/lenet_auto_train.prototxt\"\r\n", + "test_net: \"mnist/lenet_auto_test.prototxt\"\r\n", + "# test_iter specifies how many forward passes the test should carry out.\r\n", + "# In the case of MNIST, we have test batch size 100 and 100 test iterations,\r\n", + "# covering the full 10,000 testing images.\r\n", + "test_iter: 100\r\n", + "# Carry out testing every 500 training iterations.\r\n", + "test_interval: 500\r\n", + "# The base learning rate, momentum and the weight decay of the network.\r\n", + "base_lr: 0.01\r\n", + "momentum: 0.9\r\n", + "weight_decay: 0.0005\r\n", + "# The learning rate policy\r\n", + "lr_policy: \"inv\"\r\n", + "gamma: 0.0001\r\n", + "power: 0.75\r\n", + "# Display every 100 iterations\r\n", + "display: 100\r\n", + "# The maximum number of iterations\r\n", + "max_iter: 10000\r\n", + "# snapshot intermediate results\r\n", + "snapshot: 5000\r\n", + "snapshot_prefix: \"mnist/lenet\"\r\n" + ] + } + ], + "source": [ + "!cat mnist/lenet_auto_solver.prototxt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3. Loading and checking the solver\n", + "\n", + "* Let's pick a device and load the solver. We'll use SGD (with momentum), but other methods (such as Adagrad and Nesterov's accelerated gradient) are also available." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "caffe.set_device(0)\n", + "caffe.set_mode_gpu()\n", + "\n", + "### load the solver and create train and test nets\n", + "solver = None # ignore this workaround for lmdb data (can't instantiate two solvers on the same data)\n", + "solver = caffe.SGDSolver('mnist/lenet_auto_solver.prototxt')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* To get an idea of the architecture of our net, we can check the dimensions of the intermediate features (blobs) and parameters (these will also be useful to refer to when manipulating data later)." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[('data', (64, 1, 28, 28)),\n", + " ('label', (64,)),\n", + " ('conv1', (64, 20, 24, 24)),\n", + " ('pool1', (64, 20, 12, 12)),\n", + " ('conv2', (64, 50, 8, 8)),\n", + " ('pool2', (64, 50, 4, 4)),\n", + " ('fc1', (64, 500)),\n", + " ('score', (64, 10)),\n", + " ('loss', ())]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# each output is (batch size, feature dim, spatial dim)\n", + "[(k, v.data.shape) for k, v in solver.net.blobs.items()]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[('conv1', (20, 1, 5, 5)),\n", + " ('conv2', (50, 20, 5, 5)),\n", + " ('fc1', (500, 800)),\n", + " ('score', (10, 500))]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# just print the weight sizes (we'll omit the biases)\n", + "[(k, v[0].data.shape) for k, v in solver.net.params.items()]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Before taking off, let's check that everything is loaded as we expect. We'll run a forward pass on the train and test nets and check that they contain our data." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'loss': array(2.3811001777648926, dtype=float32)}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "solver.net.forward() # train net\n", + "solver.test_nets[0].forward() # test net (there can be more than one)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "train labels: [ 5. 0. 4. 1. 9. 2. 1. 3.]\n" + ] + }, + { + "data": { + "image/png": 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QPKRCoKCggObmZgYHB5PeBEroW/1z4/fC4qy2tpacnJykjWtfC7ZSqcRsNlNT\nU0NTU5PYDEo4tkpIQmxtbREOh8XY9W4/4YQJKWzNfihevJ2ysjKOHTvGuXPnqKioIDMzk6dPn/LZ\nZ5/x6aef7kl5/X5GeChvt5pNTEzQ1dXF8vLyvj5Ud2lpidHR0aQflvFdiouLefXVV7l06RIlJSW4\n3W4+//xzOjs7efLkCVarlba2Nqqrq6mrq6O0tBSDwUBnZyePHj2ip6eHoaEhPB6PWPcwPz/P2toa\nIyMj9Pb2cvToUWpra9Hr9SwvL/PFF19w+/btpH6uQCCA2+3eEx+4EGLKycnBZDIxMzNDKBT6yfBn\nYWEhra2tvPfeexw+fDhp49t3gi1Y0EwmEw6Hg+rqalpaWjh8+DAlJSVkZmaKK7BwOIzT6RQ9ug8e\nPEhqVl6pVIpjqq+vx+VyiSEDo9FIVlaWeC5lXV0dR44cob6+HrVajdvt5sGDB9y7d4/h4eGkjXG3\nUKvV6PX6Xctu/xh5eXk0NjaKjf4F0XM6nQwNDREMBvfEXvZzUSgU3ztlKBWUlZVx9uxZKisrMRgM\nuFwuNjc3sVqtNDU1UVRUJJ6IXlhYSCAQYGRkhKtXr/Lw4UMmJyd3JOi3H74hHGG1tLTE06dPRVfT\n119/nfRkqhCOO3fuHJmZmeJDPCsrS7ScLi8v77oXX6/Xi/23hYMnvtt2YjsKhQKNRoPJZKKtrY2L\nFy9y9OhRsrKyxBDt5ubmrnrw951gC9VF9fX1nDx5ktdff11sIyogTGifz8fAwAB//vOf6erqSlr5\nr+BWELY9bW1tBINBvvrqKzGGXFZWRltbG0eOHKGwsBCr1YpGo8Hr9TI5OUl/fz83b95kcnIyKWPc\nTWQymfgASkWP5CNHjvCrX/0Ks9m8w861vLzMzMzMvulp8UNkZ2dTUVHxvZLvZFNVVcWZM2fExmHp\n6em89tprnDp1Cr1ej91uFws9EokEDx8+5MMPP+Qvf/kLbrf7J3cDc3NzzM3N0dHRkfTPsp2JiQnk\ncjnvvvsu2dnZYliktLQUgA8++EDs5b2bZGVl0dzczNtvv01rayubm5s8fvwYj8fzzA6LarUaq9XK\n4cOHuXz5Mm+88QZarVYsTY/FYkSj0R0Om5dlXwi2UJklVOydP3+e+vp6SkpKsNvtO07EECbxo0eP\n6OvrY3h4mPn5+aQneARkMhklJSXodDrq6upYW1sjkUiQn58v2qV0Oh2hUIipqSnGx8fFJM3i4mLK\nD1t4EbYiJw0vAAAGlUlEQVT7S5MpQEJZb1lZmehO2dzcxO/3i72jA4HAvl5dw99WZtt3B6kgEokQ\nCAQwGAwolUqxuyF8mwAbGxvD6XQyOzvLxMQET548YWRkJOV95F+EeDwuxsu3l4In8/o2Njby61//\nmoaGBmw2G8FgkPb2dgoLC59Z9JKbm0tpaSkVFRUUFxeLD2yPx8PU1BS9vb18+eWXu3r4x54JtuBv\nttvt5Ofnk5WVRU5ODmVlZZw7d45Dhw6JK4dwOIzP52NpaYnx8XGGhoa4f/++ePp0Mr9EoTx+ZWUF\nv9+PXq/HYrGQmZlJQUGBmJQTuqBFo1Fx5d/T07OjSdVBQqvVfq+f724jnMqem5tLbm4uaWlpYnXl\nl19+yeDgIJFIZN8LttDvXPANp4rJyUlu3bpFWVkZJpMJlUollpgLcfXp6WlmZmYYGxsTWxfs9+sJ\n3z6Mnj59SkVFBQUFBeLryZzrubm51NXVkZeXJ67qT5w4QW1t7TPj6Xa7nUOHDpGdnY1cLicSibC6\nuiq2XO7p6WF4eHhXTRB7JthyuRytVsvJkyd5++23xeog4dTx7bFTQQD/+te/0t3dzdjYGOFwOCUG\n+lgsxszMDOPj48zPz4vFE0J4RDivTSaTEQ6Hcbvd3Lt3j/fff59r166xtbV1ICbId7FYLBw6dCip\nJ2cL94BwSrdcLicQCDA7O8vHH3/M6Ojonhya8Lx4vV6mpqaIx+NJ35Vs59atW4yMjNDS0iJa8Px+\nP48fP6anp4dAICDaXAW3w34s+34WoVCI+/fvU1dXx9GjR/dkDHq9nldeeeUHr5tcLhd/QqEQLpeL\n3t5ePvjgA65evUokEtn1+zelgq1SqcRzDKurq3E4HNTV1VFZWYnRaESr1YoCIWyNBwcHuX37Nvfv\n32diYgK3200oFEpZuezm5iarq6vcunWL9fV12traaGlpoby8XJyYoVCIgYEBcRs/OjrK2NjYnp6B\n+DIIopOKhON3BU5I1sTj8QMh1vDtSSnz8/MsLS1htVpRKBSYzWb0ev2u9I/4IYSTdx48eMDIyAga\njWZHL+ztQn3QEGoMFhYW8Hg83ztuKxn09PTwv//7v7S1tVFTU0N+fv4zd5gbGxv4/X6i0SjhcFjs\nLbR97q+vryfl2qdUsIUS0/b2dtrb23E4HKLrIxqN4vf7xfPOfD6feEZiV1cXAwMD4rYzlQiWQcH+\ntLS0hMfjYX5+XizY8fv9dHd38/DhQ4aGhva9De2HCIfDrK2tpUwot9sxg8Hgvji9+0UQdlZPnjzB\nZrOJfbSdTifBYDBphz8IBzrMzMzs+nvvNUJZeF9fH9nZ2WKnPKfT+cKVwT+F0AXS6/WKTeSys7PR\naDRsbW2JDpqVlRVmZmbw+/2sra0xOzvL4OAgQ0NDSbcjplSwBR/zkSNHaGhoEEMfQoLhyZMnTExM\nsLm5SXd3N/fu3WN1dZVwOJz0CqKfIhKJiE/7mzdv7ggVCBnhWCwmrmoOIktLS4yMjCStrPa7bGxs\n4Ha7mZ6eZnp6mrKyspT83WQQCATo6OjAbrdz4sQJLl68KDZRcjqd+97pst8QYvF/+ctfuHbtmljI\nIlgPkyGKq6urYnWtcELM22+/jcPhYGNjg2+++Ub86enpEXv5CBWOqZj7KRXsYDBIV1cXLpeLTz75\nRHxd+BJ8Ph8rKyskEgkWFxfFY6/2w5ZO6CMi9BL5v8jMzAyff/45c3NzosslmRVlQtjr5s2bLC4u\nYjKZxJOGvnu81X5nfX2dvr4+ampqKCkpoaioiJMnTxIKhbh69Soej+fAhHj2C1tbW6yvr6dsvgkL\nL0Gc/X4/Q0NDGI3GHfelx+PB5XIRCoVSXtwjS5YYymSyvVdZCYkUIRx0cf78ed555x1aW1uJRCL0\n9vby7//+72KiXELi55BIJJ6Zud4XPmwJiYOO0HhM6Gzn9Xo5ceIEjY2N5OTksLCwIAm2xEsjrbAl\nJHYR4Si7mpoaSktL0Wg0dHR0sLCw8H82lCax+/zQClsSbAkJCYl9RsoFW0JCQkJid0l+ZYSEhISE\nxK4gCbaEhITEAUESbAkJCYkDgiTYEhISEgcESbAlJCQkDgiSYEtISEgcECTBlpCQkDggSIItISEh\ncUCQBFtCQkLigCAJtoSEhMQBQRJsCQkJiQOCJNgSEhISBwRJsCUkJCQOCJJgS0hISBwQJMGWkJCQ\nOCBIgi0hISFxQJAEW0JCQuKAIAm2hISExAFBEmwJCQmJA4Ik2BISEhIHhP8H8pS7yD5yyasAAAAA\nSUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# we use a little trick to tile the first eight images\n", + "imshow(solver.net.blobs['data'].data[:8, 0].transpose(1, 0, 2).reshape(28, 8*28), cmap='gray'); axis('off')\n", + "print 'train labels:', solver.net.blobs['label'].data[:8]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "test labels: [ 7. 2. 1. 0. 4. 1. 4. 9.]\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "imshow(solver.test_nets[0].blobs['data'].data[:8, 0].transpose(1, 0, 2).reshape(28, 8*28), cmap='gray'); axis('off')\n", + "print 'test labels:', solver.test_nets[0].blobs['label'].data[:8]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4. Stepping the solver\n", + "\n", + "Both train and test nets seem to be loading data, and to have correct labels.\n", + "\n", + "* Let's take one step of (minibatch) SGD and see what happens." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "solver.step(1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Do we have gradients propagating through our filters? Let's see the updates to the first layer, shown here as a $4 \\times 5$ grid of $5 \\times 5$ filters." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(-0.5, 24.5, 19.5, -0.5)" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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kUTCbXDcVpT+nebbAAy3PIEp2gYH3pU1dw89L/nEEZmvd4eeDFCTSek83BUrn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\nvVNw4Bb8+XuaHM2lGVINnkoX1DHB3MFtR+76ObQ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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "imshow(solver.net.params['conv1'][0].diff[:, 0].reshape(4, 5, 5, 5)\n", + " .transpose(0, 2, 1, 3).reshape(4*5, 5*5), cmap='gray'); axis('off')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 5. Writing a custom training loop\n", + "\n", + "Something is happening. Let's run the net for a while, keeping track of a few things as it goes.\n", + "Note that this process will be the same as if training through the `caffe` binary. In particular:\n", + "* logging will continue to happen as normal\n", + "* snapshots will be taken at the interval specified in the solver prototxt (here, every 5000 iterations)\n", + "* testing will happen at the interval specified (here, every 500 iterations)\n", + "\n", + "Since we have control of the loop in Python, we're free to compute additional things as we go, as we show below. We can do many other things as well, for example:\n", + "* write a custom stopping criterion\n", + "* change the solving process by updating the net in the loop" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iteration 0 testing...\n", + "Iteration 25 testing...\n", + "Iteration 50 testing...\n", + "Iteration 75 testing...\n", + "Iteration 100 testing...\n", + "Iteration 125 testing...\n", + "Iteration 150 testing...\n", + "Iteration 175 testing...\n", + "CPU times: user 12.8 s, sys: 2.45 s, total: 15.3 s\n", + "Wall time: 14.4 s\n" + ] + } + ], + "source": [ + "%%time\n", + "niter = 200\n", + "test_interval = 25\n", + "# losses will also be stored in the log\n", + "train_loss = zeros(niter)\n", + "test_acc = zeros(int(np.ceil(niter / test_interval)))\n", + "output = zeros((niter, 8, 10))\n", + "\n", + "# the main solver loop\n", + "for it in range(niter):\n", + " solver.step(1) # SGD by Caffe\n", + " \n", + " # store the train loss\n", + " train_loss[it] = solver.net.blobs['loss'].data\n", + " \n", + " # store the output on the first test batch\n", + " # (start the forward pass at conv1 to avoid loading new data)\n", + " solver.test_nets[0].forward(start='conv1')\n", + " output[it] = solver.test_nets[0].blobs['score'].data[:8]\n", + " \n", + " # run a full test every so often\n", + " # (Caffe can also do this for us and write to a log, but we show here\n", + " # how to do it directly in Python, where more complicated things are easier.)\n", + " if it % test_interval == 0:\n", + " print 'Iteration', it, 'testing...'\n", + " correct = 0\n", + " for test_it in range(100):\n", + " solver.test_nets[0].forward()\n", + " correct += sum(solver.test_nets[0].blobs['score'].data.argmax(1)\n", + " == solver.test_nets[0].blobs['label'].data)\n", + " test_acc[it // test_interval] = correct / 1e4" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Let's plot the train loss and test accuracy." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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ubhS6D4i9e9nd6Qj2r9lMz4GdCncex3GcZqQZ+oCGAJtiiUsDF9yRqroqyv5R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\nZkU4AJmZWREOQGZmVoQDkJmZFfEXz5OW9xqJ6L0AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_, ax1 = subplots()\n", + "ax2 = ax1.twinx()\n", + "ax1.plot(arange(niter), train_loss)\n", + "ax2.plot(test_interval * arange(len(test_acc)), test_acc, 'r')\n", + "ax1.set_xlabel('iteration')\n", + "ax1.set_ylabel('train loss')\n", + "ax2.set_ylabel('test accuracy')\n", + "ax2.set_title('Test Accuracy: {:.2f}'.format(test_acc[-1]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The loss seems to have dropped quickly and coverged (except for stochasticity), while the accuracy rose correspondingly. Hooray!\n", + "\n", + "* Since we saved the results on the first test batch, we can watch how our prediction scores evolved. We'll plot time on the $x$ axis and each possible label on the $y$, with lightness indicating confidence." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for i in range(8):\n", + " figure(figsize=(2, 2))\n", + " imshow(solver.test_nets[0].blobs['data'].data[i, 0], cmap='gray')\n", + " figure(figsize=(10, 2))\n", + " imshow(output[:50, i].T, interpolation='nearest', cmap='gray')\n", + " xlabel('iteration')\n", + " ylabel('label')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We started with little idea about any of these digits, and ended up with correct classifications for each. If you've been following along, you'll see the last digit is the most difficult, a slanted \"9\" that's (understandably) most confused with \"4\".\n", + "\n", + "* Note that these are the \"raw\" output scores rather than the softmax-computed probability vectors. The latter, shown below, make it easier to see the confidence of our net (but harder to see the scores for less likely digits)." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for i in range(8):\n", + " figure(figsize=(2, 2))\n", + " imshow(solver.test_nets[0].blobs['data'].data[i, 0], cmap='gray')\n", + " figure(figsize=(10, 2))\n", + " imshow(exp(output[:50, i].T) / exp(output[:50, i].T).sum(0), interpolation='nearest', cmap='gray')\n", + " xlabel('iteration')\n", + " ylabel('label')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 6. Experiment with architecture and optimization\n", + "\n", + "Now that we've defined, trained, and tested LeNet there are many possible next steps:\n", + "\n", + "- Define new architectures for comparison\n", + "- Tune optimization by setting `base_lr` and the like or simply training longer\n", + "- Switching the solver type from `SGD` to an adaptive method like `AdaDelta` or `Adam`\n", + "\n", + "Feel free to explore these directions by editing the all-in-one example that follows.\n", + "Look for \"`EDIT HERE`\" comments for suggested choice points.\n", + "\n", + "By default this defines a simple linear classifier as a baseline.\n", + "\n", + "In case your coffee hasn't kicked in and you'd like inspiration, try out\n", + "\n", + "1. Switch the nonlinearity from `ReLU` to `ELU` or a saturing nonlinearity like `Sigmoid`\n", + "2. Stack more fully connected and nonlinear layers\n", + "3. Search over learning rate 10x at a time (trying `0.1` and `0.001`)\n", + "4. Switch the solver type to `Adam` (this adaptive solver type should be less sensitive to hyperparameters, but no guarantees...)\n", + "5. Solve for longer by setting `niter` higher (to 500 or 1,000 for instance) to better show training differences" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iteration 0 testing...\n", + "Iteration 25 testing...\n", + "Iteration 50 testing...\n", + "Iteration 75 testing...\n", + "Iteration 100 testing...\n", + "Iteration 125 testing...\n", + "Iteration 150 testing...\n", + "Iteration 175 testing...\n", + "Iteration 200 testing...\n", + "Iteration 225 testing...\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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ObSIiqKpElpsBC4ETgFXAVOA8VZ0f2Se1Qs3fVXVgMdoXxwV3LzAXKzInWALC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\n8Zh0YhISptHOm5dbgKL06mVWSZs2iWrMlZXJAgR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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "train_net_path = 'mnist/custom_auto_train.prototxt'\n", + "test_net_path = 'mnist/custom_auto_test.prototxt'\n", + "solver_config_path = 'mnist/custom_auto_solver.prototxt'\n", + "\n", + "### define net\n", + "def custom_net(lmdb, batch_size):\n", + " # define your own net!\n", + " n = caffe.NetSpec()\n", + " \n", + " # keep this data layer for all networks\n", + " n.data, n.label = L.Data(batch_size=batch_size, backend=P.Data.LMDB, source=lmdb,\n", + " transform_param=dict(scale=1./255), ntop=2)\n", + " \n", + " # EDIT HERE to try different networks\n", + " # this single layer defines a simple linear classifier\n", + " # (in particular this defines a multiway logistic regression)\n", + " n.score = L.InnerProduct(n.data, num_output=10, weight_filler=dict(type='xavier'))\n", + " \n", + " # EDIT HERE this is the LeNet variant we have already tried\n", + " # n.conv1 = L.Convolution(n.data, kernel_size=5, num_output=20, weight_filler=dict(type='xavier'))\n", + " # n.pool1 = L.Pooling(n.conv1, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", + " # n.conv2 = L.Convolution(n.pool1, kernel_size=5, num_output=50, weight_filler=dict(type='xavier'))\n", + " # n.pool2 = L.Pooling(n.conv2, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", + " # n.fc1 = L.InnerProduct(n.pool2, num_output=500, weight_filler=dict(type='xavier'))\n", + " # EDIT HERE consider L.ELU or L.Sigmoid for the nonlinearity\n", + " # n.relu1 = L.ReLU(n.fc1, in_place=True)\n", + " # n.score = L.InnerProduct(n.fc1, num_output=10, weight_filler=dict(type='xavier'))\n", + " \n", + " # keep this loss layer for all networks\n", + " n.loss = L.SoftmaxWithLoss(n.score, n.label)\n", + " \n", + " return n.to_proto()\n", + "\n", + "with open(train_net_path, 'w') as f:\n", + " f.write(str(custom_net('mnist/mnist_train_lmdb', 64))) \n", + "with open(test_net_path, 'w') as f:\n", + " f.write(str(custom_net('mnist/mnist_test_lmdb', 100)))\n", + "\n", + "### define solver\n", + "from caffe.proto import caffe_pb2\n", + "s = caffe_pb2.SolverParameter()\n", + "\n", + "# Set a seed for reproducible experiments:\n", + "# this controls for randomization in training.\n", + "s.random_seed = 0xCAFFE\n", + "\n", + "# Specify locations of the train and (maybe) test networks.\n", + "s.train_net = train_net_path\n", + "s.test_net.append(test_net_path)\n", + "s.test_interval = 500 # Test after every 500 training iterations.\n", + "s.test_iter.append(100) # Test on 100 batches each time we test.\n", + "\n", + "s.max_iter = 10000 # no. of times to update the net (training iterations)\n", + " \n", + "# EDIT HERE to try different solvers\n", + "# solver types include \"SGD\", \"Adam\", and \"Nesterov\" among others.\n", + "s.type = \"SGD\"\n", + "\n", + "# Set the initial learning rate for SGD.\n", + "s.base_lr = 0.01 # EDIT HERE to try different learning rates\n", + "# Set momentum to accelerate learning by\n", + "# taking weighted average of current and previous updates.\n", + "s.momentum = 0.9\n", + "# Set weight decay to regularize and prevent overfitting\n", + "s.weight_decay = 5e-4\n", + "\n", + "# Set `lr_policy` to define how the learning rate changes during training.\n", + "# This is the same policy as our default LeNet.\n", + "s.lr_policy = 'inv'\n", + "s.gamma = 0.0001\n", + "s.power = 0.75\n", + "# EDIT HERE to try the fixed rate (and compare with adaptive solvers)\n", + "# `fixed` is the simplest policy that keeps the learning rate constant.\n", + "# s.lr_policy = 'fixed'\n", + "\n", + "# Display the current training loss and accuracy every 1000 iterations.\n", + "s.display = 1000\n", + "\n", + "# Snapshots are files used to store networks we've trained.\n", + "# We'll snapshot every 5K iterations -- twice during training.\n", + "s.snapshot = 5000\n", + "s.snapshot_prefix = 'mnist/custom_net'\n", + "\n", + "# Train on the GPU\n", + "s.solver_mode = caffe_pb2.SolverParameter.GPU\n", + "\n", + "# Write the solver to a temporary file and return its filename.\n", + "with open(solver_config_path, 'w') as f:\n", + " f.write(str(s))\n", + "\n", + "### load the solver and create train and test nets\n", + "solver = None # ignore this workaround for lmdb data (can't instantiate two solvers on the same data)\n", + "solver = caffe.get_solver(solver_config_path)\n", + "\n", + "### solve\n", + "niter = 250 # EDIT HERE increase to train for longer\n", + "test_interval = niter / 10\n", + "# losses will also be stored in the log\n", + "train_loss = zeros(niter)\n", + "test_acc = zeros(int(np.ceil(niter / test_interval)))\n", + "\n", + "# the main solver loop\n", + "for it in range(niter):\n", + " solver.step(1) # SGD by Caffe\n", + " \n", + " # store the train loss\n", + " train_loss[it] = solver.net.blobs['loss'].data\n", + " \n", + " # run a full test every so often\n", + " # (Caffe can also do this for us and write to a log, but we show here\n", + " # how to do it directly in Python, where more complicated things are easier.)\n", + " if it % test_interval == 0:\n", + " print 'Iteration', it, 'testing...'