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April 22, 2018 13:55
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Multi dimensional scaling of prot2vec embedding features on a collection of receptors
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Exploring protein vector embeddings" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import pandas as pd\n", | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt\n", | |
"from sklearn import manifold\n", | |
"from sklearn.metrics.pairwise import cosine_distances\n", | |
"from sklearn.metrics.pairwise import euclidean_distances" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Read the data\n", | |
"gpcrs = pd.read_csv(\"GPCRs_vec.csv\")\n", | |
"ion_channels = pd.read_csv(\"ion_channels_vec.csv\")\n", | |
"kinases = pd.read_csv(\"kinases_vec.csv\")\n", | |
"nr = pd.read_csv(\"Nuclear_vec.csv\")\n", | |
"\n", | |
"# Let's add a column to color-code each class of receptor\n", | |
"gpcrs[\"class\"] = np.full(len(gpcrs), '#784984')\n", | |
"ion_channels[\"class\"] = np.full(len(ion_channels), '#32AC72')\n", | |
"kinases[\"class\"] = np.full(len(kinases), '#31688E')\n", | |
"nr[\"class\"] = np.full(len(nr), '#FFA433')\n", | |
"\n", | |
"# Combine all data frames\n", | |
"receptors = pd.concat([gpcrs, ion_channels, kinases, nr], axis=0)\n", | |
"del(receptors[\"Unnamed: 0\"])\n", | |
"receptors.index = receptors.iloc[:, 0]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
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"[5 rows x 102 columns]" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"receptors.head()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Computing a pairwise distance matrix" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"vectors = receptors.iloc[:, 1:-1]\n", | |
"euc_dist = euclidean_distances(vectors)\n", | |
"cos_dist = cosine_distances(vectors)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Applying Multidimensional scaling" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 53, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"breaking at iteration 108 with stress 166.327271097\n", | |
"breaking at iteration 112 with stress 166.941381106\n", | |
"breaking at iteration 117 with stress 176.705638486\n", | |
"breaking at iteration 132 with stress 173.680048333\n", | |
"Final stress: 166.327271097\n" | |
] | |
} | |
], | |
"source": [ | |
"mds = manifold.MDS(n_components=2, dissimilarity=\"precomputed\", random_state=3, n_jobs=4, verbose=1,\n", | |
" max_iter=1000)\n", | |
"results = mds.fit(cos_dist)\n", | |
"coords = results.embedding_\n", | |
"print('Final stress:', mds.stress_)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Plot the points:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 54, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f3640d7ecf8>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"import matplotlib.patches as mpatches\n", | |
"\n", | |
"classes = [\"GPCRs\", \"Ion Channels\", \"Kinases\", \"Nuclear Receptors\"]\n", | |
"colors = [\"#784984\", \"#32AC72\", \"#31688E\", \"#FFA433\"]\n", | |
"recs = []\n", | |
"for i in range(0, len(colors)):\n", | |
" recs.append(mpatches.Rectangle((0, 0), 1, 1, fc=colors[i]))\n", | |
"plt.legend(recs, classes, loc=0)\n", | |
"\n", | |
"plt.rcParams[\"figure.figsize\"] = (10, 6)\n", | |
"plt.scatter([x for x, y in coords], [y for x, y in coords], c=receptors['class'])\n", | |
"\n", | |
"plt.savefig(\"MDS_cosine_dist.svg\", format=\"svg\")\n", | |
"#plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Analyzing the distribution of distances in the original vs scaled data sets" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import random\n", | |
"\n", | |
"\n", | |
"def distCompare(dmat, coords, nPicks=5000, seed=0xf00d):\n", | |
" \"\"\" Picks a random set of pairs of points to compare distances \"\"\"\n", | |
" nPts = len(coords)\n", | |
" random.seed(seed)\n", | |
" res = []\n", | |
" keep = set()\n", | |
" if nPicks > 0:\n", | |
" while len(res) < nPicks:\n", | |
" idx1 = random.randint(0,nPts-1)\n", | |
" idx2 = random.randint(0,nPts-1)\n", | |
" if idx1 == idx2: \n", | |
" continue\n", | |
" if idx1 > idx2: \n", | |
" idx1, idx2 = idx2,idx1\n", | |
" if (idx1, idx2) in keep: \n", | |
" continue\n", | |
" keep.add((idx1,idx2))\n", | |
