Created
October 26, 2020 08:12
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Statement" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"The Film Junky Union, a new edgy community for classic movie enthusiasts, is developing a system for filtering and categorizing movie reviews. The goal is to train a model to automatically detect negative reviews. You'll be using a dataset of IMBD movie reviews with polarity labelling to build a model for classifying positive and negative reviews. It will need to have an F1 score of at least 0.85." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Init" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 93, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import math\n", | |
"\n", | |
"import numpy as np\n", | |
"import pandas as pd\n", | |
"\n", | |
"import matplotlib\n", | |
"import matplotlib.pyplot as plt\n", | |
"import matplotlib.dates as mdates\n", | |
"import seaborn as sns\n", | |
"\n", | |
"from tqdm.auto import tqdm" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 94, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline\n", | |
"%config InlineBackend.figure_format = 'png'\n", | |
"# the next line provides graphs of better quality on HiDPI screens\n", | |
"%config InlineBackend.figure_format = 'retina'\n", | |
"\n", | |
"plt.style.use('seaborn')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 95, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# this is to use progress_apply, read more at https://pypi.org/project/tqdm/#pandas-integration\n", | |
"tqdm.pandas()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Load Data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 96, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"df_reviews = pd.read_csv('./datasets/imdb_reviews.tsv', sep='\\t', dtype={'votes': 'Int64'})" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# EDA" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Let's check the number of movies and reviews over years." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 97, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<Figure size 1152x576 with 3 Axes>", | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"image/png": { | |
"width": 1144, | |
"height": 569 | |
} | |
} | |
} | |
], | |
"source": [ | |
"fig, axs = plt.subplots(2, 1, figsize=(16, 8))\n", | |
"\n", | |
"ax = axs[0]\n", | |
"\n", | |
"dft1 = df_reviews[['tconst', 'start_year']].drop_duplicates() \\\n", | |
" ['start_year'].value_counts().sort_index()\n", | |
"dft1 = dft1.reindex(index=np.arange(dft1.index.min(), max(dft1.index.max(), 2021))).fillna(0)\n", | |
"dft1.plot(kind='bar', ax=ax)\n", | |
"ax.set_title('Number of Movies Over Years')\n", | |
"\n", | |
"ax = axs[1]\n", | |
"\n", | |
"dft2 = df_reviews.groupby(['start_year', 'pos'])['pos'].count().unstack()\n", | |
"dft2 = dft2.reindex(index=np.arange(dft2.index.min(), max(dft2.index.max(), 2021))).fillna(0)\n", | |
"\n", | |
"dft2.plot(kind='bar', stacked=True, label='#reviews (neg, pos)', ax=ax)\n", | |
"\n", | |
"dft2 = df_reviews['start_year'].value_counts().sort_index()\n", | |
"dft2 = dft2.reindex(index=np.arange(dft2.index.min(), max(dft2.index.max(), 2021))).fillna(0)\n", | |
"dft3 = (dft2/dft1).fillna(0)\n", | |
"axt = ax.twinx()\n", | |
"dft3.reset_index(drop=True).rolling(5).mean().plot(color='orange', label='reviews per movie (avg over 5 years)', ax=axt)\n", | |
"\n", | |
"lines, labels = axt.get_legend_handles_labels()\n", | |
"ax.legend(lines, labels, loc='upper left')\n", | |
"\n", | |
"ax.set_title('Number of Reviews Over Years')\n", | |
"\n", | |
"fig.tight_layout()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Let's check the distribution of number of reviews per movie with the exact counting and KDE (just to learn how it may differ from the exact counting)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 98, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<Figure size 1152x360 with 2 Axes>", | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"image/png": { | |
"width": 1144, | |
"height": 354 | |
} | |
} | |
} | |
], | |
"source": [ | |
"fig, axs = plt.subplots(1, 2, figsize=(16, 5))\n", | |
"\n", | |
"ax = axs[0]\n", | |
"dft = df_reviews.groupby('tconst')['review'].count() \\\n", | |
" .value_counts() \\\n", | |
" .sort_index()\n", | |
"dft.plot.bar(ax=ax)\n", | |
"ax.set_title('Bar Plot of #Reviews Per Movie')\n", | |
"\n", | |
"ax = axs[1]\n", | |
"dft = df_reviews.groupby('tconst')['review'].count()\n", | |
"sns.kdeplot(dft, ax=ax)\n", | |
"ax.set_title('KDE Plot of #Reviews Per Movie')\n", | |
"\n", | |
"fig.tight_layout()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 99, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"0 23715\n", | |
"1 23616\n", | |
"Name: pos, dtype: int64" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 99 | |
} | |
], | |
"source": [ | |
"df_reviews['pos'].value_counts()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 100, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<Figure size 864x288 with 2 Axes>", | |
"image/png": 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| |
}, | |
"metadata": { | |
"image/png": { | |
"width": 856, | |
"height": 281 | |
} | |
} | |
} | |
], | |
"source": [ | |
"fig, axs = plt.subplots(1, 2, figsize=(12, 4))\n", | |
"\n", | |
"ax = axs[0]\n", | |
"dft = df_reviews.query('ds_part == \"train\"')['rating'].value_counts().sort_index()\n", | |
"dft = dft.reindex(index=np.arange(min(dft.index.min(), 1), max(dft.index.max(), 11))).fillna(0)\n", | |
"dft.plot.bar(ax=ax)\n", | |
"ax.set_ylim([0, 5000])\n", | |
"ax.set_title('The train set: distribution of ratings')\n", | |
"\n", | |
"ax = axs[1]\n", | |
"dft = df_reviews.query('ds_part == \"test\"')['rating'].value_counts().sort_index()\n", | |
"dft = dft.reindex(index=np.arange(min(dft.index.min(), 1), max(dft.index.max(), 11))).fillna(0)\n", | |