\n", + " correct = 0\n", + " for test_it in range(100):\n", + " solver.test_nets[0].forward()\n", + " correct += sum(solver.test_nets[0].blobs['score'].data.argmax(1)\n", + " == solver.test_nets[0].blobs['label'].data)\n", + " test_acc[it // test_interval] = correct / 1e4\n", + "\n", + "_, ax1 = subplots()\n", + "ax2 = ax1.twinx()\n", + "ax1.plot(arange(niter), train_loss)\n", + "ax2.plot(test_interval * arange(len(test_acc)), test_acc, 'r')\n", + "ax1.set_xlabel('iteration')\n", + "ax1.set_ylabel('train loss')\n", + "ax2.set_ylabel('test accuracy')\n", + "ax2.set_title('Custom Test Accuracy: {:.2f}'.format(test_acc[-1]))" + ] + } + ], + "metadata": { + "description": "Define, train, and test the classic LeNet with the Python interface.", + "example_name": "Learning LeNet", + "include_in_docs": true, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.10" + }, + "priority": 2 + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/examples/completed/03-fine-tuning.ipynb b/examples/completed/03-fine-tuning.ipynb index cc90b16bbfa..39b75ca8a71 100644 --- a/examples/completed/03-fine-tuning.ipynb +++ b/examples/completed/03-fine-tuning.ipynb @@ -8,7 +8,7 @@ "\n", "In this example, we'll explore a common approach that is particularly useful in real-world applications: take a pre-trained Caffe network and fine-tune the parameters on your custom data.\n", "\n", - "The upside of such approach is that, since pre-trained networks are learned on a large set of images, the intermediate layers capture the \"semantics\" of the general visual appearance. Think of it as a very powerful feature that you can treat as a black box. On top of that, only a few layers will be needed to obtain a very good performance of the data." + "The advantage of this approach is that, since pre-trained networks are learned on a large set of images, the intermediate layers capture the \"semantics\" of the general visual appearance. Think of it as a very powerful generic visual feature that you can treat as a black box. On top of that, only a relatively small amount of data is needed for good performance on the target task." ] }, { @@ -29,15 +29,50 @@ }, "outputs": [], "source": [ - "import os\n", - "os.chdir('..')\n", - "import sys\n", - "sys.path.insert(0, './python')\n", + "caffe_root = '../' # this file should be run from {caffe_root}/examples (otherwise change this line)\n", "\n", + "import sys\n", + "sys.path.insert(0, caffe_root + 'python')\n", "import caffe\n", + "\n", + "caffe.set_mode_gpu()\n", + "caffe.set_device(0)\n", + "\n", "import numpy as np\n", "from pylab import *\n", - "%matplotlib inline" + "%matplotlib inline\n", + "import tempfile\n", + "\n", + "# Helper function for deprocessing preprocessed images, e.g., for display.\n", + "def deprocess_net_image(image):\n", + " image = image.copy() # don't modify destructively\n", + " image = image[::-1] # BGR -> RGB\n", + " image = image.transpose(1, 2, 0) # CHW -> HWC\n", + " image += [123, 117, 104] # (approximately) undo mean subtraction\n", + "\n", + " # clamp values in [0, 255]\n", + " image[image < 0], image[image > 255] = 0, 255\n", + "\n", + " # round and cast from float32 to uint8\n", + " image = np.round(image)\n", + " image = np.require(image, dtype=np.uint8)\n", + "\n", + " return image" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1. Setup and dataset download\n", + "\n", + "Download data required for this exercise.\n", + "\n", + "- `get_ilsvrc_aux.sh` to download the ImageNet data mean, labels, etc.\n", + "- `download_model_binary.py` to download the pretrained reference model\n", + "- `finetune_flickr_style/assemble_data.py` downloadsd the style training and testing data\n", + "\n", + "We'll download just a small subset of the full dataset for this exercise: just 2000 of the 80K images, from 5 of the 20 style categories. (To download the full dataset, set `full_dataset = True` in the cell below.)" ] }, { @@ -46,26 +81,252 @@ "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading...\n", + "wget: /home/shelhamer/anaconda/lib/libcrypto.so.1.0.0: no version information available (required by wget)\n", + "wget: /home/shelhamer/anaconda/lib/libssl.so.1.0.0: no version information available (required by wget)\n", + "--2016-02-15 17:45:29-- http://dl.caffe.berkeleyvision.org/caffe_ilsvrc12.tar.gz\n", + "Resolving dl.caffe.berkeleyvision.org (dl.caffe.berkeleyvision.org)... 169.229.222.251\n", + "Connecting to dl.caffe.berkeleyvision.org (dl.caffe.berkeleyvision.org)|169.229.222.251|:80... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 17858008 (17M) [application/octet-stream]\n", + "Saving to: ‘caffe_ilsvrc12.tar.gz’\n", + "\n", + "100%[======================================>] 17,858,008 110MB/s in 0.2s \n", + "\n", + "2016-02-15 17:45:29 (110 MB/s) - ‘caffe_ilsvrc12.tar.gz’ saved [17858008/17858008]\n", + "\n", + "Unzipping...\n", + "Done.\n", + "Model already exists.\n", + "Downloading 2000 images with 7 workers...\n", + "Writing train/val for 1996 successfully downloaded images.\n" + ] + } + ], "source": [ + "# Download just a small subset of the data for this exercise.\n", + "# (2000 of 80K images, 5 of 20 labels.)\n", + "# To download the entire dataset, set `full_dataset = True`.\n", + "full_dataset = False\n", + "if full_dataset:\n", + " NUM_STYLE_IMAGES = NUM_STYLE_LABELS = -1\n", + "else:\n", + " NUM_STYLE_IMAGES = 2000\n", + " NUM_STYLE_LABELS = 5\n", + "\n", "# This downloads the ilsvrc auxiliary data (mean file, etc),\n", "# and a subset of 2000 images for the style recognition task.\n", + "import os\n", + "os.chdir(caffe_root) # run scripts from caffe root\n", "!data/ilsvrc12/get_ilsvrc_aux.sh\n", "!scripts/download_model_binary.py models/bvlc_reference_caffenet\n", "!python examples/finetune_flickr_style/assemble_data.py \\\n", - " --workers=-1 --images=2000 --seed=1701 --label=5" + " --workers=-1 --seed=1701 \\\n", + " --images=$NUM_STYLE_IMAGES --label=$NUM_STYLE_LABELS\n", + "# back to examples\n", + "os.chdir('examples')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Define `weights`, the path to the weights we just downloaded,\n", + "# and make sure it exists.\n", + "weights = caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'\n", + "assert os.path.exists(weights)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Let's show what is the difference between the fine-tuning network and the original caffe model." + "### 2. Defining and running the nets\n", + "\n", + "We'll start by defining `caffenet`, a function which initializes the *CaffeNet* architecture (a minor variant on *AlexNet*), taking arguments specifying the data and number of output classes." ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [], + "source": [ + "from caffe import layers as L\n", + "from caffe import params as P\n", + "\n", + "weight_param = dict(lr_mult=1, decay_mult=1)\n", + "bias_param = dict(lr_mult=2, decay_mult=0)\n", + "learned_param = [weight_param, bias_param]\n", + "\n", + "frozen_param = [dict(lr_mult=0)] * 2\n", + "\n", + "def conv_relu(bottom, ks, nout, stride=1, pad=0, group=1,\n", + " param=learned_param,\n", + " weight_filler=dict(type='gaussian', std=0.01),\n", + " bias_filler=dict(type='constant', value=0.1)):\n", + " conv = L.Convolution(bottom, kernel_size=ks, stride=stride,\n", + " num_output=nout, pad=pad, group=group,\n", + " param=param, weight_filler=weight_filler,\n", + " bias_filler=bias_filler)\n", + " return conv, L.ReLU(conv, in_place=True)\n", + "\n", + "def fc_relu(bottom, nout, param=learned_param,\n", + " weight_filler=dict(type='gaussian', std=0.005),\n", + " bias_filler=dict(type='constant', value=0.1)):\n", + " fc = L.InnerProduct(bottom, num_output=nout, param=param,\n", + " weight_filler=weight_filler,\n", + " bias_filler=bias_filler)\n", + " return fc, L.ReLU(fc, in_place=True)\n", + "\n", + "def max_pool(bottom, ks, stride=1):\n", + " return L.Pooling(bottom, pool=P.Pooling.MAX, kernel_size=ks, stride=stride)\n", + "\n", + "def caffenet(data, label=None, train=True, num_classes=1000,\n", + " classifier_name='fc8', learn_all=False):\n", + " \"\"\"Returns a NetSpec specifying CaffeNet, following the original proto text\n", + " specification (./models/bvlc_reference_caffenet/train_val.prototxt).\"\"\"\n", + " n = caffe.NetSpec()\n", + " n.data = data\n", + " param = learned_param if learn_all else frozen_param\n", + " n.conv1, n.relu1 = conv_relu(n.data, 11, 96, stride=4, param=param)\n", + " n.pool1 = max_pool(n.relu1, 3, stride=2)\n", + " n.norm1 = L.LRN(n.pool1, local_size=5, alpha=1e-4, beta=0.75)\n", + " n.conv2, n.relu2 = conv_relu(n.norm1, 5, 256, pad=2, group=2, param=param)\n", + " n.pool2 = max_pool(n.relu2, 3, stride=2)\n", + " n.norm2 = L.LRN(n.pool2, local_size=5, alpha=1e-4, beta=0.75)\n", + " n.conv3, n.relu3 = conv_relu(n.norm2, 3, 384, pad=1, param=param)\n", + " n.conv4, n.relu4 = conv_relu(n.relu3, 3, 384, pad=1, group=2, param=param)\n", + " n.conv5, n.relu5 = conv_relu(n.relu4, 3, 256, pad=1, group=2, param=param)\n", + " n.pool5 = max_pool(n.relu5, 3, stride=2)\n", + " n.fc6, n.relu6 = fc_relu(n.pool5, 4096, param=param)\n", + " if train:\n", + " n.drop6 = fc7input = L.Dropout(n.relu6, in_place=True)\n", + " else:\n", + " fc7input = n.relu6\n", + " n.fc7, n.relu7 = fc_relu(fc7input, 4096, param=param)\n", + " if train:\n", + " n.drop7 = fc8input = L.Dropout(n.relu7, in_place=True)\n", + " else:\n", + " fc8input = n.relu7\n", + " # always learn fc8 (param=learned_param)\n", + " fc8 = L.InnerProduct(fc8input, num_output=num_classes, param=learned_param)\n", + " # give fc8 the name specified by argument `classifier_name`\n", + " n.__setattr__(classifier_name, fc8)\n", + " if not train:\n", + " n.probs = L.Softmax(fc8)\n", + " if label is not None:\n", + " n.label = label\n", + " n.loss = L.SoftmaxWithLoss(fc8, n.label)\n", + " n.acc = L.Accuracy(fc8, n.label)\n", + " # write the net to a temporary file and return its filename\n", + " with tempfile.NamedTemporaryFile(delete=False) as f:\n", + " f.write(str(n.to_proto()))\n", + " return f.name" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, let's create a *CaffeNet* that takes unlabeled \"dummy data\" as input, allowing us to set its input images externally and see what ImageNet classes it predicts." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "dummy_data = L.DummyData(shape=dict(dim=[1, 3, 227, 227]))\n", + "imagenet_net_filename = caffenet(data=dummy_data, train=False)\n", + "imagenet_net = caffe.Net(imagenet_net_filename, weights, caffe.TEST)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Define a function `style_net` which calls `caffenet` on data from the Flickr style dataset.\n", + "\n", + "The new network will also have the *CaffeNet* architecture, with differences in the input and output:\n", + "\n", + "- the input is the Flickr style data we downloaded, provided by an `ImageData` layer\n", + "- the output is a distribution over 20 classes rather than the original 1000 ImageNet classes\n", + "- the classification layer is renamed from `fc8` to `fc8_flickr` to tell Caffe not to load the original classifier (`fc8`) weights from the ImageNet-pretrained model" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def style_net(train=True, learn_all=False, subset=None):\n", + " if subset is None:\n", + " subset = 'train' if train else 'test'\n", + " source = caffe_root + 'data/flickr_style/%s.txt' % subset\n", + " transform_param = dict(mirror=train, crop_size=227,\n", + " mean_file=caffe_root + 'data/ilsvrc12/imagenet_mean.binaryproto')\n", + " style_data, style_label = L.ImageData(\n", + " transform_param=transform_param, source=source,\n", + " batch_size=50, new_height=256, new_width=256, ntop=2)\n", + " return caffenet(data=style_data, label=style_label, train=train,\n", + " num_classes=NUM_STYLE_LABELS,\n", + " classifier_name='fc8_flickr',\n", + " learn_all=learn_all)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Use the `style_net` function defined above to initialize `untrained_style_net`, a *CaffeNet* with input images from the style dataset and weights from the pretrained ImageNet model.\n", + "\n", + "\n", + "Call `forward` on `untrained_style_net` to get a batch of style training data." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "untrained_style_net = caffe.Net(style_net(train=False, subset='train'),\n", + " weights, caffe.TEST)\n", + "untrained_style_net.forward()\n", + "style_data_batch = untrained_style_net.blobs['data'].data.copy()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load the 1000 ImageNet labels from `ilsvrc12/synset_words.txt`, and the 5 style labels from `finetune_flickr_style/style_names.txt`." + ] + }, + { + "cell_type": "code", + "execution_count": 8, "metadata": { "collapsed": false }, @@ -74,111 +335,281 @@ "name": "stdout", "output_type": "stream", "text": [ - "1c1\r\n", - "< name: \"CaffeNet\"\r\n", - "---\r\n", - "> name: \"FlickrStyleCaffeNet\"\r\n", - "4c4\r\n", - "< type: \"Data\"\r\n", - "---\r\n", - "> type: \"ImageData\"\r\n", - "15,26c15,19\r\n", - "< # mean pixel / channel-wise mean instead of mean image\r\n", - "< # transform_param {\r\n", - "< # crop_size: 227\r\n", - "< # mean_value: 104\r\n", - "< # mean_value: 117\r\n", - "< # mean_value: 123\r\n", - "< # mirror: true\r\n", - "< # }\r\n", - "< data_param {\r\n", - "< source: \"examples/imagenet/ilsvrc12_train_lmdb\"\r\n", - "< batch_size: 256\r\n", - "< backend: LMDB\r\n", - "---\r\n", - "> image_data_param {\r\n", - "> source: \"data/flickr_style/train.txt\"\r\n", - "> batch_size: 50\r\n", - "> new_height: 256\r\n", - "> new_width: 256\r\n", - "31c24\r\n", - "< type: \"Data\"\r\n", - "---\r\n", - "> type: \"ImageData\"\r\n", - "42,51c35,36\r\n", - "< # mean pixel / channel-wise mean instead of mean image\r\n", - "< # transform_param {\r\n", - "< # crop_size: 227\r\n", - "< # mean_value: 104\r\n", - "< # mean_value: 117\r\n", - "< # mean_value: 123\r\n", - "< # mirror: true\r\n", - "< # }\r\n", - "< data_param {\r\n", - "< source: \"examples/imagenet/ilsvrc12_val_lmdb\"\r\n", - "---\r\n", - "> image_data_param {\r\n", - "> source: \"data/flickr_style/test.txt\"\r\n", - "53c38,39\r\n", - "< backend: LMDB\r\n", - "---\r\n", - "> new_height: 256\r\n", - "> new_width: 256\r\n", - "323a310\r\n", - "> # Note that lr_mult can be set to 0 to disable any fine-tuning of this, and any other, layer\r\n", - "360c347\r\n", - "< name: \"fc8\"\r\n", - "---\r\n", - "> name: \"fc8_flickr\"\r\n", - "363c350,351\r\n", - "< top: \"fc8\"\r\n", - "---\r\n", - "> top: \"fc8_flickr\"\r\n", - "> # lr_mult is set to higher than for other layers, because this layer is starting from random while the others are already trained\r\n", - "365c353\r\n", - "< lr_mult: 1\r\n", - "---\r\n", - "> lr_mult: 10\r\n", - "369c357\r\n", - "< lr_mult: 2\r\n", - "---\r\n", - "> lr_mult: 20\r\n", - "373c361\r\n", - "< num_output: 1000\r\n", - "---\r\n", - "> num_output: 20\r\n", - "384a373,379\r\n", - "> name: \"loss\"\r\n", - "> type: \"SoftmaxWithLoss\"\r\n", - "> bottom: \"fc8_flickr\"\r\n", - "> bottom: \"label\"\r\n", - "> top: \"loss\"\r\n", - "> }\r\n", - "> layer {\r\n", - "387c382\r\n", - "< bottom: \"fc8\"\r\n", - "---\r\n", - "> bottom: \"fc8_flickr\"\r\n", - "393,399d387\r\n", - "< }\r\n", - "< layer {\r\n", - "< name: \"loss\"\r\n", - "< type: \"SoftmaxWithLoss\"\r\n", - "< bottom: \"fc8\"\r\n", - "< bottom: \"label\"\r\n", - "< top: \"loss\"\r\n" + "Loaded ImageNet labels:\n", + "n01440764 tench, Tinca tinca\n", + "n01443537 goldfish, Carassius auratus\n", + "n01484850 great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias\n", + "n01491361 tiger shark, Galeocerdo cuvieri\n", + "n01494475 hammerhead, hammerhead shark\n", + "n01496331 electric ray, crampfish, numbfish, torpedo\n", + "n01498041 stingray\n", + "n01514668 cock\n", + "n01514859 hen\n", + "n01518878 ostrich, Struthio camelus\n", + "...\n", + "\n", + "Loaded style labels:\n", + "Detailed, Pastel, Melancholy, Noir, HDR\n" ] } ], "source": [ - "!diff models/bvlc_reference_caffenet/train_val.prototxt models/finetune_flickr_style/train_val.prototxt" + "# Load ImageNet labels to imagenet_labels\n", + "imagenet_label_file = caffe_root + 'data/ilsvrc12/synset_words.txt'\n", + "imagenet_labels = list(np.loadtxt(imagenet_label_file, str, delimiter='\\t'))\n", + "assert len(imagenet_labels) == 1000\n", + "print 'Loaded ImageNet labels:\\n', '\\n'.join(imagenet_labels[:10] + ['...'])\n", + "\n", + "# Load style labels to style_labels\n", + "style_label_file = caffe_root + 'examples/finetune_flickr_style/style_names.txt'\n", + "style_labels = list(np.loadtxt(style_label_file, str, delimiter='\\n'))\n", + "if NUM_STYLE_LABELS > 0:\n", + " style_labels = style_labels[:NUM_STYLE_LABELS]\n", + "print '\\nLoaded style labels:\\n', ', '.join(style_labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "For your record, if you want to train the network in pure C++ tools, here is the command:\n", + "Copy one of the style net training images from the batch of 50 (we'll arbitrarily choose #8 here) over to `imagenet_net`, the ImageNet-pretrained network. Run the image through that network to view its top 5 predicted classes from the 1000 ImageNet classes.\n", + "\n", + "Below we chose an image where the network's predictions happen to be reasonable, as the image is of a beach, and \"sandbar\" and \"seashore\" both happen to be ImageNet-1000 categories. For other images, the predictions won't be this good, sometimes due to the network actually failing to recognize the object(s) present in the image, but perhaps even more often due to the fact that not all images contain an object from the (somewhat arbitrarily chosen) 1000 ImageNet categories. Modify the `batch_index` variable by changing its default setting of 8 to another value from 0-49 (since the batch size is 50) to see predictions for other images in the batch. (To go beyond this batch of 50 images, first rerun the *above* cell to load a fresh batch of data into `style_net`.)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def disp_preds(net, image, labels, k=5, name='ImageNet'):\n", + " input_blob = net.blobs['data']\n", + " net.blobs['data'].data[0, ...] = image\n", + " probs = net.forward(start='conv1')['probs'][0]\n", + " top_k = (-probs).argsort()[:k]\n", + " print 'top %d predicted %s labels =' % (k, name)\n", + " print '\\n'.join('\\t(%d) %5.2f%% %s' % (i+1, 100*probs[p], labels[p])\n", + " for i, p in enumerate(top_k))\n", + "\n", + "def disp_imagenet_preds(net, image):\n", + " disp_preds(net, image, imagenet_labels, name='ImageNet')\n", + "\n", + "def disp_style_preds(net, image):\n", + " disp_preds(net, image, style_labels, name='style')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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yvUJS3DfmLUsURECnW6oGgUxGBSVh7180Q52jz0UjoWnYDZxRmdmA1bqxNeau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6EmVpSTd7osozItUDOtN5ksBa2bdacbpJGyRKLhrAxEttNG0O8AWK1TShCtYaElalB19S3dVz6K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\ncDPDu2eav33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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "batch_index = 8\n", + "image = style_data_batch[batch_index]\n", + "plt.imshow(deprocess_net_image(image))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "top 5 predicted ImageNet labels =\n", + "\t(1) 69.89% n09421951 sandbar, sand bar\n", + "\t(2) 21.76% n09428293 seashore, coast, seacoast, sea-coast\n", + "\t(3) 3.22% n02894605 breakwater, groin, groyne, mole, bulwark, seawall, jetty\n", + "\t(4) 1.89% n04592741 wing\n", + "\t(5) 1.23% n09332890 lakeside, lakeshore\n" + ] + } + ], + "source": [ + "disp_imagenet_preds(imagenet_net, image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also look at `untrained_style_net`'s predictions, but we won't see anything interesting as its classifier hasn't been trained yet.\n", + "\n", + "In fact, since we zero-initialized the classifier (see `caffenet` definition -- no `weight_filler` is passed to the final `InnerProduct` layer), the softmax inputs should be all zero and we should therefore see a predicted probability of 1/N for each label (for N labels). Since we set N = 5, we get a predicted probability of 20% for each class." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "top 5 predicted style labels =\n", + "\t(1) 20.00% Detailed\n", + "\t(2) 20.00% Pastel\n", + "\t(3) 20.00% Melancholy\n", + "\t(4) 20.00% Noir\n", + "\t(5) 20.00% HDR\n" + ] + } + ], + "source": [ + "disp_style_preds(untrained_style_net, image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also verify that the activations in layer `fc7` immediately before the classification layer are the same as (or very close to) those in the ImageNet-pretrained model, since both models are using the same pretrained weights in the `conv1` through `fc7` layers." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "diff = untrained_style_net.blobs['fc7'].data[0] - imagenet_net.blobs['fc7'].data[0]\n", + "error = (diff ** 2).sum()\n", + "assert error < 1e-8" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Delete `untrained_style_net` to save memory. (Hang on to `imagenet_net` as we'll use it again later.)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "del untrained_style_net" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3. Training the style classifier\n", + "\n", + "Now, we'll define a function `solver` to create our Caffe solvers, which are used to train the network (learn its weights). In this function we'll set values for various parameters used for learning, display, and \"snapshotting\" -- see the inline comments for explanations of what they mean. You may want to play with some of the learning parameters to see if you can improve on the results here!" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from caffe.proto import caffe_pb2\n", + "\n", + "def solver(train_net_path, test_net_path=None, base_lr=0.001):\n", + " s = caffe_pb2.SolverParameter()\n", + "\n", + " # Specify locations of the train and (maybe) test networks.\n", + " s.train_net = train_net_path\n", + " if test_net_path is not None:\n", + " s.test_net.append(test_net_path)\n", + " s.test_interval = 1000 # Test after every 1000 training iterations.\n", + " s.test_iter.append(100) # Test on 100 batches each time we test.\n", + "\n", + " # The number of iterations over which to average the gradient.\n", + " # Effectively boosts the training batch size by the given factor, without\n", + " # affecting memory utilization.\n", + " s.iter_size = 1\n", + " \n", + " s.max_iter = 100000 # # of times to update the net (training iterations)\n", + " \n", + " # Solve using the stochastic gradient descent (SGD) algorithm.\n", + " s.solver_type = caffe_pb2.SolverParameter.SGD\n", + "\n", + " # Set the initial learning rate for SGD.\n", + " s.base_lr = base_lr\n", + "\n", + " # Set `lr_policy` to define how the learning rate changes during training.\n", + " # Here, we 'step' the learning rate by multiplying it by a factor `gamma`\n", + " # every `stepsize` iterations.\n", + " s.lr_policy = 'step'\n", + " s.gamma = 0.1\n", + " s.stepsize = 20000\n", + "\n", + " # Set other SGD hyperparameters. Setting a non-zero `momentum` takes a\n", + " # weighted average of the current gradient and previous gradients to make\n", + " # learning more stable. L2 weight decay regularizes learning, to help prevent\n", + " # the model from overfitting.\n", + " s.momentum = 0.9\n", + " s.weight_decay = 5e-4\n", + "\n", + " # Display the current training loss and accuracy every 1000 iterations.\n", + " s.display = 1000\n", + "\n", + " # Snapshots are files used to store networks we've trained. Here, we'll\n", + " # snapshot every 10K iterations -- ten times during training.\n", + " s.snapshot = 10000\n", + " s.snapshot_prefix = caffe_root + 'models/finetune_flickr_style/finetune_flickr_style'\n", + " \n", + " # Train on the GPU. Using the CPU to train large networks is very slow.\n", + " s.solver_mode = caffe_pb2.SolverParameter.GPU\n", + " \n", + " # Write the solver to a temporary file and return its filename.\n", + " with tempfile.NamedTemporaryFile(delete=False) as f:\n", + " f.write(str(s))\n", + " return f.name" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we'll invoke the solver to train the style net's classification layer.\n", + "\n", + "For the record, if you want to train the network using only the command line tool, this is the command:\n", "\n", "\n", "build/tools/caffe train \\\n", @@ -187,12 +618,58 @@ " -gpu 0\n", "\n", "\n", - "However, we will train using Python in this example." + "However, we will train using Python in this example.\n", + "\n", + "We'll first define `run_solvers`, a function that takes a list of solvers and steps each one in a round robin manner, recording the accuracy and loss values each iteration. At the end, the learned weights are saved to a file." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def run_solvers(niter, solvers, disp_interval=10):\n", + " \"\"\"Run solvers for niter iterations,\n", + " returning the loss and accuracy recorded each iteration.\n", + " `solvers` is a list of (name, solver) tuples.\"\"\"\n", + " blobs = ('loss', 'acc')\n", + " loss, acc = ({name: np.zeros(niter) for name, _ in solvers}\n", + " for _ in blobs)\n", + " for it in range(niter):\n", + " for name, s in solvers:\n", + " s.step(1) # run a single SGD step in Caffe\n", + " loss[name][it], acc[name][it] = (s.net.blobs[b].data.copy()\n", + " for b in blobs)\n", + " if it % disp_interval == 0 or it + 1 == niter:\n", + " loss_disp = '; '.join('%s: loss=%.3f, acc=%2d%%' %\n", + " (n, loss[n][it], np.round(100*acc[n][it]))\n", + " for n, _ in solvers)\n", + " print '%3d) %s' % (it, loss_disp) \n", + " # Save the learned weights from both nets.\n", + " weight_dir = tempfile.mkdtemp()\n", + " weights = {}\n", + " for name, s in solvers:\n", + " filename = 'weights.%s.caffemodel' % name\n", + " weights[name] = os.path.join(weight_dir, filename)\n", + " s.net.save(weights[name])\n", + " return loss, acc, weights" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's create and run solvers to train nets for the style recognition task. We'll create two solvers -- one (`style_solver`) will have its train net initialized to the ImageNet-pretrained weights (this is done by the call to the `copy_from` method), and the other (`scratch_style_solver`) will start from a *randomly* initialized net.\n", + "\n", + "During training, we should see that the ImageNet pretrained net is learning faster and attaining better accuracies than the scratch net." + ] + }, + { + "cell_type": "code", + "execution_count": 17, "metadata": { "collapsed": false }, @@ -201,66 +678,69 @@ "name": "stdout", "output_type": "stream", "text": [ - "iter 0, finetune_loss=3.360094, scratch_loss=3.136188\n", - "iter 10, finetune_loss=2.672608, scratch_loss=9.736364\n", - "iter 20, finetune_loss=2.071996, scratch_loss=2.250404\n", - "iter 30, finetune_loss=1.758295, scratch_loss=2.049553\n", - "iter 40, finetune_loss=1.533391, scratch_loss=1.941318\n", - "iter 50, finetune_loss=1.561658, scratch_loss=1.839706\n", - "iter 60, finetune_loss=1.461696, scratch_loss=1.880035\n", - "iter 70, finetune_loss=1.267941, scratch_loss=1.719161\n", - "iter 80, finetune_loss=1.192778, scratch_loss=1.627453\n", - "iter 90, finetune_loss=1.541176, scratch_loss=1.822061\n", - "iter 100, finetune_loss=1.029039, scratch_loss=1.654087\n", - "iter 110, finetune_loss=1.138547, scratch_loss=1.735837\n", - "iter 120, finetune_loss=0.917412, scratch_loss=1.851918\n", - "iter 130, finetune_loss=0.971519, scratch_loss=1.801927\n", - "iter 140, finetune_loss=0.868252, scratch_loss=1.745545\n", - "iter 150, finetune_loss=0.790020, scratch_loss=1.844925\n", - "iter 160, finetune_loss=1.092668, scratch_loss=1.695591\n", - "iter 170, finetune_loss=1.055344, scratch_loss=1.661715\n", - "iter 180, finetune_loss=0.969769, scratch_loss=1.823639\n", - "iter 190, finetune_loss=0.780566, scratch_loss=1.820862\n", - "done\n" + "Running solvers for 200 iterations...\n", + " 0) pretrained: loss=1.609, acc=28%; scratch: loss=1.609, acc=28%\n", + " 10) pretrained: loss=1.327, acc=46%; scratch: loss=1.626, acc=14%\n", + " 20) pretrained: loss=1.004, acc=58%; scratch: loss=1.644, acc=10%\n", + " 30) pretrained: loss=1.008, acc=64%; scratch: loss=1.616, acc=20%\n", + " 40) pretrained: loss=0.884, acc=64%; scratch: loss=1.589, acc=26%\n", + " 50) pretrained: loss=1.068, acc=60%; scratch: loss=1.606, acc=32%\n", + " 60) pretrained: loss=0.771, acc=64%; scratch: loss=1.615, acc=20%\n", + " 70) pretrained: loss=0.890, acc=68%; scratch: loss=1.599, acc=24%\n", + " 80) pretrained: loss=0.891, acc=62%; scratch: loss=1.588, acc=30%\n", + " 90) pretrained: loss=1.294, acc=50%; scratch: loss=1.610, acc=20%\n", + "100) pretrained: loss=1.048, acc=60%; scratch: loss=1.587, acc=30%\n", + "110) pretrained: loss=0.858, acc=70%; scratch: loss=1.577, acc=36%\n", + "120) pretrained: loss=1.012, acc=60%; scratch: loss=1.597, acc=20%\n", + "130) pretrained: loss=1.058, acc=62%; scratch: loss=1.595, acc=22%\n", + "140) pretrained: loss=1.107, acc=62%; scratch: loss=1.606, acc=14%\n", + "150) pretrained: loss=0.786, acc=70%; scratch: loss=1.623, acc=16%\n", + "160) pretrained: loss=0.871, acc=72%; scratch: loss=1.607, acc=20%\n", + "170) pretrained: loss=1.083, acc=66%; scratch: loss=1.612, acc=20%\n", + "180) pretrained: loss=0.898, acc=56%; scratch: loss=1.615, acc=16%\n", + "190) pretrained: loss=0.808, acc=74%; scratch: loss=1.610, acc=18%\n", + "199) pretrained: loss=0.711, acc=68%; scratch: loss=1.612, acc=16%\n", + "Done.\n" ] } ], "source": [ - "niter = 200\n", - "# losses will also be stored in the log\n", - "train_loss = np.zeros(niter)\n", - "scratch_train_loss = np.zeros(niter)\n", + "niter = 200 # number of iterations to train\n", "\n", - "caffe.set_device(0)\n", - "caffe.set_mode_gpu()\n", - "# We create a solver that fine-tunes from a previously trained network.\n", - "solver = caffe.SGDSolver('models/finetune_flickr_style/solver.prototxt')\n", - "solver.net.copy_from('models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel')\n", - "# For reference, we also create a solver that does no finetuning.\n", - "scratch_solver = caffe.SGDSolver('models/finetune_flickr_style/solver.prototxt')\n", + "# Reset style_solver as before.\n", + "style_solver_filename = solver(style_net(train=True))\n", + "style_solver = caffe.get_solver(style_solver_filename)\n", + "style_solver.net.copy_from(weights)\n", + "\n", + "# For reference, we also create a solver that isn't initialized from\n", + "# the pretrained ImageNet weights.\n", + "scratch_style_solver_filename = solver(style_net(train=True))\n", + "scratch_style_solver = caffe.get_solver(scratch_style_solver_filename)\n", + "\n", + "print 'Running solvers for %d iterations...' % niter\n", + "solvers = [('pretrained', style_solver),\n", + " ('scratch', scratch_style_solver)]\n", + "loss, acc, weights = run_solvers(niter, solvers)\n", + "print 'Done.'\n", + "\n", + "train_loss, scratch_train_loss = loss['pretrained'], loss['scratch']\n", + "train_acc, scratch_train_acc = acc['pretrained'], acc['scratch']\n", + "style_weights, scratch_style_weights = weights['pretrained'], weights['scratch']\n", "\n", - "# We run the solver for niter times, and record the training loss.\n", - "for it in range(niter):\n", - " solver.step(1) # SGD by Caffe\n", - " scratch_solver.step(1)\n", - " # store the train loss\n", - " train_loss[it] = solver.net.blobs['loss'].data\n", - " scratch_train_loss[it] = scratch_solver.net.blobs['loss'].data\n", - " if it % 10 == 0:\n", - " print 'iter %d, finetune_loss=%f, scratch_loss=%f' % (it, train_loss[it], scratch_train_loss[it])\n", - "print 'done'" + "# Delete solvers to save memory.\n", + "del style_solver, scratch_style_solver, solvers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Let's look at the training loss produced by the two training procedures respectively." + "Let's look at the training loss and accuracy produced by the two training procedures. Notice how quickly the ImageNet pretrained model's loss value (blue) drops, and that the randomly initialized model's loss value (green) barely (if at all) improves from training only the classifier layer." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 18, "metadata": { "collapsed": false, "scrolled": false @@ -269,182 +749,18 @@ { "data": { "text/plain": [ - "[,\n", - " ]" + "" ] }, - "execution_count": 5, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XmcXFWd9/HPtzt7AlkkJCGAgbCIqCSyuIDaRECEYZvB\n", - "EQRFB5iMo8CjzuMwOlpdioo4IM4iM6wTgdHhgRFBRAhLM6gQtgQCIQQkYc8CJIEQQpb+PX+c01hp\n", - "eqmqrl5SfN+vV7266tZdzr11+3tPnXvuLUUEZmZWHxr6uwBmZlY7DnUzszriUDczqyMOdTOzOuJQ\n", - "NzOrIw51M7M6UlaoS2qUNFfS9fn1OEmzJS2SdLOkMb1bTDMzK0e5NfUzgAVAW6f2M4HZEbEbcGt+\n", - 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s2eP7+vz5wB//yH++5BLg3XeD23+sVyuddhrw3/8G995XXuFhFj1NTUByMtC3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\nya8JIQ5VVfw71NdrE9WJkI4QBzEbgIxcrbRgAZ8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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -452,19 +768,14 @@ } ], "source": [ - "plot(np.vstack([train_loss, scratch_train_loss]).T)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Notice how the fine-tuning procedure produces a more smooth loss function change, and ends up at a better loss. A closer look at small values, clipping to avoid showing too large loss during training:" + "plot(np.vstack([train_loss, scratch_train_loss]).T)\n", + "xlabel('Iteration #')\n", + "ylabel('Loss')" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 19, "metadata": { "collapsed": false }, @@ -472,395 +783,18 @@ { "data": { "text/plain": [ - "[,\n", - " ]" + "" ] }, - "execution_count": 6, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAXgAAAEACAYAAAC57G0KAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXeYHNWVt98jgXIY5ZyQMNlIJJMMwhhssI0Dxsbr8Dms\n", - "zTpne9e73qa9tnFYrzMYe53WOeyuFzA4YBAYTEYiCQQCCSRAaZQTEtL5/jj3TlXXVHdX9/SMZsR5\n", - "n2ee6a6uqq5Ov3vu7557rqgqjuM4zv5Hv319AY7jOE734ALvOI6zn+IC7ziOs5/iAu84jrOf4gLv\n", - "OI6zn+IC7ziOs59SSOBFpL+ILBSRK6s8/g0ReURE7hGRea29RMdxHKcZikbwHwQWA52S5kXkXGCO\n", - 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DBAKl58cOH/84JbSo5KBOxKwnOdRzsZ85i2zWfWSoBqT5Bnvd62jk//LLZq0W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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -868,19 +802,272 @@ } ], "source": [ - "plot(np.vstack([train_loss, scratch_train_loss]).clip(0, 4).T)" + "plot(np.vstack([train_acc, scratch_train_acc]).T)\n", + "xlabel('Iteration #')\n", + "ylabel('Accuracy')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Let's take a look at the testing accuracy after running 200 iterations. Note that we are running a classification task of 5 classes, thus a chance accuracy is 20%. As we will reasonably expect, the finetuning result will be much better than the one from training from scratch. Let's see." + "Let's take a look at the testing accuracy after running 200 iterations of training. Note that we're classifying among 5 classes, giving chance accuracy of 20%. We expect both results to be better than chance accuracy (20%), and we further expect the result from training using the ImageNet pretraining initialization to be much better than the one from training from scratch. Let's see." ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 20, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def eval_style_net(weights, test_iters=10):\n", + " test_net = caffe.Net(style_net(train=False), weights, caffe.TEST)\n", + " accuracy = 0\n", + " for it in xrange(test_iters):\n", + " accuracy += test_net.forward()['acc']\n", + " accuracy /= test_iters\n", + " return test_net, accuracy" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy, trained from ImageNet initialization: 51.2%\n", + "Accuracy, trained from random initialization: 23.6%\n" + ] + } + ], + "source": [ + "test_net, accuracy = eval_style_net(style_weights)\n", + "print 'Accuracy, trained from ImageNet initialization: %3.1f%%' % (100*accuracy, )\n", + "scratch_test_net, scratch_accuracy = eval_style_net(scratch_style_weights)\n", + "print 'Accuracy, trained from random initialization: %3.1f%%' % (100*scratch_accuracy, )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4. End-to-end finetuning for style\n", + "\n", + "Finally, we'll train both nets again, starting from the weights we just learned. The only difference this time is that we'll be learning the weights \"end-to-end\" by turning on learning in *all* layers of the network, starting from the RGB `conv1` filters directly applied to the input image. We pass the argument `learn_all=True` to the `style_net` function defined earlier in this notebook, which tells the function to apply a positive (non-zero) `lr_mult` value for all parameters. Under the default, `learn_all=False`, all parameters in the pretrained layers (`conv1` through `fc7`) are frozen (`lr_mult = 0`), and we learn only the classifier layer `fc8_flickr`.\n", + "\n", + "Note that both networks start at roughly the accuracy achieved at the end of the previous training session, and improve significantly with end-to-end training. To be more scientific, we'd also want to follow the same additional training procedure *without* the end-to-end training, to ensure that our results aren't better simply because we trained for twice as long. Feel free to try this yourself!" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running solvers for 200 iterations...\n", + " 0) pretrained, end-to-end: loss=0.761, acc=76%; scratch, end-to-end: loss=1.583, acc=28%\n", + " 10) pretrained, end-to-end: loss=1.295, acc=62%; scratch, end-to-end: loss=1.636, acc=14%\n", + " 20) pretrained, end-to-end: loss=0.915, acc=62%; scratch, end-to-end: loss=1.629, acc=12%\n", + " 30) pretrained, end-to-end: loss=0.936, acc=60%; scratch, end-to-end: loss=1.593, acc=20%\n", + " 40) pretrained, end-to-end: loss=0.939, acc=62%; scratch, end-to-end: loss=1.572, acc=26%\n", + " 50) pretrained, end-to-end: loss=0.881, acc=66%; scratch, end-to-end: loss=1.595, acc=34%\n", + " 60) pretrained, end-to-end: loss=0.702, acc=80%; scratch, end-to-end: loss=1.536, acc=38%\n", + " 70) pretrained, end-to-end: loss=0.557, acc=78%; scratch, end-to-end: loss=1.558, acc=28%\n", + " 80) pretrained, end-to-end: loss=0.631, acc=76%; scratch, end-to-end: loss=1.474, acc=36%\n", + " 90) pretrained, end-to-end: loss=0.823, acc=62%; scratch, end-to-end: loss=1.500, acc=26%\n", + "100) pretrained, end-to-end: loss=0.436, acc=82%; scratch, end-to-end: loss=1.471, acc=32%\n", + "110) pretrained, end-to-end: loss=0.529, acc=78%; scratch, end-to-end: loss=1.622, acc=20%\n", + "120) pretrained, end-to-end: loss=0.584, acc=74%; scratch, end-to-end: loss=1.458, acc=36%\n", + "130) pretrained, end-to-end: loss=0.413, acc=84%; scratch, end-to-end: loss=1.478, acc=30%\n", + "140) pretrained, end-to-end: loss=0.395, acc=86%; scratch, end-to-end: loss=1.480, acc=36%\n", + "150) pretrained, end-to-end: loss=0.523, acc=74%; scratch, end-to-end: loss=1.446, acc=36%\n", + "160) pretrained, end-to-end: loss=0.351, acc=86%; scratch, end-to-end: loss=1.388, acc=34%\n", + "170) pretrained, end-to-end: loss=0.528, acc=78%; scratch, end-to-end: loss=1.601, acc=30%\n", + "180) pretrained, end-to-end: loss=0.477, acc=84%; scratch, end-to-end: loss=1.564, acc=26%\n", + "190) pretrained, end-to-end: loss=0.239, acc=90%; scratch, end-to-end: loss=1.407, acc=48%\n", + "199) pretrained, end-to-end: loss=0.464, acc=76%; scratch, end-to-end: loss=1.382, acc=42%\n", + "Done.\n" + ] + } + ], + "source": [ + "end_to_end_net = style_net(train=True, learn_all=True)\n", + "\n", + "# Set base_lr to 1e-3, the same as last time when learning only the classifier.\n", + "# You may want to play around with different values of this or other\n", + "# optimization parameters when fine-tuning. For example, if learning diverges\n", + "# (e.g., the loss gets very large or goes to infinity/NaN), you should try\n", + "# decreasing base_lr (e.g., to 1e-4, then 1e-5, etc., until you find a value\n", + "# for which learning does not diverge).\n", + "base_lr = 0.001\n", + "\n", + "style_solver_filename = solver(end_to_end_net, base_lr=base_lr)\n", + "style_solver = caffe.get_solver(style_solver_filename)\n", + "style_solver.net.copy_from(style_weights)\n", + "\n", + "scratch_style_solver_filename = solver(end_to_end_net, base_lr=base_lr)\n", + "scratch_style_solver = caffe.get_solver(scratch_style_solver_filename)\n", + "scratch_style_solver.net.copy_from(scratch_style_weights)\n", + "\n", + "print 'Running solvers for %d iterations...' % niter\n", + "solvers = [('pretrained, end-to-end', style_solver),\n", + " ('scratch, end-to-end', scratch_style_solver)]\n", + "_, _, finetuned_weights = run_solvers(niter, solvers)\n", + "print 'Done.'\n", + "\n", + "style_weights_ft = finetuned_weights['pretrained, end-to-end']\n", + "scratch_style_weights_ft = finetuned_weights['scratch, end-to-end']\n", + "\n", + "# Delete solvers to save memory.\n", + "del style_solver, scratch_style_solver, solvers" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's now test the end-to-end finetuned models. Since all layers have been optimized for the style recognition task at hand, we expect both nets to get better results than the ones above, which were achieved by nets with only their classifier layers trained for the style task (on top of either ImageNet pretrained or randomly initialized weights)." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy, finetuned from ImageNet initialization: 56.2%\n", + "Accuracy, finetuned from random initialization: 40.2%\n" + ] + } + ], + "source": [ + "test_net, accuracy = eval_style_net(style_weights_ft)\n", + "print 'Accuracy, finetuned from ImageNet initialization: %3.1f%%' % (100*accuracy, )\n", + "scratch_test_net, scratch_accuracy = eval_style_net(scratch_style_weights_ft)\n", + "print 'Accuracy, finetuned from random initialization: %3.1f%%' % (100*scratch_accuracy, )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, let's pick a test image and look at our end-to-end finetuned style model's predictions for it." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "actual label = Pastel\n" + ] + }, + { + "data": { + "image/png": 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WKs9hFZYitTN2cR87zMqTyhlYiOUvdRVeXdJREPOPBUQLuaLGrEgo3mWYO8JX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9p9Ybt4Of19W7OXfbsAgKNmoNTwI0vwBGcQKvGY5rN9HPF6L//O5aJjNCQtQWBMX/OJhfm4G1Ge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\nKJVy+/ZPkPUZu9dfpDdYJ8gc51qO7ryOOHqPk7d+SLY8oaEk6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EIa92mO1lg/t8jkyCSB\nGFIMYnJPMsxizFATp1eZmR7Fnx3h0rkFGmN1Blmbtcs9/uR3P8fkZIX2Wo+lxS1mdjWZ33+QTrfN\nnsZhKo1d+OGA175ziaRnOLp3nuXTF/EPldJtva2cZmOa73zrIkuri3hRhfHxXbie4OrVl9i9dx9j\nsxNcXVsh6Q9wHZe4PyDutwldD7wKcS9mrDqGSKDWGiOxkMYpNkx44L7bCKsh3fUVXn/xVcgz3vWB\n97FZaFqzh6hM7uWhRz9KtdkkKwRJbqih/rPd/792P2vt14UQ89+nX721fQL4jLU2BxaEEG8C9wHP\nvXXHTG+S6xahchF+yGDYx6+khFHEcLCFTWMK0SfRz5Lkq6xfnSdeWePYcYeYJYxJ0Pl+ROVx3Onb\nWH7jD9CbJxHDmCiSNKoOoWdQkSRTDaqhhvyz6NUWI65hTTksLeaYKUM6ALoBzYqPO15jojWJFG6p\n+oxkfPbHMMVeBuLTpPIF/JFjyPAA0hqS7AqplWURlOOQDzWBu5dKaw5aPdJiWPIsOG2GSZvxyUeY\n3ftJEA554dNrv8Lm6r+lGHwdrx9jMsgM9JMCP7f0+wmVlkuzDlvtiGjsOFPjv0Bj1z3kokZhEiIZ\nvfX2vmMT2wKcjgpwlE+mM1A5rdGArTUfYRzyoEpqUpQb4soarhuC9BgZn6bRnMTi4UURjudeL1IC\nTGHQaUI67OM5lu+eWOS3f+cEL58e0I8Fx+8bZ2RS852vbnLk0Dzvf+9djDQq5EKX2YzSwdmmRDFZ\nhut5FFlBEFUQQ0qGZiMIpIdxYXlxkdHxMaYmx1hcWmYzGRK2JnFGx/nG00/QDFxSbZEqoK59tO6x\nvtZldKLGxP5b6HQ2EELh+JbV9jqmClN7J3AbEadev8DFxQ32TI/y2suX+cKXnqNR96kGiixJee28\nodGsIyubNOo+VANefGOBeiPgoQ8/jBAhna0hb75xiizt0utm7D14gI2tLdorG+yamMZzfUwYYJBc\n7fTxPR+/VmGyGjHMDbvn93BXErOydJGrl18mcB22NvsoMu5/94MEzRE6a33m5w8zdeh2guYEwnGJ\nPCBOyG1Blhsi1/9+3eFa+/+CGfwDIcTPAC8A/721tg3s4uaBf4XSQ/iepvQVlJuR6gautvhODald\nsr5EFLuQniWqNhByjTz+CtPTQ9TkGPHwFGma4thdmPwQeLfgVSZpNo7RMScIK23yNcVKsoUXQNE3\nFNkGSrQJIok3MkLh7Ua0JrjzQ3exZ/9DnH/zKXwtcaVk2D1PgMIPPApZI81cXFFnZv4hzNx+dPoy\nQrgYtVXWmAe7kLKyPRRiqOdATm7aCBr47i6sKNmHq2ETG5aMRZo+V9dPMWkznMEm2VZMjiXHpS00\nnU3FeDVEmISt1Zw8Ctl/90dpHf55ctuiUBU8wAi1rSnw/6aV0GJhS2qxNM1YWLjA1UsvoJM+aAfw\n8N0Ax40IgjrGSvxwhFp9Eset40d1XFfdVJxodZk/kqdd8mzAG6+t8+n/+CYnFmK6iWDfvil+8adv\n52tPnWJz6yL/+Nd+jNm5SawAB3WtjgEhkErg+BJjXKwTUGQZXlilcB0KYZBWY1LBxPQ0pshxXYfp\nqXE22ptkacHDD78PESd89+XvMDm3i167S7+3hc4SXNclTgPOvXGaZqvG7gN7yAdbzAeTXFna5Nzm\nZSZ3TTN/62FGRyZ58YXXSa5e4MiBcaYnJ6CwLC+v0817mAReOX0RoQyjIy3qu0YoMs3JM8soDFla\nEIQ+9fooUeRy4c3T2xRmNTrZgF6/R+j51GpN6s0mrhcR+AFJkqDTIcnWFrtH69hhHdcXDGLDWlZA\nc5Z2dZZo+ig/9zMfpzk1TWIUqSnwhANaUAkDhmmKkoo4TQn9dzYIf1Nj8H8B/9P29r8E/lfgF77P\nvm/Lzxz6moQMoToUhcHqGvV6Rpr2yGhjuiE6f4361APUpv4N3fU/oLv+ewRSYrMahW3juT3S3pNc\nuXKRbz/9LZq+Zt8duxg7eCeSKnl/kYuXvo7yBIHrYYIJZPRJ9u75JfbMh2ytnCLNFzh460dQ1gfZ\nIjVD8m5CnvtIGeM5k7hBDnIdB4sbHaCsbxBIvUqRbJHqFmE4RSH6YId4ahRX7in18EiROICL2C4t\nFhiUjZhp7EXnV8i9abRfox7ELC5laCCzkrYJObD3fvpxitO4hcbEx6hXdm8fo2zBNXLTnMwskmYO\nkT9Bkue4josvb0aQLVCgyzRum2OFQSpBPXRZoWC9u0a9PoYrfJQfoNyQJBXU6qPM7j5IVJtGetUS\n0JPXly91ATq1JSmJyXlzoc9nPneKr36nQ2Jzjh4b41/80/fx3DdPc/bEIv/jP/sJ7r13H466jm4o\nIAesECgVlMIggY/NSpq0LBkglEOtPkI66KO1wHMhS2JcKdBAa2SM7tYWT3z5CSZHKtz5wP2cX7hE\nt98nVIJKJaLTHdK+tAp+wJnzy2wsrzMz7hMqn5nGKEOTsL62SmJ9ziyssHR1k13TVRw/oD8cgnEY\nm96F191i5eoyDV3FkYKO3mLP/AxRELGxusHa6gaVSkBYDTFFQX9QkBeSVr1KlqVkw5TZ3bupVCOW\nL1+l1xsgpUcQVYnqNaJai057k1x67D7+HiqtSURlnGP+CFPzB5jdPUet2sBRDkqVvcsgSok7A77y\nS3pAoRHSod3tveOg/hsZA2vt6s62EOJTwOe3Xy4Cu2/YdXb7ve9p/+rffQ0hRiis4L67dvHAnXN8\n59k/4qWXTnPX0aPcc+dPkjBOOgjorb5ENhjHFT+LNgsov1zJ7vfPM8i/wML5mLXNnGHDY3hhyL70\nEkLOUZs9wsj+WarBUSreXrzaHmQwTZJvoswiUcsjEreh8xiTp6Ak1apHlgzo93KqzSZONIoUVcAD\nCiBHs4U1Z+lu/QXGNqiOfAClZhFiEkm+HcOrbQry69a41AXeQOoLdDuvE8oqRX8Tm62VnbQzoFYP\nWL2Q0hqbZO/BD1HoY+w5fDvR6C14UbO8529zPwUuvpzFCywCl4rnfU/Ogd3eEiYjy/oUeUqSlUu3\nkadwlUcQVClMyacsC01BxsTUAaamD+EHdRwvQro3oxSFBqMzknQTKwrOvNnhd//9K3z9+Q26heTg\nvpBf+9X38Nyzp3nqS2f5+Z99kHvvmUU6ZWXjToKSpOyQhQSsRMhtoRYXcmsIonIQ5WmKX2kg3ZB4\nOMCv+AzjPn5UxcQx9RHJ+z/2OOtrK0zOznK0N2Tx4iWef/YvWVu4jM5yqpGgSLrsq1e58567WLh0\njoEuaFQ8lq906Pdhfq7JVMvj4HiVKKzguAarJMYaVrfWSJKEWrOBUhLX8TGyYJD0QUrCapMWJeeh\nX2uSJZqiMExMtzh58jxJ1ufgoRlOXzjPrpndNKemwd3CFBbHi2j3cmw1Yu6+DzM+u59ebvGjBvv3\nH6JSq4Mqn0GapAyTLq6riIIIJRTSUWhjiNOEp//yL/n2898updf+GmxJWPvOwgoA25jB529YTZi2\n1i5vb/8j4F5r7U9uA4h/QIkTzABPAQfsW35ECGEHF/8Z0r+DVIyS6xWGy99m8+pn2eqvMz56nInW\nD+HVK6R0SOMtTAJWu+jCY2z2NoLWDHGa0+utcO67z/Dyt3+fe98dMLtvL0HlNowJ6LZfZ33lMkU6\nzcFbf47p+R8hLxZBr+MyTjLMidOV7Rx7DyMkldoUQTiGEM5291SULIKrlFTjI9tdtg8kFNpDGwfX\niZAi5DqOb3grpl/kJ1lbfZ2RkT10t75INvgWef4mqmdwspTOlkFV7kCGd4ESGL/GIHGp1OaJGrex\na/YIGRk+OxiBxdqMtOiiVER/OKRVHX/bZ7gjlmLJyJJNNtZfx+gBStVxVIUszVlcusiVpTM4rkGI\nKtb4TM0cYW7fvTh+DS/wcB3n2lWVoQYUCfR761jb5dRrS/yH3zvFN19pMxjk7Nnf5J//xkdYXtzg\n9z/1LB//2G387E/fz/hY5ZrLeCMX407T26+1zjFaUxQZOs8p8gxdFBSFRusCz1EM+h2EMOiiFFop\n8pwiy0iGCRcWFmg2mzTqDUyacvqlF/nGU0+QD7sURUElDOgOY5zAJY1zJkZrCM9hcmKakWYTCs3m\nxiZpsl28ZXIc12VsfIxKNcSVEHgBV6+usbm5yr69M5gCVte2mJiYoFGPyNOkxD3CCsJ3CGstTp+8\nwOrSAjOzY0xNT+N6FVY2OpiowcE77+PwseO0pmeRfoDj+nheRFFoJJrA9/Add7tiErr9Lt3BkJGR\ncTxHsaNXAxCnCUKpkhJNCKq+j7X2ba3CX2sMhBCfAd4HjAErwG8ADwN3bj+vC8AvW2tXtvf/J5RL\niwXwD621T7zNMW0xeAptBPEwQudX6S3+zwT6Kt1hm05xFzPjP09qv0M2fBKZZtj8CE7jFqqzD9OY\nuB/pjYHJSPuXGKy/xMnXfouVtRfZNV9jdtcd+O4Egj5+VeGH+2j3IqycJYwOo5QmUGEprGoSjHCw\nRYawFuU2wQ9J8x4m7eG4NaLqflxPY+KnEcUAE97DMOnQ3XiRkbHHCCt7MMJBEiLYIZ3cpiUrF9rA\nrjDMBgSuYavzWapmnWKwSHftGaQu6FmL4/8QTnA/uvAxcUBerCFUgnKmGJm6A6c5S2ZyRqozgEWb\nAYPeKmk+JKpN4ThVfLVDjGrL9OPtrYIEicQhQhd9er1TZHmPqDJDp7vFytUFNlaX6fc6SKHAjdh7\n8B527b6NQkR4YYiS5UqBBDxHUGhLVhQMh+v4puDFbyzz28OW6G8AACAASURBVJ9+nRdPDYjTHg+/\nd4b/4R89ypsXO/yHf/9NHv3AbfzkJ++gNVKe445HwA136kajkO98agxYTZHnaF2g86JkQDJlKbm0\nhjQdllWsRqMLjdY5xbCPY1OunH8Dt+gS99bwVMk1sbjY54knnyMrMvZMj+MGihxBu98jUpLAryCE\nw9hog/bWJspV+GGVbn9AWKnSaDaRWDwFvnIZxhlplpAN47J4zfcIwojQC7BZjDUxwnXIrWB9Y4ta\no8ro2BgLVweMz93CwWNHmdu3n+nZvdQaY+AFZZIbkMSlMalEIY6rSmp5QGtNt9ulUa+RZjmO6+A4\nLtiSdg5T3l8jwBWQaYPvqL+5Mfj/owkhrMnb9OOTtC++yNrCF6i7z5N1E7K+JK/so7rnl2lOjGCH\nrxFvfA2d+6jGQ1Qn3k+9eRSvNkaa9NhYepn+5glOnXyCjcvfZffuPmPzDkJGSMcyPXsUh7sYZhHV\nsTtp1D+AkhqdXyXur5DnQ4S0WJ0itYNUIamOSYYb2KyLJ1OK4irdzrcohqdxwlEm9v0UlZGP4Hoz\nSLlDEhIAikRv4khQ1kWzRjw8TRQ26Vz+LeL8Co49j8jWsKZMDXYouRVTPYLJHsR1jyFcQaLBFgWG\nHkbnDFKHPbc+TnX0dvIsw3UladqlMAPipKBVn8HzWtf4hSya3A6wFhxZip1kRcZwOETqBF1slbOs\ndRn0N1hZeZM03aC9leBHk+w7eB+j0/uRboQXhNdoz6/5PUVOmiX0Bz36/YS/+tJpvvBnC7x5NaPd\nW+FHf/Qe/v5//TAvvnyez3z6JR57/6387E/cSXM8uuZv7aTA7BiCGz2Enb+d/fIix+gCpSi9giJD\n5wXCSrTR5HmGUgpdpFidkmY58XBA0dvA9Fe5eu5FfNOjUfNZWu9h5ShBdZKllU0WLlxkebEsVPN8\nnzzNaVZrmKKgKHLC0EcYQxBFrG1sUKnWCIKIPEtRShL6IVEUEUQV8sJQaEu706Xf71OtVojCCD+s\nYJWiFw/RUtHtD3DcgPsfe5zj73qM8dGJkuxGCowRWGMJnG0CGSBOUqy2BIFHHCf4notyFEvLy0SV\nCo1aHaFk6QEgUFJcA3eNNcRxTBQEOMr522cMCp1i9TKvfOWXGFHfpujndK5qlq8K6hN3894f+hQD\n36fQbbZWXsWNJNbWyJM+9fpuVDiF9Ko0mlMgJFne48Qrf8STn/9XzE60OX5bhfHJOwgb/wWydpyg\nNo1gBIsLZFjTo0guo4fr5EVOZoeYXOB6FRxHkiZ90kEHEa9D/ALdznOsb27hRJJWawxZu5WJfb9K\nJbodJTOEChEiorAF2A56uEU2vIJbreEHE2Sdpxl2fpuqOEuRGTKrybXCOIKk45BuWU59S3J5ocLx\n97+XXbfdt80ulGBMm6SwiNodHL7jEwwGA6JKSdWudY6rPCQB5gYq1CzPWG9v0Gq0CDwfjSbXMWnS\npt9Zot9bQwiJtIIi6bG6tsRmb0C9uYeDhx8gqk9jZIAbOEjJdQE2CyZPGQ47ZHFC0vP43OfP8idf\nfIlLVzcZaTj8yi8/wqMfuZOvPPkyf/qnr/DYB+/gpz95F1PjNy+Baq5rKV4XeCvbjjG4MegqjEEI\ngTUF2mzrQxpLmsQYXWxjMhahM7I8x1hBHifofIBIuoTSsLx8mUGqGZnYQ0Ep6CKFQWcD1lcuc/nS\nJa4uLjHsdXGsZXNzDV0UuFJQpDHSQr3ewFqIogjX9UBJNJYk1/hRhSCs0B8m9IYxOC7Tu+c5cusd\ntMamaI6MUau18IOQsFonCEOELFUZS96tbWTHWjTiWigAUOQao0sx3DRNqNfrOK7L6uoKSipGR0dQ\njqLQlrTICb0ylNgxtkk8pBJV/vYZg2H3EquLX+bk0/8NMw1B0pcsdxzieIqHfuifElX30S8W0Lkk\n3koRfkilXiftbwI59dYU2oZE0RjVZhM3qIHUDIcdNldPobiA44zQGv0gKprG0kUxAFpYPEx2lbz/\nHDp5jcIajJygKKoURuEEFWzhYhJJkV1k2P8iw/a36bcTOluWRrVKNBLRmnuUscn3Y22KdDp4zgyS\ncfLsEpgz6MF5hqmk3vpR/OY8yfDPofdbkHXQeChGSIYuWSboDyaI8zFqtfuwcozCv1DmOaSSeJgS\n1GYYmboLtzJNWKmh8Ngh5nynbMOdpinI8pLyvNe+hM5ijBZk6ZA06dLt5bQmbmX3/mPghDhBhHSu\nVyAKysGYpTl53KdIC65eGvJHf/JNvvTMApu9nNldPr/wKx/k3vcc4+kvn+SlZ07z4cdu4eMfO8po\nM7wJExCUKwc51wOqtzMIO5I2O/UOBsiNxZFQ6JJgFGsp8hTIWV+5Sr3SxPNCkizB2LykajMSU6RY\nk/PtF55HG83x43ejNSDUtmZkgbU5RZFRpFmp62B1OfjiIWkSk6ZpSTrr+GRZTpokuNukLlG1TrU5\nSlip4/oBSjlEtSphtYrj+viOd+3ahSgJ+KQ15fUJedP9ybP8mnK1vYEoRmvLoD8AKSmMJgojAlex\nsrqCMZaxsVGUs83PSFnVa4pS8boUthHf1xj8wGoThu0FKqEiS5u0NwZEnqF/WSCjCq4JGQzfQMdr\ngIOrNNkAjJqhWtmFUR7KrxBGVSpRg0K36W+eJqrMUKkcpLL3wFt+zVKi+jkwROCQZosMOl9Empco\nsPjiNkLnAVI7jc1qGCUxTobIutjBBioztAIFvuHi+R5TqUOe/RmuPoXj1+n3T+O7klpjN9KpYHUH\nhzaeHZK2T2KGHiocpZdGSDfEd3bRH1ylcOs47kM0RucZqx7F9Y4hCXG8nJXll+gmy1Qnx5mYvoet\n9atEdYtEkdsCF4UUf70psBgwBUVRIK1fFlc5mqxISDJFUNvH0UP78StzWAXS2y7PZrsTWtDaUGRD\nkuGQOLGceHWR//QHL/DCqx0KIXj8Q0f4L3/xvRR+xKf+3bfYvLTOj/3wcT74gQPUa95NYcDOE9nW\nrbrOk7j92Y10tTcpMu3sL0VZ1qxcKLVccV0XXRTsmWuQFQVa5wSuoMgdhFIUeY4xDgp478OP8sKL\n3+aZZ77Gu9/zHnxfoaQD1sfY0sSqhiCOYwpdELlqmyBGoDwf4boo5SGsQKFAlicRRhHKdZFS4Tnq\npuvdMdoKKLbp3x2hUEJi7A7n1vWQyfFc8qK8MzuiuQZQSlCtVNjqdJBKIkXJWDU1OcnGxgYLC+eY\nGJ+gXm8ihKCwkJoCRxc46p2H+w/MGKy+8Y+pNo8RRhHLlw1TUUbFqdCcO4L0I9JeH0REng3QWqMz\nSXttlcakhxeNYXIfR/pIp4HvNRGigiQE3q4yS1Aag51lvoLBsE233aHugHUsa9k5nGiEVmOy5CO0\nkqLX4fK5J+m3T7BreoJ6K8QbX2P6kKa/lTAYZHQ3+ozM7GNz8U1Wriyy5/AWe275EH74EMP2F8q6\ndt3GZBu4RZWqP4ZhHuF9lCLv0h8IWmOP4VfqJc4hA4wwDNKY5sRdjO66G0yCRFEfG8PgAgJlM4bp\nJqE/hZTfP+VohwbdWo0jDEppkjyjKAzKrzI1MkG1tRcjI3Alzlsoy7CWrLCkaUwaD+huJnzzqbN8\n5nOvcm65y9hoyI/8+Lt47GN3cPnsOn/1xHdI4i4/9VN38a6HDuCHHgVsn/XOOd0w0wGJMXiiHGxm\n+70dI3CjV7DzJD2gENx0XLut1iRUqRuhHAeExTNg0KhMo4Qgz8vViYfe/QhvvnmGbz7/bT706GNI\nxy3Fd4WDQOC4Ls1xlyIvMAY8zy0Z4K3AFinkfYo4ppAe9ZEpXM+/aZVl59zLbYvJC4wos1QdsaNT\nCcaWwjJs/y/vS2kaPKc8YmG3vT+xbRAcwdhokzQvyLXBVRaEYHR0FMeBfr9X3qcgIggCAuFjjCHP\n83cckz+wMOGlPz8GI+9ifv79nDv9Cv2LX2Xv3PtpHfkI/V5Mlm+RZ10oBiVj7FAj8BFBlYldBxBB\nDev4NFpzhNFImUCjLVJ5vJWz/3ubpcgusvLmH7Oy8CxRa4xdBz6KXz1MlsaksUXaNpfOfJbFU5+j\nFm0yPhvhV3wqVSiylP5WihKCqGYQnmBrQ7J22bD3lgr+eB3PUUTRUQY9nzy9SM3fJDcFRu1ia1Dh\nzGXJ2SvfpbOZ40UNQn+MSjjO5MQcY6PzNGq72b3nAaRo4nku1+cZibY5vc4lirjPyNRRpPjembds\nBm0ShvEWRmuszUmzHoNBhjEejbEpHL+BEUFJuHoDNiBsyZqcFznDOKc/KLh4Zokv/MnzPP3NFYaZ\nx933TfGTv/ggrdE6f/GnL3PljRUOzLX4kU8e5/DRaXI0tsxYoMxpvFGp4rpBKLb/nO3PE23JjSFy\nJM72s9yZOeG6EdHcbFRcIN/uznJ74LjbxwbQphSEFbYUdnUdxdWlRb713De5/Y7bGRsdxQ0CPD9E\nOV4pSCNKXgZjLMWwy+bCCS69/g2G65eZmd/PxJEHaO2+FTe8Lk6zg3XsnK/ZHmPm2lgr9Q+UAGMM\nRmuEsCjlIIUs+TJE6ZHt9GV9w3XdWCZudCl0u6NUJaWl1+2xublFVK0yMjJCrg2O46KwSCn/9mEG\nJ574BHtu/U1i3cC4a9C9xObmKv7YXtysw6C/hkCjdEqW9cniDLTAqoCRqVsIR3YjA5eoMkoYjWFM\nQZoMcJSD6wWU9Ogle+/3NoO1CZAghCHtvUY8eBonECg7i7Q1NjZOcvGNP6doX6JWgaCuaU4qXEeR\nJ4LN1fLBRHWBEynCoIGJDZmyeJVZQn8UzzlMu9NlOFyhWonIlc+V7jpfffFFNpIhwyygu6XxvBTX\n1/S7ijBQzExMUJGj3Hnso9xx9HGq0RyOqt9w/hZjunQ3lojqu3H9ynZsfbMjbkjJ8phet43n+2xt\nbSCUxA2bJQ2cChAuyOtMZUgD1lgKk5FnMXlsWF9OeOapE3z2C9/lwqql2XR49EN7efQTx7l8qcdz\nf/EKyhjuOL6bDz92C/v2jJUJMdYSG4sSAm0tQgoCUWbK7bi9O6HA9bMu30u2Z8obPYq3e5L59nEc\nrmMKNxqcG1dAdnIXBJRFUdseUG8w4I3Tp6jWq4yPjeG5HqFfEpJ6qkyTzvKc3sZV1t58nvbi69Ra\nLUZ230pr5jai+sS1s/x+4c7b5VTseEBZus205XpY6ZUDG0izrMwulGUooQuD40oKbXHUtmbF9jUP\nen2yPKPVbBDHQ6SQOJ6LtQIrygDLd94ZM/iBGYPTz/5X7Dryy+RJgFQxw+Qi7aUlqtE8WbqCEQk2\n15BnFDYnz1N0WpaiupW9tKZvBcfFC0NqjZGSqizuYYscIz0cN8D1Ihy3ehMiC2BtQp5dAHECRy3R\nW3sWm7xEGDURZhLkKGmR0Nl8jbS7jLHlY0sHLlFFUq9PoJwxrIrx/FGCaA8bnSso2yGq7ke4FXQR\nQdFkc7iCsofIgz6vn3uBv/j6N3Arkqm5caQ6jNUD2p3TbK2n2KKKKTKEsYyMCcabY0zUb+PBu3+a\nA7vf95a7WCYWg4OlwGK3dRR3PtXktkTZ8wKSJCu1IdwAHA+pZLkWbbdnKGvR1lBkUGQ5WR7T6eS8\n/PxVvvhnr/LiySsUgeD4XbP88Cfvwam6PPXZF+gtDpmbH+Xjn7iN+4/P4zo33+vMGIZ5jnAcrJJg\nIBQC74biJrh5oO9gCDnXcYK3Axh3mqZ0pQWlgVaUdK83ApM33rEbj7Xz+0mS8Ob58wyGfQ7s34+U\nklqlhqvK8MMChSlI+x2ypE9UbxEG9Zuu4Zon8JbXb10y3XlvB+DL0z7ttcuEYUittQvhXBfRhXL2\nLwpdYgRq2zAYiyvFNY+gKDRplhEGPnEypNfp4ocBtVqdLDdYIYk89Y6ewQ8MM6iHITL2SNUqgXEo\nEkW1VkXqPogMYwyOLAEfbcpH6AiF0ANsfIG841AZmSMdxkBeCqvYogSYbILSGcaWsI3rhdu/WjqV\nQjh4foRFgtkgqLVB9SFfITfLOP5eTKpRpkN9QpAaxeqVHJsqwjAgL8bxwqOElRGE30A4klq1gSUH\nuRtrxshtjvInqEvLxvoV3lxdJq9OEU7M8MYrCyyeX6DXWWDv/BgH989wx93TKK/G8uo6eRYQhQ5S\ndMtEFX2jeu4OFCUo6d4tqd7p4CnWWpRUaJszyHKyrEA5Lo7fQCoP4QjsW6bYTFt0kaP1kDTO6G4Z\n3ji5wRc+/zrPP3+eWEa0Zsd59P1z3PfuQzz/nQu88FdnGW9GHL93ksc/coyjh+e+J5NQQCmQ6/sM\nC02xnQQTFwYrwVfXQcobp6Sd2XsH4dkJCXbi8J19di5DAp6AQaEJtoG7ndDhRs9AUHb4nd+6EbSL\ngoCjR47QGw7JkiHGaDq9DtWoiu+VoaeSDtX6KKI+etO57hx7p+0kU70daGptabB2PCMpBXlhEW6D\nYVbg5QW+Y7dhw3KJUSqBsJAVGZ5wcVRJ75elZYGWVBKtNZ7rk6YZvheShQW9ThtdaBqtEQySNH9n\nFeYfmGdw8okGWs8SVY7hVedxo91kxTReOIE1mjztYtM3KQbniDNDoasIrbGFIUkUqCZTc4exyiOo\nVHHCAIODUB5SCVzHw49q+GGpUce1xCAXMFhzHm2eQHIWkV+hGJ5AW4Pw5inMDDrJSPqn6fcvsbGU\nkvYt9bpDc2QXzdY+sIIsdnCCEay/yqDwqFceIQgPY50ISwWjLVsb59haP8FqfIU4spxbWef1117D\nJaXXH2BiEFYzNePRHwxptRrs3XeAgphQznNg+nEeOP5J3LcFRkv9wqzokwza2GzIMDf4lRaOF2KE\nh1UeSrrXpsNrqap22xsoNDbPyJKY3mbC+bM9nvjyGzzz7FnaiSUa97nrgQM88rF7kTrmW0+8wPri\ngJnZMT7ykf2898F9BK577Xx2BsBbBzeUs3c3SSlkCZg1XJdA3UyrfuN3bgwjiu3vO5SezFvBSOCm\n3E99w/cV3zsoDWVMnhmLr65/qq0Fa4nTIXEyxGhDpVIj9Mt8gLd6FDcag7d6AG/1DApjS+0LJRFS\n3PCdUpNDIK55ITvf3wFSS3xAk2cZvueRZSWVn5SSIPAQArK0QCpJkqZYLNUoJI4HaCuIKtVS/O5v\no2fgu5CKM+SDiyQdSbV2J+HUo2gPhBH4ekicnqCbfhXfv4Wa9yCDfkxu+/gVn6hSpSh6xLEh0zFe\nFpWhQVhDqRIE8ryA8kaX2gpClpCTtV3S5DzDwTKepwi9aZRr0FpSsB/lHyTpXSLpvUmnp9nMS80/\n40iszVhbP8vqZkxr8ijDfp+pqQ8yOfNuYBTHa4LyEbh0e4toG0HhEeaK7soa02GVyu3H2Vxv0+6s\nUSSCIo9xVJtaXVKpwcXLF5BylA/c82Hec/wn0cjvmWUor4zcpOg8ZzgYIoXFrzRRfh3lBGV9hbo+\nE0E5AKwxWG3Q2hAPUvq9mLNn13jySyf5+rMXWe87hPUqx+4e5wMfv4dqKNi6uEh7qY8e5rznXbv4\n2ON3s3u29bYd6EaDcKPL7AoYCX22hgmFkvRzXRYnKfk9IcBbDcqOR7AzeHeQ+oLrqP3Ob+14BDvb\n2oJ/w8F3DAQCPCVuytVwtrXkA9enKHK0KOh2O2RhTq1SA3Xd89jBKG70PAC0KZf7lLz5iUn5/zD3\nZrG2ZOmd129NMezh7H3OuTfvzbw5VGVmDXbZVeWhymPjtqHdLQtXG2SGBwsEjcSoRjzhRrzwBq3m\nBR4Q8AKNGLoFtJFALQOS225L7bJxueyyXa6qdFZm5XSnM+05ItbAw7di7zjn3swq6IfMeDn77CFi\nxYq1vuH//b/vU7hB5CdmK6EXAkMCFgysCwkWSD/LUnoxVGXJer0lBE+MjhgTzlkSibKqaLqGbdMw\nGk1oug5iwocPjiZ8aMIgxJlkppktdJ7Fxe/wePH71NPPcOf2j3O1fJerx/+QqgrYWFOZY1JV0bQr\nutSx6VZUtmA0noOpSNoS8KiwhlASVUVMI3Sq95MtU9sQ4xVaF0yP/gJdaNhEyXE35YzC3SOkElN/\ng3VYs9g+Sz1+hqPRHeqywk6PsFrTXnyDN7694NM/9Je4/eJfwbnedOyXZEdRjZg983E0HVxa2Mxo\nlaFKLevwTdrLEqUKIayMJlhX0ezgmemLfOkv/Qd8/O6nr5nG/ZEQZDymyLaLRF1TnryIcQUaI/UW\ntWjQvU+eICXpldg1Dc12y+X5lte+teA3fvOb/Ppv/DEXm4LRfMrHfuyUn/jZT3DvdIRebfjO1x/y\nrT97jVdevsW/82//Rb7vU3efQMyH0YH+eD8//2RUcf/ikqAsm1QyKaV34817HLoCCgH8PIltSIyy\nRWGAbYRKywgMElGw6hCd8OogIG6OZah9h5856xhVY1brFXVl2KxXpOCZTWc4K52kArKseuM6ZovF\n5ArRIBu+xzJuzo9WIqh6Pa36Gx+MLSSxGqxWpARt21EWcn1jjDzTEFFa6nO6QhKVNtuOs4sz7j17\nT7qJKrDFBxdE/fAYiGf/NW+++fepzZLl44ekrZamFqVnt/CospSJtc+iyy/y3Mf+Ij5EFpf3aVYb\nNJJMEpUmKs3R7Ihmt6XtGsrxLerRCVU1w5hKSltri9JDisuTxmNKYlyKb9eRUqTzEZWiPEyF9CLU\njqQ6lGpJKWLUKDdOPegMIZNqurCj61a07YLzswcUlbTj3mwbXnj+4xRmBmgWzSVVWVPw9AIUCfas\nsgCs2h0hRZwTNyAlsf9dvqVDw1MRArqLNF3Hdt3y+J2Wb3zriv/rN/+I3/xHf8RqV1KfTrn3yjGf\n/f7n+cyrzzMtFa99/TXeevMt7r10yi/8/Of4yc99/H2f6dC0vWmS3/zbb/DFZsdqu6MoK2ajEp0F\nwk3QT0FOSmqwVnPeNMzqKToJ/75JYFSkXW/ZbDfU89uMTMQojfSMlvM+bdMPx3bTzO/H2rYti+UV\n3rdoZTg+PsU5t+dE3ORC3BSSN4+h+9D/xueGtqT+mSWMAjJAGCJYrfYCRyN9HYV4pNhudzhX4JwR\nwDsl3njzDW6d3gIU9WRCYe1HM5qwuPwySWkszxB35xilccWYRm1ofEKFEeNyJF17iLShQcctm+UF\nTQvWGWLYEkJL9BGj5X9DJKmScnzMeHaHspaux8ZIItHTD4GoYvT46Am0JL+ha1bC3Nu1JC8TXIxq\nbH1EUZ1gzYgDRNVbHk/3fg96C6RTnhosU/A02EEkvt/IAoIqvFJsG2mCqq1DKSPcgMEVYzYnAaFY\np0T0ia7puHq84PGDDV/5vbf5+//7n/Cn37rA3prhbheMa8crL9/iC1/8OOGq5Su/9SfE1ZJPft8t\nfu6vfJaf/rFPUh1ggSeOIUoOTxcIgeubrl/Q7z18RBcj0/mcqnBUWj+xKQHazZpH7/wRJ1PL229t\nOLrzApM7L1GUBpdn7Q//5Gt841t/wi/+3D+B326w5YhYVLjRyd4EDumAOajB2IZjioj7kRDrQgPN\nbsdqvSAp6Hzk9OQUZ11+nk+a9wxePzEfiRz9YR8eXO8a0DpHB6SudUwRa6RPh1IKqxU+SojWcBAa\nbdtQFAXBi7WotbgkIQRQ8vsy17f4SAqDb3z5X+P4+Iexk5cx5RwfKwpdoYs5nd9Sq4KgpHVaG1sK\nW1JYzfLyEaPJnKRGLJbnELbosIGwousu8c0OKCjGtxifvMj0+EWMGfH0oBQkPCGsgEY0bCyEzUZL\n12xRBAgbgu/wXswx42qK+hhjRxn1NRwivkO98PRrPjmGJISUhABISdEpAfiarkOjMYXtP96ftdd0\nGlkUIQuOGBNd07A4X3P2cMW7bzX89m99i9/+rW/wxqNL7L0jipOa05M5n3v1BZ599jb3v/Mef/Z7\n38C5Hd//uTv80i9+kZ/6kU9Q2oO2/sc5PAdTvffxh7O02G4JQGUMhXOgFE3whOBJnceEHe9++X+m\n3l3y3//tX2f+6vP84l//j5idPk9dWEiaoCC1C976yv9EPD/HTe8yfvaHuf3qZ1FIuLEBVIy4FCkH\n9NzrIb9DU9p+rAHYbbdsNgtJBuo889kJLtcVCHkf9VWihySpw3mFvBRBkp+Mls2ev9N2HpMzD5US\n8kcvBLoQhQ49aFKjkozTey+cDGNZb9aM6gofgmQoIlRyYxQqKexHMYX5wWv/DeeL32C9vuT4+Ed5\n9tkvocxzuLFDpYawOWfZLtHGkWKJUdDuruiawMkzr1KMb0uyR2jZXL3N8vw1ut0ZwbdoVeJGp1Sz\nF6mnz1HXR+8zkkiIW3bbh2jVYI2haxPaTbB2TIzS3NU3GxIeZcAoIxrBGDAOsBjl0Bh87NBqmC9w\n8JpTCrl3grwvml8eZpckCy9FRVKOgAYtxBIGZ+oX1MF0Digk7OR9Yrtbs7zacv5ox+P3On73d9/g\nt377a7z+5mPS9Jjqzi3KmeLZ50a8+srHqMKEN3//dd57+G1mty2fevk2/8I/+xP80GefxWn1PSVA\nQY9hiHPcb4YhGt4fQw0ss3+4N4DHiwXb3Y7T2RHGOKFArxecn5+jNmvOXv8tdg/e41M/8KN880/+\nD+790C9z61M/TTk/QUVNaRIaxeOLN2nWl9w+fQldz/fkpYRYWpvtGgWMR4euxCFF4m5NWF+QrMLW\nM4ryiJQSPohVaJ2jbXcsF5fsdluUspzcuo2xko+Qrfy9ACFr7pjnZRhybLtOxpWLxYR0oBwDUgqQ\nhDViLYTIHjtgcJ3O+32jWxDGZEoSjo8pUhhHjEHyIbxEGD5y0YTpK/8yc36FFJq8qDWRQLQGEzu2\n3Ypmc87x8fN0XYVvN/JAbEnXeXS7koaf2lFNb9N2K0wxRisj4aCjW4zmz6H05ANGIeaYtQUphy1J\ngXZ7SauWxKSISWO0Q2sLCUJSqKBEWyuF1ooUO6IKNK34bVYXol1SQimHQuNDJ3H+nJ0WUiLGXH4k\naYx1e3NQ78c2QK3TEKFP6JDodi3dLnBxtuHRow0PGkNKuAAAIABJREFUHq34wz/4Nr/z5df59rev\naJVh9MyM+fe/iJs7Xnr5Hi/eucej19/h//m138E6ze27Y37hS5/gn/urP87z92YCNPH+lsBN/xpk\nk68l/Y/aHoqk3vTRDYfw39OE2+NHj5kejdnstjgdqKqC0p4Q247YXbDlMbZ8myPzDJ//8b/A+JM/\njZ7cpmtanEvsYsD4xNhvefjOt3F6wqScYQ3olEBpQpLMv8l0LOCcUugUSe2Oq2//Actv/DZ6ekT5\n0o/wzMtfIAKrzQaVIrPZnKKoODo6Ztd07JqGzXqFtY7xeIzO/Ql6+zCmSOcDGI3KTMZe+ZbOiQDN\nYxiCvamPHmTl4UNeFzlBy+bzBKUkB4ODyxD3eIPkmfjOk5I0gU32gxX/h2YZrFIaGNRJDO0kiCx4\nUlgLTTZZtpuGdreG1GK0wmqHsXLTrjzCFhOk8+2AtZ0UqO9F1kUSG4K/IjRbog9IfQhNQmOMtBiP\nSbw8rQwpKZTWWCdlwn2IGGvFZVAG0NmqSGhtUdriU0RpQ1RPak3FdbQ7DRDmPrE15sD5ZtOyvNzx\n8P4VVxcd77y15Kt/8Dpf/cPXOFu2rJOmms1RFZTjxLP3Tnnl4y/QLBv+/I+/zuJiyfGdKfeem/KX\nf/YH+Kf+wg8ym4vva3iy+tBQk183pQ/vtUl+U6iDdlFcxzAYfD8OzjG0EvrX2+2O5XpJ0gGr4NE7\n91Fn36Fa/SG7i29y+96r8PxPcvrqz+GV2UOuDYnL80ek7l3GdU01eglsJeXeQsQad+2+upgFa/Sk\nruG9174Cy7cpi4quusOdV38YXZTEENEG0f4cKgl2Xct2s6ZtW6xzTCdHmMxY3D/XDPqqzB8YUojh\nIDCfmNdEbiqs8DEKcxCVyXiKLgSMMXuLI0QhJ3kfxO6MYX9N0DgrdKuPZG7CJib6aNI+Ppx6Hzjt\nK7zIg9vzsUhEVIz4sCOGiDMFzlZ783R/jf8P40mpwXdXxNAQE5LYYQqcK0EZ8fOySa8w+aEIkKO0\ngZwxh9IoZa6ZynDdPB4CVkPNGVPKDzbRhXynUdHsGtaLHWcPV1xdtLzz1mNe/7Mrvvq1b/H6/XMW\nDaALyqJE20gaw2w+5ZmjY5rVmuXiMXWlOXnmhMks8clXTvjLP/PDfOrlu1Sl2QuA/VxwANAYjFsP\nXvefK8CnxC4kCq2otLqGB4QkZnv/nG9u/i6xt0TS4NoGePONb1HYQDk+IgTL8vF7xNU7dN2aj33i\nB6lPXyEqtwf5+rnt8oUsifV2R1WVuGxG9+tMxLrKBVPACUuaECNKJYqsVHotn0KUXIZcwLXHaXpX\nbbvdsN1uMcZS1zWuKEFnbkjGgmKMJIXUKBisj2GK9vBQQAwiSEw+l2j+RIoJbcUyjVEsTKPVns2o\nFaTg88aHpJIoq5hw5iMoDLp83es+MEKK0TE/roOGDIOVdDOE8zTCyvcC4e0XZgqEJPhxUhBj1gJZ\nyw8l9s3rDx/kTRN6qPnj4Ds3hYOK4vM3PrHZbFldLFmetSzOG967f8Vrbzzij7/+Lq+/ecZy42mC\nJtmIHWl0cbAmnC3QPhIaz7h23DodceduzUuv3OIHPv8iP/5DL/PS6WQ/tptaaXj0G/MmENbff/St\naC0MXQRnBOgaBmyf9rvhfd98rxcwBmi2G84evUeXYDyZUE/GFM5hdXmNktyfYxgn8iR8kIW/aTsm\nRe7aDagUSQjSbvf+eiLGiI+glKayh+pAISV8ShQ5yhFTklTkHJXoj6ZtWC2XxBApqop6NMJZi88b\n2mopz5ZQEg7k+joVPONgSSkgdF5ITjm82HYBYzQxxsyGFAXSeTmvlbRFUpRMRo2Ah7awgjMkhdMf\nwWjC+f0Fo/EYW2iSBVRO2xyYYXBYlNeERn+ewWcM/pLN7JvMsJt3OgwIDjf1TeDsu83Q8Pw3x3ft\n2kkeuA+Rtg00m5blcsfiYsNy0XD2sOHROxd881tv8dqbS77z3mPaVrPuOkxlaPCYStPEiAoKOoNO\nFt/uiDowv33EvdmIF54b8YnvO+bHfvwTfPb7P4ZzBp8itSsY20SRuyUP5/Rpq2OorfeaN0aILd3l\nd9Chw4yfRRUTXI4APM2tGL5+mqAIg+cV0iHZyMfIV37/93jhxXso56gnM0rjKJS+TuzhpjCA7a6l\nrop9eNZqjUqJZreh2azx3Y6iqhkfnZDQeN/hrCVmFD/HboTWnMRazS4+zqgn7gHAdx3L1ZLtbktR\nOCbjKa4sJZCcRGPvN/zAlSDJb5PS2Iy5DNOUfbaiE0pyFZTwK3wn1ZCs1oSQ9lEDYww+BozSe/6C\nBkzmJHzkhMF/+h/+PZ59/g7P3B5RzwvqsWN2NGI8meBqR10WKGcwBpIGpdN+sQ3NzeEmvikYnsYq\nGH7nJs98P77v9T5uXL8/Z4piXfiY8F1gt+3YblvWix2LxYbFxYbzRxsePVjy1juPeePtxzw4W/L4\nYsNmJ3Sl1rUopSn0mK6V5KOu80RaYrdCqYpJdcTdO3NObjuee77m05++ww9+7kU++6l73JmPDqg2\nUips3XlaEtOioFQHssxNn/XmffUCIfiO7eKc9vxN/OOvQbNAn/wA5b3PM5mfXKPavp9w6f9es4yQ\nsJ95yvuBxKOHD3BOE4lU5QhFwWRUPZGI1B/XCVfQRY81Bkfi6vKc+2/8GZVLRFvywqufR9lCtGno\nxOUzGpUiVkvYr8ssQJ2tRKXEbR26P71w7UJgt12yujojxsTR/Bb1eCoYVHYt925CnpAYE5v1Buts\nzjM4CAqxRnLORK8olQgnpRS+a+laT13XKKVo205wi/57RhNiwntP4Sz2o4gZjN2XKAvL8fERt+ZH\n3Do+5d5zt7n33Cm3To+YH8+YzmvqiaUcFVQjRz0qKUtHWTnK0uGswRYa4yS1UxJAROj2deP6VTn0\nVYekkJtavX89/L9fxf3iIgoiHX2gazu6LtA0Hbtdx27TsFu3rFcNm3XH1dWWs4sNjx6veff+OQ8e\nXvL4bM2jqw3bqAidRxuDcpY2tPLgfcDqEhUghh3WBerKMpmMmM/nnE4qjp8Z8dLHb/GZz7zAK598\nho+/eIujQu8TdEpuFMHgAPZ1SfzkAg4hN65jGDdN+S4ENssLNvdfY/nGH9BcvU1ZaE4//oOcfPJn\nsKM7TwXCbq667W6HMRZr7TWT2A++OxQGvda/vDhj06zQrsAWI2bVGOsOAPFNaxIksSnFmC0bQey9\nb9hePobYMZmfYKvZfjPHGGhaT1EUQt65kYegUnYdYkJrhVWHtdRXcU6Ajh2b1QUX549BFcyPb1OP\nx6BNri3AnjQUcgRAqxx+VNddht5ykPcSKbsnWilQCd95FlcL5vM5Wotd3XaS0u6cFSG0X8B8NDED\nZ34EsBjjSDg0FSmKyeO0gIKjUcn0aMr0aMJsMuV4NuNoOmI2HzGdjqhrRz0pGI0d9aigHpXUtaEo\nLLawOCeCwlhDobVMVs8r3k+HvE4kSeDJIE0MkRACPgQ6H/KGD2Le7wLtzrNbt6xWazbrhsW6ZbFs\nuLhcs1isuLxasVg1XK42dEkRsslprJiN0Wk2zQ7VJUqsgFRNR2EdMXZMj2qmRyNu3x1xelpyfDrm\n+XszXnjpHq+++iyvfOw2s6NiXyjEw76yz3BT9bp6uNkCsEuyuEf6sPl6srbiSX7Arm1ptiv87pKw\nOqNdXlCoyPzZZ6lPXyEZwSKe5ooNj7PLS8qyoixLrD5YekOLZOjCDK24y6tLNs2GoiowOOq6oswN\nRYebcijYdl2HD5GqKvEhUZvr17w5xn4jom6QpPLGVTfBP3WYrx50NSnRdg2h3dFuG7oQKMcj6tEE\nrQWA7rNHYxIQFg7C4NpOTWI5oJUUf83WQVISGSD1NRITIQjvJEWxCGK2HoxW4kIohfkoCoPx+AcJ\nnSTOpGRAW1IU0E4pg05S9cXqkn13oyRhuohkZxntMMbgjKV0jkldMq0rRqOaona4wlKUlrK0VM5Q\nGoOzWjpM6ANBRmlISTr09Ew+n7X+tvPsfEfrA7tdy3YnJn/bBFofaIIXzas0ygmKjBHkFx9pd2J6\ndiESgtCPlTbopNEERrXl6GjMqHIcTQ3z+Zj5rSOOTh3Hx1M+/vG7fOb7XuDF555hPrXXtHhfUBQO\n2j9yqAJ5E1iNiLYEKSq+iQmrFJXiA4uNDDdOAHwMpK7DGI21Dn19+V4LTfahyqdhCX39P5817ftx\nN4cgZtPsWG6WKALaOMpiRFWWoA6j6LWqhOE0m85TOivJPTewpHTj7/B+e2tqyJoM6TD/cAPwyxEn\n00fCUiKFwGazovUdVVULD8XYPVFof614+C0DzKDnHMT8ZaVk3kKIuLzhDbBarlguF0KCMm5fK0Hq\nKgrOEEOSiMhHTRj8/M//S1wtdiwXW1bbhu3W0+yk5HWMHSQjsfWkQBlSZokrreT2lUbrApJG5eCS\n0gqt3V76xpRQWswkYQ1kK0ADWlwLqR8nZlrKNljSKYeBLKSM/maOeMoPOmYTlNgJ8OUBDF0XxFVB\no0KSv1ZhnaEoDVVZMDuZMTuquHtnyuntI45mNdNxyUsvnvDSS3d57vk7FJOCysr56tJg1cEUlfr6\n10NqfUOSfvG6G+/34bsuJbYRRkbuYxMghUStwWbq8U2kuz/v0PzvN8vw+ze/tzfXYwYFb2i9LmY0\nPGaat7oejWBwnsO1JaNjs74Si61tGY+kUYnRhi7JZjFaUPbKmoPG7sedJKtxeI3+PobvDV3K4biG\nwm4/tl6JNDu2l5cY5xjPj6XqskpsNlJq3VpDWUr4MelDanpvJQzLopNDs70w6IVZiOIuCOEtoFPi\n4YP3ePT4IZ/89A+AsflziYrFINVvCm1k/3zUGIj/4i9/gdXGc3G15uxyx/nFlsvlhqtFy3IZ2K6b\nDI4EmjbRtYrOe2L0pNBnGDYC/EQJD6oo4NseVspWRspCQJ56P9siAVQPMgjEi0QTJSaclEVHJXUB\newKHyvZ1jusaQLmCwlqKssQ5Rz2uGNUls8mIyaxifFQxP54wOSqoKsNzd25x99k5z79wm1u3jhnX\njpAiVaH3G7yLUGvoEN/UD3zIIXp+U+PuC4VmP5T8P3khGaWwWnCDAhgp2KbEOkBlxEror8HgGr2Q\nGa6iJyyPgXrtX/Zpvv04hqCl0xLLt+bQM2CodYfnGf6vgel4xnq7JcbIcrUkpsS4HuMjVE6Av9Ka\na9hDiELn9Vmox6x2UzrgS8Nrq5SuVWzuV9Z+vnsrIfvw3necvfcd3n3tNU6fvcdoNhelojST8QSt\nFLvthlW7pB4FynqUG6IO5jQd5uumcOhDmSbPW0LCnlZpTk5vc/vOXZKRFSTFUg73FWOfu/L+x4cm\nDO7MHM8cO/yzFT5CFxRNaFlvI6tl5PJyybZpaTtYbT3bbWKzjXRtJLSBtu0IPuK7hO8SXefpUqQL\nUW48CKIfE9KuKgWIQtjozdNeEAjVUwt3yOicqqywRYF1FqMVrigoRyXOWYrCUJSO0aikKAyjcY1z\nBq0SR7Mx01nF/GjMndNjTk5mnNw+ZTIZUVQ2N81Q1GMnLDFtZbNnodZ3L/JRuhH3pcH6zWIRU7VT\nBz9/SBxSCPGmQayD/gH3NQE1IgC6JALHaBiXml3MzUmUbNIuJRrvMSgqZ58wpeG61t4LkHTdAtCw\nD5X1WjkOFvhNkHNoHovcjmybC84v3mKxvE/brbDOYFQFacJLL3yOVYTdrsk+NAQjJe2UHgjNBK2P\nKKslHp/HYiCvmUjdJ4MN7m+fntwTfjKR5wA7ic8ek9QpDMowvfMcs7v3UFYQnP7ZlWWdrZoN6/WG\nRKKqKrS2RHU9OkG2bsjXHoZte4EY85kDoGxB7AWbOoQxdRZGGFlfH3R8aMLAuIIYpRFkqSMxWRIj\nTqYBnvG0jaXZbAlJYVwFpsQHR4x634W3aTtSMrRdxPtEGyO7EGm7RGil551PCZ+bUeyjAIl9WWql\ntLC5nMnmmEjasiiEG18XuMJQFpZ6JHhEVTnG4xGTcUVRaMpSGIBNuyMRMQasNUyqWsCyakTTBZSW\nTLJ225I6zaSw+CSb22mDD4f5Ke11lN+pQykvqw6fDewgyH8LoFGS5486lAqDgVBRgpX0Kb2VhiZI\n8QyvIDrLzkdsAqMNJEmcUoNFOSQtJQ6mtw9Co1VaXdPMezM7yWa3T3EdRBgkNu0Z54vXuVi+x6r9\nJm8//Crv3P86TXvBeDxG+ZL1YsZf++X/gsnoJRq/JYQG7yHEFmtHVHV1MOMVWJPj9FndmuweanK5\n8cE4RRMfNnJvEIo7IBWRlDpUpE5AUda88LFP7kuiq9Snqcv1tNGUZYW1js16yXa1pG12jMZTYS3m\nzdyf72nCl8F7Gk1hNT53WEaJ1dBXWurrQxitiCFrmg84PjRhUFSVmFl9/zwE2EtJ/MeyrJmOfe4K\nrCickk1rC3y0tG2LKyeU1ehQD18nUIf200Il7oEq3fOyJX7vSlmsSoPWYq7pvLyTwhiLc46iKgQv\niCk/zBJIUoraWkxOgy2qGufmrNdrmu1WaKgeogEVoXIWHyRWrY3G+0BrDIU5LAB7CA9fA99C1kQ3\nwa7+9U3URyEPtk/ZNVyvFNxrYasOroQGaqPYBsW26XDaMLKasF2ybReYcoox5bUFec1FYKCxsvnc\nL66+R+I+dJbE7elSEA6Jkgi+ARp/xbuP/pS3z/8h711+mceX76DKM5QFc9wxUoHd9hFKdzzcdLz9\n6Gt8/tVPktqITpHdbk3sztm1Gnf7OXQ5PWAbWu8jAyD1CAsr5e+tMQfgkWEDlHyvWmFR+xqJMRdW\nOQCJipjt+72QTCkLRrDG5NJlEgInjVj6jt2uwcfEdDylKksBohV7ujSwz2d4P3TPZi7Bft0o9kK7\n5zY4Y4SA9AHHhyYMnC1AaUKvDrUIA4U8NJQkMo1GE9arFb5rBYTSCWUMu23AasvRdLKPAsSY1R2S\nSIQSskhfbNIZt//MWkvKmEEEUpQyUtbYbJYJgGiLQpprKg1assSMdQdTNmUzLEmprJPjYy5T4Ory\nEpPk++vtjqOjiURAjMLmXnhdTMQQKAq73/DDTR6BTdMSlaZ2h7h8X/evBwWHmxIOFkShMmCYEmUu\n5tkfKUHHAcHuz1EWgl80ywsu3/w6izf+iPFkzvTlH+XolU89IXyGi7SPsxdW06WeOSc+eg/e9pZI\nYWDdJkkU0gpL5Oz8O1z6P+Krr/89Xn/wmyi3QRkNbWKkb6NtjWLLerOgLBW7VqGZSI3Dosag8FVk\nu9rR7jyXF4aTWzXK2qzVhUF5SA1PtJ3HObsvL1aY6/ME14WwzvUFQkwEMmtWqWsbdr8RFegsJW9q\ndesKxpMjiq5jtV6yWFySJlOKakQyg5qXSYhX+wjF0zYTYJQ8mUNtDfYp8r3LZT6qloExVtJ5I7I5\nel+y9+GNbOqqHFOUY1arK2LwIr21pR4f4QOUxYi2a+gbWSaMEDOMIcQOsiVgjUUriUKIFaBkE+fm\nln2/O2ut4AdKiTuhe09brAkhjWhcUaC1yS6Lhyi168tCstcuzs9Yb5Yoqyidoe06KVFmFDFqmt2W\nrm2k6YuTzrl9Oy04+P7rRmiytrCyyYM4+r0vfBNsgwOn4JDNN2wsl3+npES6j5HK2b0fHFIEFUh+\nzeLxfTaXS6piLolZXN/8/TWH/++R+4xLJMjVeg5huZiTg5yxtJ0HVrz5+Hd468FX2LnXuErfQI0i\n61VHWVY4PaXdFWizY7e9RClYNxGl7nL39AcAJcVCrKUaj/HNKcWx5mq94XJxQekqxpMJnfcS2TBW\nrBRjaFqPDpIVGFLCRyk35lPC5e7IPdGn34w6T0QIUdKItdoDfb0Q37MprdmT1YZhSKM1dV1jnIj0\n7XbDYnHFOAbq8eTQMi8LFDlv34qtFzpyXq1gu12jVKKqJmj03hXTOrtGA0vj/Y4PVRiAoii0hD9S\nkjTfLFWNsmhjCSFQ1mOOq5LNekXbbIkhMqpKYhCCReEqfOxwVvRlCAlrDQ5D9OJ1t11LiC3ToyNh\nv2m9LzaijMIWjoj4VgqDsVl4IDnhwYsv3actp+ilS3FZoKyV1Gcf8TpSVjUnp7dZLi7ZbJZEFdEY\njDIYZVFaUThL2zREBV1OQOmJK730V8CkLrGZW54QtBkO5n5fjWy4KYehQQvsYiL1wOTgs0JJt51d\n50kh4qxh0zWE0NKGyPHHPsXHfvDHsNWU+uj4Wg/EoYYaglr9ZrCIX92HxEA0XEqBGBXBJwpraJr3\neP2dX+PP3vlfUUWLL7Z0yqL1nFFt0Noyqud0jcbYll3rCZ3lauv53Kd+iVvzZ6WJSBbmCcX01ot0\nzZaxrnnw4F2O56doY9DG7hN9Fqs1s9kRzhmazlOXBU5rKXKCKIKnuV/9vQu4J9+XDNPso+ffDYuc\n9gBg9kCvAZTWOsaTKdY6FotLlqslIUYmkykm10fQGXtJ8Xq0JWZ3Z8+MRV4oLRfa82i+i1XRHx+i\nm2DzDYjkstZRGC3JF0iyhbCucs03WzJ1Jc16xWZ1SYotVTlGk7CugqAhl3ZyRjrHgEI52eBt16G1\noa5HYjUE6XW/222J0TOeSD1DYySCoFV2B7TkgnddS7NrUCRKU5G6RtwMV1KUTkA3Hwkx4hMc33qG\nyXjMg/vv0G23dFgKJEFIWUNVlYzLgnXXCnFk0JJ7b0oCRUby+0NbjUPwgGF/wuHCHT5UDdh0MM+H\nwkNrRaEM287jU0LFRIGSCEcxhkpBfUR01Z6vcJNQNMQ3GHzHc9CmbRfQWuGDcEhMMnSNZ6sW/Pk7\n/xtf/fP/kvPtO4yPZsS4IHCMs88QG8/V8pKm22KdhsbnZBzL2H6af/KLv4JH5qN0jpBdDp/AuYrj\no5Ltak2KkcurC6qyZHZ8mvkhUireakXMWJKkkIvPTs/DWK05vzjnzp07FEVx3UVSStyfLIiiz26D\nlqT7/TPITMswACH2URPELS6rmiOlWK0WrFcrurbjaDbfJ4AB+wSl3hoQGSORjHo0Ram4dxG0ug7a\nfi/HhyYMYvQYIxWEOt+BVriywroSUiRFKVCqrSJ0LVpVWFegpzNQifXySjRYs8O4ktFogk+Rrm0E\npLEWKU4i7bJd7k9fFGUWFB1d2xAywNM2O5qmxZU1x8cl1kplGpRYDcootDU5fi8WSdt0FLbEaIUp\nLJ0KhBDYrDeMRxV1PebWyW3eeedNKd2tNTGNKMcjghbgamKl29Oe+5XdpSG7sF9DfdX7vmxqQITC\nsC4zXDfltVLUzmTATt4bIvhGSVxemUxIUZA6zWh2SnV0Ihl/1tJ7ME/TMDeBTcipvyGitSL6Fh87\nUmrodmLZ+bDl/uIrfP2dX+fB6hHRGtrtjtR5nN0yqyu8Nmi7ZrNbo7oWElg35urC8gtf+Ne5e/J9\n+40yvHZPuFJG89zzL7C4vGSzXXF29hBrLNOjGSfzOU3IeQta5SangyhJSlLkBglH9xPaXyMiG9Eo\neUohJkKSpjRaK3QW4mowsH6D9tbTtWemFXVdo5Viubiia1uWiwVH0yNcIQLhJm+kz2PQSuoaaHUI\nQw/nY49vfRfJ8KGGFvuij33IQ6MwhSMQ8cFDl3nVXUvMmt06x2R+ijWG1dUVbbMlKYUrHEVRoXNV\nIrSVsJE1OYtLuN199KIoSoyWLLFEyDXjFE3TcnFxwWx+iislEyylJOCiFUZi78q0IUg9+8wIK5zF\n68RutxNfWGmms2PmywWb7ZKmXdN1LT4ERtMprdF7GnDPSQ9I9V1rr3fvCRyaizJ43XEAFIdZmv2C\n6LWI+MHy3SEnoV/8fWShSZFVs8VFx3Q0otR2f749JyBKTYCkB4j34Jq+aXOFnyjmdGjpdku69orN\nasWuXdCpSx6svsJGP+SibbFYxtUYY24xqub4dkZRFsyLMe8++iY+XFJVkdU5fOET/wY/+f3/DEo7\nxLmTZqQ6N1dRSp6N0lIafDaf45yl2S45P3sISjM7OsJaTZd9mJQzEYdRG6VgNJkwnkyuCbvI9c2W\n8gM04j9es556ATOc787L2rDmUCOhv3ZVSZ/FFCOXF1cs4oLp0RRXFPjgs/uqcp3DQaVkdV3IMBxD\nP8bvwjb+8NyEaiRZVQnCagUhokIkqZBNNIUrRxirMPWIs8ePcTEydkfYomZ+OkKbku1qie8aNssF\n02OLtY4QY3Y15H+hYAKqDy0qjNbY0hKCpfMt2jq0KdCbLW3n2WzXTJ2T1mQZrREro4+E9xaCLPg2\niOXgColWhCj176wz3Hv+JR4/fshieU5RaJpmBSim8xleawa4IU4J4aj1QQQZhw3bb8aeydcnJfWL\nc4gbDBfB/vTq8F6MkV3nsVpTOkuhxIwtrGVUF0KgiR6n3T686UMgeqn9p7VmNBqhTF/+/bAQ2xBo\nmy2FFe78dnNFs3nMcvGQtvN06ZJl902W3Ws4V/LqCz9CF0qKegKmQEVLE7c8vHib8WjMaptoQ6RS\nL/DDL/4i//RP/JuMiuMbm1LtsYo9gp4FYVCKejRmPj/lwYP7LK7O6dqW+ektSZZKGh8CxuoD8Ukd\n6hLugcM8jT1eM5zrXli4QSbl0ywmOY+sH6kEJWNtu4bCWowxlFVFSomJjywWl4SrwHQ63dc77AWV\nEOpSthrU/jkMLY7+EBLSB5sGH15HpQTjskYrTQyBzXpL27bgwdUVZH/IGEdVFrhqxW67we0KKlOi\nyxEnd+5xae+zXS7FFN1tKcdWkj6yRI6dp6gqbFnQdq3UsxvQdLQ1OFsRQ8KYiFGWygdZxNu1hH+c\npLQmJEqhMpdBIcxHRcSZMoNIoJTGWY1GaM1tSkzmt1FGc7U4x9jEZrdCryy2rCQlWw0RaE0Tw95P\nv1k9qEW6RipEIAx7EsBAs5EjBPl1n9HXn1fdWDV9IpMxBdoeNnigBx6lZPdqtRINGDyj0XjvS+83\nROGE8Zk8bbNhuzpjs7xP165p/ZZNfMROP6S6Hbs6AAAgAElEQVRREW1e5N6tl2m6xNVqSdMsKeyE\nLizxesub713g25LPv/pLfOL2z/JTn/4So2JGSJJk1T9Ha65r7MIK+NaGgDWGoDXT+Smb3Zbzxw+p\n7lrWV2e4sqKuRuik2LUdReEOAjbjCP3cDNmRPZrfz7cma+eUN7y6/kyGm9RmmnTIhUeMUjQx0nhP\nmSNZKMV4OgadOD87I8VAWRZMj+bCZ1DCpOyZkSEkSeFX14XP8NAfLAs+PGHQtS3NdsN4PKGsxyhT\n0DSttBDvOqqqkvLO0eCT4mh+Itl+xolcVWBtye0791iW5yyvLtnt1lhnKaoRXYK2ayGCK0qRtgq6\nps3kF7UX9UZJS6rgA9oZjBVG2raROou2tvgYBACKYGyunYB0TGpDoiAQ05Kr9RXVaI5VUwpn5JpI\nvH82vyVJTSmK9bFaUcVEUVg8igxv4DQoba71EYTDwxpaAkPO/HDBMvjdMBV3jydozSg31ugPq2RB\ndyqHyvKq32MMRmOqknR0xGazYbVZo7TGGMF9+iKxRksYtusSMSRSSLR+yzq+izdrutSQ9BFV4WiD\nptl2eN3gwyWNf8DlynO1OqNyc169++O8fPeH+dyrP8np6GMUyuQ5keKgw9j5kBE5dLt6+jna8Mzt\nuyQf8LsV5/ff5vT2Xdp6wmR2ggpPJ/cM5yhj3sJIHMznfgNmgRAHnw1lbv/dHnNQiItSFAU+RELO\nh5BzScPUFBNdu6NrGy7OH1OPJ5RVTeJQbzOq66O+eQ/9+vig40MTBlVZSrfYpCirmqKqcPWIrmkI\nvkOhsFoYhCFErCuYHM2kYqzNPeZioKoqTu88hzKOxcUZi9WCqTG4UgQCGhKRZrulbRpC6ICEc1LC\nXBqyGql56AyJhMrYQq1zP3vIYU6JFuiMIRijSKEgelmY3q+IaYU2NaQJbUpUiLmprWLrW2bHp6gQ\nWK/XPD47JxSWdm0oxyN8VGJZDB5Mv5B6AfC06MHQMnhaX8bhYuxtoi4mtj6JYNOHvIUyuy0+xoOQ\n6Re+gmQMo6mU81pvNnKerhOWXU9V3u8ehTGKuhrh4wkpbUCPUa1jtdlQ+BVtXOO3LcrCxExwVcls\nXPLynVvcHn8fn3z2s9yav4xTDmIippA5GVK2PtwQCP1c9ULRGYNPKWMJEv25dfd51pePMMWOkBLN\nZkXShsn46Np89U1srMm4Uy9U+rnguiAY3Pb7Wmr9/30kQMYr7NZCaynIkg5z6L1nPJkQQs1yuWBx\neUEIHpUS9WhM0nrPbARxG/roRT+GmOKgl8f7Hx+eMKgqvLd0PuB3u33IrxqNiCGQYiAloVm2TUtV\nl7ii2CO7RmuICd9FyqpgfnqLGBOL88dsri4ZTaGoj0hKk5Tkwe92DU27FbzAWFCKEKRUtrZgiuyF\n+wAqYp0wCGNMmMLm/IEczVYyhlIXNNGj0Fh9TKFnGF1ISXUGG1tDpzUdMLKWyXjMZrth10p5dmeg\nqsd0HDT4sIefj4fEFTgsLMuhWxFcT1rqvzdcGMPfBQ1tjKiQGLlDVR+LRD72AY6Y8DEzFSW3C1sU\nHBlJj01aOgPZvIKt0igLMTmSLQlERrbi+OhTspC9IhyXrH2gDVsavyYYjy1qSjdjOj5hWt+isjMs\nem/eSsjOCvEKifX7eN0a6o9h3kbP3hPtKMK/ns6pJ3Pa6GkXSzaLFSqAq2vqutrPYR/+huub+v3A\nxKfN9XBM/fv79mhK3K/+gz4bYo9TaC1JTM5Rj8YoBZvlgouLM9quZTqbSa8QcmGUgetyGKd66nhu\nHh8oDJRSLwB/G3gmn/e/Sin9Z0qpE+DvAC8BbwD/fErpMv/mbwD/KrI+/3pK6f982rlTlDbp0+mR\nUG4ThLaTCjjO5AwrhYmBuNvRtZ6qrLDO5O5DkaSFedY0iaoqOZpN2S0eEXaXbPwGpaEYz4lJeiq4\nsoDUQrfDeItzo5zMYzDaYpDwmnYm16rPjStiREfpqNPnih20gMrjjWg9ljBPXjEua4ielTe2h+k2\n1nJ6csqji3O2ux1XK1hvN7iy4ng6peO6n2/UkxYBg++Qr9MmuW4MkfVux2Q82n9veGgtpc27KIk3\nw3qCw4UNspl86Nh24lO77FdrYyiMyQVTDr9RcgGJ/beymEejIybjE9quofM7xtN7nOiKLnkIAaUT\nxjicKbHK7BdyiMPGMnnsg0xOo9Q1TXrY9Aet3c9hn26srCFFIYAVpkajaDdbdrsNXexwTuOMNLWx\nzu3L9rNnuR7m6ea1hvNwc94TOZOQ62HG4W80as9/SFpA6369VVVF4RyFK7i8vODi4oKUEkfTOdrm\nUGY/1uF8fY+kow8sbqKUugvcTSl9VSk1AX4f+CXgXwEep5T+plLq3weOU0q/qpT6fuB/AL4A3AP+\nb+CTKV1PnlRKpW987XfpfGB+fExICh+CEEq0oa7rnFMgkrHX6NZaXFHIBOWQkNZGyDNlQUwdFw/f\nolk8xncdbnLCaHabopgQU0763D1m++h1VNgxOb5DNX8BO74jNfjzSta2yBZFhJT29etdUUifhCSm\nv+3j8qpvhwWF6TsmyabsE1+C94x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FzzNvLUUeNPY7UYZSIpOA1VfGkiSSHlslWq/o8cor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\nQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "batch_index = 1\n", + "image = test_net.blobs['data'].data[batch_index]\n", + "plt.imshow(deprocess_net_image(image))\n", + "print 'actual label =', style_labels[int(test_net.blobs['label'].data[batch_index])]" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "top 5 predicted style labels =\n", + "\t(1) 97.92% Pastel\n", + "\t(2) 1.15% Detailed\n", + "\t(3) 0.93% HDR\n", + "\t(4) 0.01% Melancholy\n", + "\t(5) 0.00% Noir\n" + ] + } + ], + "source": [ + "disp_style_preds(test_net, image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also look at the predictions of the network trained from scratch. We see that in this case, the scratch network also predicts the correct label for the image (*Pastel*), but is much less confident in its prediction than the pretrained net." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "top 5 predicted style labels =\n", + "\t(1) 53.03% Pastel\n", + "\t(2) 19.96% Detailed\n", + "\t(3) 14.94% Melancholy\n", + "\t(4) 10.65% HDR\n", + "\t(5) 1.42% Noir\n" + ] + } + ], + "source": [ + "disp_style_preds(scratch_test_net, image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Of course, we can again look at the ImageNet model's predictions for the above image:" + ] + }, + { + "cell_type": "code", + "execution_count": 27, "metadata": { "collapsed": false }, @@ -889,24 +1076,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "Accuracy for fine-tuning: 0.570000001788\n", - "Accuracy for training from scratch: 0.224000000954\n" + "top 5 predicted ImageNet labels =\n", + "\t(1) 34.90% n07579787 plate\n", + "\t(2) 21.63% n04263257 soup bowl\n", + "\t(3) 17.75% n07875152 potpie\n", + "\t(4) 5.72% n07711569 mashed potato\n", + "\t(5) 5.27% n07584110 consomme\n" ] } ], "source": [ - "test_iters = 10\n", - "accuracy = 0\n", - "scratch_accuracy = 0\n", - "for it in arange(test_iters):\n", - " solver.test_nets[0].forward()\n", - " accuracy += solver.test_nets[0].blobs['accuracy'].data\n", - " scratch_solver.test_nets[0].forward()\n", - " scratch_accuracy += scratch_solver.test_nets[0].blobs['accuracy'].data\n", - "accuracy /= test_iters\n", - "scratch_accuracy /= test_iters\n", - "print 'Accuracy for fine-tuning:', accuracy\n", - "print 'Accuracy for training from scratch:', scratch_accuracy" + "disp_imagenet_preds(imagenet_net, image)" ] }, { @@ -938,7 +1118,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.9" + "version": "2.7.10" }, "priority": 4 }, diff --git a/examples/completed/04-net-surgery.ipynb b/examples/completed/04-net-surgery.ipynb deleted file mode 100644 index ff780fbb9f7..00000000000 --- a/examples/completed/04-net-surgery.ipynb +++ /dev/null @@ -1,6911 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Net Surgery\n", - "\n", - "Caffe networks can be transformed to your particular needs by editing the model parameters. The data, diffs, and parameters of a net are all exposed in pycaffe.\n", - "\n", - "Roll up your sleeves for net surgery with pycaffe!" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "import Image\n", - "\n", - "# Make sure that caffe is on the python path:\n", - "caffe_root = '../' # this file is expected to be in {caffe_root}/examples\n", - "import sys\n", - "sys.path.insert(0, caffe_root + 'python')\n", - "\n", - "import caffe\n", - "\n", - "# configure plotting\n", - "plt.rcParams['figure.figsize'] = (10, 10)\n", - "plt.rcParams['image.interpolation'] = 'nearest'\n", - "plt.rcParams['image.cmap'] = 'gray'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Designer Filters\n", - "\n", - "To show how to load, manipulate, and save parameters we'll design our own filters into a simple network that's only a single convolution layer. This net has two blobs, `data` for the input and `conv` for the convolution output and one parameter `conv` for the convolution filter weights and biases." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "blobs ['data', 'conv']\n", - "params ['conv']\n" - ] - }, - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlIAAAHNCAYAAADVB5V4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvWuMZdl13/c/tx733np393T3PPkYDUccPsQZiaRkCYpE\n", - "CYklOwYhfwjCIAEiJDLswAkQf3AQIEoC64OcIEDiIHESBAiCCAkkJ4GtJHCM+KHQjmGZtmxKJBVC\n", - "wxkOZyac4Uz3dHe97q1bt+7Jh+r/rt/517499ER008xZQKGq7j1nn73XXns9/mvtfZq2bdVTTz31\n", - "1FNPPfXU0z86DR52B3rqqaeeeuqpp57+SaXekeqpp5566qmnnnp6j9Q7Uj311FNPPfXUU0/vkXpH\n", - "qqeeeuqpp5566uk9Uu9I9dRTTz311FNPPb1H6h2pnnrqqaeeeuqpp/dIvSPVU089/b5T0zT/RdM0\n", - "/87v97Xv0s4HmqZZNE1T1WtN03y5aZp/6v/rc3rqqaeeSE1/jlRPPfX0vUBN03xA0suSVtu2XTzc\n", - 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] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The convolution weights are initialized from Gaussian noise while the biases are initialized to zero. These random filters give output somewhat like edge detections." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAicAAACbCAYAAAC5xzv6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvVuMbVl2pvWvfb/FjkueW568VN5dXSUbl4sHbBBYbYRK\n", - "jRqEJW7qfkD90MItN4gGgQC3QHYJiwdejJFfcNvgRtBuaBAPyA9gt5FBcrnc1bbLVemqPFmZlZdz\n", - "TuaJc+KybxH7sniI8839rxFrx4lMU7mjKveQQhGx97rMNeeYY/zjH2POleV5ro1sZCMb2chGNrKR\n", - "qyKVdTdgIxvZyEY2spGNbMRlA042spGNbGQjG9nIlZINONnIRjaykY1sZCNXSjbgZCMb2chGNrKR\n", - "jVwp2YCTjWxkIxvZyEY2cqVkA042spGNbGQjG9nIlZJPDTjJsuyHsiz7x1mWHWVZ9jezLPuVLMt+\n", - "7vF3P5ll2TvrbuNGNvJxZKPbG/lBlY1uf3rlUwNOJP2Hkv6vPM/7eZ7/13me/0ye518uOzDLsrey\n", - "LPuL36uGZFn2lSzLXsmy7KUsy/4wfLeXZdn/mmXZ4HE7/s3vURv+8yzLfuOqXm8jH0m+X3T7Z7Ms\n", - "+2qWZZMsy37te9iGjW7/4MiV1+0syxpZlv3q4/sfZVn2tSzLvvQ9asOnRrc/TeDkM5K+ccljc0nZ\n", - "x7lJ9lgu+L4u6fk8z9+Q9EVJfxgO+W8kTSTdkPRXJP1KlmWf+zht2cinRr5fdPs9Sb8g6e98nPtv\n", - 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], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# helper show filter outputs\n", - "def show_filters(net):\n", - " net.forward()\n", - " plt.figure()\n", - " filt_min, filt_max = net.blobs['conv'].data.min(), net.blobs['conv'].data.max()\n", - " for i in range(3):\n", - " plt.subplot(1,4,i+2)\n", - " plt.title(\"filter #{} output\".format(i))\n", - " plt.imshow(net.blobs['conv'].data[0, i], vmin=filt_min, vmax=filt_max)\n", - " plt.tight_layout()\n", - " plt.axis('off')\n", - "\n", - "# filter the image with initial \n", - "show_filters(net)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Raising the bias of a filter will correspondingly raise its output:" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "pre-surgery output mean -12.93\n", - "post-surgery output mean -11.93\n" - ] - } - ], - "source": [ - "# pick first filter output\n", - "conv0 = net.blobs['conv'].data[0, 0]\n", - "print(\"pre-surgery output mean {:.2f}\".format(conv0.mean()))\n", - "# set first filter bias to 10\n", - "net.params['conv'][1].data[0] = 1.\n", - "net.forward()\n", - "print(\"post-surgery output mean {:.2f}\".format(conv0.mean()))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Altering the filter weights is more exciting since we can assign any kernel like Gaussian blur, the Sobel operator for edges, and so on. The following surgery turns the 0th filter into a Gaussian blur and the 1st and 2nd filters into the horizontal and vertical gradient parts of the Sobel operator.\n", - "\n", - "See how the 0th output is blurred, the 1st picks up horizontal edges, and the 2nd picks up vertical edges." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAicAAACbCAYAAAC5xzv6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvWuMbNl13/c/9eh6V7/uvT1zHzNDzgw5HNIWNInpMCEi\n", - "2wkCwYElBFASBTLg2DCM2LATSAkSJ5GlWDJi5EMAA0ngL/EjkQPFcuIQgREEcCIbAkJD9JhDgdJ4\n", - "yOFjHnfuq2/fflV1VXc9Tj7U/e3+1+pTfe+MqOkmWQtodHfVOfvsvfbaa/3XY++T5XmuJS1pSUta\n", - "0pKWtKTLQqWL7sCSlrSkJS1pSUtaktMSnCxpSUta0pKWtKRLRUtwsqQlLWlJS1rSki4VLcHJkpa0\n", - "pCUtaUlLulS0BCdLWtKSlrSkJS3pUtESnCxpSUta0pKWtKRLRT804CTLsk9nWfa1LMsOsiz7C1mW\n", - "/fUsy37+8Xd/KMuy9y+6j0ta0kehpWwv6QeVlrL9w0s/NOBE0n8q6f/N87yb5/l/l+f5n83z/K8U\n", - 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"net.params['conv'][0].data[1:] = 0.\n", - "sobel = np.array((-1, -2, -1, 0, 0, 0, 1, 2, 1), dtype=np.float32).reshape((3,3))\n", - "net.params['conv'][0].data[1, 0, 1:-1, 1:-1] = sobel # horizontal\n", - "net.params['conv'][0].data[2, 0, 1:-1, 1:-1] = sobel.T # vertical\n", - "show_filters(net)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "With net surgery, parameters can be transplanted across nets, regularized by custom per-parameter operations, and transformed according to your schemes." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Casting a Classifier into a Fully Convolutional Network\n", - "\n", - "Let's take the standard Caffe Reference ImageNet model \"CaffeNet\" and transform it into a fully convolutional net for efficient, dense inference on large inputs. This model generates a classification map that covers a given input size instead of a single classification. In particular a 8 $\\times$ 8 classification map on a 451 $\\times$ 451 input gives 64x the output in only 3x the time. The computation exploits a natural efficiency of convolutional network (convnet) structure by amortizing the computation of overlapping receptive fields.\n", - "\n", - "To do so we translate the `InnerProduct` matrix multiplication layers of CaffeNet into `Convolutional` layers. This is the only change: the other layer types are agnostic to spatial size. Convolution is translation-invariant, activations are elementwise operations, and so on. The `fc6` inner product when carried out as convolution by `fc6-conv` turns into a 6 \\times 6 filter with stride 1 on `pool5`. Back in image space this gives a classification for each 227 $\\times$ 227 box with stride 32 in pixels. Remember the equation for output map / receptive field size, output = (input - kernel_size) / stride + 1, and work out the indexing details for a clear understanding." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1,2c1\r\n", - "< # Fully convolutional network version of CaffeNet.\r\n", - "< name: \"CaffeNetConv\"\r\n", - "---\r\n", - "> name: \"CaffeNet\"\r\n", - "4c3\r\n", - "< input_dim: 1\r\n", - "---\r\n", - "> input_dim: 10\r\n", - "6,7c5,6\r\n", - "< input_dim: 451\r\n", - "< input_dim: 451\r\n", - "---\r\n", - "> input_dim: 227\r\n", - "> input_dim: 227\r\n", - "152,153c151,152\r\n", - "< name: \"fc6-conv\"\r\n", - "< type: \"Convolution\"\r\n", - "---\r\n", - "> name: \"fc6\"\r\n", - "> type: \"InnerProduct\"\r\n", - "155,156c154,155\r\n", - "< top: \"fc6-conv\"\r\n", - "< convolution_param {\r\n", - "---\r\n", - "> top: \"fc6\"\r\n", - "> inner_product_param {\r\n", - "158d156\r\n", - "< kernel_size: 6\r\n", - "164,165c162,163\r\n", - "< bottom: \"fc6-conv\"\r\n", - "< top: \"fc6-conv\"\r\n", - "---\r\n", - "> bottom: \"fc6\"\r\n", - "> top: \"fc6\"\r\n", - "170,171c168,169\r\n", - "< bottom: \"fc6-conv\"\r\n", - "< top: \"fc6-conv\"\r\n", - "---\r\n", - "> bottom: \"fc6\"\r\n", - "> top: \"fc6\"\r\n", - "177,181c175,179\r\n", - "< name: \"fc7-conv\"\r\n", - "< type: \"Convolution\"\r\n", - "< bottom: \"fc6-conv\"\r\n", - "< top: \"fc7-conv\"\r\n", - "< convolution_param {\r\n", - "---\r\n", - "> name: \"fc7\"\r\n", - "> type: \"InnerProduct\"\r\n", - "> bottom: \"fc6\"\r\n", - "> top: \"fc7\"\r\n", - "> inner_product_param {\r\n", - "183d180\r\n", - "< kernel_size: 1\r\n", - "189,190c186,187\r\n", - "< bottom: \"fc7-conv\"\r\n", - "< top: \"fc7-conv\"\r\n", - "---\r\n", - "> bottom: \"fc7\"\r\n", - "> top: \"fc7\"\r\n", - "195,196c192,193\r\n", - "< bottom: \"fc7-conv\"\r\n", - "< top: \"fc7-conv\"\r\n", - "---\r\n", - "> bottom: \"fc7\"\r\n", - "> top: \"fc7\"\r\n", - "202,206c199,203\r\n", - "< name: \"fc8-conv\"\r\n", - "< type: \"Convolution\"\r\n", - "< bottom: \"fc7-conv\"\r\n", - "< top: \"fc8-conv\"\r\n", - "< convolution_param {\r\n", - "---\r\n", - "> name: \"fc8\"\r\n", - "> type: \"InnerProduct\"\r\n", - "> bottom: \"fc7\"\r\n", - "> top: \"fc8\"\r\n", - "> inner_product_param {\r\n", - "208d204\r\n", - "< kernel_size: 1\r\n", - "214c210\r\n", - "< bottom: \"fc8-conv\"\r\n", - "---\r\n", - "> bottom: \"fc8\"\r\n" - ] - } - ], - "source": [ - "!diff net_surgery/bvlc_caffenet_full_conv.prototxt ../models/bvlc_reference_caffenet/deploy.prototxt" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The only differences needed in the architecture are to change the fully connected classifier inner product layers into convolutional layers with the right filter size -- 6 x 6, since the reference model classifiers take the 36 elements of `pool5` as input -- and stride 1 for dense classification. Note that the layers are renamed so that Caffe does not try to blindly load the old parameters when it maps layer names to the pretrained model." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "fc6 weights are (4096, 9216) dimensional and biases are (4096,) dimensional\n", - "fc7 weights are (4096, 4096) dimensional and biases are (4096,) dimensional\n", - "fc8 weights are (1000, 4096) dimensional and biases are (1000,) dimensional\n" - ] - } - ], - "source": [ - "# Make sure that caffe is on the python path:\n", - "caffe_root = '../' # this file is expected to be in {caffe_root}/examples\n", - "import sys\n", - "sys.path.insert(0, caffe_root + 'python')\n", - "\n", - "import caffe\n", - "\n", - "# Load the original network and extract the fully connected layers' parameters.\n", - "net = caffe.Net('../models/bvlc_reference_caffenet/deploy.prototxt', \n", - " '../models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel', \n", - " caffe.TEST)\n", - "params = ['fc6', 'fc7', 'fc8']\n", - "# fc_params = {name: (weights, biases)}\n", - "fc_params = {pr: (net.params[pr][0].data, net.params[pr][1].data) for pr in params}\n", - "\n", - "for fc in params:\n", - " print '{} weights are {} dimensional and biases are {} dimensional'.format(fc, fc_params[fc][0].shape, fc_params[fc][1].shape)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Consider the shapes of the inner product parameters. The weight dimensions are the output and input sizes while the bias dimension is the output size." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "fc6-conv weights are (4096, 256, 6, 6) dimensional and biases are (4096,) dimensional\n", - "fc7-conv weights are (4096, 4096, 1, 1) dimensional and biases are (4096,) dimensional\n", - "fc8-conv weights are (1000, 4096, 1, 1) dimensional and biases are (1000,) dimensional\n" - ] - } - ], - "source": [ - "# Load the fully convolutional network to transplant the parameters.\n", - "net_full_conv = caffe.Net('net_surgery/bvlc_caffenet_full_conv.prototxt', \n", - " '../models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel',\n", - " caffe.TEST)\n", - "params_full_conv = ['fc6-conv', 'fc7-conv', 'fc8-conv']\n", - "# conv_params = {name: (weights, biases)}\n", - "conv_params = {pr: (net_full_conv.params[pr][0].data, net_full_conv.params[pr][1].data) for pr in params_full_conv}\n", - "\n", - "for conv in params_full_conv:\n", - " print '{} weights are {} dimensional and biases are {} dimensional'.format(conv, conv_params[conv][0].shape, conv_params[conv][1].shape)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The convolution weights are arranged in output $\\times$ input $\\times$ height $\\times$ width dimensions. To map the inner product weights to convolution filters, we could roll the flat inner product vectors into channel $\\times$ height $\\times$ width filter matrices, but actually these are identical in memory (as row major arrays) so we can assign them directly.\n", - "\n", - "The biases are identical to those of the inner product.\n", - "\n", - "Let's transplant!" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "for pr, pr_conv in zip(params, params_full_conv):\n", - " conv_params[pr_conv][0].flat = fc_params[pr][0].flat # flat unrolls the arrays\n", - " conv_params[pr_conv][1][...] = fc_params[pr][1]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Next, save the new model weights." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "net_full_conv.save('net_surgery/bvlc_caffenet_full_conv.caffemodel')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To conclude, let's make a classification map from the example cat image and visualize the confidence of \"tiger cat\" as a probability heatmap. This gives an 8-by-8 prediction on overlapping regions of the 451 $\\times$ 451 input." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[282 282 281 281 281 281 277 282]\n", - " [281 283 283 281 281 281 281 282]\n", - " [283 283 283 283 283 283 287 282]\n", - " [283 283 283 281 283 283 283 259]\n", - " [283 283 283 283 283 283 283 259]\n", - " [283 283 283 283 283 283 259 259]\n", - " [283 283 283 283 259 259 259 277]\n", - " [335 335 283 259 263 263 263 277]]\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAXMAAAC5CAYAAADavt/0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvWnMbWl23/Vbz7T3PtM73aHGrqrurrbdbbttuulYVhqT\n", - "gcgycQwIGVlYFiCQhSCRAUu2IyHExxAhWSIKcsRoRSJBfLAi5AgMIU4CiWxIYqc73XZPRVXXcOu+\n", - 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"output_type": "display_data" - } - ], - "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "\n", - "# load input and configure preprocessing\n", - "im = caffe.io.load_image('images/cat.jpg')\n", - "transformer = caffe.io.Transformer({'data': net_full_conv.blobs['data'].data.shape})\n", - "transformer.set_mean('data', np.load('../python/caffe/imagenet/ilsvrc_2012_mean.npy').mean(1).mean(1))\n", - "transformer.set_transpose('data', (2,0,1))\n", - "transformer.set_channel_swap('data', (2,1,0))\n", - "transformer.set_raw_scale('data', 255.0)\n", - "# make classification map by forward and print prediction indices at each location\n", - "out = net_full_conv.forward_all(data=np.asarray([transformer.preprocess('data', im)]))\n", - "print out['prob'][0].argmax(axis=0)\n", - "# show net input and confidence map (probability of the top prediction at each location)\n", - "plt.subplot(1, 2, 1)\n", - "plt.imshow(transformer.deprocess('data', net_full_conv.blobs['data'].data[0]))\n", - "plt.subplot(1, 2, 2)\n", - "plt.imshow(out['prob'][0,281])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The classifications include various cats -- 282 = tiger cat, 281 = tabby, 283 = persian -- and foxes and other mammals.\n", - "\n", - "In this way the fully connected layers can be extracted as dense features across an image (see `net_full_conv.blobs['fc6'].data` for instance), which is perhaps more useful than the classification map itself.\n", - "\n", - "Note that this model isn't totally appropriate for sliding-window detection since it was trained for whole-image classification. Nevertheless it can work just fine. Sliding-window training and finetuning can be done by defining a sliding-window ground truth and loss such that a loss map is made for every location and solving as usual. (This is an exercise for the reader.)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "*A thank you to Rowland Depp for first suggesting this trick.*" - ] - } - ], - "metadata": { - "description": "How to do net surgery and manually change model parameters for custom use.", - "example_name": "Editing model parameters", - "include_in_docs": true, - "kernelspec": { - "display_name": "Python 2", - "language": "python", - "name": "python2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.9" - }, - "priority": 5 - }, - "nbformat": 4, - "nbformat_minor": 0 -} From 364e7d82554a5e54f59ec78a914c26fcf15ea4f6 Mon Sep 17 00:00:00 2001 From: Evan Shelhamer Date: Mon, 15 Feb 2016 17:58:23 -0800 Subject: [PATCH 21/28] classification notebook: drop some layers from visualization --- examples/01-classification.ipynb | 123 +-------------------------------------- 1 file changed, 2 insertions(+), 121 deletions(-) diff --git a/examples/01-classification.ipynb b/examples/01-classification.ipynb index feed25caabe..e718d658910 100644 --- a/examples/01-classification.ipynb +++ b/examples/01-classification.ipynb @@ -448,103 +448,6 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "* The second layer filters, `conv2`\n", - "\n", - " There are 256 filters, each of which has dimension 5 x 5 x 48. We show only the first 48 filters, with each channel shown separately, so that each filter is a row." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "filters = net.params['conv2'][0].data\n", - "vis_square(filters[:48].reshape(48**2, 5, 5))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* The second layer output, `conv2` (rectified, only the first 36 of 256 channels)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "feat = net.blobs['conv2'].data[0, :36]\n", - "vis_square(feat)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* The third layer output, `conv3` (rectified, all 384 channels)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "feat = net.blobs['conv3'].data[0]\n", - "vis_square(feat)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* The fourth layer output, `conv4` (rectified, all 384 channels)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "feat = net.blobs['conv4'].data[0]\n", - "vis_square(feat)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The fifth layer output, `conv5` (rectified, all 256 channels)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "feat = net.blobs['conv5'].data[0]\n", - "vis_square(feat)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ "* The fifth layer after pooling, `pool5`" ] }, @@ -588,28 +491,6 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "* The second fully connected layer, `fc7` (rectified)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "feat = net.blobs['fc7'].data[0]\n", - "plt.subplot(2, 1, 1)\n", - "plt.plot(feat.flat)\n", - "plt.subplot(2, 1, 2)\n", - "_ = plt.hist(feat.flat[feat.flat > 0], bins=100)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ "* The final probability output, `prob`" ] }, @@ -655,7 +536,7 @@ "# download an image\n", "my_image_url = \"...\" # paste your URL here\n", "# for example:\n", - "# my_image_url = \"https://upload.wikimedia.org/wikipedia/commons/b/be/Orang_Utan%2C_Semenggok_Forest_Reserve%2C_Sarawak%2C_Borneo%2C_Malaysia.JPG\"\n", + "my_image_url = \"https://upload.wikimedia.org/wikipedia/commons/b/be/Orang_Utan%2C_Semenggok_Forest_Reserve%2C_Sarawak%2C_Borneo%2C_Malaysia.JPG\"\n", "!wget -O image.jpg $my_image_url\n", "\n", "# transform it and copy it into the net\n", @@ -697,7 +578,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.11" + "version": "2.7.10" }, "priority": 1 }, From 868d4252f624aed451c996d4779ef9c03fb7def0 Mon Sep 17 00:00:00 2001 From: Evan Shelhamer Date: Mon, 15 Feb 2016 17:59:09 -0800 Subject: [PATCH 22/28] classification notebook: choose your own for the default --- examples/01-classification.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/01-classification.ipynb b/examples/01-classification.ipynb index e718d658910..77890aa8200 100644 --- a/examples/01-classification.ipynb +++ b/examples/01-classification.ipynb @@ -536,7 +536,7 @@ "# download an image\n", "my_image_url = \"...\" # paste your URL here\n", "# for example:\n", - "my_image_url = \"https://upload.wikimedia.org/wikipedia/commons/b/be/Orang_Utan%2C_Semenggok_Forest_Reserve%2C_Sarawak%2C_Borneo%2C_Malaysia.JPG\"\n", + "# my_image_url = \"https://upload.wikimedia.org/wikipedia/commons/b/be/Orang_Utan%2C_Semenggok_Forest_Reserve%2C_Sarawak%2C_Borneo%2C_Malaysia.JPG\"\n", "!wget -O image.jpg $my_image_url\n", "\n", "# transform it and copy it into the net\n", From 4e8ea992672ee9f742d384adfdd62a20e6f39a5d Mon Sep 17 00:00:00 2001 From: Evan Shelhamer Date: Mon, 15 Feb 2016 18:05:02 -0800 Subject: [PATCH 23/28] intro notebook: classify coffee image + include completed --- examples/00-caffe-intro.ipynb | 5 +- examples/completed/00-caffe-intro.ipynb | 337 ++++++++++++++++++++++++++++++++ examples/images/coffee.jpg | Bin 0 -> 62081 bytes 3 files changed, 340 insertions(+), 2 deletions(-) create mode 100644 examples/completed/00-caffe-intro.ipynb create mode 100644 examples/images/coffee.jpg diff --git a/examples/00-caffe-intro.ipynb b/examples/00-caffe-intro.ipynb index b50c2c066ca..e447c6007c5 100644 --- a/examples/00-caffe-intro.ipynb +++ b/examples/00-caffe-intro.ipynb @@ -178,7 +178,8 @@ }, "outputs": [], "source": [ - "image = caffe.io.load_image(caffe_root + 'examples/images/cat.jpg')\n", + "# download an image\n", + "image = caffe.io.load_image(caffe_root + 'examples/images/coffee.jpg')\n", "transformed_image = transformer.preprocess('data', image)\n", "plt.imshow(image)" ] @@ -187,7 +188,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Adorable. Let's classify!" + "What a fine cup of coffee. Let's classify!" ] }, { diff --git a/examples/completed/00-caffe-intro.ipynb b/examples/completed/00-caffe-intro.ipynb new file mode 100644 index 00000000000..875e15ea356 --- /dev/null +++ b/examples/completed/00-caffe-intro.ipynb @@ -0,0 +1,337 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# First Sip of Caffe\n", + "\n", + "This is a quick check to make sure we can brew." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "Before we begin, let's verify [WebSockets](http://en.wikipedia.org/wiki/WebSocket) are working on your system. To do this, execute the cell block below by giving it focus (clicking on it with your mouse), and hitting Ctrl-Enter, or pressing the play button in the toolbar above. If all goes well, you should see some output returned below the grey cell. If not, please consult the [Self-paced Lab Troubleshooting FAQ](https://developer.nvidia.com/self-paced-labs-faq#Troubleshooting) to debug the issue. *This section courtesy the NVIDIA Caffe introduction.*" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The answer should be three: 3\n" + ] + } + ], + "source": [ + "print \"The answer should be three: \" + str(1+2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's execute the cell below to display information about the GPUs running on the server." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mon Feb 15 18:09:22 2016 \r\n", + "+------------------------------------------------------+ \r\n", + "| NVIDIA-SMI 346.46 Driver Version: 346.46 | \r\n", + "|-------------------------------+----------------------+----------------------+\r\n", + "| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |\r\n", + "| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |\r\n", + "|===============================+======================+======================|\r\n", + "| 0 Graphics Device On | 0000:01:00.0 Off | N/A |\r\n", + "| 27% 66C P2 74W / 250W | 2760MiB / 12287MiB | 0% Default |\r\n", + "+-------------------------------+----------------------+----------------------+\r\n", + "| 1 Graphics Device On | 0000:02:00.0 Off | N/A |\r\n", + "| 22% 42C P8 14W / 250W | 24MiB / 12287MiB | 0% Default |\r\n", + "+-------------------------------+----------------------+----------------------+\r\n", + "| 2 Graphics Device On | 0000:03:00.0 Off | N/A |\r\n", + "| 22% 36C P8 13W / 250W | 24MiB / 12287MiB | 0% Default |\r\n", + "+-------------------------------+----------------------+----------------------+\r\n", + " \r\n", + "+-----------------------------------------------------------------------------+\r\n", + "| Processes: GPU Memory |\r\n", + "| GPU PID Type Process name Usage |\r\n", + "|=============================================================================|\r\n", + "| 0 5008 C /home/shelhamer/anaconda/bin/python 1528MiB |\r\n", + "| 0 5260 C /home/shelhamer/anaconda/bin/python 135MiB |\r\n", + "| 0 5332 C /home/shelhamer/anaconda/bin/python 629MiB |\r\n", + "| 0 5766 C /home/shelhamer/anaconda/bin/python 432MiB |\r\n", + "+-----------------------------------------------------------------------------+\r\n" + ] + } + ], + "source": [ + "!nvidia-smi" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now load the `caffe` Python module and switch to GPU mode for computation." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "caffe_root = '../' # this file should be run from {caffe_root}/examples (otherwise change this line)\n", + "\n", + "# make sure that caffe is in our import path\n", + "import sys\n", + "sys.path.insert(0, caffe_root + 'python')\n", + "\n", + "# load caffe and switch to the GPU\n", + "import caffe\n", + "caffe.set_mode_gpu()\n", + "caffe.set_device(0)\n", + "\n", + "# import standard array and plotting toolkit\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The next step is to collect the materials we'll need for our first sip:\n", + "\n", + "1. a pre-trained network for off-the-shelf use\n", + "2. the category names to understand the output" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CaffeNet found.\n" + ] + } + ], + "source": [ + "# make sure we have the CaffeNet model weights\n", + "import os\n", + "if os.path.isfile(caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'):\n", + " print 'CaffeNet found.'\n", + "else:\n", + " print 'Downloading pre-trained CaffeNet model...'\n", + " !../scripts/download_model_binary.py ../models/bvlc_reference_caffenet\n", + "\n", + "# load ImageNet labels (for understanding the output)\n", + "labels_file = caffe_root + 'data/ilsvrc12/synset_words.txt'\n", + "if not os.path.exists(labels_file):\n", + " !../data/ilsvrc12/get_ilsvrc_aux.sh\n", + "labels = np.loadtxt(labels_file, str, delimiter='\\t')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With `caffe` ready, let's load our pre-trained CaffeNet (a variant of the ILSVRC2012-winning AlexNet by Krizhevsky et al.)." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loaded net.\n" + ] + } + ], + "source": [ + "# load and run the net\n", + "model_def = caffe_root + 'models/bvlc_reference_caffenet/deploy.prototxt'\n", + "model_weights = caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'\n", + "\n", + "net = caffe.Net(model_def, # defines the structure of the model\n", + " model_weights, # contains the trained weights\n", + " caffe.TEST) # for deployment (in contrast to caffe.TRAIN)\n", + "\n", + "print 'Loaded net.'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Before checking the net let's define an input pre-processor, `transformer`, to help feed an image into the net." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Configured input.\n" + ] + } + ], + "source": [ + "# configure input pre-processing\n", + "mu = np.load(caffe_root + 'python/caffe/imagenet/ilsvrc_2012_mean.npy')\n", + "mu = mu.mean(1).mean(1) # average over pixels to obtain the mean (BGR) pixel values\n", + "transformer = caffe.io.Transformer({'data': net.blobs['data'].data.shape})\n", + "transformer.set_transpose('data', (2,0,1)) # move image channels to outermost dimension\n", + "transformer.set_mean('data', mu) # subtract the dataset-mean value in each channel\n", + "transformer.set_raw_scale('data', 255) # rescale from [0, 1] to [0, 255]\n", + "transformer.set_channel_swap('data', (2,1,0)) # swap channels from RGB to BGR\n", + "print 'Configured input.'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Time for an image:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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9XTEzDqfM1RNrzbgKY8znDZzbbUOS0Me0kx+PgrGRMkQXimaGG0lBMmgI61pI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\nGHR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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# download an image\n", + "image = caffe.io.load_image(caffe_root + 'examples/images/coffee.jpg')\n", + "transformed_image = transformer.preprocess('data', image)\n", + "plt.imshow(image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "What a fine cup of coffee. Let's classify!" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "What does the net say?\n", + "n07920052 espresso\n" + ] + } + ], + "source": [ + "net.blobs['data'].data[...] = transformed_image\n", + "net.forward()\n", + "output_prob = net.blobs['prob'].data[0]\n", + "\n", + "print 'What does the net say?\\n', labels[output_prob.argmax()]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Happy brewing!" + ] + } + ], + "metadata": { + "description": "Use the pre-trained ImageNet model to classify images with the Python interface.", + "example_name": "ImageNet classification", + "include_in_docs": true, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": 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Donahue Date: Mon, 15 Feb 2016 19:20:01 -0800 Subject: [PATCH 24/28] rm lib{crypto,ssl} version warnings --- examples/completed/03-fine-tuning.ipynb | 2 -- 1 file changed, 2 deletions(-) diff --git a/examples/completed/03-fine-tuning.ipynb b/examples/completed/03-fine-tuning.ipynb index 39b75ca8a71..f03b394b828 100644 --- a/examples/completed/03-fine-tuning.ipynb +++ b/examples/completed/03-fine-tuning.ipynb @@ -87,8 +87,6 @@ "output_type": "stream", "text": [ "Downloading...\n", - "wget: /home/shelhamer/anaconda/lib/libcrypto.so.1.0.0: no version information available (required by wget)\n", - "wget: /home/shelhamer/anaconda/lib/libssl.so.1.0.0: no version information available (required by wget)\n", "--2016-02-15 17:45:29-- http://dl.caffe.berkeleyvision.org/caffe_ilsvrc12.tar.gz\n", "Resolving dl.caffe.berkeleyvision.org (dl.caffe.berkeleyvision.org)... 169.229.222.251\n", "Connecting to dl.caffe.berkeleyvision.org (dl.caffe.berkeleyvision.org)|169.229.222.251|:80... connected.