" p1 = coords[idx1]\n", | |
" p2 = coords[idx2]\n", | |
" v = p1 - p2\n", | |
" d = np.sqrt(v.dot(v))\n", | |
" res.append((dmat[idx1][idx2],d))\n", | |
" else:\n", | |
" for idx1 in range(nPts):\n", | |
" for idx2 in range(idx1+1,nPts):\n", | |
" p1 = coords[idx1]\n", | |
" p2 = coords[idx2]\n", | |
" v = p1 - p2\n", | |
" d = np.sqrt(v.dot(v))\n", | |
" res.append((dmat[idx1][idx2],d))\n", | |
" return res" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 55, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f362f673b38>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"d = distCompare(cos_dist, coords)\n", | |
"plt.rcParams[\"figure.figsize\"] = (8, 6)\n", | |
"plt.scatter([x for x,y in d],[y for x,y in d])\n", | |
"plt.savefig(\"MDS_distances.svg\", format=\"svg\")\n", | |
"#plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Let's try visualizing the data in three dimensions." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 56, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"breaking at iteration 82 with stress 133.597148385\n", | |
"breaking at iteration 114 with stress 118.877947167\n", | |
"breaking at iteration 113 with stress 120.28560076\n", | |
"breaking at iteration 118 with stress 121.151363365\n", | |
"Final stress: 118.877947167\n" | |
] | |
} | |
], | |
"source": [ | |
"mds = manifold.MDS(n_components=3, dissimilarity=\"precomputed\", random_state=3, n_jobs = 4, verbose=1,\n", | |
" max_iter=1000)\n", | |
"results = mds.fit(cos_dist)\n", | |
"coords_3d = results.embedding_\n", | |
"print('Final stress:', mds.stress_)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 57, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f362ee435f8>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"from mpl_toolkits.mplot3d import Axes3D\n", | |
"import matplotlib.pyplot as plt\n", | |
"\n", | |
"\n", | |
"plt.rcParams[\"figure.figsize\"] = (14,10)\n", | |
"fig = plt.figure()\n", | |
"ax = fig.add_subplot(111, projection='3d')\n", | |
"\n", | |
"ax.scatter([x for x, y, z in coords_3d], [y for x, y, z in coords_3d],\n", | |
" [z for x, y, z in coords_3d], c=receptors['class'], marker='o')\n", | |
"\n", | |
"plt.savefig(\"MDS_cosine_dist_3D.svg\", format=\"svg\")\n", | |
"#plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f363c0a6588>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"d = distCompare(cos_dist, coords_3d)\n", | |
"plt.rcParams[\"figure.figsize\"] = (8, 6)\n", | |
"plt.scatter([x for x,y in d],[y for x,y in d])\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Using Eucledian distance:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"breaking at iteration 847 with stress 166416807.016\n", | |
"breaking at iteration 872 with stress 153904681.227\n", | |
"Final stress: 153904681.227\n" | |
] | |
} | |
], | |
"source": [ | |
"mds = manifold.MDS(n_components=2, dissimilarity=\"precomputed\", random_state=3, n_jobs = 4, verbose=1,\n", | |
" max_iter=1000)\n", | |
"results = mds.fit(euc_dist)\n", | |
"coords = results.embedding_\n", | |
"print('Final stress:', mds.stress_)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f363d171780>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"import matplotlib.patches as mpatches\n", | |
"\n", | |
"classes = [\"GPCRs\", \"Ion Channels\", \"Kinases\", \"Nuclear Receptors\"]\n", | |
"colors = [\"#784984\", \"#32AC72\", \"#31688E\", \"#FAE62F\"]\n", | |
"recs = []\n", | |
"for i in range(0, len(colors)):\n", | |
" recs.append(mpatches.Rectangle((0, 0), 1, 1, fc=colors[i]))\n", | |
"plt.legend(recs, classes, loc=0)\n", | |
"\n", | |
"plt.rcParams[\"figure.figsize\"] = (10, 6)\n", | |
"plt.scatter([x for x, y in coords], [y for x, y in coords], c=receptors['class'])\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f362f758048>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"d = distCompare(euc_dist, coords)\n", | |
"plt.rcParams[\"figure.figsize\"] = (8, 6)\n", | |
"plt.scatter([x for x,y in d],[y for x,y in d])\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Euclidean distance does not seem to separate the data as well." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Let's try using t-SNE:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 62, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"tsne = manifold.TSNE(n_components=2, perplexity=10, n_iter=1000, metric = 'cosine')\n", | |