"dft.plot.bar(ax=ax)\n", | |
"ax.set_ylim([0, 5000])\n", | |
"ax.set_title('The test set: distribution of ratings')\n", | |
"\n", | |
"fig.tight_layout()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Distribution of negative and positive reviews over the years for two parts of the dataset" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 101, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<Figure size 1152x576 with 4 Axes>", | |
"image/png": 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rqnDoUBaGDJFrLQ8Pl+C998zx2WemyMjQUeOeYiQxgn/tPtj/3hEc6XsKAz2HwMzIrEDucWY0fr3xC3ru7AKvP2pg+IEhWH/7T0SmR+ig1URE9CZi+SgREREREREZlPHHPit0+Yr288u4JUREREREhmv3gx0IjLv6ZMHNfkCMD+rWzdFdo8ggmZsDP/2Ui86dFZg6VYbY2CdjCPz5p3pUngULctC+vX4UiNV3bIjF7VdgTssfsOfhbvx9ZyMuPD5XIJeam4K9IbuxN2Q3AKC2jTvaVe2AZpXego9TY7haVNGa3pCIiOhVYBEPERERERERUSmxkIiocNkBXQsubF/27SAiIqLi5Spz8d2Fb54sUBoDR38AANSpo9JRq8jQdemihK9vJmbNkmHzZmPN8ogICd5/3xzduuXh229z4eYm6rCVT1iaWGGg1xAM9BqCR2lh+OfhLux5sBPX4gMLzd9PuYf7Kffw641fAACOZhXRyKkxfCqqL/Uc6sPBzIGFPURE9FJYxENERERE9AYqrACBxQdERC+OxStERERkSNYG/Ybw9EdPFgRMAJJrAACn06KXYmMDLFuWg5498zBligwxMU9G5fn3X2McP26E8ePlmDhRDnNz3bXzWW5W1TDRZxIm+kzCo7QwHAs/guMRR3Em8hQy8tILvU98dhwOhv2Lg2H/apbZmNqglo07atu6o7atB2rbuqOGdU24WLjC3FiPdpiIiPQWi3iIiIiIiIiIiIiIiIjeEMk5SVh05clJHEYKGyhOzQQAuLioYGOjo4ZRudKpkxKnT2fim29MsWGDiWZ5To6An34yxebNxvjmm1y8844C+jZwjZtVNXxYbwQ+rDcCeco8XI4NwPHwozgecRQ34q9BRNEjCaXkpuBybAAuxwYUWGcvs4eLZRW4WLjC1cIVLpZV4GjmCEfzinD479peZg8jCb++JSJ6k/G3ABERERERERFROcDRgIiIiKgk5l/6Hqm5KZrbloFfIDnbDgCn0qJXy9oaWLQoF4MG5eGLL2QIDJRq1kVGSvDRR2bw8VFixoxctGmj1LtiHgAwlhqjufPbaO78Nr54azYy5Om4EX8dV+OuIDDuCgJjryAyI6JE20rMSURiTiJuxF8rNmcns4Ojmbqwx8HMEQ7mDrCXOcDezAEOZk9+tpPZw05mB6lEWuz2iIjIsLCIh4iIiIiIiIioEPpQFKMPbSAiIqLy43pcIP64uUZz26VCVUQdnKi5zam06HVo3FiFf//Nwl9/GeO770yQkPBkiq3AQCn69TOHr68Cn3wiR4cO+lnMk8/CxBItXFqihUtLzbLYrFjciAvEveR7uJ98F/dT1NcpTxXLlUZSThKScpJwN/nOc7MCBNjKbDWFPfb/Ffk4mNlr3X66AMhYavxC7SIiorLBIh4iIiIiIiIiPTH+2GeFLl/Rfn6hy4mIiIiISkqpUuKzU59CJT4ZbefDSvMxVyHT3K5blyPx0OshkQCDBuXhnXfysGCBKdauNYZC8aRa5+JFIwwcaIS6dZUYNUoOf38FZLJiNqhHnMyd0KlaV3Sq9qQAXxRFJGQn4H7yXYSnP0JURiSi0iMRmRGhuc5WZL/0Y4sQNUU/91PuPTcvQEBFcyc4WzjD2cIVzhX+u7ZwRmULF7hYuKCSeWUW+hAR6RCLeIiIiIiI9FhhX+jzy3wiIiKikil0NCuAI1oR0RtpQ/D/EBh3VXO7s1tXWEb31MpwOi163aytgblzczFihBwLFphi2zYjiOKTYp5bt6T45BMzfPONCgMGKDB6NODtrcMGvyBBEOBo7ghHc0e0QMsC60VRREpuMhKyE5CQHY/4rDjEZ8cjPjsOCVn/LcuOQ3xWHBJzEpEuT3sl7RIhIjYrBrFZMVqfB1pthwAXC1dUs66O6tY14Galvq5mXR3VrarDwsTylbSFiIgKxyIeIiIiIiIiIhjeKDj8YvoJTjlFREREVLyE7AR8d+FrzW2ZVIbvWs3Hkq+lT5bJRNSowSIeKhvVqolYsSIHH38swZIlJti50whK5ZNinqQkCVasMMGKFUD9+kCvXsbo3VsBZ2dRh61+dQRBgK3MDrYyO9S2dX9uPleZi6TsRCTkJCAx+6lLTgISs5P+u36yLDknGSJe7LkSISIyIwKRGRE4E3WqwHoHM0dUs6qOmja1UNvWAx52nnC39UBVSzdIJdJCtkikv1SiCjmKHOQqcyBAgJHECEYSY5hKTSHo89x+VK6xiIeIiIiIiF4ZQyuCICIiIiIiehPMOvM5UnJTNLc/bTwNblbVcO7ck6+JGjZUQsrv36mMeXiosHJlDqZPF/DLLybYvNkYmZnaX5zfuAHcuCHDnDkiWrRQoksXBTp1UqBmzfJR0FMSplJTVLZwRmUL5xLlFSoFknOStYp7EnISEJv5GNEZ0YjOiEJ0ZhSiM6JKPa1XQnY8ErLjcTk2QGu5TCpDTZva8LDzQG1bD7jbesLD1hPVrWtwei4qEzmKHERlRCAiPQKxmTGaka4ScxKQkKW+TspJQrYiW1O4k6vMLXRbAgRYmljBysQKNjJbVDKvhEoVKqOyhTNqWNdETZtaqGlTC5YmVmW8l/QmYBEPERERERERERERERFRObX34T/Yfn+L5nZNm1oY5/MxYmIEhIRINMtbtFDqonlEAAA3NxE//piLL77IxebNxli3zhh372pXlYmigLNnjXD2rBFmzwaqV1ehUyd1Qc9bbylhaqqjxushI4mRZjqv4uRP66Uu7IlEdGY0ItMjEJYairC0UISmhiBNnlqix8xR5uBWYhBuJQZpLTeVmsLd1hN1Heqhrn091HXwRl37erCV2b3w/tGbKS03FRHp6lGiItPD1T+nP/k5PjvulT2WCBFp8lSkyVMRmRGBm7hRaK6qVTU0cGyIBo4N0bSSL3wqNobMSPbK2kFvJhbxEBERERERERERERERlUPxWfH47NQkzW0BAha1XQZTqSnOndMukGARD+kDKytg5Mg8jBiRh5s3Jfj33wrYtAmIji6YDQ2V4NdfTfDrryYwMxPh66tE69YKtGmjRN26KkgkBe9D2p6e1quuQ70C60VRRHJuklZRT1iq+vpByj0k5SQ99zFylbkISriOoITrWsudK7igjn1dTVFPXQdv1LCuySm53lAKlQKxmTGIyojC48woRKZHIjIjHJHpEZpinZIWlJWl8LQwhKeFYc/DXQDURWtNnJqhlWsbdHLrgnoO9TktF5Uai3iIiIiIiIiIXiNOM0dEREREuiCKIj479SkSshM0y0Y1GIfmzm8DgFYRj7GxiCZNWMRD+kMQAG9vFdq3B378Edi9Owvbtxvh0CEjJCQUrM7JzhZw4oQRTpxQf/Vpb69Cy5ZKtGmjLuypWvXNmXrrVRIEAXYye9jJ7NHIqUmB9QnZCbiXdAd3k+/gfvJd3E2+i3tJdxCbFfPcbUdnqqf0OhJ+SLNMJpXBy74O6jnUR10Hb9Szr486DnVhYWzxSveLytazBTpRGVF4nBGluR2dEY3YrBioRNUrf2xjiTHszRzgYOYIBzMH2MnsYG5UATIjGWRGZjCVmsLsv2t1W5VQqPKQpchEmjwNablpSMpJRExmDGKzHmv9Ti1MrjIXZ6NP42z0afwYMBeVKzijk1tXDGsyGK3dWr/y/aPyiUU8RERERERE5RALR9T4PBARERHRm2r7/S3YF/KP5nYtm9r4wne25vbTRTwNG6pgbl6mzSMqMakUaNVKiVatlFCpcnH9ugSHDhnhyBEjXL9e+KgtiYkS7N4twe7dxgCAatVUmlF63n5bATvO5PRKOJg5wMGlJVq4tNRanpqbgnvJd3EnKRi3E2/iVsJN3Eq8iXR5WrHby1HmIDDuKgLjrmqWCRBQ3boG6jnURz0H7/8u9eFkXokjnOiB/AKd6MwoRGdEaU3NFp0R+VoLdIwkRnC2cEUViypwtVRfqlhWhatlFThXcIGjuSOsTKxf6eskIy8DoakheJh8H3eSg3Ej7hqux18rciqvx5nRWHd7LdbdXotKFpXwTvV3McBrCLwd6r+yNlH5wyIeIiIiohdU2BfD/FK4fGEfExGVP9kBXQsubF/27SAiIiJ6nR4k38e0k59qbksECZZ1WAUzIzMAQGysgAcPnhQ/vP22oszbSPQiJBLAx0cFHx85pk+XIzZWwIkTUpw6ZYRTp6SIjS18Dq2wMAnCwkywbh0gCCLq11cX9bRurUSzZkqYmZXxjpRz1qY2aFrJF00r+WqWiaKIiPRw3Eq8+VRhTxDCUkMhouiRkkSICEl9iJDUh/jn4U7NcgczB9S191aP2PNfYU8tm9owkvDr71el0AIdzc/qy+sq0AEAc6MKqGKZX6BT9cnPFlXhaukKJ/NKZT79moWxBbwd6msV4YiiiMiMCJyLOoPz0WdxOuokItLDC9w3JiMGa4JWY03QajSq2Bgf1B2Od2v1RgXjCmW5C2QA+ClGRERE9IZgQQoR6bNCCysAFlfogL70BYttiIiIiF5MVl4WPjo4BJl5GZplE30+RWOnpprbFy5of+nZvDmn0iLD5OQkon9/Bfr3V0AUgXv3JDh1Sl3Uc+aMFJmZBUfgEEUB169Lcf26FMuWAaamIpo1ezL1lre3CtKyrQt4IwiCgKpWbqhq5YZu1btrlmfkZSA48RZuJ97CrYQg3PqvwCdLkVns9hKyE3Ay8jhORh7XLJNJZfC089JMx1XXwRseth6wlXHopWcpVArEZcUiKiMSjzOiEZURVaYFOjKpDM4WLk8uFVxQ2cIZLhYuqGzhAhcLF9ia2hnEaEuCIKCKZVX09xyI/p4DIYoi7ibfweFHB3EwdD8CYi4UuM/VuCu4GncFs89+gT7u/fBB3eGoY19XB60nfcQiHiIiIiIiKhYLwIjoVdCX4iAiIiKi8u7z01MQnHRbc7tpJV981vQLrczTU2lJpSKaNmURDxk+QQA8PFTw8FBh5Mg85OUBV69K/yvqkeLKFSkUioIFAbm5Ak6fNsLp00YATGFrK6JlS/UoPa1bK1CtmggDqCMwWBbGFgVG7VGJKoSlhuBmQtB/lxu4mRiEmMzHxW4rR5mDa/GBuBYfqLXcwcwR7rYeqG3rAXdbd7jbesLd1gOVKlR+Lfuka0qVErFZMU8KcjKjEJUR9V+xjrpoJzYrBkrx9Xz2y6Sy/wpyXFG5wn/XBlqg8yIEQYCnnRc87bww0WcSotIjcSz2X/x18y9cjr6slU2Tp2Ltzd+w9uZvaO78Nib6TEKHqp3L7XNDJcMiHiIiIiIyeCwyISIiIiIiIgI2Ba/H33c2am7by+zxW+c/YSw11so9XcTTsKEKFhZl1kSiMmNsDPj6KuHrq8S0aUBGBnD+/JOpt4KDCx9uJzlZwJ49xtizR/2+qVpVhUaNlPD2VsHbW31tb1/09E/08iSCBDVsaqGGTS30rOWvWR6fFY9biU8Ke24lBOF+yr3njhaTkB2PhOx4nIs+o7Xc0sQKXo6eqG1XGxVNKqOqZTVUtXJDFcuqcLFwLfDZqWuiKCIjLx2xmbGIy1JfYrIeq6e5emYEnddVoGMqNdWMnKM1ks5TI+rYycpvgc6LcLF0xeQakzG5+WQcCz6Ldbf+wPZ7W5CRl66VOx99Fuejz8LLrg7G+3wC/1p99O41SGWDRTxEREREZYBFJkT0KhT2WQLw84SIiIiIiIBzUWfw2clPNbcFCPil0+9wtnDRyiUkCLh790nxQosWijJrI5EuWVgAnTop0amTurghNlbA6dPqop6TJ6V4/FhS6P3CwyUID5dg164ny5yd1SP+VKmiQtWqIqpUUf/s6irC3l6EMb93fy0czR3R1rw92lZ5MqRrVl4W7iYF42bifyP2JASVaDouAEiXpyEgKgABUQEF1kkECSqZV0ZF84qoaO7036UiHM0rwtGsIixNrGBpYgkLE0tYGlvCwsQCFsaWkEqKn4tNFEUoVArkKnOQq5QjW5GFNHka0nJTkSpPRWpuClJzU5CSm4KE7HjEZcUhLisWsVmxiM+KRbYiu/RPXAmZSk2fGTnnybVzBWc4W7iyQOcleTvUx4I2P+OrFnOw8/42rLv1B64/M3JUcNJtTDg6Gj9cnIMxDcZjUJ2hsDBmte2bhEU8RERERPRGYUEVERFREdObcWozIiIig3U/+R6GHRgIuUquWTa16edaX3TnO3hQ+6uhFi04lRa9mZycRPTpo0CfPgqIIvDggQSnTklx8qQUZ88aIT296EKF6GgJoqMLL/oBADs7FRwcRDg6inBwELV+Vl+rNLcrVACn63oJ5sbm8HFqDB+nxpplKlGF0NSHCE4Mxv3ku7iXfBf3U+7hQfI9ZCmySrRdlahCdKZ6KqrSkApS9UUihUSQQiJIIBUkEAHIlbnIUeRARNmP5JRfoPP0iDnOlurr/Gmu7GX2LNApIxbGFhhSZxiG1BmGa3FXser6Cux+sENrBKWojEjMOjsDP12eh1H1x2GE92jYyGx12GoqKyziISIiIqKXwqIYIiL9V2jBBsCiDSIiIqJyIC4rDgP29UFKbopmmV/1HpjcuPCRPHfsePLVkIWFyCIeIqiLaGrXVqF2bRU++igPCgVw7ZoEp04Z4cIFKW7elCAhoeiinWclJUmQlATcu/f8rLm5CDc3lebxvb1VaNBACWdnkcU9L0giSFDTpjZq2tTWWq4SVYjKiHxS2JN8D2EZDxGSHILo9OhXUlyjFJXqQoziZ/h6pUwkJk9GznlmJB1nC/UIOizQ0V8NKzbCqk6/4wvf2Vh1fTk2Bq/TGnEpJTcF8y99j5XXluEj71EY3WA8HMwcdNhiet1YxENERERkwFhAQ0SkGyyKISIiIiJ9kC5Pw5D9/RCeFqZZ1tipCVZ2/K3QKV1iYwWcPftkuZ+fAmZmZdFSIsNiZAQ0aaJCkybq0a1EEYiJERAUJEFQkBS3bkkQFiZBRIQEqakvVxiRlSUgOFiK4GDt96yTkwotWyrRqpUCrVopUaVK2Y/eUt5IBAmqWFZFFcuqaF+1EwDA0dESABAZk4Co9Ag8SnuEiPRwhKc9wuPMaMRlxSI+Ox5xWbFIzE4o01F0rE1tUNGsomYqr4oVKql/Nnt6ii8nOJg5sECnHKhq5YbvWy3AlCafY+3NX/F70Gok5SRp1mfkpWPJ1Z/w241fMKTuhxjf8GNUqlBZhy2m14VFPERERERERERERERERAYmXZ6Gfnv8ERh3VbOsqlU1rOu2GebG5oXe559/jKBSPfmit3fvvNfeTqLyQBCAypVFVK6sROfO2qNXpaYCEREShIdL8PixgIQEAfHx6mv1zxIkJAjFTs9VmNhYCbZvl2D7dmMAgJubCq1bK9CxoxJt2ihgXvjbnF6QqdQUNWxqoYZNrSIzCpUCidkJSMhOQHpeOjLl6UiXpyM9Lx0Z8gyky9OgUCk0o/EoRSVEUQWlqIQAASZSU8ikpjD57yKTmsLUSAYrEytYmVjDxtQG1qbWsDa1hZWJFYylxmX4DJC+sDezx7SmMzC+4SfYGPw/LA9cgseZ0Zr1WYosrL6+An/eXIOBXkMwwWcSqlhW1WGL6VVjEQ8REREVOpoLwBFdiIiIqHgckYiIiIhIN9Llaei/pzeuxF7SLLM1tcXf3bfD0dyxyPvt2PHkC2EHBxVateJUWkQvy9oasLZWoV694udPys4GEhMLFvg8fizg4UMJ7t+XICqq6Cm7Hj2SYP16E6xfD8hkItq0UaJLFwU6dVLAyYmj9JQFI4kRnCpUglOFSrpuCr0BzI3NMbL+WHxQdzg239mEpVcXITz9kWZ9rjIXf9xcg/W3/0Q/9wH4uNGnxRahkeFgEQ8RERHRUzg9FRHRq8MCDyIiIiKiVy85JwmD9vXD5dgAzTIbUxts7bkbtWxrF3m/sDABV648ma6nRw8FjDnIA1GZMTMDXF1FuLoWXXCTkgIEBUkRGCjF2bNSXLwoRVZWwRF8cnIEHDxohIMHjSAIIho1UqFrVwW6dFHAw0MFzqxEVH6YSk3xQd0PMcBzMHbc34rFVxfiYcoDzXqFSoFNd9bj77sb0avWe5jUeCo87bx02GJ6WSziISIieg04sg0RFYfFYmTIWJhTenzOiIiIiOhVCU0NwcB9fbS+vLMxtcG2nv+gvmPDYu+7a5d2xY6/v+J1NJGIXoKNDdCqlRKtWinx8ceAXA5cvSrFmTNSnD4tRUCAFEqldoWOKKoL9K5ckeK770zh5vakoMfXV8liPaJywlhqjP6eA9HHvT/2PNyFn68sQHDSbc16lajCjvtbseP+VrxT41182ngqvB0b6LDF9KJYxENEREQGiUUQRC+n0KKCIgoKSpMlw1Sei0zK874RERER0Zsl4PFFDP33fSTmJGqWlbSAR6kENm9+8k2+q6sKzZpxKi0ifWdiArz1lhJvvaXE1KnqkXqOHjXCgQNGOHrUCBkZBYfcefRIgtWrTbB6tQlsbER06KBAmzYKNGumRPXqIkfpITJwUokUvWq/h561/HEw7F/8fHk+rsUHamX2huzG3pDd6OTWBZ82noYmlZrpqLX0IljEQ0RERERERAaFhTlERERE9CYRRRHrbv+BmWemI1eZq1nuYuGKjd23oo593eduY+dOIzx8KNHc9vfPg0RSzB2ISC/Z2ADvvafAe+8pIJcD585JNdNqRUYWfFOnpAjYvt0Y27eri/gcHFRo0kSJZs2U8PFRoXZtFRwdWdhDZIgkggTdqndH12p+OB5xFIsuz0dAzAWtzOFHB3H40UG0cm2LyY2noYVzSwh8w+s9FvEQERERERGVQyx0ISIiIiIyfKm5KZh84mPsebhLa3l9x4bY4LcZlSpUfu42FApg4UJTzW2ZTMTIkXmvuqlEVMZMTIC2bZVo21aJ77/Pxa1bEhw4oC7ouX5dWuh9EhIkOHBAggMHnozMZWMjonZtFdzdlahZU4XKlUVUqiSiUiUVnJxEWFiU1R4R0YsQBAHtq3ZEuyodcC76DBZdWYDTkSe0MqcjT+B05Ak0reSLkd5j4FejB0ykJrppMD0Xi3iIiIjKqcKmmwLKfsopTntFbwp9eK3rQxuI6OWw+IqIiIiI8p2KPIHJxyciPP2R1vIu1brhl06/w8K4ZN+sb9tmhJCQJyN0DB2ah0qVxFfaViLSLUEA6tVToV49OaZOlSM6WsChQ+qCnrNnpcjJKXrkjZQUAZcuSXHpUuGFP+bmImxtRVhZqQt6rKzUP5ubizAxwX8X9c+mpuqf1ddPfjYzE2Fmpr42N9e+NjNTZ4no5QiCgLddWuFtl1a4FHMRi68sxOFHB7Uyl2Iu4lLMRVQ0d8KQOsPwQZ0PUdnCWUctpqKwiIeIiIjKPRY2GCb2GxEREREREb2J4rPiMfvsDGy/v0VruVSQYobvLEzwmQSJULK5sPLytEfhMTcXMXGi/JW2l4j0j7OziGHD8jBsWB7kcuDGDQkCAtSFOgEBUsTHl3w+vawsAVlZAqKiXl97K1QQYW8vws5OfbG3F1GxoghXVxVcXFRwcVH/bGMDTv1FVAJNK/liY/etCIq/jp+vLMTekN1a6+OyYvHT5XlYfGUh/Gr0wPB6IznVlh5hEQ8REemMvowUQzzr/0UV+rwV8ZyVJkuvF/uCDBk/r4mIiIiIyq9sRTb+vPk7Fl2Zj9TcFK11VSyrYlWn39G0km+ptrlmjTHCw598WT98uBwVK3IUHqI3iYkJ0KSJCk2aqADkQRSB8HABd+5IcO+eFPfvS3D/vgT37kmQnq6bL/AzMwVkZgoIDy8+Z26eX9ijvnZ1VV9XqaK+rlxZhLTwAYWI3kjejg2wtut63EkKxsprS7Hz/jbkKnM165WiEnse7sKeh7tQ1dINvWv3xXvu/eBh56nDVhOLeIiIiHSMxUz0MliQosbngYiIiIiIiAyVXCnHpuD1WHRlPmIyHxdYP8BzML5p8R1sZLal2u7Fi1LMmfNkFJ4KFUSMH5/30u0lIsMmCICbmwg3NyW6dFFqlosikJICxMZKEBMjIDZWQGysBHFxAlJTBaSlARkZAtLS1JfsbPVoX7m5AuRyQC5//QVAWVkC7t2T4t69wtdLpaKmwKdyZRGOjiIcHERUrKiCg4N6hB9LSxEVKqg/EytUeO1NJtILnnZeWNr+F3zdYi42BW/An7d+R3hamFYmPP0RFl9diMVXF8LboQHec+8H/1rvcbotHWARDxFROcJikPKPffxm0IdppPShDfqAxUGvFz/TSN9wpCMiIiIiKkuxWbFYd2st/ndrLeKyYgusr23jjgVtFqOFS8tSbzsuTsDIkTIoFE++VP/881zY23MUHiIqnCAAtraAra0Kni8wCIco4r9inieFPbm56uKenBx1AU529pPr7Gz1dWamgORkAQkJApKSBCQmqi+xsYLWZ1hJKJUCwsMFrRHInkcmA4yNAYnEAlKpCIkEMDJSPx+iqL7k79/Tt59epv5ZKDYviuptmpmJMDNTFxGZm6tv519XqCDC0hKwthZhYyPCykqEtbUIa2s89bO6+IizHtGLsJPZY4LPJxjbYAKOhR/G2pu/4Vj4EYjQ/vsgKOE6ghKu45tzM9G0ki86VO2EDm6dUM+hfomn9KQXV66KeBQKBTZs2IAtW7YgMjISjo6O6N27N0aNGgVjY2NdN4+IiIhIp1iQ8nrx+VVjEQQRERER0avxsse7U1JSsHTpUpw4cQKJiYmoWbMmRowYAT8/vwLZ7OxsrF69Gvv27UNsbCxcXV0xaNAgDBw4EMIz3xLyOPzLyVHk4Gj4Yey4vxUHQvchT1VwZBxbU1tMaPQpRtUfC1OpaSFbKV56OjBihAwxMU++ZOvRIw+jRnEUHiJ6fQQBMDVVXywtny4IeLHiQaUSiI8XEBkpICpKonUdGSlBVJQEyckvX8mSk6O+AMJ/l9crI+PlH0MqVRfzWFlBU9hjY/Pk2sYG/12rl9naPllnackCIAKkEik6VeuKTtW6Iiw1FNvvb8H2e1vwIOW+Vk6EiICYCwiIuYAfAuagorkT2lftiI5VO6O1a9tSjxJIJVOuini+/fZbbN68GY0bN0b79u1x9epVLF26FHfv3sXSpUt13TwiItJDHAWCiPQdi4NKj5/tRERERFQevMzx7qysLAwfPhy3b99Gt27dULlyZRw6dAiffvopkpKSMHjwYE1WqVTik08+wcmTJ9GmTRt06dIFp06dwrfffovIyEhMnz79lbXrTZWYnYgTEUdxNPwwDoUdQJo8tdCchbElxjQYjzENxsPK1PqFHiskRMAHH5jh3j2pZlmtWkosXpzDL22JyKBIpUClSiIqVRLRpImq0ExGBhARoS7syb+OjJQgIkI9DVh8vICcnPL34adUqkctSkoq/X0lkvziHjxT+PN0IRCeua2+cASg8qmadXVMaTIdkxt/hhvx17Dt/hbsur8dsVkxBbJxWbH4+85G/H1nIwDA3dYDTZyaoUmlZmjs1BQedp4cqecVKDdFPFevXsXmzZvRpUsXLFmyBIIgQBRFfP7559i1axeOHz+Odu3a6bqZRFSO8QtDKgv6MsJFeZ5qiQUTr9fwH48VWLb2cz7B9Gbj3xBERERE9KyXPd69bt063Lp1C7Nnz8agQYMAAOPGjcP777+PhQsXolu3brC3twcA7N+/HydPnsTw4cM1BTuffPIJRowYgT/++AO9evWCh4fHK2nXm0AURURlROJK7CUEPL6AgJiLuBF/rcA0FU+rYlkVw+uNwiCvIS91RvuVKxIMGGCOlJQn37Cam4tYuzYHlpYvvFkiIr1lYQF4eang5QUAygLrRRHIzFRPMZg/XVdmpvqSkaGeyksUTZGXB2RkyKFUqkcAUj1VMyQI2oUr+bfzl5Xkdv61SgWtKcWevs7KEpCZCaSlqX9+XVSqFy8AMjLSLgB6tsjH2lqEiQlgYgIYG4v/XQMmJiKMjdXTlOU/vwoFoFAIUCrzf1ZfcnMFrWnYcnOfLMu/zslRr1f/nJ9/8nNurgCFQt3mp/tDfVH/PpZI1KNGmZgApqbif9dPfpbJ1EVLFhbqac4sLPJ/Vl/n/1yhwpPRjiwsDLvISRAENKjogwYVffB187k4E3UKe0P+wbHww4hIDy/0PveS7+Je8l1surMeAGBpYoWGFRuhjl0d1Lb1gLudJzxsPWArsyvLXTF45aaIZ+NGdbXXhAkTNMN7CoKAyZMnY/fu3di6desb/88DEdHTyvMXhq9r3worPgAKL0AoTbGNvhTmlAYLXagslOfX2evat/L8nJXn31tERERERM962ePdmzZtgoODA95//33NMgsLC4wZMwZTpkzBnj17MGzYMM1jGRkZYcyYMZqssbExJk2ahPfffx/btm3Dl19++UraVZ5k5GUgNvMxwlJDEZL6ECGpDxGceBu3E28iJTflufc3lhijQ9VO6O85CF2r+UEqkT73Ps/zxRcyrQIeJycV/ve/bHh6Fj6CBRFReScI0BRf1KhReDGlo6N62sL4+NyybFqx8vKA1FQBaWnqa/XPwn8/qwt9UlIEzXX+8pQU9W2F4vVUkigU6mKohITXsvky8vqqbKRSdTGPjY0IW1s89bMIFxfAzg4wMjLSLMsvfrKyUo88pU+kEinaVGmHNlXaQRRF3E++hyPhh3A0/DAuRJ8tdDpQAEiXp+F05AmcjjyhtdzRrCLcbT3gZlUNzhYucLFwhYulK1wsXOFs4YIKxhXKYK8MR7kp4rl8+TJsbW3h7u6utdzJyQnVqlXDpUuXdNQyIqKC+EUklQV9KQ4qTVFBaUb4Kc12Da2wQR/aW56fXyr/9OHzj7/riYiIDE9pTtwget1e5nh3eHg4YmNj0aVLF0if+UbI19cXAHDp0iUMGzYMcrkcQUFB8PT0hLW19vRN9evXh5mZmdZjlefj8OnyNISmhiBNnoa03DSkyVORIU9HmjwNybnJiMuMQWxWLGKzYhCbGYuMvPRSP4ap1BTNnd9Gj5q98E6Nnq/8rHRz8ydfUPv4KPG//2WjUqWiRwAiIiL9ZGwMODiIcHAAUMxIboXJH30oNVVAcrK6wEdd6INnbhdcn5IiQKUy4KFkdEypLEmRk1mBJYKgLuTJH9Gn8Gv1+goVRJibq3/nm5uLMDOD5trE5PWMBCQIAtztPOBu54FxDSciQ56OM1GncSnmIi7HBuBa3FVkK7KL3UZ8dhzis+NwNvp0oestTaxgJ7P772IPW5kd7GX2sJHZooJxBZgbVYC5sTkqGFvA3Mj8mZ8rQCY1hbHUBCYSk1dSGK1r5aKIRy6XIyYmBg0aNCh0vYuLC0JDQ5GUlAQ7Ow7VVF6U56lcyjN+oWWY9KHf9KENRET0aulDsQ0RERERkb552ePd4eHq6Q6qVq1aYJ2joyNMTU0RFhYGAIiKioJCoSg0K5VKUalSJU22PB+H/zd0H8YcHv7cL6BKSypIUdfBG80q+aJdlQ5o4dLqtZ5pvnRpDlatMoGzswrDh+fBrOD3hEREVM49PfqQi0vpCoBUKiAjA5oin/yRffIvxRUCpaUBovjqK0hMTETNNFfqa/XPMtnTU189vV59bfRfFYQoal/ylykU6im55HJopu/Kn5YrN1c9lZd62jX1NGdy+esrbhJF9XObmiogvPBZq0pEKn0ybZn6IsLISF0UJpWqpzjLXyeVql8rEon6vk9PNyYIgKOjiAkT5GjUqOBofhYmluha3Q9dq/sBAPKUeQhOuoVLMQG4HBOAW4lBeJjyoMjRegqTLk9DujwNj9LCXvwJ+I9EkMBEYgJjqQncrKrh+1YL8Fbl5i+93bJULop4UlJSAACWRUzqmr88PT39hf55cHR8st1+m8cWWL+l/y+l2sbLZsuiDaXN6yJb2Jc+jv1Ltm1937c3KVua+xSXKex9Abz8e+Nltlvc9ov60rKw17A+tKE02R5Tdhea3fPTuy+13aKU5b6Vpg3Mvlj2ZT7bX1UbmGWW2VeffRXbLqvP69f5tyrAzzRmmWWWWWaZ1ee/N14mqw/PAbPlx8se786/v5WVVaH3t7CwQHp6eokfKzQ0FAqF4rUfhwd019ebD69/6QIeMyMzeDh4oIFTAzRwaoCGlRqiqUtTWJhYvKJWPp+jI/Drr/m3ZGX2uOrHfrPep1T2+Bqj142vMTUnpxe7n1KpLgCSy4u+5OWpi0eeFJloX6RSdUFO/sXEBJBI8otndDtCkFwOpKer9/Hp6/R0ICUFSEp6cklM1L6dlKTOv25KpQCl8uklL/ec3bxpjNDQkmWdK7VChzqtNLfzlHkISQ7B7fjbCE4Ixu3427iTcAcRaRGIy4x7qXY9j0pUIUeZgxxlDm4m3MD3l77C+Y/Ov9bHfNUEURQNfizF6OhotGvXDu3bt8cvvxT8Uvuzzz7D7t27sWfPngLDfBIRERERERERERER6YuXPd69a9cuTJ8+HTNmzMCwYcMKrG/bti2ys7Nx8eJFXLp0CYMHD8aQIUMwc+bMAtlBgwbh8uXLuHr1KlJTU3kcnoiIiIjoNSsXI/HIZOqK8ry8wodkksvlAAAzjh1JRERERERERERERHrsZY93m5qaauUKu7+5ublWtrjHEgQBZmZmyM3Nfal2ERERERHR80l03YBXwcLCAhKJBBlFjEOVPzRoUcN8EhERERERERERERHpg5c93m1tbQ0ARd4/IyMDFhYWJcqmp6fD3NwcEomEx+GJiIiIiMpAuSjiMTExgbOzMyIjIwtdHxkZCVtbW9jY2JRtw4iIiIiIiIiIiIiISuFlj3dXq1ZNk3tWXFwccnNzUb16dQCAi4sLjI2NC80qlUrExMRosjwOT0RERET0+pWLIh4AaNy4MeLj4xEaGqq1PDY2Fo8ePULDhg110zAiIiIiIiIiIiIiolJ4mePdzs7OcHZ2xpUrV6BSqbTWBQQEAAB8fHwAAEZGRmjQoAFu375dYISdGzduIDs7W5N92XYREREREdHzlZsinl69egEAfv75Z80/JqIoYtGiRRBFEf3799dh64iIiIiIiIiIiIiISuZlj3f37NkTMTEx2LBhg2ZZRkYGVq1aBZlMhnfffVfrseRyOZYtW6ZZlpeXhyVLlgAA+vbt+8raRURERERExRNEURR13YhX5dNPP8X+/ftRv359+Pr6IjAwEJcvX0aXLl2wZMkSCIKg6yYSERERERERERERET1XSY935xffTJw4UXPfjIwMvPfeewgLC0Pnzp1RpUoVHDp0CBEREZg1axYGDx6sySqVSgwaNAiBgYFo0aIF6tati9OnT+POnTsYPnw4pk+f/kLtIiIiIiKi0itXRTx5eXn49ddfsXPnTsTGxsLZ2Rk9e/bEyJEjYWJiouvmERERERERERERERGVSEmPd3t4eAAA7t69q3X/hIQELFq0CMePH0d2djZq1KiBjz76CN27dy/wWBkZGVi2bBn+/fdfpKSkoGrVqhgwYAAGDBgAiUR7QH8ehyciIiIien3KVREPEREREREREREREREREREREZEhkjw/QkRERERERERERERERERERERErxOLeIiIiIiIiIiIiIiIiIiIiIiIdIxFPEREREREREREREREREREREREOsYiHiIiIiIiIiIiIiIiIiIiIiIiHWMRDxERERERERERERERERERERGRjrGIh4iIiIiIiIiIiIiIiEpMoVDgzz//hJ+fH+rXr48OHTpgxYoVyMvL03XTyIDFxsaicePG+PPPPwtdv2vXLvTq1QsNGzZE69at8cMPPyAzM7NsG0kGKT4+HrNnz0abNm1Qr149vP3225g6dSoiIiIKZPk6oxeRnJyMuXPnomPHjqhfvz78/PywZs0aKBSKAlm+xuh5WMRDREREREREREREREREJfbtt9/ihx9+gI2NDT744AM4OTlh6dKlmDJliq6bRgYqMzMTEydOREZGRqHrV69ejenTp0OlUmHw4MHw9PTEn3/+iY8++ghyubyMW0uGJD4+Hn379sXmzZtRs2ZNDBkyBN7e3ti7dy/69OmDsLAwTZavM3oRGRkZGDhwINavX49atWph0KBBsLS0xIIFCzBhwgSIoqjJ8jVGJWGk6wYQERERERERERERERGRYbh69So2b96MLl26YMmSJRAEAaIo4vPPP8euXbtw/PhxtGvXTtfNJAMSFRWFiRMn4tatW4Wuj46OxtKlS+Hj44P169fD2NgYALBkyRKsXLkSW7ZsweDBg8uyyWRAli1bhsePH+Pzzz/Hhx9+qFn+zz//YNq0afjxxx+xatUqvs7ohf36668ICQnBl19+iQ8++ECzfMqUKdi7dy9OnjyJtm3b8jVGJcYiHiIiIiIiIiIiopeQmpqKK1euICwsDOnp6cjNzYW5uTksLCxQvXp11K9fH7a2tqXaZkJCAi5cuICsrCzUqlULjRo1KjJ7/fp1XL9+XeuAMQAEBQXh2LFjSE5ORtWqVdG9e3c4OTkV+7jLly9H48aN4evrC4mk4CDed+/exf79+xEZGQkTExN4e3vjnXfegUwmQ1JSEipVqqTJJiUl4ejRo4iIiIBMJkNAQADeeecd9OnTp1TPRWGSk5Nx4MABPH78GA4ODujcuTMqVaqEO3fu4MqVK4iKikJGRgZEUYRMJoODgwNq1qwJX19fWFpaAmC/GWq/EZHubdy4EQAwYcIECIIAABAEAZMnT8bu3buxdetWFvFQif35559YunQpcnJy8NZbb+HChQsFMps3b4ZCocDo0aM1X3oDwJgxY7Bu3Tps3bqVX3xTkY4cOQI7OzsMHTpUa3nPnj2xbNkynDlzBiqViq8zemFRUVGoXLkyBg4cqLXcz88Pe/fuRWBgINq2bcvXGJUYi3iIiIiIiIiIiIheQHR0NObNm4ejR49CqVRqDZOeTxAESCQSdOrUCdOmTYOLi8tzt/vnn3/i559/1hpO3d3dHXPnzoW3t7dW9tGjR/jiiy/w4MED/PPPPxg9ejQ6deqElStXYtmyZVptWrp0Kb777jt07969yMdevnw5AGDixIkYP358gXUrV66ESqXSLNu5cyfmz58PlUoFf39/fPPNNwCAv//+Gz/++CNyc3M1bRBFEefPn8c///yDZcuWwdrautjn4fbt25g3bx6uX78OOzs7fPjhhxgyZAjOnj2LiRMnIjs7W7PtBQsWwNXVVTMdgiiKmi+W8zOCIMDExATdu3dHamoqTp48yX4zoH7r378/Pv74Y1hYWBT7+ET0+l2+fBm2trZwd3fXWu7k5IRq1arh0qVLOmoZGaJ169bBxcUF33zzDcLCwgot4sl/TTVt2lRruampKRo2bIgzZ84gPT2dBZ9UgFKpxOjRo2FkZFRoobOJiQny8vKQl5fH1xm9sJ9++qnQ5SEhIQAABwcHAPwso5JjEc9LepPOcuHZSey3fOWx3zw8PHDo0CE0b94cvXr1KtXzURj2nTa+59hv7Df227PYb9rYb4bbb76+vmjQoEGRB4PYd8Xje6547Ddt7Df2m771m7W1NRYvXozU1FS0aNECvr6+cHV1hYWFBUxMTCCXy5GRkYHIyEhcvHgRBw8exOXLl7Fp0yZUrVq1yLYcPnwYP/74I5ycnPD+++/DxMQEhw8fxrVr1zBw4EDMmzcPfn5+ANRnfPbr1w8pKSkAgFu3buGTTz7B559/jmXLlqFatWoYN24cnJ2dMX/+fAQHB2PKlCn4559/YGdnV2QbRFHE4cOHERkZCUEQ8P3332PPnj1Yvnw5nJ2dMWHCBNSpUwe5ublYv3499uzZAwCoWLEiAODgwYP4+uuvYW1tjREjRsDLywsKhQIff/wxBEHAxYsX0bFjR0ydOhV9+/Yt9LVx584dDBo0CNnZ2XB2dkZaWhq+//57SCQSLF26FCYmJhg3bhxq166NGzduYOXKlQgJCUHbtm3RunVrpKen4/jx47h//z6++uor2NjYICgoCHv37sX27dsBAM2bN0eLFi2K7Lf9+/fjwIEDOHv2LKZMmQJHR8cin7Nr167ht99+g7W1NTp16gQvLy/22yvst0OHDmHdunW4evUq/vzzTxbyEOmQXC5HTEwMGjRoUOh6FxcXhIaGIikpqdjPLKJ833zzDVq0aAGpVKop6nxWeHg4HBwcCv38zy+0DQ0NRf369V9nU8kASaXSAiPw5Hv48CFCQkJQtWpVmJqa8nVGr4QoikhKSsKBAwewbNkyODs7o2fPngD4WUYlJ4iFnWpCJebp6Qmg5Ge5AIBMJivxWS4A4Ovr+8rPcjE2Nja4s5PGjRuHBw8ewNvbu9izk2Qy2XPPTmK/QZNlvz153lQqFQRBQI8ePTBz5kz2nYH0Hd9zT7Df2G8A+y0f+439Vlb9NnHiRCxfvhwTJkxg3xlY3wF8z7Hf2G/st5frt/zrzp0744cffii2qMDf3x+ZmZkIDw+HpaUlXF1di8yGhoZCLpejZs2aMDY2xo4dOwCoR0756quvoFQqMW/ePLzzzjuYPn069u3bBz8/P+zZswenT5/GyJEjcefOHTg4OGDv3r2a56VevXpQKpWa5zt/f56V//9x/s+CICA4OBi9e/dGVFQU9uzZoyn6AIA+ffogJiYGmZmZeOutt/DLL7+gV69eePz4MXbu3AlnZ2dN1tPTE4MHD8b27dshl8uhUqlQpUoVDB06FO+99x5kMpkmO2bMGJw9exarVq3C22+/jdzcXEybNg1HjhyBTCbD7t27UaVKFQDA119/jV27dkEqlaJhw4b4/fffNduZNWsWLl68iH379sHY2BiffPIJDh8+DKVSibFjx2LSpElF9kXdunW13ouFFa3ke/p1LJFIEBwczH57hf0GACtWrMCyZcswZsyYYvuNiF6vuLg4tGrVCi1bttR63+abNGkS/v33Xxw6dAhubm46aCEZsh07dmDGjBmYMWMGhg0bpller149uLq64sCBAwXus2DBAqxZswZ//PEHWrRoUYatJUOmUqkwfPhwnD9/HlOnTsXIkSP5OqNXYvHixfjll18AqEfgWb9+PWrUqAGAn2VUciziKcKMGTNKlNu5cydEUYSXlxe8vLy0znKZNm1asWe5fPzxxxg/fjwOHjyITz75BNbW1hgyZEiBs1xEUYSVldVzz3IZMGCA1lkumZmZmDlzJpYuXQpBEDBixAits1xUKlWJzk4KDQ0F8Pyzky5evIhz587B3t6+RGeVTZw4sdCzyoyNjQucndS7d2/N2UkSiQSCIODzzz/HDz/8UOjZSXK5HG3atCmy0p/9pn1W2Z07d2BpaVmqs8patWqldVaZofdbUFAQfvvtNwDqg122traYNGmSXvcd33OG+Z5jv7Hf2G/sN/Zb+eo3Ly8v3L59G15eXqhTpw6+//57AGDfGUDf8T3HfmO/sd9ett8+/vhjmJqaIi0tDfXq1St2dJCPP/4Yhw4d0ircKsrTmfxCjHznzp3D2LFjoVQqsXz5cnz55Zdo2bIlqlSpghUrViA4OBgXL17E0KFD8f777+Prr7/W3Dc4OBhffPEFbt++DSMjI/z1118wMTEp8Nj+/v4QRREDBgzA+++/D0BdxNGgQQP4+fnhhx9+0LpPo0aN0KdPH6SmpuLEiRO4ePEi6tevj169euHbb7/Vynp6emLChAmIi4vDvn370Lt3b/z9999QKBSwtrbGO++8gy5duqBJkyZo1qwZOnTogB9//FFz/+joaLRv3x69evXSWt62bVs0b94cgiDg0KFDuHz5coH7LFu2DJ06dYKvry86duyIuLg4hIeH4+DBg0X2RXBwMD7++GOEh4fD2NgYY8aMKTK7atUqeHh4oF27dgCACRMmsN9eYb/lGzly5HP7jYher+joaLRr1w7t27fXfEn5tM8++wy7d+/Gnj17Cky3RfQ8RRXxeHp6wt3dHf/880+B+yxZsgQrV67EqlWrNL+HiYojiiJmzZqFrVu3ol69epq/r/g6o1dh69atCAkJQUREBI4ePQobGxusWbMGdevW5WuMSozTaRVhz549UCqVAJ4cPClM/sGi4OBg3LlzR3Mw6o8//oC1tTX+/vtvrbNc5syZA0dHR2RmZuLmzZsAgF9++QXW1tYFznIRBEFzlktWVha+/vpr/P7774We5bJ48WIoFAr8/vvvWme5fPfddwXOcjl+/DhMTU0hlUqhUCgwaNAgAOozZWbNmoUVK1Zg3759aNOmDe7fv4/w8HAolUo0bNgQo0aNKvK5+Pfff1GlShWEh4fjvffee+5ZZRKJBFZWVjh8+DB27NiBjz76SHN20rRp06BSqfDOO+9g6dKlyMzMxLvvvqt1dtIPP/wABwcH/P3335qzk27duqU5Q+rEiRPFnp3EflNbsmQJACAtLQ1fffVVic4qS0lJwb59+7Bw4cJy029dunTBmjVrYGpqimrVqiEmJkbv+47vuSfbNqT3HPuN/cZ+Y7+x38pXv+V/sRocHIy7d+9qinjYd/rfd3zPsd/Yb+y3l+03U1NT9O7dG5aWlli2bBnWrFlT5OggS5cuxe+//4758+dDIpHg1q1bRf7/3aBBA/Tt2xczZ84ssK5FixZYvHgxJkyYoHmsZwuo8qc3MTLSPuzn5eWFbdu2YdCgQQgMDMSMGTMwZ86cIqdWc3Bw0IykBAD29vaFFmuZmpoiIyMDVlZWyM7OBgA4OjoWezwtf2SjL7/8EsOGDcO6deuwc+dObNiwARs3boSdnR0yMjLw6NEjHDhwAJUqVULDhg01U849O+pSUlISTE1NYWZmpjXiFACYm5sDgKZIThRFWFpawtbWVqtopDBeXl7YtGkTunbtioyMDPj5+WnOon3Wb7/9Bh8fH63inXzst5fvt3weHh7P7Tcier3yf7/m5eUVuj7//WxmZlZmbaLyTyaT8TVHr4RCocCsWbOwY8cOVKlSBStXrtQUSPN1Rq9C3759NT+fOHECY8aMwfTp07Fnzx6+xqjEiv62/g23detWeHp6QhRFtG3bFlu2bMGuXbu0LvlnkwHAgAEDNMsA9TyK7du31zoQBQAhISHw8/ND586dcfXqVc2yLl26aB2IymdjY4MePXpAJpNh8ODBePz4MebOnYu2bdti7ty5uHTpEkRRxJUrV9C9e3e8/fbbANT/iH/++edQqVTo3Lmz5kAUoP7A6NatG7p06YLr169rPd7YsWMRHh6OEydOAAAuXLgAf39/tG7dGv/++2+xz1n+AURRFJGWlobg4OAiL9nZ2VAqlbh//77WGWX+/v5YtWoVjIyM8Pnnn+PEiRM4c+YMunfvrjmz0MHBAZ9//jlEUUSHDh20DgDk9xugPujBfnt+v23btk3zOMbGxhg/fnyRF2NjY9SrV6/AMOjlpd8AoFatWoiKisLBgwf1vu/4nnvCkN5z7Df2G/uN/cZ+K1/99v7770MQBAwYMEDTb+w7w+g7gO859hv7jf32cv1Wp04d7N27F3379kWrVq2e229du3aFqakpVCoV/vzzzyJzNWvWxKlTp5Cbm1vo+nbt2uHrr79GTk4O5HI5Dh06pDWVk0wmw+HDhzXFR09TKBRISEhA9erVYWlpicGDB+Pbb79FZmZmgWxoaCju37+vOcmtbdu2OHv2bIGcr68v9u/fjwMHDqBatWoAgJ49e+Lw4cOIjY0tkE9OTsa+ffvg4+MDAHBxccGMGTNw8uRJLFiwAF27dtVM2XT16lV88sknGDBgAABoXj/nzp2DQqHQbLNatWo4fPgwjh8/XmDqln379kEQBM1rLb/fzp8/X2wBXD65XK4ZFWn27NlF5thvr7ff8l2+fLlE/UZEr4+FhQUkEgkyMjIKXZ+eng4AmgI+olfByspK89p6Fl9zVFLZ2dkYN24cduzYgWrVqmHdunVwcnLSrOfrjF61/JEn80/a4WuMSopFPEXIP8tl0qRJOHfuHGbMmIGsrCx4enpqLl5eXpp8/lku+QewXtdZLgcOHMAHH3wAlUqFDRs24IMPPkDLli21znK5du0aADz3LBdra+sSn53k4eGBuLi4Yp+zpUuXYtq0aQDUQ27fvn0bd+7cKfQik8kwZMgQ3LlzR+sgIvDk7CRRFDFp0iRkZmaW+uwkHx8fKBQK9lsJ+i3/rDILCwvk5eXBz88PEyZMKPQilUo1Z5U9e2ZZeeo3QH0gWN/7ju85bYbynmO/aWO/sd8A9hv7TZuh9ZuDg4PmuizOemffqfE9x35jv7Hfnqarfvvkk0+QmpqKHj16ICUlBY8fP0ZoaCgSExORnp6OpKQkPHr0CGfPnsXPP/+M9957D0qlElWqVMHy5cuRlJRU6P707dsX4eHhGDZsGE6ePFlorm/fvpg0aRKUSiUiIyPxxx9/aD1HVapUQfXq1TW35XI5Tpw4gQEDBiAqKgpDhw7FX3/9hc8++ww7d+5E9+7dNQVl+fbt24eePXuiYcOGePfddxEaGoq7d+/iu+++02Ryc3PRtGlT5ObmIi4uDhUrVsSdO3cwYsQI1K1bF3369MGGDRtw9epVXLx4EaIoYsuWLZDL5Rg3bpzW45mZmaFHjx74+eefcfHiRc10adbW1vD09MTHH3+MH3/8ER07dkRYWBgmT56M6OhoAMA777yDhIQEhIaGwtPTE9HR0QgLC8Ovv/6KBQsWwNraGh06dACgnq4uISEBN2/ehL29PU6ePPncfsvJyUG3bt1w+fJlnDp1iv2mg347fPgwPvroI1y/fl3r7GYiKnsmJiZwdnZGZGRkoesjIyNha2sLGxubsm0YlWvVqlVDYmIicnJyCqyLioqCRCIpUBBK9LTU1FQMHToUJ0+eRJ06dbBp06YCJwnwdUYvQqFQ4Ny5c4UWzgPQvM6Sk5P5GqMSYxFPMaRSKcaMGYOdO3e+sWe5lPbsJJ5VpmZo/cazyp64d++ept8A/e87vufUDO09x35TY7+x3/Kx355gv6kZWr8B7Lt8htZ37Dc19psa+439lq+k/ebj44O1a9fC1tYWN27cQG5uLvz8/NCyZUs0a9YMb7/9Nrp27YoRI0Zg9erVMDc3x8qVK7F06VIMHz4cMTExhfbJgAED0KdPHwQGBmLMmDHYtGlTobkxY8bgyy+/hEQiQVZWVrGFTocOHcKYMWNw+/Zt+Pv7Y8CAARAEAcOGDcM///wDNzc3jB07Fp9++ikEQcAHH3yAZcuWYfz48Wjbti2ys7Nx4cIFiKKo1W+BgYGYM2cOVCoVLC0tcebMGfj7+6NJkya4fPky4uPj8d1332HQoEEYNmwYAPU0aAsXLtT63/tZEokE48ePx+jRo5GVlYXg4GAcOnQIderUwdy5czFy5EgcOnQIHTp0QIMGDfDzzz9r7rt371506NAB3bp1w6JFi2BkZITFixdrirby3y/W1ta4cOECxowZ89x+W7FiBX7++WfcuXMHrVu3Zr/poN9mz56Nc+fOYejQoRgyZEiRbSCistG4cWPEx8cXmPIuNjYWjx49QsOGDXXTMCq3GjduDJVKVWBKxdzcXFy7dg21atWChYWFjlpH+i43NxejR4/G9evX0axZM6xfvx729vYFcnyd0YsaM2YMpk6dqvl/92n500q7urryNUYlJ1KJqFQq8Y8//hAbNmwotmnTRjx+/LgoiqLo4eEhuru7ix4eHqKnp6dYr149sWfPnuKwYcNET09Pce7cuZpt5OTkiBs2bBA9PT1Fd3d38aOPPhKDg4PFjIwMcfjw4WLLli3F9evXi1euXBEvXLgguru7i/Xq1RPr1q0rXr16tci2KZVKcfny5aKHh4fYtGlTsVevXuLEiRNFLy8vcfz48WK9evXEiRMnilFRUaIoiuLq1atFd3d30d3dXZw6daoYFRUlhoaGiqtXrxYbNGgg+vr6imlpaaIoiuKqVas0+zh06FDxxIkTYkhIiJiQkCCmpaWJiYmJYlhYmHjmzBlx0aJFoq+vr1inTh2xQ4cOoo+Pj5iYmFhomzdt2iR6eHiI77//vnjixIkic7/88oumrQ0bNhQ9PDyKfB5yc3PF48ePi/7+/qKnp6e4adMm9lsp+q1u3bripEmTRA8PD/HkyZNvXL8tXrxYdHd3Fz09PYvtN33sO77nDPM9x35jv7Hf2G/st/LRb8uWLRM9PDzYdwbYd3zPsd/Yb+y3V9Fvhw4dEocPHy56eHiIw4cPFydPniwOHz5c/OCDD8RRo0aJU6dOFZcvXy6eP39eVCqVRbaxMIGBgeL8+fPFs2fPFpu7deuWOGTIELFhw4ZFZu7fvy/OnDmz2G1t3rxZbNKkieb327OysrLEa9euiadPn9YsCw8PFz/77DPx2LFjokqlEs+fPy/OmzdPHDlypPjuu++KnTt3Frt06SL26dNHnDJlitivXz/xn3/+KcHeP5GQkCCeOnVKvHHjhtbyXbt2iUOHDhW7dOkiDho0SNywYYN47tw5cfbs2eLw4cPFMWPGiMuXLxdjY2O17nfo0CExMjJSFEVRPHv2rLh48WL22/nz4vz58w2m34hI986ePSu6u7uLEydO1HxOqlQq8bPPPhPd3d3FY8eO6biFZKi2b98uuru7i3/88YfW8ocPH4peXl5i//79xdzcXM3y/OP669evL+OWkiH5/vvvRXd3d7F///5idnZ2kTm+zuhFTZ48WXR3dxdXr16ttXzjxo2iu7u7OHr0aFEU+RqjkhNEsZjTPaiAiIgIzJw5EwEBAejatSsOHDiAwYMHo1mzZrh7967mEhERAVEUUaNGDezfvx+Aen77YcOGaYbIzsjIgCAIANRDUObm5mpuA4BKpYKpqSnmz5+Prl27PrdtP//8M37//XfN2WP16tXDmjVrsG7dOqxcuRKCIMDExERzBhqgPkMmnyiKsLCwwPLly/HWW28BUA8xnJycDCsrK6SlpWm171miKMLZ2RlfffUVHB0dcezYMbRv3x516tQpND9z5kxs27YNgiBg/PjxBaZnyrdu3Tr88MMPmjbfvXu30NzevXsxdepUAEDv3r3x/fffa9ax30rWb23atHlue8trv4miCFEU0a1bNyxevPi5zwOgX33H95xhvufYb+w39hv7jf1WkKH12/jx49GzZ0+tfmPfGUbf8T335P7sN/ZbPvbbi/VbSkoKhg4diunTpxfbb4YgNjYW586dg5eXl9Y0kaTf2G9EpAuffvop9u/fj/r168PX1xeBgYG4fPkyunTpgiVLlhj870TSjR07dmDGjBmYMWOGZjS4fAsXLsRvv/2GmjVrol27dnjw4AFOnDiBRo0a4X//+x9MTEx002jSa/Hx8WjXrh3y8vLw3nvvoXLlyoXmRo0aBVNTU77O6IXExsaiX79+iImJQcuWLeHu7o7g4GDNSLubNm2Ck5MTAH6WUcmwiOcFbdmyBQsWLEB6ejomTJhQ4ABYdnY27t27h/T0dLRs2RKA+kDW8uXL0bVrV7Rt2xYXL17EqVOn8ODBA8TFxSE7OxuCIMDS0hJubm6IiIjA4MGD0aNHjxK3KzExEbdv34aNjQ28vb01y3fv3o2dO3ciJiYGDg4O6NatG2rUqIEDBw4gMjISJiYmqFevHvr27asZyhtQzzddp04duLi44Ny5c7h06RLCw8ORkpIChUIBmUwGKysrVKtWDY0bN0azZs20DnA9z7Vr13D48GG8/fbbaNGiRZG527dv48cff0RQUBACAwMLzTx48AD/+9//0K1btyK3xX57s/vt9OnTuH//fqH91qRJE1y6dAl+fn6a+dZL4nX23dmzZ3H58mX2nR685/79919ERUXxPfefV/Ge42flE+w39hv7rfz1G8C+Kyl96zv2W8mw39TYb2/G/wIl7TdnZ2fcu3cPYWFhSE9PR25uLszNzWFpaYnq1aujZs2amvuIosisnmSJiOjF5eXl4ddff8XOnTsRGxsLZ2dn9OzZEyNHjuQXkPTCiiviEUURmzZtwqZNmxAeHg5HR0d06tQJEyZM0Ey/SPSsI0eOYPz48c/NXbp0CVZWVnyd0QuLj4/H0qVLcfz4cSQnJ6NixYro1KkTxo4dC1tbW02OrzEqCRbxvASe5WKY2G+Gif1muNh3hon9ZpjYb4aJ/WaY2G+Gi31nmNhvhulN6LeMjAysXLkSO3fuREpKCgD1QVkAWiMQWFpa4t1334Uoiti3b58mm58vj9mnDznm53XVhmezffv2xejRo2FlZYXiFDVq1fMIgoBly5a90H2JiIiIiIjozcYinhJITk7G9evXERUVhYyMDIiiCJlMBgcHB9SqVUvrQFR5zurDGVLMlj5LhikvLw83b95EVlYWatWqpRlmrzD379/HiRMnUKdOHWZ1nA0NDUVISEiB0ZxiY2Nx+vRpJCcno2rVqmjTpg1kMlmh2yiLrJubG1q3bm0w29VVG/Lt2rULnp6eJfriiVndZpOSknDkyBHN2fLe3t5o1apVoaMUMKu7bFZWFszNzTXZvLw8zchzMpkMHh4emj42tKy+tON5WU9PT3h4eJQoGxgYiC5duqB58+YF+vlZy5cvR+PGjZldvhxNmjTRTLWjizY8j0KhwLlz5/D48WM4ODigRYsWMDMzK3dZR0dHNG/e3CDboA/HAJh9ftbR0RGzZ8/Go0ePUL16dTRr1gwuLi6wtLTUTMuVnp6OyMhInD9/HuHh4QAANzc3NG/enFkdZQMCAhAWFoYaNWpg3bp1cHBwKPT9CQB9+vTBzZs3IQgCSnMIVRAEBAcHlzhPRERERERElI9FPMVITk7G/PnzsWfPHiiVSq11T5/x4+DggIEDB+LRo0fYu3dvucsOGTIESUlJ2L17N88q41llWvvLs8pej4MHD+Lbb79FUlKSZlmbNm0wa9YsuLi4FMh+/vnnyMrK0nyJyqxusikpKRg7diyuXr2Krl27Yvjw4WjQoAF27tyJr776Cnl5eZr3tZ2dHXx9fREbGwsHBwdmdZh1cHDATz/9hGbNmqEonp6emDhxYomGXdWHrJeXFyZMmGAw7S1t1tzcHBMnTsSHH36otW7Hjh2YM2cOcnJyNL8bRVGEra0t1qxZg3r16r0R2e3bt2Pu3Ll6197895tEIkGHDh0we/ZsAMDJkycxc+ZMJCQkaPWnq6sr5HK5wWTr1KmDnj17YsOGDWjVqpVBtLmkWZVKBQDo27cvvv76axgZGaEonp6ekEqlGDlyJCZMmMCsDrMA8PjxYyxbtgzXr1+HnZ0dhg4dio4dO+LOnTsYO3YsYmJiNFlra2vUqVMHsbGxzOo4a2NjA09PT1y6dMkgjhe86dn8z8ju3btj/vz5xb4vv/zyS+zYsQOiKKJPnz6YO3cuszrKTpgwAVFRUbh9+zZcXFxQp06dIrOiKOLu3buIiIiAvb09tm7dWmQ2//dpvqKK9wDg+vXrWrcbNGjA7HOyT+MxKSIiIiIiKs9YxFOE9PR0DBw4EPfv38fbb78Nd3d3ZGRk4OzZs0hJScHkyZMhCAJu3rypmdsOAFq0aAFPT89yma1evTp8fX31+mwqZnlWmaELCAjAsGHDIJPJ4OfnBxMTE5w8eRJRUVGwtrbG8uXL0bRpU62sRCJBXl4eBg0axKyOssnJyejTpw8iIyMBqN8fJiYmWLhwISZPngxLS0sMHToUzs7OCAwMxF9//aX1JQGzuslu2rQJQUFBEAQB/fv315qX9mnLly+Hs7MzXF1dNcuKKvph9vVnRVGEr68vmjVrBkEQMH78eJw+fRqjRo1ChQoVMHToUNSpUwe5ubn49NNPIZVKYW5uju3bt8PNzY1ZHWX37NmDY8eOAQBGjx6NyZMn4+LFi/joo48AAD169ICXlxcUCgWOHTuGS5cuAQBGjBiBadOm6XU2KCgIBw4cgEqlgpmZGSZNmoRhw4bpdZtLk503b57mPVilShV8/fXXaNmyZaHvUU9PT5iZmSE7Oxs1atTAF198wayOspGRkejfvz8SExNhZGQEhUIBiUSCJUuWYO7cuUhKSkKfPn1Qq1Yt3Lx5Ezt27AAAGBkZQalUMquj7L1797B582aIooiGDRuiUaNGBnO84E3Nzps3D6IoQqFQoE2bNli2bBmMjY0LfV+2aNECzZs3hyiKuHLlCk6ePFlojtnXn80/DlLYSVFFyc/++OOP8Pf3L3a7JTm+8uz64trAbEE8JkVEREREROVZ8afuvcF+/fVXhISEYPXq1WjTpo1muVwuxyeffIIdO3Zg+/btEAQB8+fPx9q1awEArVu31pwZXh6yM2bMwM6dOwEA/fv3L3DW+9O+/PJLREZGQhRFNGvWDN988w2zOspOmDABZmZmuH37Nvr161fsWWVOTk5ISUl5obPKihvFRx/O0irtGV1P50uTfZXtuHLliiaTmpqKZcuWIS8vD6tXr8aKFSswcuRIrFq1Cm+99RZWrVoFmUwGf39/bNq0CbNnz2ZWR9nly5cjOjoa7dq1w4kTJ7BlyxZMnjwZkydPhpmZGXbs2IHKlStrXg+CIEAikaBjx44YMWIEszrKfvbZZ5ozqDds2FDkAWNBEBAVFYWoqCjNsoCAAGZ1lBVFERcvXkRAQICmiOeXX36BTCbD5s2btaaUnDx5Mvz9/bF7924sXboUP/30E7M6ym7atAkWFhbIycnR9PXixYthbGyMjRs3av2tcuzYMVhYWEAul2sKmPU5CwAhISG4c+cOmjRpgmHDhul9m0uTnT9/Pnr37o3du3cjKioKI0eORJMmTTBixAit/5PyffTRR5DJZFiyZAmzOsz+/PPPSEpKwrfffovevXsjMTERU6ZMwdSpUzW/9/L/Jp0yZQokEgkkEgnatGmDr776ilkdZX/66SdN1tHREdOnTwegv8cLmN2On376Cf3790d6ejq2b9+ODRs2FHncJCcnB5UrV4ZSqURqamqhGWbLJrt161bMmTMHGzduhEQiwZEjR4rNA+q+//DDD7FgwQJ07twZFSpUKHK7mzZtQsuWLYs