\n", From cff1b8f1e7bafb320e78b0698d553adf76034ac3 Mon Sep 17 00:00:00 2001 From: Jeff Donahue Date: Mon, 15 Feb 2016 21:06:05 -0800 Subject: [PATCH 25/28] more FT notebook tweaks - move label processing up to setup section - also rerun the first image through the trained net --- examples/03-fine-tuning.ipynb | 98 ++++++---- examples/completed/03-fine-tuning.ipynb | 324 ++++++++++++++++++-------------- 2 files changed, 249 insertions(+), 173 deletions(-) diff --git a/examples/03-fine-tuning.ipynb b/examples/03-fine-tuning.ipynb index b468b7280f0..4d849a900cb 100644 --- a/examples/03-fine-tuning.ipynb +++ b/examples/03-fine-tuning.ipynb @@ -107,6 +107,13 @@ ] }, { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Define `weights`, the path to the ImageNet pretrained weights we just downloaded, and make sure it exists." + ] + }, + { "cell_type": "code", "execution_count": null, "metadata": { @@ -114,8 +121,6 @@ }, "outputs": [], "source": [ - "# Define `weights`, the path to the weights we just downloaded,\n", - "# and make sure it exists.\n", "weights = caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'\n", "assert os.path.exists(weights)" ] @@ -124,6 +129,35 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "Load the 1000 ImageNet labels from `ilsvrc12/synset_words.txt`, and the 5 style labels from `finetune_flickr_style/style_names.txt`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Load ImageNet labels to imagenet_labels\n", + "imagenet_label_file = caffe_root + 'data/ilsvrc12/synset_words.txt'\n", + "imagenet_labels = list(np.loadtxt(imagenet_label_file, str, delimiter='\\t'))\n", + "assert len(imagenet_labels) == 1000\n", + "print 'Loaded ImageNet labels:\\n', '\\n'.join(imagenet_labels[:10] + ['...'])\n", + "\n", + "# Load style labels to style_labels\n", + "style_label_file = caffe_root + 'examples/finetune_flickr_style/style_names.txt'\n", + "style_labels = list(np.loadtxt(style_label_file, str, delimiter='\\n'))\n", + "if NUM_STYLE_LABELS > 0:\n", + " style_labels = style_labels[:NUM_STYLE_LABELS]\n", + "print '\\nLoaded style labels:\\n', ', '.join(style_labels)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "### 2. Defining and running the nets\n", "\n", "We'll start by defining `caffenet`, a function which initializes the *CaffeNet* architecture (a minor variant on *AlexNet*), taking arguments specifying the data and number of output classes." @@ -288,43 +322,15 @@ "untrained_style_net = caffe.Net(style_net(train=False, subset='train'),\n", " weights, caffe.TEST)\n", "untrained_style_net.forward()\n", - "style_data_batch = untrained_style_net.blobs['data'].data.copy()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Load the 1000 ImageNet labels from `ilsvrc12/synset_words.txt`, and the 5 style labels from `finetune_flickr_style/style_names.txt`." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# Load ImageNet labels to imagenet_labels\n", - "imagenet_label_file = caffe_root + 'data/ilsvrc12/synset_words.txt'\n", - "imagenet_labels = list(np.loadtxt(imagenet_label_file, str, delimiter='\\t'))\n", - "assert len(imagenet_labels) == 1000\n", - "print 'Loaded ImageNet labels:\\n', '\\n'.join(imagenet_labels[:10] + ['...'])\n", - "\n", - "# Load style labels to style_labels\n", - "style_label_file = caffe_root + 'examples/finetune_flickr_style/style_names.txt'\n", - "style_labels = list(np.loadtxt(style_label_file, str, delimiter='\\n'))\n", - "if NUM_STYLE_LABELS > 0:\n", - " style_labels = style_labels[:NUM_STYLE_LABELS]\n", - "print '\\nLoaded style labels:\\n', ', '.join(style_labels)" + "style_data_batch = untrained_style_net.blobs['data'].data.copy()\n", + "style_label_batch = np.array(untrained_style_net.blobs['label'].data, dtype=np.int32)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Copy one of the style net training images from the batch of 50 (we'll arbitrarily choose #8 here) over to `imagenet_net`, the ImageNet-pretrained network. Run the image through that network to view its top 5 predicted classes from the 1000 ImageNet classes.\n", + "Pick one of the style net training images from the batch of 50 (we'll arbitrarily choose #8 here). Display it, then run it through `imagenet_net`, the ImageNet-pretrained network to view its top 5 predicted classes from the 1000 ImageNet classes.\n", "\n", "Below we chose an image where the network's predictions happen to be reasonable, as the image is of a beach, and \"sandbar\" and \"seashore\" both happen to be ImageNet-1000 categories. For other images, the predictions won't be this good, sometimes due to the network actually failing to recognize the object(s) present in the image, but perhaps even more often due to the fact that not all images contain an object from the (somewhat arbitrarily chosen) 1000 ImageNet categories. Modify the `batch_index` variable by changing its default setting of 8 to another value from 0-49 (since the batch size is 50) to see predictions for other images in the batch. (To go beyond this batch of 50 images, first rerun the *above* cell to load a fresh batch of data into `style_net`.)" ] @@ -363,7 +369,8 @@ "source": [ "batch_index = 8\n", "image = style_data_batch[batch_index]\n", - "plt.imshow(deprocess_net_image(image))" + "plt.imshow(deprocess_net_image(image))\n", + "print 'actual label =', style_labels[style_label_batch[batch_index]]" ] }, { @@ -753,7 +760,28 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Finally, let's pick a test image and look at our end-to-end finetuned style model's predictions for it." + "We'll first look back at the image we started with and check our end-to-end trained model's predictions." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "plt.imshow(deprocess_net_image(image))\n", + "disp_style_preds(test_net, image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Whew, that looks a lot better than before! But note that this image was from the training set, so the net got to see its label at training time.\n", + "\n", + "Finally, we'll pick an image from the test set (an image the model hasn't seen) and look at our end-to-end finetuned style model's predictions for it." ] }, { diff --git a/examples/completed/03-fine-tuning.ipynb b/examples/completed/03-fine-tuning.ipynb index f03b394b828..bde92e406a3 100644 --- a/examples/completed/03-fine-tuning.ipynb +++ b/examples/completed/03-fine-tuning.ipynb @@ -87,22 +87,22 @@ "output_type": "stream", "text": [ "Downloading...\n", - "--2016-02-15 17:45:29-- http://dl.caffe.berkeleyvision.org/caffe_ilsvrc12.tar.gz\n", + "--2016-02-15 20:58:20-- http://dl.caffe.berkeleyvision.org/caffe_ilsvrc12.tar.gz\n", "Resolving dl.caffe.berkeleyvision.org (dl.caffe.berkeleyvision.org)... 169.229.222.251\n", "Connecting to dl.caffe.berkeleyvision.org (dl.caffe.berkeleyvision.org)|169.229.222.251|:80... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 17858008 (17M) [application/octet-stream]\n", "Saving to: ‘caffe_ilsvrc12.tar.gz’\n", "\n", - "100%[======================================>] 17,858,008 110MB/s in 0.2s \n", + "100%[======================================>] 17,858,008 112MB/s in 0.2s \n", "\n", - "2016-02-15 17:45:29 (110 MB/s) - ‘caffe_ilsvrc12.tar.gz’ saved [17858008/17858008]\n", + "2016-02-15 20:58:21 (112 MB/s) - ‘caffe_ilsvrc12.tar.gz’ saved [17858008/17858008]\n", "\n", "Unzipping...\n", "Done.\n", "Model already exists.\n", - "Downloading 2000 images with 7 workers...\n", - "Writing train/val for 1996 successfully downloaded images.\n" + "Downloading 2000 images with 11 workers...\n", + "Writing train/val for 2000 successfully downloaded images.\n" ] } ], @@ -131,6 +131,13 @@ ] }, { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Define `weights`, the path to the ImageNet pretrained weights we just downloaded, and make sure it exists." + ] + }, + { "cell_type": "code", "execution_count": 3, "metadata": { @@ -138,8 +145,6 @@ }, "outputs": [], "source": [ - "# Define `weights`, the path to the weights we just downloaded,\n", - "# and make sure it exists.\n", "weights = caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'\n", "assert os.path.exists(weights)" ] @@ -148,6 +153,57 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "Load the 1000 ImageNet labels from `ilsvrc12/synset_words.txt`, and the 5 style labels from `finetune_flickr_style/style_names.txt`." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loaded ImageNet labels:\n", + "n01440764 tench, Tinca tinca\n", + "n01443537 goldfish, Carassius auratus\n", + "n01484850 great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias\n", + "n01491361 tiger shark, Galeocerdo cuvieri\n", + "n01494475 hammerhead, hammerhead shark\n", + "n01496331 electric ray, crampfish, numbfish, torpedo\n", + "n01498041 stingray\n", + "n01514668 cock\n", + "n01514859 hen\n", + "n01518878 ostrich, Struthio camelus\n", + "...\n", + "\n", + "Loaded style labels:\n", + "Detailed, Pastel, Melancholy, Noir, HDR\n" + ] + } + ], + "source": [ + "# Load ImageNet labels to imagenet_labels\n", + "imagenet_label_file = caffe_root + 'data/ilsvrc12/synset_words.txt'\n", + "imagenet_labels = list(np.loadtxt(imagenet_label_file, str, delimiter='\\t'))\n", + "assert len(imagenet_labels) == 1000\n", + "print 'Loaded ImageNet labels:\\n', '\\n'.join(imagenet_labels[:10] + ['...'])\n", + "\n", + "# Load style labels to style_labels\n", + "style_label_file = caffe_root + 'examples/finetune_flickr_style/style_names.txt'\n", + "style_labels = list(np.loadtxt(style_label_file, str, delimiter='\\n'))\n", + "if NUM_STYLE_LABELS > 0:\n", + " style_labels = style_labels[:NUM_STYLE_LABELS]\n", + "print '\\nLoaded style labels:\\n', ', '.join(style_labels)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "### 2. Defining and running the nets\n", "\n", "We'll start by defining `caffenet`, a function which initializes the *CaffeNet* architecture (a minor variant on *AlexNet*), taking arguments specifying the data and number of output classes." @@ -155,7 +211,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": { "collapsed": false, "scrolled": true @@ -244,7 +300,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": { "collapsed": false }, @@ -270,7 +326,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": { "collapsed": false }, @@ -303,7 +359,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -312,65 +368,15 @@ "untrained_style_net = caffe.Net(style_net(train=False, subset='train'),\n", " weights, caffe.TEST)\n", "untrained_style_net.forward()\n", - "style_data_batch = untrained_style_net.blobs['data'].data.copy()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Load the 1000 ImageNet labels from `ilsvrc12/synset_words.txt`, and the 5 style labels from `finetune_flickr_style/style_names.txt`." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Loaded ImageNet labels:\n", - "n01440764 tench, Tinca tinca\n", - "n01443537 goldfish, Carassius auratus\n", - "n01484850 great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias\n", - "n01491361 tiger shark, Galeocerdo cuvieri\n", - "n01494475 hammerhead, hammerhead shark\n", - "n01496331 electric ray, crampfish, numbfish, torpedo\n", - "n01498041 stingray\n", - "n01514668 cock\n", - "n01514859 hen\n", - "n01518878 ostrich, Struthio camelus\n", - "...\n", - "\n", - "Loaded style labels:\n", - "Detailed, Pastel, Melancholy, Noir, HDR\n" - ] - } - ], - "source": [ - "# Load ImageNet labels to imagenet_labels\n", - "imagenet_label_file = caffe_root + 'data/ilsvrc12/synset_words.txt'\n", - "imagenet_labels = list(np.loadtxt(imagenet_label_file, str, delimiter='\\t'))\n", - "assert len(imagenet_labels) == 1000\n", - "print 'Loaded ImageNet labels:\\n', '\\n'.join(imagenet_labels[:10] + ['...'])\n", - "\n", - "# Load style labels to style_labels\n", - "style_label_file = caffe_root + 'examples/finetune_flickr_style/style_names.txt'\n", - "style_labels = list(np.loadtxt(style_label_file, str, delimiter='\\n'))\n", - "if NUM_STYLE_LABELS > 0:\n", - " style_labels = style_labels[:NUM_STYLE_LABELS]\n", - "print '\\nLoaded style labels:\\n', ', '.join(style_labels)" + "style_data_batch = untrained_style_net.blobs['data'].data.copy()\n", + "style_label_batch = np.array(untrained_style_net.blobs['label'].data, dtype=np.int32)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Copy one of the style net training images from the batch of 50 (we'll arbitrarily choose #8 here) over to `imagenet_net`, the ImageNet-pretrained network. Run the image through that network to view its top 5 predicted classes from the 1000 ImageNet classes.\n", + "Pick one of the style net training images from the batch of 50 (we'll arbitrarily choose #8 here). Display it, then run it through `imagenet_net`, the ImageNet-pretrained network to view its top 5 predicted classes from the 1000 ImageNet classes.\n", "\n", "Below we chose an image where the network's predictions happen to be reasonable, as the image is of a beach, and \"sandbar\" and \"seashore\" both happen to be ImageNet-1000 categories. For other images, the predictions won't be this good, sometimes due to the network actually failing to recognize the object(s) present in the image, but perhaps even more often due to the fact that not all images contain an object from the (somewhat arbitrarily chosen) 1000 ImageNet categories. Modify the `batch_index` variable by changing its default setting of 8 to another value from 0-49 (since the batch size is 50) to see predictions for other images in the batch. (To go beyond this batch of 50 images, first rerun the *above* cell to load a fresh batch of data into `style_net`.)" ] @@ -407,20 +413,17 @@ }, "outputs": [ { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "actual label = Melancholy\n" + ] }, { "data": { "image/png": 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yvUJS3DfmLUsURECnW6oGgUxGBSVh7180Q52jz0UjoWnYDZxRmdmA1bqxNeau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6EmVpSTd7osozItUDOtN5ksBa2bdacbpJGyRKLhrAxEttNG0O8AWK1TShCtYaElalB19S3dVz6K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\ncDPDu2eav33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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -430,7 +433,8 @@ "source": [ "batch_index = 8\n", "image = style_data_batch[batch_index]\n", - "plt.imshow(deprocess_net_image(image))" + "plt.imshow(deprocess_net_image(image))\n", + "print 'actual label =', style_labels[style_label_batch[batch_index]]" ] }, { @@ -678,26 +682,26 @@ "text": [ "Running solvers for 200 iterations...\n", " 0) pretrained: loss=1.609, acc=28%; scratch: loss=1.609, acc=28%\n", - " 10) pretrained: loss=1.327, acc=46%; scratch: loss=1.626, acc=14%\n", - " 20) pretrained: loss=1.004, acc=58%; scratch: loss=1.644, acc=10%\n", - " 30) pretrained: loss=1.008, acc=64%; scratch: loss=1.616, acc=20%\n", - " 40) pretrained: loss=0.884, acc=64%; scratch: loss=1.589, acc=26%\n", - " 50) pretrained: loss=1.068, acc=60%; scratch: loss=1.606, acc=32%\n", - " 60) pretrained: loss=0.771, acc=64%; scratch: loss=1.615, acc=20%\n", - " 70) pretrained: loss=0.890, acc=68%; scratch: loss=1.599, acc=24%\n", - " 80) pretrained: loss=0.891, acc=62%; scratch: loss=1.588, acc=30%\n", - " 90) pretrained: loss=1.294, acc=50%; scratch: loss=1.610, acc=20%\n", - "100) pretrained: loss=1.048, acc=60%; scratch: loss=1.587, acc=30%\n", - "110) pretrained: loss=0.858, acc=70%; scratch: loss=1.577, acc=36%\n", - "120) pretrained: loss=1.012, acc=60%; scratch: loss=1.597, acc=20%\n", - "130) pretrained: loss=1.058, acc=62%; scratch: loss=1.595, acc=22%\n", - "140) pretrained: loss=1.107, acc=62%; scratch: loss=1.606, acc=14%\n", - "150) pretrained: loss=0.786, acc=70%; scratch: loss=1.623, acc=16%\n", - "160) pretrained: loss=0.871, acc=72%; scratch: loss=1.607, acc=20%\n", - "170) pretrained: loss=1.083, acc=66%; scratch: loss=1.612, acc=20%\n", - "180) pretrained: loss=0.898, acc=56%; scratch: loss=1.615, acc=16%\n", - "190) pretrained: loss=0.808, acc=74%; scratch: loss=1.610, acc=18%\n", - "199) pretrained: loss=0.711, acc=68%; scratch: loss=1.612, acc=16%\n", + " 10) pretrained: loss=1.330, acc=48%; scratch: loss=1.625, acc=14%\n", + " 20) pretrained: loss=1.207, acc=56%; scratch: loss=1.640, acc=12%\n", + " 30) pretrained: loss=0.959, acc=62%; scratch: loss=1.615, acc=22%\n", + " 40) pretrained: loss=0.896, acc=60%; scratch: loss=1.591, acc=24%\n", + " 50) pretrained: loss=1.059, acc=66%; scratch: loss=1.609, acc=32%\n", + " 60) pretrained: loss=0.845, acc=66%; scratch: loss=1.620, acc=16%\n", + " 70) pretrained: loss=0.806, acc=76%; scratch: loss=1.589, acc=30%\n", + " 80) pretrained: loss=0.824, acc=64%; scratch: loss=1.592, acc=32%\n", + " 90) pretrained: loss=1.153, acc=56%; scratch: loss=1.604, acc=24%\n", + "100) pretrained: loss=0.863, acc=62%; scratch: loss=1.588, acc=30%\n", + "110) pretrained: loss=0.983, acc=64%; scratch: loss=1.591, acc=30%\n", + "120) pretrained: loss=0.834, acc=62%; scratch: loss=1.597, acc=26%\n", + "130) pretrained: loss=0.970, acc=56%; scratch: loss=1.587, acc=28%\n", + "140) pretrained: loss=0.947, acc=72%; scratch: loss=1.607, acc=18%\n", + "150) pretrained: loss=0.596, acc=78%; scratch: loss=1.611, acc=20%\n", + "160) pretrained: loss=0.884, acc=68%; scratch: loss=1.596, acc=26%\n", + "170) pretrained: loss=1.059, acc=62%; scratch: loss=1.619, acc=20%\n", + "180) pretrained: loss=0.858, acc=70%; scratch: loss=1.634, acc=10%\n", + "190) pretrained: loss=0.835, acc=70%; scratch: loss=1.607, acc=20%\n", + "199) pretrained: loss=0.714, acc=72%; scratch: loss=1.610, acc=14%\n", "Done.\n" ] } @@ -747,7 +751,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 18, @@ -756,9 +760,9 @@ }, { "data": { - "image/png": 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s2eP7+vz5wB//yH++5BLg3XeD23+sVyuddhrw3/8G995XXuFhFj1NTUByMtC3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\nRLT4P3CaK1vtWTD3AAAAAElFTkSuQmCC\n", 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PJdGy3GUtnzc2N9LCnQupoamh5b0Z62ZQxnMZ1OP5HnTBGxfQuz+/Sw8ufJC6jO1C87fP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\neCT1QCmfKlqbcgi0ngjA957akaqpnVYqMVzKIVq2kiSHxES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DBAKl58cOH/84JbSo5KBOxKwnOdRzsZ85i2zWfWSoBqT5Bnvd62jk//LLZq0W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2O+bhh83XkS08wNh0x4p8iWbAfrTS+vXVs5V4fwRW8MPDwAc+AHz1q+bPbN0K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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -840,7 +844,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Accuracy, trained from ImageNet initialization: 51.2%\n", + "Accuracy, trained from ImageNet initialization: 52.4%\n", "Accuracy, trained from random initialization: 23.6%\n" ] } @@ -875,27 +879,27 @@ "output_type": "stream", "text": [ "Running solvers for 200 iterations...\n", - " 0) pretrained, end-to-end: loss=0.761, acc=76%; scratch, end-to-end: loss=1.583, acc=28%\n", - " 10) pretrained, end-to-end: loss=1.295, acc=62%; scratch, end-to-end: loss=1.636, acc=14%\n", - " 20) pretrained, end-to-end: loss=0.915, acc=62%; scratch, end-to-end: loss=1.629, acc=12%\n", - " 30) pretrained, end-to-end: loss=0.936, acc=60%; scratch, end-to-end: loss=1.593, acc=20%\n", - " 40) pretrained, end-to-end: loss=0.939, acc=62%; scratch, end-to-end: loss=1.572, acc=26%\n", - " 50) pretrained, end-to-end: loss=0.881, acc=66%; scratch, end-to-end: loss=1.595, acc=34%\n", - " 60) pretrained, end-to-end: loss=0.702, acc=80%; scratch, end-to-end: loss=1.536, acc=38%\n", - " 70) pretrained, end-to-end: loss=0.557, acc=78%; scratch, end-to-end: loss=1.558, acc=28%\n", - " 80) pretrained, end-to-end: loss=0.631, acc=76%; scratch, end-to-end: loss=1.474, acc=36%\n", - " 90) pretrained, end-to-end: loss=0.823, acc=62%; scratch, end-to-end: loss=1.500, acc=26%\n", - "100) pretrained, end-to-end: loss=0.436, acc=82%; scratch, end-to-end: loss=1.471, acc=32%\n", - "110) pretrained, end-to-end: loss=0.529, acc=78%; scratch, end-to-end: loss=1.622, acc=20%\n", - "120) pretrained, end-to-end: loss=0.584, acc=74%; scratch, end-to-end: loss=1.458, acc=36%\n", - "130) pretrained, end-to-end: loss=0.413, acc=84%; scratch, end-to-end: loss=1.478, acc=30%\n", - "140) pretrained, end-to-end: loss=0.395, acc=86%; scratch, end-to-end: loss=1.480, acc=36%\n", - "150) pretrained, end-to-end: loss=0.523, acc=74%; scratch, end-to-end: loss=1.446, acc=36%\n", - "160) pretrained, end-to-end: loss=0.351, acc=86%; scratch, end-to-end: loss=1.388, acc=34%\n", - "170) pretrained, end-to-end: loss=0.528, acc=78%; scratch, end-to-end: loss=1.601, acc=30%\n", - "180) pretrained, end-to-end: loss=0.477, acc=84%; scratch, end-to-end: loss=1.564, acc=26%\n", - "190) pretrained, end-to-end: loss=0.239, acc=90%; scratch, end-to-end: loss=1.407, acc=48%\n", - "199) pretrained, end-to-end: loss=0.464, acc=76%; scratch, end-to-end: loss=1.382, acc=42%\n", + " 0) pretrained, end-to-end: loss=0.834, acc=70%; scratch, end-to-end: loss=1.583, acc=28%\n", + " 10) pretrained, end-to-end: loss=1.252, acc=62%; scratch, end-to-end: loss=1.634, acc=14%\n", + " 20) pretrained, end-to-end: loss=0.932, acc=70%; scratch, end-to-end: loss=1.626, acc=10%\n", + " 30) pretrained, end-to-end: loss=0.905, acc=70%; scratch, end-to-end: loss=1.585, acc=22%\n", + " 40) pretrained, end-to-end: loss=0.721, acc=68%; scratch, end-to-end: loss=1.566, acc=26%\n", + " 50) pretrained, end-to-end: loss=0.808, acc=74%; scratch, end-to-end: loss=1.598, acc=34%\n", + " 60) pretrained, end-to-end: loss=0.882, acc=62%; scratch, end-to-end: loss=1.512, acc=36%\n", + " 70) pretrained, end-to-end: loss=0.695, acc=74%; scratch, end-to-end: loss=1.536, acc=28%\n", + " 80) pretrained, end-to-end: loss=0.767, acc=70%; scratch, end-to-end: loss=1.440, acc=36%\n", + " 90) pretrained, end-to-end: loss=0.720, acc=72%; scratch, end-to-end: loss=1.487, acc=34%\n", + "100) pretrained, end-to-end: loss=0.584, acc=80%; scratch, end-to-end: loss=1.479, acc=34%\n", + "110) pretrained, end-to-end: loss=0.531, acc=78%; scratch, end-to-end: loss=1.598, acc=32%\n", + "120) pretrained, end-to-end: loss=0.553, acc=80%; scratch, end-to-end: loss=1.542, acc=30%\n", + "130) pretrained, end-to-end: loss=0.569, acc=78%; scratch, end-to-end: loss=1.514, acc=22%\n", + "140) pretrained, end-to-end: loss=0.421, acc=80%; scratch, end-to-end: loss=1.508, acc=30%\n", + "150) pretrained, end-to-end: loss=0.285, acc=92%; scratch, end-to-end: loss=1.494, acc=36%\n", + "160) pretrained, end-to-end: loss=0.567, acc=80%; scratch, end-to-end: loss=1.421, acc=32%\n", + "170) pretrained, end-to-end: loss=0.489, acc=82%; scratch, end-to-end: loss=1.610, acc=30%\n", + "180) pretrained, end-to-end: loss=0.436, acc=78%; scratch, end-to-end: loss=1.487, acc=36%\n", + "190) pretrained, end-to-end: loss=0.456, acc=80%; scratch, end-to-end: loss=1.431, acc=40%\n", + "199) pretrained, end-to-end: loss=0.410, acc=92%; scratch, end-to-end: loss=1.416, acc=38%\n", "Done.