"results = tsne.fit_transform(vectors)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 63, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7fcb2f8cf2b0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.scatter(results[:, 0], results[:, 1], c=receptors['class'])\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 64, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7fcb2f6a5f60>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"d = distCompare(cos_dist, results)\n", | |
"plt.rcParams[\"figure.figsize\"] = (8, 6)\n", | |
"plt.scatter([x for x,y in d],[y for x,y in d])\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Normalizing the vectors" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from sklearn.preprocessing import normalize\n", | |
"\n", | |
"vectors_norm = normalize(vectors)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 65, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7fcb2f6222b0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"tsne = manifold.TSNE(n_components=2, perplexity=10, n_iter=1000, metric = 'cosine')\n", | |
"results = tsne.fit_transform(vectors_norm)\n", | |
"\n", | |
"plt.scatter(results[:, 0], results[:, 1], c=receptors['class'])\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 68, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7fcb2f548550>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"d = distCompare(cos_dist, results)\n", | |
"plt.rcParams[\"figure.figsize\"] = (8, 6)\n", | |
"plt.scatter([x for x,y in d],[y for x,y in d])\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 48, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.collections.PathCollection at 0x7f362f0f3c88>" | |
] | |
}, | |
"execution_count": 48, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f362e3fdb00>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"from sklearn.decomposition import PCA\n", | |
"\n", | |
"pca = PCA(n_components=2)\n", | |
"vectors_pca = pca.fit_transform(vectors)\n", | |
"plt.scatter(vectors_pca[:, 0], vectors_pca[:, 1], c=receptors['class'])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 49, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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4UQQH7rsVD25d25XcxkQ1QgghTkQp1e81aBkbG1Ozs7P9XkZi+MXA3TFt9s8mhJDhRESOK6XGgo5jElsPsQXYzkIvimBRKc9McmYuE0II8YMC3mOiCHNYa5zWOyGEDD4U8IwTdpoVp18RQshwECuJTUQeEZHTIvKfReQZEVkuIutF5FUR+UsRmRaRZa1jr2v9/Ebr9+uSeAODTthpVpx+RQghw0FkAReRCoDfBjCmlPp5AEUAnwbwewCeVEp9GMAFAL/RespvALiglPrrAJ5sHUcCCDvNitOvCCFkOIhbRjYCoCQiIwBGAbwHYAeA51u//xqA8da/7279jNbvPyYiQa3Ah56w06w4/YoQQoaDyAKulKoC+D8AvIOmcF8EcBxATSm10DrsLAA78FoBcKb13IXW8T8V9fWHhbDTrDj9ihBChoPISWwisgpNq3o9gBqA5wD8msehdqG5l7XdVYQuIg8BeAgA1q5dG3V5A4Oz9Mwkqzzs8TqYyU4IIdkmThb63wbwplLqHACIyAsAfglAWURGWlb2hwC82zr+LIAbAZxtudxXAjjvPqlS6mkATwPNRi4x1pc4/RK1sKVncWvImclOCCHZJ04M/B0AW0VktBXL/hiA7wM4CuC+1jGfBfDHrX8fav2M1u+PqCy3gXNhOud7EGAmOyHDycxcFdumjmD95GFsmzoykPe3QSJODPxVNJPRvgvgVOtcTwP4PIDfEZE30Ixxf6X1lK8A+KnW478DYDLGunvOMIkaM9kJGT6GyUgZFGI1clFK7QGwx/XwDwF81OPYywDuj/N6/WSYRO2GcglVj/fFTHYyKDDHoxs/I2XYr01W4TQyQ4apPCsLmex05ZG0oKXpzTAZKYMCBdyQLIharxjfUsG9t1VQbJXpF0Vw7229G65icoOlwJOoDFM4LAzDZKQMChRwQ/zmfA8aM3NVHDxexWIrx3BRKRw8Xu2ZSAbdYGlBkTjQ0vRmmIyUQYHDTEIwLCM++x0LC7rB9mN9jJkODszx8CapHhKkd1DASRf9tlCCbrC9Xh/r4geLiZ0bOj5PgJamzbAYKYMCXeiki37HwoJceb1eH2Omg8UwhcPIYEMLnHTRbwslyJXX6/X12yNBkoeWJhkEKOCkiyzEwvxusL1eH2OmhJAsIlnuZjo2NqZmZ2f7vYzIMPFpMHDHwIGmxU+3KyEkDUTkuFJqLOg4WuApwcSnwSELHglCCHFDAU+JfpdikWRhzJQQkjUo4CmRVuLTzFwVew+dRq3eAACsGrWw585bKC6EEDJksIwsJdIodZqZq2LiuZNt8QaAC/MNTDx/kl3ICCFkyKCAp0QabQkPvPQ6GkvdSYeNRcWaZEIIGTLoQk+JNBKf/NzvrEkmhJDhggKeIkknPunqke3fEUIIGR7oQs8REzs3wCpI1+NWUdjHmRBChgxa4DnCtuaZhU4IIYQC3iOS6srGemRCCCEABbwn5LErG9vAEkJItqGAp4RTAAsiWHT1nM9yV7Y8bjgIIWTYYBJbCtgCWK3VoYAu8bbRZZT3G86/JoSQ7EMBTwEvAfRCgEx2UOP8a0IIyT4U8BQwFToF4OHpE9g2dSRTQp5GG1hCSDRm5qrYNnUE6ycPZ+5eQfoLBTwFwgqdHWPOyh9mGm1gCSHhcYfjsnavIP2FAp4CXgLY3X6lkyzFmMe3VLD/nk2olEsQAJVyCfvv2cQENkJ6DPNRiB/MQk8Brz7o2zeuwcHjVd/YeJZizKw3NyML5XZZWANJB+ajED8o4CnhJYBjN63GgZdez30/cwpGkyyU22VhDSQ9dPMP8nKvIOlCF3oPGd9SwbHJHXhq9+bcxpizFpPrZ4JPFtybpmtgIlQ+YT4K8YMWeB9IY9Ror/ATjH64jvtpfWbBvWmyhn5fJxKdPN8rSPpQwPtEHmPMM3NVrfs/CdEK65rv92YiC+5NkzX0+zqReOTxXkF6A13oxAjbitMRV7SiuOb7bQFnwb1psoZ+XydCSDpQwIcc09ioX3e5JEQrSjy53w1nslBuZ7KGfl8nQkg60IUekrBuXq/jgWzEtMLERv2stXtvq+DAS6/jkekTKI9aUAq4WG+Eem9RrMSJnRs61g/03gLOgnszaA1ZuE6EkOShgIcgbDKQ1/ETz58EFNBYUkbnCLs+3cbA63c6q/fRZ092rUcXay2XrI769gvzjfbvwry3KPFkJviYwetEyGAiSjMpKwuMjY2p2dnZfi+jzbapI54iUymXcGxyh/HxXujOYYp7swA0raz992wCAM/f+TWVsZ87vqWCmbkq9h46jVq90XXMcqvQIdpemLw3v/VTaAghw4SIHFdKjQUdRws8BGHdvGGShOImFAXFkL1+V/SYU+71XLewAsCqUQt77rwFj0yfCFybyXujlWgGm+gQQmxiCbiIlAH8IYCfR3O41t8F8DqAaQDrALwF4FNKqQsiIgC+DOATAOYBfE4p9d04r99rwrp5dcfrjo2CfUPXvY7f6y8qBUHzg/Pi3Vpdm7ymVFNsTfw3pu8tC/HkLMN6bkKIk7hZ6F8G8O+VUhsB3ArgLwBMAvhTpdSHAfxp62cA+DUAH2799xCAP4j52j0nbNmQ1/F+5w6Ls/QqCn7iDTSFV2c91+oNo9cVANs3rom0PtJJFjq/EUKyQ2QBF5GfBPDLAL4CAEqpq0qpGoC7AXytddjXAIy3/n03gK+rJq8AKIvI9ZFX3gfClg3ZxxclaBZZNAvKr7QriCDxtjcmYT0DK5Z1blgUgIPHq+3yNLb0jA7ruQkhTuK40H8WwDkA/5eI3ArgOIB/AOBnlFLvAYBS6j0R+enW8RUAZxzPP9t67L0Ya+g57litbf34iTjgHUeOS9Qbd5B4V1yxVdO1C4Dy6DJcutq5LttKnH37PL7xyjvt16YLOBxZ6PxGCMkOcVzoIwB+AcAfKKW2ALiEa+5yL7zM0C4dEZGHRGRWRGbPnTsXY3npEKVjmG2JFzSG+HUjhUhWqe7GXSmXUPG5qStA6xWwM8ZtQfXyOqwatbTr0W0qqrV6h3jb0AVsThY6vxFCskMcC/wsgLNKqVdbPz+PpoD/VxG5vmV9Xw/gR47jb3Q8/0MA3nWfVCn1NICngWYZWYz1pULUvtL27x597iQWlzrf1pWFpbZlFcYqDWrQ4Wc5LyrVVUqmEwN3cplXyZe01q7LbPfLeHeLftqZ1nnN5GamPiHESWQBV0r9fyJyRkQ2KKVeB/AxAN9v/fdZAFOt//9x6ymHAPyWiHwTwO0ALtqu9jwRJdvbZnxLxbOe2o3dTOWR6RO+N2mTG/qjz570FE7birZFuFyysPeuWzwbv6wsWRABavPXuqvtv2dTO/vd6ZL3ei2rIO3GNV44PQlpZ1rnPZObmfqEEJtYjVxEZDOaZWTLAPwQwK+j6ZZ/FsBaAO8AuF8pdb5VRvb7AD6OZhnZryulfLu0ZK2RCwDc/Ni/01qYP9j/icDnr588bFR65SRMQxO3dbl945qOTmkAYBWloxuc/diKZSO4WG9gZcnCpasLaCx6r9S5HpNmNfa5vTYuAuDJ3Zvb782vWY7dPS6O9Rm2GQ8hhPSanjRyUUqdAOD1Ih/zOFYB+M04r5cFdG5g3eNuwtSG29Qbi3h4+gQebjVNcVvLNl7W5cHjVdx7WwVHXzvXFr5LVxa6xLSxqNqPmXgI7JCBSSJdY1FBpLv7mwB4YOvajvfhF0NPwnJmJjchZFDgNLKQ6JLD/JLGnISpDddRqzcw8dzJrmQ3XXz+6GvncGxyB96c2oVjkztwMUCgTbAFzzQDujbf6EqGe3L3ZjwxvqnjON35iiKJ1EBzMhchZFCggIckbiawV1b3g1vXajO7dTSWFPYeOt2Rva6z7N3WZRJiZZ/DdENyQ7mE8S2Vjo2El+Wsu76mCXBBMJObEDIosBd6SJLIBPbK6j54PHxDk1q90XZ3+7nly67NgVf2ehisouDSlQWsnzyMG8qlDhd9edTCxfkGlpzHFyTUBgfovr66drFhNyNJZnLnNZudEDIYUMAjkHQmcJyOaia8f3kBM3PVjtpu+3Vt0X3/8kJnUltB8IHlI6jNNzqy0O1jnRuHg8erHZPLJp4/iSVnAlxwI7oOdNc3qZnWSXx+M3NVTDx3smMs7MRz3WNYCSEkLThONAWCLDP376P2Mg9DUQRLSmktRVNrMiiLO80s7zgWb9LW8uZ9L3sm+5VLFk7suSPyeQkhhONE+0RQnbHX73uBHUPWZW+bWqVBWdxpZnlHtZzTqP3WZeoHZfATQkhSMIktYYImRpm6ywVNay4N6o1F7HvxdKTnBmVxZzHLm1O8CCGDCAU8YaJaqG4UgL133RK75EzHhflGpElgQVncUbO805xSloZXQFc1ELaagBBCokIBT5ioFqqbSqvsyllyVi5ZzS5qDkpWEdtuXt0eTlIUwbabVxvVpUexQINGqoYduQpEGxATBlOvQJhNxJ47b+n6LKyiYM+dt8RfMCGEGMAktoTxGvThbD3q9Xs3fq1TwyRjmbQ5FSDREqgoyWJptzfVDV95YOvadiOZoM9Nd16WkRFCksY0iY0CngJhs9C3b1zT0eo0STE1rfcO02/d63W8BpuYnlfXH14AvDm1K/R6vHh85lTXOFOTnu7skU4I6TXMQu8jQdnSQb+3XblxBd1+zr4XT+PCvHl/c6/1uDckADxFWzfv22/9ulK6JBPfjr52zndt7JFOCMkbFPA+obPSw5Q8mbhww4i4l1h5rWfi+ZMd08yCfDhBIhg01zwJggS6F5sIQghJEgp4SExE08SF7hbFR1rTxooiXX2/7fngwDVBNhX6MG50L7HyKsHSjRkNc14nSbY39VuDn0D3YhNBCCFJQgEPgYlomhzjJYq2JPqNK3Wex6+22Sl8YerOnWLljGvHwVQEk25P6yZIoHuxiSCEkCShgIfARDRNjokaV3WeRyes7sfD1J3rNiFhsWPilQyJoIlAp72JIISQJKGAh8AvjhpksTqfG6f/uX0eL1e7jT24ZGauioLPcU6cXd+CrPZiQbC45H3OLIm2Gwo0IWSQoICHQCe85VEr0GJ1jvSc2LmhY5JV2DUAelc7ADw8fQJ7D53GpasLRuINAJeuXptY5me1V8olXLqy4NnzO0zJFWuoCSEkHuzEFgKvNqFWUVCbbwS6m+2RnkDTEvzA8uC9k3sKpzNmG9RprVZvhEo2ayyqdmc2XdKZLdAXNQM7TN31aXdeI4SQYYAWeAh0c7RNZLKxpDri4LWAki6gszyrKIJ7b7vmAp7YuQGPTJ8wem1TbAEOSviKW3JlmoDnR1oWvPO85VELSgEX6w16CQghmYMWeEjGt1RwbHIH3pzahdFlI6Hc4LZA2rHpMCwqhYPHqx1W/ANb14Y6RxC2AAf1M486sMQmbtOUtCx493kvzDdQqzfoJfAhzSE0hBB/2ErVkJm5KvYeOt2O/a4atQIbo3ixqmW1R4l/A51x5pm5Kh6ePhHpPG7C9l8HopdcxW1bmlbbU5Pe8VFeY1Dj/VH6xxNCgmEr1QSZmat2JZ1FEe84z7OpOqx4uy5ch1VoZqDr9gp2Jrtf5riurn3/PZsii2XcpilptT01eX7Y1wjTWS9vJBEKIYREhwJuwIGXXtdazO7hHfbPq1rxU69sbR1WUTpalOqwLTrfUi8RHLj/VjziY6F/6VO3Bt5ok7pJu63Qe2+rRB7gklbbU5PyvrCvkeV4f1zYP56Q/kIBN8DvhmQ3LNFNFgsj4I1FhRXLilhqLPmWf9k3cx1ON6ZfbbqJiATdpE1by7qt0IPHq5FdrWm1PfU6r5MorxFV5HQT3rJkwbN/PCH9hUlsBvjdkOyY6JtTuzCxcwMOHq92JFeFS1UDLl1dDKzdtsVSx3Uj1z5WP8ExsZR0r1MetYyTyfys0Cg4k+yAprfBPl+cJCp38t6qUQvlkuWZyGeK7vr5fX7O6wroJ7z1m7jJjISQeNACN0DXeMUqSsfNyq/Huft5YQeCOLEt3YnnT3qep1Zv4OHpE9j34mnsufMWbcKdiaWke533Ly9g76HTRu7hNFyt9vmTji8n3a0tirfApH99r93Ufp6WLLr3CRkGKOAG2Dckdxb6njtvMRIqJwJg9y/eiD965Z1Ia+koGss9AAAgAElEQVS4+QfsAS7MN/DYC6fwC2tX4tgPznf8zr350DG+pdLxvm0aS0obHnBfh7RcrVlMovISuv33bAolcnE8I2kQlIhHwSakP1DADXHeqOyb9CPTJ3DgpdfbN2STJCgF4PD33vPtZa6jINcEav6qWSlavbHYJd4AtL3MndjvM0wcH+gWl7Ri1llLokoqYz/oe9RrN3WSG6WsJuQRkkco4CHxuklPPH/S00rVEbWUzNbcuCM+7XO5b8DOm+vKkoVLVxd8Xf2rRi1cbiwFCnNartasJVElJXReG540J7wFiWpSG6VBLqkjpB9QwEPidZNuLOrdyVnGeQN231yD3k/JKmLPnbcA8BZmL1GI02TFC13W+KUr1waz9JIkhM5ZImhSpx8XE1FNaqOUxZAHIXmGAh6SQapxdd6ATRKnbNyC4hTsR1rJc85uc2lZWva59r14usOrUas3embZOTcqutGtpkLnFtNFpdoejbTeh4moJhUCyVrIg5C8wzKykAxKjWtBOkvMTG+idtmc2/Xu7iHujs/XG4vYe+h04n2zx7dUMLqsex/ai1Ir9/v2Eu8wQpd0uZ0JJqIa1BvflCgldYQQPbTAQxLU7KMfREmIK1nFtsV8Q7mElSXLKAzg5Z42td5r9Ub7Nfys8sdnTuGZV89gUSkURfCZ22/EE+ObtOftl2Wne99FESwpFTrW7/c+0kr+MnWPJ5FtnlYyIyHDCgU8JLqRolGHkyTBolIQNJurXGksYr6xFPicS1cXcelq88ZdrdVhFQVWQQLfh5d7OqpQesU/H5851VFit6hU+2ediPcrmU33vpeUwptTu0KfT/c+Vpas1JK/dAlz2zeuMXp+mI0F68YJSRa60A1xjk20S8fenNqFuS/cgQP334pyyerr+pyu60LY9m9oJuJ9YPlIu7uZ3yncbt04QukWwWdePeN5nO5xoH8dwZJ2Ceveh7TKB50k5Vof31LBvbdVOj5vBXSMrtURZayrcxyvOxRDCAkHBdyAoBvV+JYKTuy5o+8iDjSFOKozoDbfwLHJHXhrahce2LrWV8SdwuslPFZROtqQrhr1vjZusdOFAvxCBEnFaMOS9MZB9z5qmrLDpEIER187F6ldaz9i9oSQa8R2oYtIEcAsgKpS6pMish7ANwGsBvBdAP+TUuqqiFwH4OsAbgPwYwC7lVJvxX39XqC7Ue09dLqjbjrJUjIB8OTuzT2NtzvF1Oumrjt2fEsFs2+f74hb7/7Fzri1bna0W+x08fyidG8nwsaFk44jp+ES9oo16wbSJBUiiJpDwKxyQvpLEjHwfwDgLwD8ZOvn3wPwpFLqmyLyLwD8BoA/aP3/glLqr4vIp1vH7U7g9VNHd0NyJmUlXQdu35yXW4W26JWsAgoiuHQ1eUF3i2nQtDPnsTNzVRw8Xm0L76JSOHi8irGbVneUmgHXxMg5gMT5+8/c7t1m9jO339jxc9imIGk1EelFK9G0k7+i5hBkrZHOoMLudURHLBe6iHwIwC4Af9j6WQDsAPB865CvARhv/fvu1s9o/f5jreMzz8o+uMZHlxXwyPSJjvrmhSWF+QjWuNeHbBUEq0b1k7Z0N+GiSNexpq7U8S2VttvZFnt3OOKJ8U14cOvatsVdFMGDW9d2JbCFdd/m2d2bdoggaiigF7kHztyTpEoP80SUPAMyPMS1wJ8C8A8B/ETr558CUFNKLbR+PgvAvstUAJwBAKXUgohcbB3/VzHXkDr92Gb85Y8udT0WdYLZ37p5NU6/+999B7G40Vl9tnA4rQLdqqq1OtZPHm5bDQDw6LMnu1zk7mz0J8Y3+ZaNAeHdt3ly9+osrrSsrqihgLSzytl6ld3riD+RBVxEPgngR0qp4yLyK/bDHocqg985z/sQgIcAYO3atVGXlyi6JKK84B5m8v7lBc2RneJRHrVw3UgBF+uNrjapprF522qYeO4kIPpktLBCGtZ92yt3b1x3Z79EK+oGIa2Nxcxc1WizN+jkaeNJek8cF/o2AHeJyFtoJq3tQNMiL4uIvTH4EIB3W/8+C+BGAGj9fiWArjFZSqmnlVJjSqmxNWvMalHTZtBieo0lhb2HTnc97tVR7crCEp7cvbmj5CdM21Xna/p5EMJe47Du2165e+O6O/Ps6reJ6/a2r2NSm708w+51xI/IAq6Uekwp9SGl1DoAnwZwRCn1AICjAO5rHfZZAH/c+veh1s9o/f6IUiHbh/WJiZ0bfEuqotLPDIBavdF1g9334mkj8Uj6BhpGSG1xeGT6BK4bKfjG8Z0kEUcOEqY44mufWzdpLg3RSiO+nNYmxskwiVe/ehyQfJBGJ7bPA/imiDwBYA7AV1qPfwXAvxaRN9C0vD+dwmunwviWCp6bfcdzrnaxIEaztb3o9/bFeYOdffu8dsypWzxM5p6b4pUUB3i7ogF0TUwrWUU8sHUtjr52rms+u5s47l4T13ZUd6dJSCINV38arvokYrZhKiAGHXavI34kIuBKqT8D8Getf/8QwEc9jrkM4P4kXq8fvPVj75vKsqKgnnIb1Uq5hEtXFlIbWVpvLPp2OhMBNu97uR0L375xDQ4eryZSn/6lT93qKd5e4nLdSMFTHL7xyjvtZIq0YsYmwhQ1zh5kcaYhWmklRyURs9VdR91mb9DpRakiySfsxGaI7gZUN+g7HodyycKxyR2pzxv363S2pJrWrm2xT3/7DO69rdJuuxqVcsnyvDHpxEV3DaJ0EQuLiTBFdXf6iVtaXeXSSo5KImaru45em71eMuwlbSR7cJiJIUl3WjPl0tUFPD5zCgKPlP0+0VhS+NbJ93Bizx3GGenu9ZesIvbedYvnsUnEe5OOGZtY12HdnXaYQPe52qNbvQg7sS3K+4lCEk1nsug2ZkkbySIUcANm5qq4dFVfepUmjUWFZ149kxnxtrE3M+6brW6dzseD6tB14rJq1MLlxlLX5Cyv1yxreq9HxVSYTN2dQRsfQVMktk0d6RKvKBPbor6fsHi11b33tvAu4Ky5jVmPTbIIBdyAAy+9HqqJim0Rfevke1qrvQBg5ailTRxz4ufefmr3Zs962V7ivNn6ZVLbXHaEHbwsSZ247LmzabE7LbPtG9dg+jtnuj6f9y93zy2P+x7drx3GKnQn5c1fXfAVb7+Yvt/EtiABd65jZcnCcquA2nwjMSvXpK1umHOlYYVHOa/Oo2NvsrLiKSDDBQXcgDDuWLtbGdAcyahjCcDoshGMLhuJnNFdKZfaN4uJ504mNpO8ZBUAiK9bXDddzEt83diWy+zb57WW5P57Nmlvsu4bpNdGqbGkEreOgqxCr83I2E2rse/F0x0btaDPWxfTt187ysQ2oNvqt7P4n9y9ObHrlJSl6uWyfnj6BPYeOo29d/l3EQx7XhNXuM4rZHtKwpyLkKRgEpsBJnFBd22xSbOTd2v1yDXmAmD7xmuNblZc17kXWzVqRR5vutwq4t7bKp4TwIDmqFDbGnbjrrfWUa3VPYeWAE1L0jk3emLnBhx46fWu5CE7qUjn5Xi3Vu9Z4pHt1nZann/0yjv4nWdPGHlZgnBuInWfi+5xm140iUkqOU7391OrN2L1Ao96DbwS67zCN3lrukPyDS1wA4KsSq9kI5Mb1g0tC9ptiZqgcM3Cd5d02e7m2bfPd5RYmXJhvoHpb5/xtOjKJavDAgrq261zqfsl5TlfV2cxzb59HtPfPuPrdVhZsnqWeKRzaydVYejcRJpObHPTi7acSSXH+a0pTuw56jXwCqH0sukOIV5QwD3wEqX992zqcoUC+sSfoGYn9vNm5qo4/L33Iq3Trt/26he999BpXFlY6hBJAfBLN6/GWz+u491aHQXN7G0AWmG8snAtfm3ijvTa/ARl1DstSZ3FFLQxKVlFiKBniUdRchBEvJv5eGXsO79jdpw7KAvd/T0ua3IukmwSEzY5bmauir2HTncN2gn6+4kadoqzwXCHUHSb02HqFEf6C13oLnStIAFg7gt34Kndm43acU7s3ACr6O3StJ8HABPPn4zlYtUJR63e6BIvhWZDGts1/aVP3drlFgzC6SLUiauzz7pXC9MgqXNakjprxu8clXIJ995W0V7Xaq2OLV98OVG3epD72k3JKuKB29dq3bL2+XTfsSfGN+EH+z+Bt6Z24Qf7P+Ep3u7v8fuXF7q+k0k3iQnTsnZmroqJ5052hEAuzDcw8fxJbN+4xve7Ka3nhyXJ1qRsc0r6DS1wF0FJOKHKW1wqYxUEB+6/1oxiyxdfjjwi1KboY0V74RREex0PT58I9Zp25q3OCqrVGx0Z4KaWC4Cu2d9R2rbaVqAftrgn5VbXubUL4u1GX24VMHbTaozdtBoHXnod1Vq9w/JeVKotBn7r0oUwvL7HjSWFcsnCiutGEsuajjP69MBLr3t6ehqLCkdfO6f1egHN6xTFk5JkjXkW69XJcCFZnicyNjamZmdne/qa6ycPe1p3AuDNqV3G59m872XP5KqiCJaUSqyf+IplRVy62nmjLllFLLcKnje+okhXRyuT0i8npk1lKh43NLfL1LlmXU90L5dsQdD1voGmC1YphG6649c0xRRdFrqXQDvXu+fOW9rHhFmX17URAA9sXasNMYT9Hvuh+2xMO8fp/tbc61w3eTjwGEIGCRE5rpQaCzqOFriLJJJwZuaqWgGxreUkxNtLxMolC5+89Xo8N3tW+/pO61QnLlZRMFKQrlaxYTrCua1bXfMSv8Yu9mNO0V9uFbDrI9d31X9bRcGuj1wfOiEQSCbx6InxTZ512ONbKtpN0oX5hm+CpN+6vKxsBeAbr7yj7RyYZHw2bsmY3ybWXufMXFX7nWOsuZu0audJNmEM3EUSca19L3bP2o5LQdAxOrNcsjxds1cXFvHMt890JJu5qTcWse/F0+0YKdB9g1yxbAT77/lIV8w/rL8mKGYONOvhg24yzvdzYb6Bg8er2P2LN3as7cB9t+Loa+dCrrBJkBjELUcLyqrWhdD91uWXHyCC1OOzcbPaJ3ZugFXofuNWUdrr1LWaldbzyTWSGOVK8gUtcBdx4lo693BY3BbHimVFLCnVdonPX9VPJps3HK4SlDhXqzfwyPSJdkKVvZ5yhJ7w1Vrd110adMPXWXpHXzuHY5M72laHvd6wWAXxFQOTbPsgyycoZKJUcx3OmHCQ4PqdszbfwJO7N6dqjUXxVrmv0+6PdnYsdHtj/DYptCw7YbvX4YMC7oFfEo59A6rW6u0Esord0jOgLtkUtyu7fnURTllOojFImHU43f5WUbqEJsy5vAiyfv0sPdNhKkUB/tpKjeAFJJAH3Rhn5qqYeP5k251frdUx8fxJAP7ldG4+sLzZmc9UcCd2btBuWuweA2kkqDlf3+s9Xbri3cbWayN08Hi1I2bu3IzdUC5pQwFxJ+ENIr2o8yfZggIeAvcNyClsUeKuJsTNUk+axqLCqlErVgtYJ24r00s0dPXL5VHLqOMd0Gxde2xyh2csurHo33Y1qGHHvhdPd31OjUWFfS+e7mr/6uehuTDfwNwX7gh8LzZ2EyB3wloSrnITr4P9f3emuN0tzXkMYLYRcr+mF17vr5+x36zEndOaMJdXsvK5pAlj4CEwFYtBpzbfwLHJHXhq9+auOKtVFJRLVmB7WK8aYV0M77Lmmitlbl3YxRZhrRQ7icoL+8ao84i4Hx/fUsGJPXdoz2fXfoeJtz8xvglPGvYm8MP9mvtePG3UcnR8SwWjy7rtAK9jg669yd9XuWR1vT+v783D0yewed/LicR//T6PLMWdWZd+jSx9LmlCCzwEdEU1sYUrKF9Al3mtK43SWWg6LtYbocvxwlopaSRR+bWQjTJsI8hVHmSJmFq+gPffgOmmKOjam/x9rbiuO+ExqG86ED1eHvR5ZCnuzLr0a2Tpc0kTCngIkqrdzjPuHb1OPGbmqrh0xXuGui5GGnaDtLJkaV9DR9hWnyZJVLrEPt0wmYrme1QplxK/8ZhsCMJ4ltwbnZm5qrYlr/vYoGtv8vdlJ0Q6xSmtvulAsBAkFXdOyt0bN+9hUBiWfAAKeAj8EpGsgmAJwKIjuctO+DLNDBc0RUmk6ab261Vu42ycMTNX9e2qZifdCYBlIwXfUjPd839h7cqOJCP7RuO8AZVHLbx/eUGb6KazjHQ38FWjFi43ljquu1UQXLq6YJwjUBTBusnD7WvgTEC0BcSe62zyGTiTqPbedUvXOFerINh7l/fENj8he0Tz+UW98ZhsCEzP7c7WtzcHXtfHa1MUZCGaJPoB6GpxHCT8fuGRINEMEoKk+kb0aujOsJDU55J1bwYF3AfdUBOvLHT7ZuVM6FmxbARXFsxj5u4viVeGtVUUrFg2glq9gaI0Z3Y/+uxJPDx9ApVyCaNWwXPDsGrU6kqQenzmVFcClNdGxGZRKRz7wfn2z87JYM6JaCZZ8u7kJV3LTHuyGtB545+/uhAqG9855tP+v1Nk3HOy3c9zr8keROPctCh1za3v98fuJ2S6jmxRE5FMLBFTz9IHlne6r3WWe1FEG4f3sxCd18VkPfZ3KEj4va6dqWgGCUFYj44Xw+Lu7SVxP5e8bKrYSlVDlDaRpiVNpqwatbDrI9fj6GvnOm70APSegKJgcUl1NXmxa8vd7U0fnzmFf/PqO+3jncM0okzYCstTuzd3lGA50b3/8S0V37ryMNiWdJBgOFvg6j6DMG1E3TjLE72mkUU9r0kegun31t26NKm2w164S/OC1qTbBOqunWl+hsl9IK6lluZ1HGbifC5h83eShq1UYxJmV+y8+SbJhfkGpr9zBgfu6+5drrvZ2mVe9vNt7BuEcycJANPfOdMh9u7a7zQRNMuqdDfp2nyjozyvWqvjkekTeHj6RGCWuymmn9mSUh03U6/PIIzV5Ly5rCxZHeEABf2Gy+umBEDrFdKNc92+cU37Z7scLagU0m3Jplm2dOCl143CI86ESncox++mbRojNUkMixt3zkP5Vx7cyW7ifC55iaFTwDWYfoBebugkcdcoz8xVA0WnNt9AedQ7gQroLPHpZ525gv/QEa+VKZ/fpUlBBI/PnGp7A3SvX201lwnKCte57G1s8fazBqu1OiaeOwnItc/R2ZvgsRdOYf89m3DvbZWO76gCcPB4FWM3rW6L3sHj/uU1Xu7HiZ0buqxkZxtU93sOIwAmN0pdnD1OH3Yv0Uw7MSwJN3ya5MWdnCR52FQBFHAtJh/gzFw1VfG2cY7vNLU8g+LDYc5FmsJo2qzH3YXNjWnWt1vE9h7qrs3264jn3Ki5j3J6C4LW4xfT7jqx62ev9sImAqD7+3OHMqIKiE40t29c005m7JWlmfXyrzgx+jxa7kD2N1U2FHANQR/gzFwVjz57smeWoG7oiBcmxwig7XBG4uHuwubG1G3v3ixG6bHvZ8narWj91uMXf/ea591YuuYx8outBwmA7u8vai6AGy/R3L5xTUcyZi8tzaSt/CSFM6o7Oc+We9Y3VTYUcA1+H2DabvNeoHCtOxlJHt3GyG88phtnnNrd1cwUexPgJdLlUasjH8KL60b0zRrjdlbzE4Be3EDdohk3ryErJC2cUd3Jec+uz0NNPQXcB68PsFdu814Qd2paGKJMMRskoiQ6Tn/nTDtOHSV5xnYJf+vke56/U8q/0x3g381Md2MviGBmrhq45iAB8LuBJmVhOs8TdVpe1khaOKO6k/OSCJZnKOAugm4MutaaRE+5ZOFin8S7V+Vwbpxd2KKWFzoTGKN0AfyFtSs7XMI29shOXdMYN3avAXfzHl399aJSeOyFU74hmijxRF2pndvCNBV3088la4lLQSQtnFG9IXlJBMszFHAHJq4n0z+CbTevxn/84fmhd1MLmp3K0iizM2FJKbzVKv/S1XYCwLKiYM1PLDeqB7e72fl9tM4ubHGG4Njr8RsdquM//uC85/EX5hs48NLrWG4VUDfsEujObgeu/U08+uzJrk1SvbGI60YKKFlF7QYijDXo/tvUJeUB8P0bdoq7aafDrCUuBZGGcEZxJ+clESzPcBqZAz/Xk43pH8F337mIUddkoDxTkOamZJVPeZoXCsDs2+f79kfr/Lwmdm5AQZN6r1Tz90Fzpu0Obg9sXau9FqNW559VXJfhusnDOPDS6/ilm1eHqhzwk6ZqrW4s3m6cfxPjWypY0ojgxXoD++/Z1J6UVi5ZWDVqodbaQISZDGWyCarW6tq/4UefPYl1k4fxyPSJ9oQqP/GOM9mt32RlKtn4lkrH55/X65llaIE7CHI9zcxVMX/VbHjGoI0dXVLAt9+8gAP33+o5g9qPZ149gyfGN/n2aU8Dr5uWXYbkxs6eNhHbemMRf/TKO6iUS9j1kevxrZPvdcT35xtLHVZfEkNwqrU6zl+6ige2ru3oTLfup0r4Tz8839V5L22c9e5+Fp+zwUqcxCqTz0Wgz/C3xdrkMvWq21ZaZCmDOg+JYHmGAu7A70aUdJvUPNJYUpFE2L556qZwpUGlVRZ04KXX8fD0CaNYuH2zM11jtVbHweNVLLe6HVnOpKHtG9cY15D7UW8s4uhr57paoPZavG1sATZxlcZNrDL5XJJoATwoLl4K53BAF7oDP9dTnDgmAbZ88WVcuHSlJ69ltxE9ePxajbPJTd22VNzfAT/qjUVtopb92kdfO2d8viCclmi/v5P1xiIenj6BvYdOd4QmyiWry1UaN7HK9HOxQxxhKIrQxUtyCQXcgV/MhqUP8bgw3zAeqxqXaq2OR589GVrc7BjqvbdV2t+BVaMWLF3gPICiNJ+X5HfHGdPPyneyVm/g0tVr19prTK0ud8Q0p8T9t2lfWzf232zQcTYlq4gvfepWvDm1C8