9biOKIpYuXYp//vkHTZs2xY8//sjsc7JERERERERvChbxFOHff/9F165dCxwMNTExwWeffYZu3brh9OnTaN26NQ4dOoTu3bvj8ePH2LFjh+aATXnInjx5stBsYY4fPw4/Pz+IoojTp08X+/wy+3qzMTExmjOSoqKiEB0dXWw+X2JiIgICAoo8qyw1NfWFzyor7qCYPmSfzZcm+yrbkZ89f/68pqDA2NgYEyZMgKurK7744guMHz8ef/75J27cuIGuXbtqjR7CrG6yR48eRadOneDu7o6TJ0+ifv36+OKLLzBu3Dh07txZUzQCQJM1MjLC+fPnsXTpUmZ1lF21ahVmz56N2NhYGBsbY/HixSjMhAkT0LRpU9y/fx+pqamoW7cuxo4dy6yOsoB6ygo/Pz/N8tu3b6Njx45aRSP5KleujA4dOuD8+fPM6jB79+5dvPvuu0hMTNTKduvWrUBBTH42KysLx48f1/ssAERHR6NGjRoICgrSLNPnNpd2/5ydndGjRw8cOXIEzZo1w7Fjx3D58mXUrFkTffr0QefOneHs7KzJjxgxAu3bt8fChQuZ1VH23Llz6NSpE/r16wdAXbj/7bffws/PD35+flpF5flZExMTnD59mlkdZv/9919069YNgiBo/c+nr8cLmD2N2rVr4+jRo9i1axdCQkKKPW5Su3ZtHDhwAHl5eYX+TmW27LKCIGiKsbKzs4s9DvK0H374Af/88w/u3r2LRo0aFbrd2bNnIz09HXv37n3udufPnw9RFJktRZaIiIiIiOhNwCKeIsTFxRU5rYajoyMA4N69e2jdurUmW7lyZWzcuLFcZfPPZCos+yx9OJuKWTWeVVb67LN5Xe1f165d8e677xb6BXavXr0gl8sxe/ZsjBo1Crm5ubCysip0O8yWbTYrKwtVqlTRyuRPB2Rpaam1PDU1FVWqVIFKpUJGRgazOsy2bdsW+/fvx4ABA3Dv3j1s2LABc+bMKdCXADSjM82bNw/btm1jVodZAKhRowY6duyouW1lZYVKlSoVmgXUBQjp6enM6jCbXwD8bLawvzfys/kjxeh7Nj9vZGSkyep7m0u7fwBgYWEBpVKJlStX4urVq1i7di2OHz+OefPmYd68eahTpw5EUcS9e/cQFBSESpUqMavDbGpqKnJzczVZR0dHODk5AYDmOl9GRgZcXFwgkUiQlZWllWG2bLP5/6ubmppqsvn08XgBs/cwduxYjBkzBv7+/nBxccGtW7cgl8thYmKiyefl5SEqKgre3t5Yv349AKBly5Z4+PAhqlSpwqwOspcuXcKaNWuQk5MDe3v7Yo+DPK158+Zo3rx5sRkAmDt3Lq5evVqi7TJb+iwREREREVF5xyKeIjg7O+PEiROYPHkyzM3NtdadPHkSgiDA2tpaK+vq6lrgIJyhZ2vXro1Dhw7B2dm5QPZZ+nA2FbNqPKvsxbL60I6qVasiKCgIlStXhkQiKbC+X79+iI2NxYoVKyCVSnHq1Cl069at0G0xW7bZM2fOoFOnTpr1FhYW+OOPP7QOGgOAq6srAgICkJubC1dXV2Z1mAUAc3NzCIKAypUrIyoqCj169MDEiRPx4YcfFngPWlhYYM6cOfDz88Ps2bOZ1WE2MTERGRkZsLCwAKAuAgoMDCzQvwCQkJCAS5cuwcXFhVkdZhs2bIh9+/bBzs5Ok+3SpQuOHj2KSZMmaRXZNWzYEHv37oUgCKhbt67eZwGgTp06uHDhAry9vTXL9LnNpd2/rKws7Nu3T5Nt1KgRGjVqhMePH2P37t04duyYZhSiQ4cO4fDhwxAEAbdv32ZWR1mVSoUTJ07g5MmTkEgkuH37tmbUpatXr2r1r6urK06dOoUKFSpoRvxhVjfZ/P/VbWxstEZfAvTzeAGz1mjbti0WLlyIOXPmICwsDIB6amQTExOYmJggLy8Pubm5ANQnd5iamkIqlWLHjh3YsWMHADCro2yFChXw9ddfw83NrdjjIC/C1NQUc+fOLdF2mS19loiIiIiIqLwr+A0xAQD8/f0RGRmJESNG4MaNG1AqlZDL5di/fz++/fZbyGQytGvXDgDQokULRERE4Pz582jSpEm5yvr5+eHRo0c4f/48qlatiocPH2qdYQyoz2QKCwuDt7c3IiIiEBMTA09PT2Z1mN26dSv69eundVZZZmYmnqd58+b44YcfnnuwZO7cuXB2di7Rdg0tq+t29OjRA3fv3sWnn36Khw8fQqlUFshMnDgR/fr1g0KhwMOHD/HXX39BFEVmdZy9c+cONm3apDV9WvPmzdG4cWOt+7Rp0wY3btzA3bt38dZbbzGrw+z9+/cxbtw43L9/H++//z727NmDvn374qeffkKfPn1w584dFKZ58+bM6jj7999/o2nTpujQoQPGjRsHhUKBq1evYs2aNQW299dff+HBgwdITExkVofZ7t27Iy0tDaGhoahRowZSU1M1xSKDBg3C8ePHERsbi8jISHh5eSEtLQ2pqanw8vLS++y2bdvw4MEDiKKI8PBwbN++Xe/bXJosAGzZsgUpKSkYMWKEVr9WrlwZY8aMwZYtW3D27FkIggBfX1/06tWrwLTEzJZttnfv3gAAW1tb1KxZE/PmzcPMmTPRuHFjBAUFYe7cuZr/JXr27IkHDx7g+vXrcHV1ZVbH2YiICAQFBaFRo0Z6f7yAWXW2evXqaN++PQRBgIeHBxo0aIDKlSvD2toarq6u8PHxgb+/P7777jucPn0aZ8+exTfffIMePXowq8PssWPH8P7775f4OEi+jIwM3Lx5E+fPn8fJkycREBCA4ODgAqNnlWa7zJY+S0REREREVJ4J4tPfNpKGUqnE+PHjceLECQiCAKlUClEUoVKpIJVKMW/ePHTv3h2AepqO/OmNJBJJucr6+voiJSUFxsbGWl9gF3Umk4mJCaRSKXJycpjVcbZChQqYNm2a5qyyvn37vtIDIefPny/xdg0tq8t25OXlYcyYMZovasaOHYuPP/640G199913WLduneb2+PHjmdWT7N27dwvN7du3D1OmTNEU+jg6OuLMmTPM6ig7depUiKKIt99+G6tXr4aRkXqAwsDAQHz55ZcIDw/HsGHDsGbNGkyYMAETJkwosB1myz777rvvwsvLC3fv3sXdu3fx8OFDze8/Nzc3HDx4EID683bYsGEAAAcHB1SsWBEhISHM6ij74YcfQhRFGBsbQ6FQQCKRwMHBAUZGRnj8+HGBvhcEATKZDFlZWQaRlUql8Pf3x/Hjx5GQkGAQbS5pVqVSQSKRYPr06Zo+L4qnp2eR72dmyzarUqnw2WefaUZcEkVRMy3QqlWrsGXLFshkMjg7O+Px48eaL58lEgmzepTV9+MFzD45bpKamorOnTtj4cKFhY7+SIZNoVBg8+bN2LZtW5GF6BKJBLVr10a/fv3Qt29fGBsbl3EriYiIiIiIqLzgdFpFkEql+OWXX7Bz507s378fkZGRMDExQb169fDBBx/A09NTk504cSI8PDwQGRlZ7rITJkyAp6cn6tati7179+Ly5csIDw9HSkoKFAoFZDIZrKysUK1aNTRu3BgdO3aEsbExs3qSzR8KvCRztgPqg/0PHz5EdHQ00tPTIYoizMzMYG9vj5o1a8LKykqTLelc8IaY1WU7jI2NsWbNGuzfvx+HDx/Wej8+68svv4Svry/mzJmjGaGJWd1l33rrLXz33XeIjo4uMufm5oYWLVqgW7duqFSpEkJCQpjVYbZ58+bo1q0b3nvvPa3pmnx8fLBr1y6sWLECv//+OwRBKHI7zJZ9tkqVKlqFBCqVCqGhobh7965WkWvFihXRtGlTdO3aFe+//z6MjIyY1WG2SZMm6Nq1K3r06IEjR47g1KlTePDgAeLi4iCVSiEIAiwtLeHm5oYmTZqgd+/eqFixIg4cOGAw2erVqyMzM1Pn7XjV2cePH2PQoEHPLeABgKZNm2qmMmRWt1mJRIKFCxfiww8/RFBQEGxsbNCmTRuYmZnhq6++QqVKlbBz505ERETAwcEB77//Ptq3b4+HDx8yq+Ns//79UbVqVRw7dkzvjxcwq5Z/3KRp06bIyMjAvXv3kJ6eDrlcDjMzM83n6bNTtWdkZCAsLIxZPc8CwEcffYRr166hQoUKePvtt+Hi4gJLS0uYmJhALpcjPT0dkZGRuH79OubMmYP9+/dj1apVAKDX+2boWSIiIiIiovKKI/EQEeRyOX799Vds2LBBc7bhswRBgLe3N0aOHImOHTuWcQvpeTIyMmBhYcGsgWVJ/925cwdHjhxBs2bN0KxZM2YNJEtERERUVko6SkutWrXQt29fiKKIHTt2MGsgWSsrKyQlJWHMmDEYP358sSMtyeVyrFixAqtWrYK9vT2Sk5OL3G7t2rXRp0+fErWBWY50REREREREbxYW8byEhw8f4vHjx3BwcCh2hIbyki3NKC3MGk5WJpNhxIgRCAgIQLVq1eDu7o6MjAxcv34doihi+PDhyMrKQlBQEAIDA6FUKtG3b198/fXXer9vL5rVl3YwyyyzzDLLLLOGldWXdjDLLLPMMls2WWdnZ0yaNEkzSkvDhg2LHKXl2rVryMjIAABYWFjAx8eHWQPInj17FqIoomnTpli1alWxJ2xkZWXho48+wtWrVyEIAlq2bKnX+2Zo2evXryMzMxONGzd+bl8QERFR4c6dO4dVq1bh7t27yMvLQ926dTFq1Ci0atVK100jIqKnsIinGBkZGfjf//6H69evw97eHgMGDED9+vXx+PFjfPLJJwgKCtJka9SogSZNmuDx48flNnvw4MHnjtIybNgwPHz4sEQjujCrH9mKFSsiJiYGs2fPxsCBAzXrEhMTMWHCBJibm+P3338HACQkJGD69Ok4e/YszMzMtKbK0Md9K2125MiRaN26dYlHJdKHNjPLLLPMMssss7rP8m8IZpllltk3MyuKIkRRRLdu3TB//vxiR2n57rvvsG7dOgDA0KFD8cUXXzBrANmGDRvCy8sLgYGB+PDDDzF9+vQisz/++CP+/PNP+Pj44NatW7hx44Ze75uhZeVyOX755Rf88ssvz+0LIiIiKmjHjh2YMWMGTExM8NZbb0GlUuHixYvIy8vDt99+i/79++u6iURE9B8W8RQhOTkZAwYMwKNHj5D/FJmammLt2rWYPXs2Hj58iNatW6NWrVq4f/8+Tp06BUB9sKc8ZUNCQnD8+HEAgKurK+rWrVvkKC1Xr16FQqEAAFSvXr3YEV2Y1Z9sQEAAAKB///749ttvtd4HwcHB6N27N9avX48mTZpALpfjo48+QkBAAExMTNCuXTu93rfSZAMDA6FQKODo6Ij4+PjnjkqkD21mlllmmWWWWWZ1n+XfEMwyyyyzb252/fr1yMvLgyAI6Nu3b4H/qZ/Wpk0beHl5QRRFPHjwAEePHmXWALL+/v4QRREVK1bEw4cPn7tdDw8PREVFQSKRYM+ePXq9b4aWzTd69OgSZ4mIiEgtLi4OHTp0gKmpKTZt2gR3d3cAwI0bN/Dhhx8iLy8Phw8fhpOTk45bSkREAACRCjVr1izRw8NDXLRokRgZGSlevnxZfOedd8RmzZqJXl5e4qFDhwpkPTw8xPHjx5er7OrVqzXZadOmaZYnJCSI77//vjh8+HDNskWLFonu7u6ih4eHuHXrVmYNJOvt7S22a9dO9PT01MqKoihmZmaKHh4e4u+//y6K4pPXw7Bhw0QfHx+937fSZOPj48XOnTuL7u7u4tSpU7WeB31tM7PMMssss8wyq/ss/4ZglllmmX1zsw0bNhTnzJkjjhgxotD/qZ/WsGFD8aeffhIXLFgg1q9fv8gcs/qV3blzp+jh4SG2atVKrFu3rpiZmVloLjc3V/T29hZbtWolenp