\n" ] } @@ -950,8 +954,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Accuracy, finetuned from ImageNet initialization: 56.2%\n", - "Accuracy, finetuned from random initialization: 40.2%\n" + "Accuracy, finetuned from ImageNet initialization: 55.4%\n", + "Accuracy, finetuned from random initialization: 40.0%\n" ] } ], @@ -966,7 +970,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Finally, let's pick a test image and look at our end-to-end finetuned style model's predictions for it." + "We'll first look back at the image we started with and check our end-to-end trained model's predictions." ] }, { @@ -980,6 +984,50 @@ "name": "stdout", "output_type": "stream", "text": [ + "top 5 predicted style labels =\n", + "\t(1) 49.74% Melancholy\n", + "\t(2) 44.65% Pastel\n", + "\t(3) 4.97% HDR\n", + "\t(4) 0.60% Detailed\n", + "\t(5) 0.04% Noir\n" + ] + }, + { + "data": { + "image/png": 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yvUJS3DfmLUsURECnW6oGgUxGBSVh7180Q52jz0UjoWnYDZxRmdmA1bqxNeau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6EmVpSTd7osozItUDOtN5ksBa2bdacbpJGyRKLhrAxEttNG0O8AWK1TShCtYaElalB19S3dVz6K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\ncDPDu2eav33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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(deprocess_net_image(image))\n", + "disp_style_preds(test_net, image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Whew, that looks a lot better than before! But note that this image was from the training set, so the net got to see its label at training time.\n", + "\n", + "Finally, we'll pick an image from the test set (an image the model hasn't seen) and look at our end-to-end finetuned style model's predictions for it." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ "actual label = Pastel\n" ] }, @@ -987,7 +1035,7 @@ "data": { "image/png": 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WKs9hFZYitTN2cR87zMqTyhlYiOUvdRVeXdJREPOPBUQLuaLGrEgo3mWYO8JX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9p9Ybt4Of19W7OXfbsAgKNmoNTwI0vwBGcQKvGY5rN9HPF6L//O5aJjNCQtQWBMX/OJhfm4G1Ge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\nKJVy+/ZPkPUZu9dfpDdYJ8gc51qO7ryOOHqPk7d+SLY8oaEk6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EIa92mO1lg/t8jkyCSB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\nv+3j8qpvhwWF6TsmyabsE1+C94x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FzzNvLUUeNPY7UYZSIpOA1VfGkiSSHlslWq/o8cor\nj1iVK1SaUhlL1qkY1C56B5imPW1WpLYPQWlm0GaJWc+Zzr7FbPYMhyXJUorimKPRPfr9CWkyJhiT\ndp8db5pYeaaEwEuJJZhUsyyjWp2xmJ4zOr5PkZ+QpZLlesGinAEwmdxBNLn+ugvbRsdiZGeafsVt\nKhvOqruB27GBIDrE1aW6m6/LBbbPaGsohkhXSVb0GErFejFnvZwzv7rEOsfo+DgoSFVC3iC5NnFJ\nvP26adhj2Ky5zslGZ9hwZc1nhBS6okLLsRoEMiu4e/8Ri/mUF8HN5TOwhjTNSIteqGmvDYPhiF7R\nQ4gEoRyOmnq9DumgkoS0yFFa4Koa0izEqQvZKH08kixUIrLBPbjXJJqIByywfJLhYARCMru6YL6a\n4hIYjo6DmMH+6L+YwiMEiZI4J3bZ1WaCnPMs5wus0QwGQywSlYREIq3XYjyB1rNJ0y29RDvBynqK\ndLsi8mxAkmaoNMVYi7c+WF3YUpw2+rDNhBQWowZRUVaXPDv7Ms8uPs9i9VVmy7dYlmdUegEEP/zh\n8Jjh4D6JvMeo95288egvcjr6KL6zVLqbrgXVmD3rJuVZMTwlK0YhM7RU9IZDHj56jdViyuz8Aqd9\nKBbaxG3E1DvmFLpstI3OSUAlispa8ijZSnsu3thJ9LANUmtk7xhxxPMjRXB42hwTkiLLkcNwbrmc\ncTU9xwrH8eSkyai9Fae8D9R8nwjTHVMR/+hcE1mzN9cErtJvzeCdZ25KsvX6qCTlRXBjYsI7b7+F\nkimj8QkyEVxcXlDkOaPxGOc80/kC6RxKhsnqDUdBnrcGnAtmsywLPu+02NRT25ClWODJUhUKTHiL\nRyKF2lkc1jnm8yumV+c45+kPxownJ8gmzr/LsrYTGOcmFEDk7xQoCWHygydYyCFoETvZc1rfhNAW\nxze/9ockqeL+ow/hhWpKdbfhyR7lPNOLM/I8ZTieoI1B12UTuJIHN1rvMdqGMmHeMl085cnbX6Aq\nv8LC/F8uF3/E1eLr1PYcr2q8sqyM4Xy2pjaOLJUM+gnHk4fcPfkOhFb0/Ct89ys/ySt3P4GS/ecU\nbV1laDsu2vtNRF4bdt2es97hjOHNN7+EdJ6j8Zi7D18hKfLN5ozZeaJ3bMQqthRWRu9sg5ra4CTY\n5Yyuk8FjLjD+3eWCYt8R7z1luWI2n6J1jTOWXq/P8ckpSZLt5Z72IdB9v+N2ddsTn/QiVAkTIkSU\n7vMjoRmbtHEYu3ViQppmWOuodUlKyrA3oKxKVuuSotcPtty6osgTdKWpqor+YEDSuNcqa6mdx1eG\nRECWhXp1QimUlLiq5uLiDLyhn+f0B2NkE7DTDrCSktEw5EiYnp+xml4igdHkBNnIei32baHVVrds\nmG++a+OwiKYEWcDibQqsbVaebQRjkLEDIlkt5qRScjQaIAiKqLb0lwW0FxjhQi6/xmyHlMwXwQNz\n5eeMjo7RSIR3zGZTLi7fZrZ8k8p8icv687x1/kUups+o1mv6veByjezhkoLZMpQlG/YURQbT2ZRE\nXjLKTtD1l/jiH01xBl5/9AkEfRxBgapEcBUm6lP7mXZiBeLFnAgJacajV17lG1//Y6YXFzhnOf3A\nI4qiH4qdtjLvNc+IdSXtXyYEBjapybtIO25f3OYuIoiv6W7mHYQhQuWvgfUsFjO8MKxWS2pdc+fO\nvaa24n79yovk/bi/8edzIFpOV2y5hGv6mVyn2Iofd1OcwWy1AufRZYVKBMNeDyccVVnRGx6FTbJe\ngbMUWY7zYcNlRYbAI5o4Aact5bqiX+Rk+VZOq42hLNeAI0sSirwAuS2sGWN4ay3z6SWzizO8h8Hx\nHUZHx40YQHA8kg3b3ZCXtq5gO8QhEYbFI8hSuUOhYkzdVkkGNlFqtdFgDf0sxZHgZceMR0id5oXY\ncBPCe8pqxeXFMxKZkqQZ/eEYJFTlivXynKdPP8es/CJL9TZX7imzes7jJ39MtXqGUhYpUmqTcPZs\njdEwHEqOjx39vmBYZAzygkwVpNzhKP9zfPT1v8mr934YR8htaGxoUyqfL6UOL1ZOBvbWUZdrptMp\nF88eMxj2mNy9z3g4CQ5ibDdM10oSbybj2OSRbBGV8J5UqZ1r2/MttPqGriK2S727SsVu37xzVGXJ\ncjnDmpCtS6qUyeSUotd/DqHFn/usKNfBPmTSPb8PecVwKzmDvCjQxtJLFavZJVdVidYVw6OjsNmF\nIE0SqsqCUqRSIVQIKbbOhrJkeU6aKoTPqOoKJxxZljUlsGQQI5RqzI0C4aAlZPFoSKUYHh2D98yv\nrljNrxDA8GiCk2rD0rcsWKwA2ughhCBLVQjyQeywzKLzfUNLG8yepSkuSYNjVXOqu/izRuG4UXIJ\nQS/vI0/vs1jMKKs1HkNvMEaplCw7ol/cZ73+FoW9YiTHGNVEg5oCbQ269Hg0o5Oc1dqgFcxNQj0D\nqz3O1WSJJs/X2FJwPvsh7p18HyoZhuAl2RYWbb3st/3sjnGswNzoAYQk7w84zXJEIjl//BhpnqHu\nC4rRUUgtz26uhXhsNu8SoC2kqtGXtNWR2J/sZR8nYH3gxLpIbQeR+O2cxc9CSopeDyE8s+kVCId3\njrPzp4zGE4bDcajSdc0zJVxrkYrh3S6Jkdm+AKl3g5tTIGpLmipqa5EiAQW9tKAohsynM8qypj/o\nhyAYZ5FJghIqpDr3ASnoRoOcZ8HZSGuNpiRLE6RwKGewzqKyIsSei2iwGs1smytPKcVwcoJ2ntX8\nivUyOGv0xxOEUjgbvBtTSZNrIUxNHIDTBt+4hn3wkY9/bJrciClsqZ4SndgFdie1fUbsZWgQpHmP\niUqYL2csF5cgBGnWQ6icLDuhlz7Ary4xlIyoeTh4jYweF8u30W5OnnhS5UmUC5aUVHA0yOhnGUbX\nrFeaXpFANmNRvkVlLhkkw40HoPCO1XLJarkMjjj9IRCos3OOTKkdT8iY1fYi/M6ShLsnd9Fry/nZ\nY2qhuWNrRpM7+KbMWKuAc2ytCTTPUSJkbdrZ/JEjkLOhgnSbmyDmNto22WZNxB6IXf1Ia2EiOtZ+\nRwjyos9EKmazK+q6QkoafZTlaDyBxswd398mUd0nNjyHVCPR6UWIYYfgfBtwc1WY07BIjAeZpCQy\nOKys1yEFmhDB3j/s9UMsO8F11AmCE40P7Jlv5cNEYaymWq/QlcB7R5v+1yqJUMHjrR0kAzuFMwQh\nzPj45AQpPevFlHp+ibCGwdExUmUI4cFbtK5DGnaV0lbOaScooUlv5ncRQMzydk1Lm2xG0fh0Kxh1\nKVy7CTwgkpThYIw1lnK1wNiaXu+Ifv+YevUIX5W4dYIzDu/XpOo+x6MhpZ1R6wW1W5PnjqopZ14u\nDU6XOBEUr4lIMarmyez/8Pj8z/DGwyOUDPkC8ZIs6yGEbES7KpQyS2Rg06PIwy5FloSQaO8cWZrw\n4OF98lHB9Owx08sLQDCanKKavAvdzRYCNXIAABK+SURBVKs6Y+F4flMpwEoR/C5o4vojhNBCN5tx\nC6Lzfd81m7kUgizPOTo6YT6fUtcViQpFUQQwGk02kY6xQvO9vBuCZ2FbxOe9QFc8ejcEcWM6g3aD\na13jmsIT9WKNQFAM+xhr0XVJrzcI2Wgac5zxIUGqN5YskU19xa0Mqq0FH4pmWmup6gqEJM1zsjR9\nTuZzziE9G8UkhNj2p+98k+X0gjzv0RscMT4+QaUJ6/UCgaNXDBBJRqUtsvF3iNlY02h6N5ps50ia\nkuBxG+JJasUOTwhZjnUODpqFsB3HrghijWY+P2e5mJJlQ5KsR21WLOZPqVZnLNfvsDRTal3j/Zq1\nvmS5foJ2U7wweCXw0oIwwV4uMpQakqQD8qIgJYXliGH6Yb7z9R/mAw8+FKI/fdOC1jgu2ElEsg+8\n3+YsOLu6YjgaUaiEcrWgrNesVwvK5YLJ0R0md+8FhMAWacbcVTwesUgRy+dtUJIUvuEAdkW5LhK5\njvru0x90kZAgZLa6vDxnuZwjlcQaR78/4OTklDTNnnvOe31vF4ldB/v0NR5emOnoxpBB+96wKDyr\nukLPVyipSIs82NFNqH40HI+2CjwA59BVjbe2qaSUbRZCa9YLI9dkTtKm8WtIybNga93xanMOJcQm\nVBQ8lS6pywpTG5z3TTKWflPV1jXBUSFhq5QiCifeTmfrigygHXgcRQchtHdsqiPz/KS3LG1cNDX2\nimyf4QihtRcXZywuLugP+wwnR1jW1KVBKInMs1ARSZesl1ecnb1FWV/iZYm2S4zXWJGQpmOORg+Y\njB8x6N8lzwoUHmFr8JI8PSJPBzuUf98KcwRqHNxxd69wbVlzH1KICSGoyopVuUQlktnlJWaxZjQ5\n4uT+w5AclF0uyjZItoU4WCjerPFnGLCtGXIjtkT37dN7wO4mizmdriekICimZ7MrLi8vg1lZSZIk\nYTI5odfvbzQt172ju0ZaYvF+4EUKxBtHBmEJSypTs54tQp2CPEd4H2osqoT+MKTNajeEdw6sw+qm\nck+WhPzyRIoq50OVHCVRPugTvCc4XqgQ778z6NZhtcHoCuM0KstQadHMgsYZjTWevOiFIiGIbflx\nAOeQeGbTKUopBoPhJpklgGm4H+990D4vllTrNccnp2R5FkyIBL/2TISya/HMbLwHCQ5VqZLP2eJ9\n8wxrNOvLpzz++pskKRT9E4rRXfqTY/I8p9IVdVmircE1BdpC1anG81IKkqxHmvTJZEYiVERJwyi3\nScsE+yljVzlnrQlm0U7E4nK1RkpJlmeNSTHULFwuligBn/xP/5EPf/CDfOgj38347l1SFYrLx1Q9\n5hZiy0DMGbTzHHtQis736yIk4/HdR7ljZNC2bRM/4Rx1XfP0yWPW5YokUfR7fU5O75LnBdfBu+kF\nroN94kD8rFuLDOq6Yj6fcTQJbpzVek2paxyQSYW1NQJJrzcICU9po+VMo3VJKMsVtS7J0wFFniMb\nG5ODkDPRONJ065bsnG8q+YaqRxAtBucw2iJl8GjzjenB6ppqvWC1mJOkOUeTE1Sa7cYeeB+cjAie\niVJKvNWcPXtKmiYcTY7xCGprMdZQL9es5wuOTk4ZjUc4IdBs6yK0s9UqxWJFovaNMssGTX6qtprq\nVvtu5pf84ad/icuv/TaTh9/BnTf+PEevfASR92i9U5JEIdtMxGLLcTiC8jMOZ34Re+qbNjlCfoF9\n7rZthF33OdZ7am3RLnB5RZMk1DmHdYKnT9/mU//tv/IdH3yV7/7Yn+X49C5pltMmCSV6V+wuTecY\nPO9E1o2I3Ncv9pyLj3c5BU9Yo5Jd277RhsvLM8r1EmsMWdHj9PQeeXE9Qvh2YR8yi88Fq8UtRAbO\nO/BgTM26rOkN+5iqDotQyrAYag0+VJspikARnK1YTc/QxjGa3EETcvdlaR9vLGmebRQy1jrqWgcz\nZRYi97wLiTzwBLOk3J1Qa30oCCK3i805y2x6znJ6jvOO4dEpo/EpMkl3gk689xjPxtNQEoqwyiRB\nqgRjgj+hxSO9QNcVaRrKx0m2eQ5j3UGXasUl0lpR3XlP0ijJhGjqDXpHOX3CN7/066wunjC+/xGO\nX/texnfvIxFh8wqaTRWcoloKF0Oc2+BFC61u2pQ2f46Qh3G9WJIqSa9X4BpOqTXTtveGUhhNPorm\neN28M3WO+XTKv/u5f8N3vvEG3/dD38/47gn93uhaNpvOMb/neGzm3EdJ9z2vi+D2yeXtcd/muIyU\nPLqumU4v0HWFNqGI6mRyQr8/QIiukPn/B24lMih1HbLRek9VVyF5ZpoESpUkBH8CB9birGny8jms\nLlnNp1gnGI6OsAikzEhVhkqTUDq9oUDGOqqqxltHkoXz0HIHod9JKmmLQQsaW3KjqFPRkFXliotn\n76CtRqU5RTFgOJ5sOASIFrjfKg+F31bhaReTbTeiD4gn7Uz/RjfCbs5/wbawqGUbmdhC4LYsvbxJ\ncuoden7O46/8b+ZLw9HDD3Hy8DX6gx6VCanpA9fuSZN0Uz1qsyD989ru9lxXPGn1I7HSszaWs2dP\n8c5weucuSV5s2OeqDIgwiTIFdRVpG6ToPc+mU37x5/89J0XOJ/7yX2J0eofeeLy5r8sVdMWE9ni3\nHF33vfs2+nvZoN1d1G6rHU9VwOia6fSKuioxtQahOD45DZWe5XadvIgT2/fe94pAbiUyqGqNx21S\nT69WS6SQFP3BdtMAAo90Dl1rrNUkqSJNUvA1Ri8pK4uSI/ApeZEgUrW1F3tPVVbUdU3e66GyNGx2\nxyYMFAFS7k6ascGPIci44YRzFu8t1hjWVYV3liRRJGmPJMsgytDTUnLXprNid6G2lN0BwjbyP7sT\n2l4TPzNeqJt3sEu9jfU44yhy1VggPLpc8uzJW8xnU0bjU07uPSDJctalIW1MvFLIYLVhy3XEG0RG\n74wVZW17Wq4i3mgGMFqHsZIh6jRpUpEZ51muVkgh6ffy4B7NLpJx0XOdh3q54rf+56/x+O1v8cM/\n8nE+8OprDMfHm3Z1nYtaiBV9+zZarPPoihJ0fu/TicTPeRGXskFOzrGczyiXS6zReGAwGjMcjVFN\nrM17hW+Xk7iVyMA3noRamyAW1DXeW2SakuW9TS89DZb1jrJaY61hkBeY+pKr2RPy/hF5fkqWDRt5\nzeGMJWk0t+uqolqvKfIeqsgDNWjyJAYXBYlSYqOM84SIO20MqVKkSUAutTZ4b0mThFprnK3Q1RoQ\nDIdj0rQIqdPF826gXSrVfrcOvK0Dm54oBCqyaOyKA90sx/Ez280AYfPXxqBkSNXmRQiScqZidvE2\nb7/9NqPJPR48eESa5RitwblN3kmVJA3X4cHviksxxH3sIgOi4+213sFyucYJT79XBI7Ae+raYK0n\nydKgq5G7MQUeWKxL1lcLBsdjvBLYuuSP3/x9Mpnw6utvMJwch1TmnfZ1WfrumMVItaXcMfjO8fh3\nfH98rotEY4hFMOE96+WcxXyKNwbrHP3hmPHRBJV0ecX3DkEdf/3dL0IG79dS8b5ASBWoKgTZ1zmc\ntSxXC+q6QrjIVVNK8rxAqYTaGdJixN27r5GnA0xdoU3VEGeHtwbvHNpZEJ40S/De4EwdJHNBKEzR\nRHlh2fECS1VwmDHWBr8FAVma0MtyEqXIs4zf/PXfwFlLXa6YXZ1TlWuCW+5+GXVDdRrlknfgtGY1\nu6JezKgWC6qq3EEAGy7Duh0teFxbMbant553SRJiHGyTYzsBVJJz9+5rfPR7P87JvQeUdY0CPv2b\nv9X4eXho8iNIGo6iqlmv1pvahmF0dxf+znxG/VQ0NRvb4xJUnlFWhuW6DvUrhaCXpwx6GdI7lvM5\npt7m/G+fNeoVFIOCq/MzpNb005zv+Z7vQ6D4yh/8Af/9v3wS5+1zrH3c3m4b4+taXUz7O+6b7Pz2\nvglT7zyry7nFn+13Gf0hBMVgxPHJfWTa59O//b9YLuacnz+jrta8iEi/mHz/yTUON4oMIGCqLElC\nHUORkuV9cJ7p5TnL1WIzUcHnXNHLBySqQGswNkHKPkr1UCIl6L8lIYbcN8VLkiahZYIMZTwb/YNs\n4ggsQtiQ9pvt4kkSRaokRmuM1kiCfC8J2Y0+89u/Qy8fBKRRlyymV9R1yXVTtVlcbeJLCUkiyYsM\ni8VJj2qcUWKWVtKkMrdB4x7YeP8cNQ46Ak+pQ9h0KoM505hgAJWAFZIkSRkkGa5ac3n+lE/96qfw\nXpAkOe1CEgT//kSC0RWr9bIpdPPugTXXIQoIUaKDQZ8iz3cTfQpQqWI4HqGyJIRvG7eDFMajIQ8f\nPGA+nfH4nXeQScb3fOxjfPDD38Uv//L/YP70HGl2cyLFVLzbvuvmZ9Omzn1t3yWt2drvnGuhRfiu\ns5n3ISCBIM0yjk9P+PRnPoNHYLTm7Oyc1XIZTOjfJryfDX2jyCBQkKBgS7IUpTKsC9aDPM+pV0vK\nZUi80U6OksFbUCpJVVUh13+iNiZFJWXjB+CxtslrKCW1D0o7wdYBxkvQXuMxJHI7GC1ly5KEPFUY\nXVGuVw3VCpMshAwmLilJBOh6xXx6gWs2TRBZ9iuiBEF5aOuK1XzO9OoK0eg5rDabm9oFlIiQjk0g\nMM4iXeAsfOe5Ugh6abJJu52oBF1rTMRZhBoTKePRCGsNVbnGmFCmPnbWUUCRZQx6fdImwaxpFK/O\nbTmpWNaO7etd9hkgSQS9IiFLxY4n5WY9tNYECQ6H9WbbPwFKSe4/uB/MtDLBS8nkzh2SLOMLn/sc\nF4+foI3ZERH2bf4XUVbR+WuPbfoqGtdn75qK3Fuk3F7bVkKK3x0/r11nQgS9VZKmDEcj0rygqg3O\nai7On3J1dYG2egfxW17c/vcj9N8YMrj6ypu49Wy78L2g6Afzn0oSsqIH3qONRtc1rqGGFjBOs1jM\nKct1MNPUK5yu8SasUtGUsTbGBEtCmiPTBFuv0POn2PljMr0mQ4JXoWRWXYNz4BzO2U1mG6VS0jRF\nG01Vl1gbPBIdkBUFaZ6yXC3AGRLhKcsZ3prAmovdhdUmQZFAVdc8fvKUr/zR10Ak9PuhtLYxjrIs\nN+MUUzYpJUIqpN8u0Jgz2CCa1nXbeUpjNn75gvDPC4koBgxP7qKSlOViynJ2ia6rzbscgBAIlSLT\nIiSkbfQHptZYY/dSz/beLpsem02v25yxIjBLEpaLJYv1GtdwbRZY15rBeIRKBdaG1Or90YiP/OAP\noqXk8vycKqLaXXaeznc6x9+TElEGb9XWjyW+d9/mjx3GROdz+3LJvQcPuXvvAUqGsV4uZsynM7Te\ncjwC8L7dDfv78CeFG1MgvvSXHuAABwC4XdaEAxzgALcPblyBeIADHOB2wAEZHOAABwBuABkIIX5M\nCPGmEOIrQoifftnv/5OCEOLrQojPCyF+TwjxO82xEyHEp4QQXxZC/IoQYnLT7YxBCPFzQognQogv\nRMeubbMQ4meaeXlTCPGjN9PqXbimD/9UCPHNZi5+Twjx49G529iHV4UQvyaE+H0hxBeFEH+/OX67\n5iKk8Ho5fwSl9leB1wnxLJ8FPvIy2/A+2v414KRz7J8D/6j5/tPAP7vpdnba9wngB4AvvFubgY82\n85E28/NVQN7SPvwT4B/uufa29uEB8P3N9yHwh8BHbttcvGzO4OPAV733X/fea+A/AD/xktvwfqCr\nhf2rhJL1NJ9/7eU258Xgvf8N4LJz+Lo2/wTwC9577b3/OmEBfvxltPNFcE0fYL8V7bb24bH3/rPN\n9wXwB8AjbtlcvGxk8Aj4RvT7m82xPw3ggV8VQvyuEOLvNMfue++fNN+fAPdvpmnfFlzX5g8Q5qOF\n2z43f08I8TkhxM9G7PWt74MQ4nUCp/MZbtlcvGxk8KfZjvkj3vsfAH4c+LtCiE/EJ33g7/5U9e89\ntPm29udfAW8A3w+8A/yLF1x7a/oghBgCvwj8A+/9PD53G+biZSODbwGvRr9fZRcD3lrw3r/TfD4D\n/jOBbXsihHgAIIR4CDy9uRa+Z7iuzd25eaU5duvAe//UNwD8a7Ys9K3tgwgVbH8R+Lfe+082h2/V\nXLxsZPC7wIeFEK8LITLgrwO/9JLb8G2DEKIvhBg13wfAjwJfILT9p5rLfgr45P4n3Cq4rs2/BPwN\nIUQmhHgD+DDwOzfQvneFZuO08JOEuYBb2gcRorJ+FviS9/5fRqdu11zcgGb1xwna1K8CP3PTmt73\n2OY3CNrdzwJfbNsNnAC/CnwZ+BVgctNt7bT7F4C3CVnEvgH8rRe1GfjHzby8CfyVm27/NX3428DP\nA58HPkfYQPdveR/+AiE84bPA7zV/P3bb5uLgjnyAAxwAOHggHuAAB2jggAwOcIADAAdkcIADHKCB\nAzI4wAEOAByQwQEOcIAGDsjgAAc4AHBABgc4wAEaOCCDAxzgAAD8P7tWdgG4qV/gAAAAAElFTkSu\nQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1003,7 +1051,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "metadata": { "collapsed": false }, @@ -1013,10 +1061,10 @@ "output_type": "stream", "text": [ "top 5 predicted style labels =\n", - "\t(1) 97.92% Pastel\n", - "\t(2) 1.15% Detailed\n", - "\t(3) 0.93% HDR\n", - "\t(4) 0.01% Melancholy\n", + "\t(1) 99.97% Pastel\n", + "\t(2) 0.02% Detailed\n", + "\t(3) 0.01% HDR\n", + "\t(4) 0.00% Melancholy\n", "\t(5) 0.00% Noir\n" ] } @@ -1034,7 +1082,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "metadata": { "collapsed": false }, @@ -1044,11 +1092,11 @@ "output_type": "stream", "text": [ "top 5 predicted style labels =\n", - "\t(1) 53.03% Pastel\n", - "\t(2) 19.96% Detailed\n", - "\t(3) 14.94% Melancholy\n", - "\t(4) 10.65% HDR\n", - "\t(5) 1.42% Noir\n" + "\t(1) 50.18% Pastel\n", + "\t(2) 18.48% Melancholy\n", + "\t(3) 18.44% Detailed\n", + "\t(4) 10.98% HDR\n", + "\t(5) 1.91% Noir\n" ] } ], @@ -1065,7 +1113,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "metadata": { "collapsed": false }, From a354a378968f32fd466a099e4f926628d007c5e0 Mon Sep 17 00:00:00 2001 From: Jeff Donahue Date: Thu, 18 Feb 2016 13:16:53 -0800 Subject: [PATCH 26/28] FT notebook: fix deprecated solver type specification --- examples/03-fine-tuning.ipynb | 3 ++- examples/completed/03-fine-tuning.ipynb | 3 ++- 2 files changed, 4 insertions(+), 2 deletions(-) diff --git a/examples/03-fine-tuning.ipynb b/examples/03-fine-tuning.ipynb index 4d849a900cb..d51458eab9c 100644 --- a/examples/03-fine-tuning.ipynb +++ b/examples/03-fine-tuning.ipynb @@ -479,7 +479,8 @@ " s.max_iter = 100000 # # of times to update the net (training iterations)\n", " \n", " # Solve using the stochastic gradient descent (SGD) algorithm.\n", - " s.solver_type = caffe_pb2.SolverParameter.SGD\n", + " # Other choices include 'Adam' and 'RMSProp'.\n", + " s.type = 'SGD'\n", "\n", " # Set the initial learning rate for SGD.\n", " s.base_lr = base_lr\n", diff --git a/examples/completed/03-fine-tuning.ipynb b/examples/completed/03-fine-tuning.ipynb index bde92e406a3..52120efeb59 100644 --- a/examples/completed/03-fine-tuning.ipynb +++ b/examples/completed/03-fine-tuning.ipynb @@ -569,7 +569,8 @@ " s.max_iter = 100000 # # of times to update the net (training iterations)\n", " \n", " # Solve using the stochastic gradient descent (SGD) algorithm.\n", - " s.solver_type = caffe_pb2.SolverParameter.SGD\n", + " # Other choices include 'Adam' and 'RMSProp'.\n", + " s.type = 'SGD'\n", "\n", " # Set the initial learning rate for SGD.\n", " s.base_lr = base_lr\n", From 44b4b2862dc4738d57ea7dba7a87504f8e2da63d Mon Sep 17 00:00:00 2001 From: Evan Shelhamer Date: Thu, 18 Feb 2016 16:12:09 -0800 Subject: [PATCH 27/28] fine-tuning notebook: comment out data download -- bundled with lab --- examples/03-fine-tuning.ipynb | 45 +++++++++++++++++++++++-------------------- 1 file changed, 24 insertions(+), 21 deletions(-) diff --git a/examples/03-fine-tuning.ipynb b/examples/03-fine-tuning.ipynb index d51458eab9c..7a9eddc65af 100644 --- a/examples/03-fine-tuning.ipynb +++ b/examples/03-fine-tuning.ipynb @@ -83,27 +83,30 @@ }, "outputs": [], "source": [ - "# Download just a small subset of the data for this exercise.\n", - "# (2000 of 80K images, 5 of 20 labels.)\n", - "# To download the entire dataset, set `full_dataset = True`.\n", - "full_dataset = False\n", - "if full_dataset:\n", - " NUM_STYLE_IMAGES = NUM_STYLE_LABELS = -1\n", - "else:\n", - " NUM_STYLE_IMAGES = 2000\n", - " NUM_STYLE_LABELS = 5\n", - "\n", - "# This downloads the ilsvrc auxiliary data (mean file, etc),\n", - "# and a subset of 2000 images for the style recognition task.\n", - "import os\n", - "os.chdir(caffe_root) # run scripts from caffe root\n", - "!data/ilsvrc12/get_ilsvrc_aux.sh\n", - "!scripts/download_model_binary.py models/bvlc_reference_caffenet\n", - "!python examples/finetune_flickr_style/assemble_data.py \\\n", - " --workers=-1 --seed=1701 \\\n", - " --images=$NUM_STYLE_IMAGES --label=$NUM_STYLE_LABELS\n", - "# back to examples\n", - "os.chdir('examples')" + "# NOTE: this data is bundled into the hands-on lab for you\n", + "# so we will skip these steps.\n", + "#\n", + "# # Download just a small subset of the data for this exercise.\n", + "# # (2000 of 80K images, 5 of 20 labels.)\n", + "# # To download the entire dataset, set `full_dataset = True`.\n", + "# full_dataset = False\n", + "# if full_dataset:\n", + "# NUM_STYLE_IMAGES = NUM_STYLE_LABELS = -1\n", + "# else:\n", + "# NUM_STYLE_IMAGES = 2000\n", + "# NUM_STYLE_LABELS = 5\n", + "# \n", + "# # This downloads the ilsvrc auxiliary data (mean file, etc),\n", + "# # and a subset of 2000 images for the style recognition task.\n", + "# import os\n", + "# os.chdir(caffe_root) # run scripts from caffe root\n", + "# !data/ilsvrc12/get_ilsvrc_aux.sh\n", + "# !scripts/download_model_binary.py models/bvlc_reference_caffenet\n", + "# !python examples/finetune_flickr_style/assemble_data.py \\\n", + "# --workers=-1 --seed=1701 \\\n", + "# --images=$NUM_STYLE_IMAGES --label=$NUM_STYLE_LABELS\n", + "# # back to examples\n", + "# os.chdir('examples')" ] }, { From db69fa33a243bfc36dae0ea3b56aad0d26164646 Mon Sep 17 00:00:00 2001 From: Evan Shelhamer Date: Fri, 19 Feb 2016 10:56:50 -0800 Subject: [PATCH 28/28] fix fine-tuning notebook: overeagerly commented out earlier --- examples/03-fine-tuning.ipynb | 23 ++++++++++++----------- 1 file changed, 12 insertions(+), 11 deletions(-) diff --git a/examples/03-fine-tuning.ipynb b/examples/03-fine-tuning.ipynb index 7a9eddc65af..05b965711bd 100644 --- a/examples/03-fine-tuning.ipynb +++ b/examples/03-fine-tuning.ipynb @@ -84,18 +84,18 @@ "outputs": [], "source": [ "# NOTE: this data is bundled into the hands-on lab for you\n", - "# so we will skip these steps.\n", + "# so we will skip some of these steps.\n", "#\n", - "# # Download just a small subset of the data for this exercise.\n", - "# # (2000 of 80K images, 5 of 20 labels.)\n", - "# # To download the entire dataset, set `full_dataset = True`.\n", - "# full_dataset = False\n", - "# if full_dataset:\n", - "# NUM_STYLE_IMAGES = NUM_STYLE_LABELS = -1\n", - "# else:\n", - "# NUM_STYLE_IMAGES = 2000\n", - "# NUM_STYLE_LABELS = 5\n", - "# \n", + "# Download just a small subset of the data for this exercise.\n", + "# (2000 of 80K images, 5 of 20 labels.)\n", + "# To download the entire dataset, set `full_dataset = True`.\n", + "full_dataset = False\n", + "if full_dataset:\n", + " NUM_STYLE_IMAGES = NUM_STYLE_LABELS = -1\n", + "else:\n", + " NUM_STYLE_IMAGES = 2000\n", + " NUM_STYLE_LABELS = 5\n", + "\n", "# # This downloads the ilsvrc auxiliary data (mean file, etc),\n", "# # and a subset of 2000 images for the style recognition task.\n", "# import os\n", @@ -124,6 +124,7 @@ }, "outputs": [], "source": [ + "import os\n", "weights = caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'\n", "assert os.path.exists(weights)" ]