cmd1C8Sa7gNDJD/DKYyWBhZ5ivWFbE/NXFWGWDb03tSuy74x5wEiaz37R5TFIURfCZ229sx+vdA1uA+NPbTDq1eR3nvo5ANuLFhNiYTiOjBW7IxM4NkS0xki9sibkUU7ztjPawbnkb2wvkXpedALZ94xrj84bJYHd6oJ7avRlvTe3qqGs3we4db2d81+oNQDU9Gkm4q00znL2Oe7L1nuxcgsdeONVep31tTTLkZ+aq2DZ1BOsnD2Pb1JFQWfWEJAGT2ELQGwcwGQTcgzFWlixcWVgMlXCmoK//thPa9t+zyXMOtpNyycJ337kYajPy5O7NHWKYRCOexpLC6LIRzH3hjtjnAswTtfyOizI22MujkKc+32RwiCzgInIjgK8D+GtoatvTSqkvi8hqANMA1gF4C8CnlFIXREQAfBnAJwDMA/icUuq78ZbfG+zBJbpEqH51+yLZxS41s4nSRrYogn0vng5s8XnZJ7egZBUh4l3WqHOre4lREqVwzjWHIaizWpy2qqbJdSYjYPPU55sMBnFc6AsAHlVK/U0AWwH8poj8HIBJAH+qlPowgD9t/QwAvwbgw63/HgLwBzFeu2fYf7h+Ar2kVGADEELCsvVnV/la1grwTdaz3co1zTnsOLAXdoa57Rr2CgNECSiF7QZm//05XdwPT5/A5n0vY2au6vl7Uxe433rcj0cdAUtImkQWcKXUe7YFrZT67wD+AkAFwN0AvtY67GsAxlv/vhvA11WTVwCUReT6yCvvESZ/uPaNg5CkeHDrWrz14+DvlG5jKUA7q1onUnbDEj8hdlrjuliy6eY1So31vhe7Z6AD14aseM1Id3dP9MO0a5mpMLPPN+kliSSxicg6AFsAvArgZ5RS7wFNkQfw063DKgDOOJ52tvVYpuGOmiSJ3U7UDwHwxPimWJtCdwtZL5GyY/RBwZ8gQdRZ59tuXh2rjebMXNXXA1FvLGpDE9Va3SixzC8ZzpmkVggoRwMGpwkMyQ+xk9hE5AMADgJ4WCn130T/Rff6Rde9Q0QeQtPFjrVr18ZdXixm5qpGAw9INhAAD2xd6zmBKwsIgE/eej2OvnbOV5iWWwVs+eLLkV/HLSRerTW3b1wT6jrZlrhfK9SkS7GizkB3rtluNLP3Lv3wFN3YYOf79boHWAXBB5aPoDbfYPkZ6Qux6sBFxALwLQAvKaX+Weux1wH8ilLqvZaL/M+UUhtE5F+2/v2M+zjd+ftZB87Wqflj1Crg+7/7a5iZqwZmZvcLqyBopNj7tFyyfMXKJmxtul+iZsUhXknN6QaA9ZOHjTLnTWrcS1YR995W6egj77c23fWxe+lTsIeLJL/XJpjWgUcW8FZW+dcAnFdKPex4/ACAHyulpkRkEsBqpdQ/FJFdAH4LzSz02wH8n0qpj/q9Rj8F3O8P+CeWj0TKKibpY48O3fLFlzMp4EC6TVXcTUp0NxlTcQQAqygdDVh0rFhWxNWFpY4NSpxmLWE2GSbX1H2M37XSXR8B8GbrO0aGA9OmQUnSCwH/HwD8PwBO4VqJ9D9CMw7+LIC1AN4BcL9S6nxL8H8fwMfRLCP7daWUrzr3U8D9bnCrRq3MisOwYw8xSWJ4SN7xE6gw4lhonSyO4+DBrWvxxPim9s/ummoRdLmiZ+aqoWagxynndFvoutBZPyaVJWX99dqKHBR0fytpfhdSF/BekEULnAwmBQx2ox63xRBWHJPAFvGg8JRVFKxYNoKL9Ubo9ZWsYmphrzBWV5Kim4T1l5YVOQybgn54Y9hKNSZR21+SfPK3bl4dul1onnBnko9vqfRUvIHmXHgguDSzsahQiyDedga5V5Z/1CbIUSaVxa1Nd6LrFLf30OlEzhMnUTDJ95ll4g7iSRMKuAZneQkZfI794Dz23nULntq9OXCCVV5xl1b1+ru9qBRm5qqpebZs62/uC3fgqd2bO0rDHti6NtKGfEmp0JPKkhRLXRlrrd4IJZRxx7l6kcamAMhej3nTXgH9gALuw/iWCo5N7qCIDwl7D53G+JYKljIcVoqL00qa2LkhsmUahYKgXXqWNFahswe5/bdri+8T45s6NuSm7zuKlZWkWPq9fhihTMOKTGNTkEWr3nRwTj+ggGtw7gw6N5IAABFTSURBVALnry5wEtkQUKs3sH7ycL+XERnTb2i9sYh9LzY3Kw9sXdszEb9upJBafLqxBKOmLccmd+CtqV14smWhBxHFykpSLP1eP4xQpmFFprEpSMuqj4t7Q5gF8QYo4J64d4EX5htoLCmUrEJPLRbSexTCl3hZxWx8K8Ks+8J80wX7xPimtpgJoseKvRDH/1csK6LuM3QlCcLc5O0b8lO7N2uPEUSbLJakWI5vqWg794URyjSsSK/3aRUE81cXIru/07DqBxmOE/VAl2RzubGEJ3dvxsPTJ/qwKmJz3UgBVxaykzMuuFZamGaNd9L8oxe+1+5CZt/I1z92OLE3sLxVmnXweBWXrqbfEMl5kzfNjh7fUtH+PUe9DEl3pttz5y2eGeRhNwSm41fDnA9ARzngpasL7RLbKCNWdVPvkk4YG5TseQq4B7rdnkL89o4kPlkSbwC4uqigriygXLJy1eBnvrHUtpDsm1mSm496YxHPvHqmZ62I7Zu8u2QqSEgqGtEIcrH7iUCSYplWq1qbOGLmfJ/bpo50ff/Djlid2Lkhkc2KH2G/H1mGAu6B3+xj1oYTL+zSp7yx99BpXFlYSi023SvxFlyLF/vFUb1u0FFEo9cikLT1bGP6PkxEPgn3d9qbFfvcYb4fWYYC7sD+klKkybBguul4cOtajN20GnsPnQ61UYnTHc3GJCzh9I7pBKNaq2Nmrtp1k44iGkEikIaLNo1zmoiZqcgn5f5Oa7NiM0hxdgp4Cw4vIcQbq4B2B7Uw4QtBfAvc7hZmMpzGFpayT6tjnZWsm0imE0w/EUjDOvc6Z9CkNb/1BxkrzvdnarH2wv2dBL2Ks/cCCniLoO5QhAwaJauIKwuLgT3OG0tojzf1+xtx90w3ke5iQbCoWYA9WQ2A8eyBemMR140UtC1V/VylTsErj1p4//JCezCLW4T9RCCOi1Ynurr7U63e6KitN1k/gEBjxSlmphZrL9zfSZCXjYYJFPAWeXSfEBKVklXA/ns2GVdUBAlouZWBbDK1zGbVqAWlvN345ZKFE3vuAABs3hduNvrFesO3WsTrb91t4Xq9X6cI6wbmbN+4Bt/QDNIJusf4We5+z7Xr+i83lozWb/9bh1vMwlisUdzfvc4Iz8tGwwQKeAu/xDVCBolRq4D//Z6PtC27uN/7SrmE+ZDiDaBDcNxcdIh62OTAG8ol3/fmJTymHrhqrY51Ps1+jr52LpKLdmauikefPdkVcrBFN+j+ZOqhCNpEeE2uS9Ni7VdGeNpx9l7BRi4tOLyEDAvzjaWOdqpxvvclq4jtG9dEGq9bbyxq+85HjUc6hSWooYqz22JSm/d3a3Xt627fuMazx7ctYrp8AfucSXBDuaS9tvZ4TK/8gLRaiWa181peoAXewsutsn3jmvZ8YHtmMeeAk0Gg3ljEo8+exJJSWFmysNwqoDbf6Iqd+mHPXrenjEVhUSlYRemw3q2idAjWKp+kNCd2zNxZiw14u0rTSlq1rX/3627fuAYHj1c9Lc0g67/Q2uSUrIJnNzsBsFzzOyfOzUtYizotizXNjPBBadbiBwXcgcmX9PGZU56xL0Lyhm3x2S5qq+WPMxHvogi2b1yD6e+YNWopOJLbnAjQ5XpvLCrMvn2+/be4585bMPH8yUAXvVeGvO5vOo2kVasouHSl2UbULRjbpo5oLc0gsVpUChPPndTOq39g61oc/t573uLeqsHzErAsiFtaGeGD1KzFD1EZnrw0NjamZmdn+72MNjNzVfzO9AntHxIhJDlGrQLmW6IUpn2uVxzXbY0lne+ySuO5WDVqYc+dt+CR6ROeWfmCePk3q0YtzH3hDqyfPKw9/5tTuzyfmwUL1csTYpcOxlnLtqkj2u56xyZ3RD5vrxCR40qpsaDjaIGH4LEXvkfxJqRHzDssyjD15+6SKXcNedLi/eDWtTj62jlPN/+F+WaZ1+iyomc/eFs4o7rz7aE0ppass/7b2SCnXxZqWhnhg9SsxQ8KeAjSnqZECEmGemOxZ0OHpr99xjfsoBNmZ6y/GcNuHhd2IM5jL5xqD41xv9alKwt4fOYUjr52rku03a/Rr3aiacTXB6lZix/MQieEkBiY5Ax4sWLZCGbfPo9Hpk90WO8jRYFV6MzOtwqiHVtbbyzi6GvnsP+eTV2jR2v1Bv7olXfaYha00kGxUNOYf55FKOAGPD5zCut9aj8JISQstri6RbWxqPCB5SMdZVsH7r8VB+67VXuud2t1jG+pYHRZPKfqoFioaZa+ZQm60ANg1jkh2Wa0VUKV1XRcnUtcBNDlENfmG5j7wh1djwc1p4ljQQ+ahToozVr8oAUeQJwaV0JIuhSkabFmVbwr5RIe2LrW053rVwCks4SDXMNhLWjbKT+oFuqgQwvcgVdZRa/mGRNCmoRJ4lKIHoPuBe/W6jj62jnce1ul3RTKbuzi59nTWcJBWdthM9qf3L2Zop1jWAfe4vGZU/iGKx5lOq2JEJIMFQNxyyPO2maTLnBvaWq3TXAbIhcuXekoybPJS030MMI68BDMzFW7xBvwn9hDCEmWogjerdVx+Hvv9XspgQgQqr2ys0QrqAtcuWRpf2eCO/ara5YySPHuYYUCjqY7ikY2If3FDldlfd5AUQQ/2P8JAN7iqMNOMPNLNLMK0p6BnhR5G5+ZhQ5xeYECjsGpfSSEBNMc/lHsEN0wcffP3H5j+99heqrbCWa6JiNFERy4/9ZUxCovGdnD0sM8KZiFjsGpfSRkULFreZPgga1ru2qEvTLFBcCHf3pFe+RpUQQPbl2LJ8Y3tY8x3fybjDn90qfSEe88wfGi4aAFjvCZm4QME+WShSsLS4n/fdhWb1EksNrjhnIpsqfMrrcuiuAzt9/YFmC3WI7dtDq061ZnTZdLFlZcN+J5rry5tHvJsPQwTwoKOLr/oMLMRCZk0LlYb+CBrWvxzKtmo0NNWdma3w10z6d2YluvuiYmNjo3+A0rzbKto7iZvTb/JavYMZc8qdcaBoalh3lS0IWO7qSJPXfeggP339p2sREy1EhzYIdTvJ0NQB7curb9t2K7m02o1Rvt+Kbt0gaazVlsyiWrXX7l5Xp2rkO3tUjTehuWlp29Ylh6mCfF0FvgXkkT9hSjSrmEJ3dvDtz5EzLIKAU0XJa3gncdcZisbOBafNM+j/u5zjGiQa5n3QzotK03WtPJwfBCOIZewP2ySG0xL1kFFARs6EIGFqsg+MDykVAlXF6WrdcNOKgxi30evwQmZ/zYXeO8beoI3q3VsbJkwSoKGovX/lBpveUPbojMGXoBN3GvcQ44GWTc5UvrJw8blVTpLFuvG7CfgAcN4tA97rb2a/UGrIJg1aiF2nyD1hsZeIZewHVJE4TkGXsudJBF7WzxaWPyNxHWsvXLNHcO4gjjAvey2BtLCqPLRjwneREyaAx9Etv2jWv6vQRCEqVkFbHnzlsw94U78NbULjy1e3M7yWrVqIVyyfJNuPJKJLKKEvg8P5zNT3SETWBiyREZdnpugYvIxwF8GUARwB8qpaZ6vQYnR18718+XJyQRViwr4tLVpjV63UjnvjxsTNEZx67W6ihKM6684rqRwPIoHU+Mb8ILx896DtWwY9xhE5hYckSGnZ4KuIgUAfxzAL8K4CyA74jIIaXU93u5DifcrZNeYjf4sIVxUSms0vQdWDVqQalmbDeI+avXXMnO8qyo8V/7eUm2tdTlkjj/BsNsNnQ12ExaI8NCry3wjwJ4Qyn1QwAQkW8CuBtA3wScMXDSK/wafOgGOKyfPGx0bq9Jes7s7SiYZIWHIWmLmSVHZNjptYBXAJxx/HwWwO09XkMHbKM6XIQZWpHkawaJi87yjLPBjOtdSjrGnIbFzJIjMsz0OonNq01Tx/1URB4SkVkRmT13Lv34tFcnpQc9BhuQ/rLt5tWhhllsu3m1Z9euB1pdw0woCFCyCu3vxVO7N+Op3Zs9E610M5wr5RLenNqFY5M7IgmNV2KXG13vs7ixYN3z41jM7FpGSHL02gI/C8CZjvohAO86D1BKPQ3gaQAYGxvribHktYu3Bxs4Y5Wkm6IAjr4ZuG6k0NE9y41do1tuxXcv1q/9u1ZvdFnItujaAyiCOn2VW/21x7dUtG7pmbkqJp476dnr3j1tSof7vEB3F7Ek4rG6xihHXzvX8fPB49XEX5sWMyHZRlQPhUlERgD8FwAfA1AF8B0Af0cpddrr+LGxMTU7O9uz9QXx+Myp9kAHATDqyPz1wyoKViwbMUpGaj+nIICgo6uUFyWrgMuNJZRHLVxuLPo2nbGKgt2/eKNvU42S1RTgJdf0Jp0YeuElsl71xrrnBr1OmLX4vc7eQ6fbn8mqUQt77oyWYZ3kurL22v18T4QMKyJyXCk1FnhcLwUcAETkEwCeQrOM7KtKqX+iOzZrAm5KlJue13MAf8srSER1ApWGeCVxDQghhGRYwMOQVwEnhBBComIq4EPfiY0QQgjJIxRwQgghJIdQwAkhhJAcQgEnhBBCcggFnBBCCMkhFHBCCCEkh1DACSGEkBxCASeEEEJyCAWcEEIIySEUcEIIISSHZLqVqoicA/B2hKd+EMBfJbycYYfXNB14XZOH1zQdeF2TR3dNb1JKrQl6cqYFPCoiMmvSR5aYw2uaDryuycNrmg68rskT95rShU4IIYTkEAo4IYQQkkMGVcCf7vcCBhBe03TgdU0eXtN04HVNnljXdCBj4IQQQsigM6gWOCGEEDLQ5FrAReTjIvK6iLwhIpMev79ORKZbv39VRNb1fpX5wuCa/rKIfFdEFkTkvn6sMW8YXNPfEZHvi8j3RORPReSmfqwzbxhc178nIqdE5ISI/L8i8nP9WGeeCLqmjuPuExElIsxKN8Dgu/o5ETnX+q6eEJH/xejESqlc/gegCOAHAH4WwDIAJwH8nOuYvw/gX7T+/WkA0/1ed5b/M7ym6wB8BMDXAdzX7zVn/T/Da7odwGjr3/8rv6eJXdefdPz7LgD/vt/rzvJ/Jte0ddxPAPhzAK8AGOv3urP+n+F39XMAfj/sufNsgX8UwBtKqR8qpa4C+CaAu13H3A3ga61/Pw/gYyIiPVxj3gi8pkqpt5RS3wOw1I8F5hCTa3pUKTXf+vEVAB/q8RrziMl1/W+OH1cAYMKPPyb3VAD4XQD/FMDlXi4ux5he19DkWcArAM44fj7beszzGKXUAoCLAH6qJ6vLJybXlIQj7DX9DQD/d6orGgyMrquI/KaI/ABNwfntHq0trwReUxHZAuBGpdS3ermwnGN6D7i3FUZ7XkRuNDlxngXcy5J277BNjiHX4PVKHuNrKiIPAhgDcCDVFQ0GRtdVKfXPlVI3A/g8gMdTX1W+8b2mIlIA8CSAR3u2osHA5Lv6IoB1SqmPAPgPuOY59iXPAn4WgHOX8iEA7+qOEZERACsBnO/J6vKJyTUl4TC6piLytwH8YwB3KaWu9GhteSbsd/WbAMZTXVH+CbqmPwHg5wH8mYi8BWArgENMZAsk8LuqlPqx4+/+XwG4zeTEeRbw7wD4sIisF5FlaCapHXIdcwjAZ1v/vg/AEdXKGCCemFxTEo7Aa9pyS/5LNMX7R31YYx4xua4fdvy4C8Bf9nB9ecT3miqlLiqlPqiUWqeUWodmvsZdSqnZ/iw3N5h8V693/HgXgL8wOfFIYkvsMUqpBRH5LQAvoZnl91Wl1GkR+SKAWaXUIQBfAfCvReQNNC3vT/dvxdnH5JqKyC8C+LcAVgG4U0T2KaVu6eOyM43h9/QAgA8AeK6VY/mOUuquvi06Bxhe199qeTYaAC7g2maeeGB4TUlIDK/rb4vIXQAW0NSqz5mcm53YCCGEkBySZxc6IYQQMrRQwAkhhJAcQgEnhBBCcggFnBBCCMkhFHBCCCEkh1DACSGEkBxCASeEEEJyCAWcEEIIySH/P/To76+yGg2iAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f362e3fd0b8>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"d = distCompare(cos_dist, vectors_pca)\n", | |
"plt.rcParams[\"figure.figsize\"] = (8, 6)\n", | |
"plt.scatter([x for x,y in d],[y for x,y in d])\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 51, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.collections.PathCollection at 0x7f362e417ac8>" | |
] | |
}, | |
"execution_count": 51, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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