6ihs3btT7fTO0bL7SZImIiEjtp59+Et3d3cVly5YVWLdy5UrR3d1dXLJkiQ5aRkREheFIPEVo1aoVPDw8sGbNGs2ymzdvok+fPmjXrh1++eWXAlkzMzMEBgbizJkz5SbbrVs3VKtWDUZGRppsvmdHaenWrRvc3Nzw+PFjSKVS7Nixg1kDyLZv3x7m5uaQSCQwMjLSyp46dQqjRo3CrFmzMGjQIM3rwdjYGLdu3dI660kf9600WQDo2rUr4uPj4ebmppXV1zYzyyyzzDLLLLO6zwL8G4JZZpll9k3NfvfddxBFEX///Tf69+9fIPs0f39/qFQq5OXlQSqVFjtKC7P6kwWAlStXYsmSJQAAiUQCe3t7WFlZwcTEBHl5eUhPT0diYqJm9KYRI0Zg2rRpxW5TH/bN0LKAekotf3//5450RERERNr8/f1x+/Zt7N69G56enlrrHjx4gO7du8Pb2xvbtm3TUQuJiOhpEl03QF8lJydrhpPLV7NmTQDqoZQLy7q5uSElJaVcZaOjo+Hm5qaVzefm5gZRFDVzfEdHR6NatWpo2bIlwsLCmDWQrJ+fHx48eAC5XI6QkBBN7vr16/jqq69gZGSENm3aAACioqKQkpKCI0eOoF27dnq/b6XJAsDjx49RrVq1All9bTOzzDLLLLPMMqv7LMC/IZhllllm39Ts0KFDcefOHQwfPhxubm4IDQ1FYeRyOVq0aIE7d+7g4cOHaNKkCbKyspg1gOy5c+dw+vRpCIKAli1bwsfHB4IgICIiAnfv3kV0dDQEQUCTJk3QoUMHCIKAwMBAnDx5Uu/3zdCy586dw9ChQxESEoIBAwYUmiMiIqKCxP+mrZRIJKhRo0aB9dWqVYNEIsGDBw/AcR+IiPSDka4boK+cnJxw6dIlrWUBAQEA1GddFZa1tLRExYoVy1XW3t4eZ8+ehYODgyab7/LlywAAU1NTraybmxtsbW2ZNZDsuHHjcP78edy8eRMA0KFDB8jlciQkJEAURXz22WdwdXUFoD5ocvXqVdSvXx+TJk3S+30rTTY/HxYWBhsbGzxLH9vMLLPMMssss8zqPpuf598QzDLLLLNvXrZXr16IjY3FsmXLkJeXBwBo2bJloaO0qFQqSCTqc+n+/vtv/P3330WO6MKs/mVHjhyJKVOmQC6Xw8TEBEVZvXo1li5dijFjxmheS/q+b4aWHTFiBAYOHFhkHxAREZG21NRUyOVy2NnZFfp3jJGREWxtbZGYmIjMzExYWFjooJVERPQ0jsRThG7duiEoKAgff/wxjh8/jo0bN2LGjBmoVasWLly4gLVr12plb9y4gbNnz6J27drlKuvn54d79+7h3LlzeOuttzTLCxulpX379rh37x4OHz7MrAFlc3Nz0a5dOwiCACsrK8TFxSErKwvNmjXD6tWrMXz4cM39vb29IQgCKlWqhOzsbL3ft9Jkk5OTUblyZWRkZEAqlSI+Pl7v28wss8wyyyyzzOo+y78hmGWWWWbf7Gy/fv3wwQcfQBAEVKxYschRWsaOHYv9+/fj6NGjGDVqVLEjujCrX9lff/0VDx8+RP369dGgQQN06dIFa9eu1Uyf9bTRo0dj8ODBUKlUBrFvhpbdu3cvpkyZUuB5JyIioqLlf5djZmZWZEYmkwEAMjMzy6RNRERUPEHk2GiFysnJwYgRI3D58mUIggBRFGFlZYX169dj6dKlOHbsGFxcXFC9enWEhIQgMjISgHpu7PKalUqlqFy5coFRWvKLPJo2bYq0tDRmDSzbrFkzpKenw9vbG2vXri22yjorKwtDhgzBrVu3IJFI9H7fSvs8pKWlQSaTIScnp9ztH7PMMssss8wyy78hmGWWWWaZfT2/B/L/p169enWBkXueJZfLNaO5FDeiC7P6kY2IiEDfvn2RkpICV1dXyGQyhISEQBRFeHt7Y8WKFXB0dNS6z/Lly7FixQpcv35dr/fN0LMcJYCIiKhkYmNj0bp1a7i4uODYsWOFZtq1a4fo6GicOnUKTk5OZdxCIiJ6FqfTKoJMJsP69etx+PBhBAUFwcbGBu+88w6cnJywcOFCzJ07F3v27EFkZCSMjY3RuXNntGrVChEREeUu27FjR7i6uuLUqVOIjIyEiYkJmjVrhuHDh2vOPAOAvn37onr16oiOjsaBAweYNZBsnz594O7ujh49ekAqlRb7vjA3N8fGjRvx22+/Yf/+/Xq/by/yPHTq1Alr164td/vHLLPMMssss8zybwhmmWWWWWZffbZz5864desW7ty5gxYtWqBq1aro378/PvjgAxgZaR92Cw8Px6hRoxAaGgqJRMKsAWSXLl2K1NRUdOrUCUeOHEFwcDAePnyIOXPm4MKFCxg8eDDWrVun+bIrPDwce/fuhUqlQoMGDfR63wwxCwC//vorVqxYgeDg4ALriIiIqCBzc3MA6lkZipK/rrjReoiIqOxwJJ6XoFKpkJiYCGtr6+eeJVKes0REREREREREb5qnR2mpWrUqTExMihylJT+bnJwMAKhduzazBpBt2bIl6tevjzp16mgVjoiiiFmzZmHbtm2oXr06Nm7ciMzMTJ23tzxn8+WPdMQiHiIiopIRRRGNGjVCbm4ubty4UaBIVqFQwNvbG8bGxrhx44aOWklERE+T6LoBhkwikcDR0bFERS5UxwIFAAAPuElEQVTlOUuGbd26dS98ISIiIiIiInpT5Y/SsmDBAhw6dAh79+7Fnj174Ovrixs3bmDw4MGIjY3Vynbu3BkSiYRZA8mmpKSgevXqBfpeEATMnTsX/v7+CA0NxciRI7Fo0SKdt7c8Z4mIiOjFCIKAWrVqQalUIiwsrMD60NBQqFQquLu7l33jiIioUCziIXrDLV26FD/88IPm8v3335fo8sMPP+i66UREREREREQ6c/78ebRr1w49evTQLKtZsyb++OMP9OnTB48ePcKwYcOQlJSkyXp4eDBrQFkHBwfcuXOnyNfA3Llz0bp1a9y6dQuHDx9GmzZtDGbfDC1LREREL65Vq1YAgCNHjhRYl7/s6SljiYhItwpOLEwAUKpRRi5duqR1u2nTpswyazDZDz/8ENu2bUN0dDSqV6+O0aNHF5k9e/as1u3i3if6sG+lyT6bL032VbaDWWaZZZZZZpk1rOyzef4NwSyzzDL75mSTkpKQlZWl9b/xBx98oBmlRalUYufOnRg5cuRzR3RhVj+zLVq0wM6dOyEIQoE8AEilUixduhQffPABrl+/jtu3b8Pe3t4g9s3QsuvWrUOFChUKZImIiOj5evfujTVr1uC3335Dy5YtUa9ePQBAUFAQ1qxZA5lMhoEDB+q4lURElE8QRVHUdSP0UZMmTZCZmam5XdzT9Oy6ov6xZ5ZZfcw+m9+yZQsaNGhQaK48vy+ezUskknK1f8wyyyyzzDLLLP+GYJZZZpll9tVm83P56wVBQHBwsGa9UqnE2LFjcerUKRgbG6Np06Zo1KgRVqxYoZVjVn+zPj4+iI6ORmxsLERRxNdff40BAwbgWWlpaWjRogXy8vIgkagHPtf3fTO0rK+vL3777Tf8+uuvhWaJiIioeBs3bsS3334LY2NjvPXWWxBFERcvXoRCocC8efPw7rvv6rqJRET0HxbxFCE2NhYTJ07EjRs30Lx5c/Ts2bPIbFpaGtavX4/IyEjUrFkTI0aMYJZZg8nmS05OxuLFi1G9enXs2rWr0IOU5fl98Wy+vO0fs8wyyyyzzDLLvyGYZZZZZpl9tdmdO3ciICAA3bt3R8uWLQEA/v7+WpmcnBzNKC0A0KBBAwQFBRVagMCs/mWDgoJQr149ZGRkICQkBDNnzsSQIUMK5AFg5syZ2LZtm6agV9/3zdCyQUFB8PHxQfXq1bFjxw4W8RAREb2A48ePY82aNbh9+zZMTEzg4eGBsWPHonnz5rpuGhERPU2kImVmZor+/v5i3bp1xWvXrjHLbLnN5vvjjz/Edu3aiWfOnNHr9r7O50Ef2sEss8wyyyyzzBpWVl/awSyzzDLLbNlm4+PjxTZt2oienp7i22+/LW7atKnQXGpqqti7d2/R3d1dc2HWMLL9+/cXPTw8RE9PT9HT01NUKpWFZkVR+/XQpEkTvd83Q8s+2xdERERERETlFYt4niMyMlJs1KiR2LNnT1GlUjHLbLnNloY+tPd1Pg/60A5mmWWWWWaZZdawsvrSDmaZZZZZZss2Gx8fL86aNUts0aKFuG7duiK3lZubK86aNUv09PQU3d3dmTWg7Pfffy/Wq1evRIUjfD3oT18QEREREREZKhbxlEBJRidhltnykC0NfWjv63we9KEdzDLLLLPMMsusYWX1pR3MMssss8zqJlvcKC354uPjxcOHDzNroNnS0If2lucsERERERFReSWIoijqekovIiIiIiIiIiIiIiIiIiIiIqI3mUTXDSAiIiIiIiIiIiIiIiIiIiIietOxiIeIiIiIiIiIiIiIiIiIiIiISMdYxENEREREREREREREREREREREpGMs4iEiIiIiIiIiIiIiIiIiIiIi0jEW8RARERERERERERERERERERER6RiLeIiIiIiIXiNRFMvV4xARERERERERERER0evBIh4iIiIiotdk3759mDp16mt9jPT0dMydOxf//PPPa30cIiIiIiIiIiIiIiJ6vVjEQ0RERET0Gly9ehWTJ09GXFzca32c+fPnY/369VAqla/1cYiIiIiIiIiIiIiI6PViEQ8RERER0WugUqnK1eMQEREREREREREREdHrxSIeIiIiIiIiIiIiIiIiIiIiIiIdE0RRFHXdCCIiIiIiQ3Ly5En873//w71795CamgonJye0bNkSo0ePRuXKlfH5559j586dWvfx9/fHjz/+CADIzs7Gxo0bcejQIYSGhiI7OxvW1tbw8fHBqFGjUL9+fc39duzYgRkzZmDmzJl4/PgxNm/eDADo0aMH/vrrrwJtW7duHXx9fUu1P7///jvmz5+P9957D99//32B9UeOHMH48ePRu3dv/PDDD5rle/bswV9//YU7d+5ApVKhVq1a6N+/P/r06QNBELS28ar2+euvvy7VvhERERERERERERERGQqOxENEREREVAqHDx/GmDFjcOnSJdSuXRvt2rUDAPz111/o06cP4uPj4ePjg5YtWwIA7O3t0aNHD/j4+AAAcnJyMGjQICxYsACxsbFo3Lgx3n77bQiCgMOHD2PgwIEICgoq8LgbNmzA//73PzRp0gTVqlVD9erV0aNHD1StWhUA4OPjgx49esDBwaHU+9SrVy8YGRnh4MGDyMnJKbB+165dANSFSPm+/PJLTJ06FcHBwfD29sZbb72F0NBQzJw5E9OmTcPT5wq8yn0mIiIiIiIiIiIiIiqvjHTdACIiIiIiQzJv3jxIJBLs2rULNWvWBAAolUpMmzYN+/btw99//42JEyeiZs2aOHPmDGrWrImFCxdq7r9hwwbcunULXbp0waJFi2BkpP6TXC6XY+rUqTh48CA2b94Mb29vrccNCwvDypUr0aFDBwCASqWCRCLBl19+ifDwcPTr1w+9e/d+oX2yt7dHmzZtcPToURw7dgx+fn6adSkpKThx4gRcXV3RtGlTAMDWrVuxbds2eHl54ZdffkHlypUBAElJSRgzZgz27NmDpk2bon///q98n4mIiIiIiIiIiIiIyiuOxENEREREVArx8fEwMjKCo6OjZplUKsWnn36Kr776SjMyT1FkMhnatGmDKVOmaIpZAMDExERThPP48eMC93NxcdEUswCARPJq/5TPf+x//vlHa/m+ffuQl5cHf39/zRRZv//+OwDgxx9/1BTwAICdnR2+++47AMDatWs1y/V1n4mIiIiIiIiIiIiI9AlH4iEiIiIiKoUmTZrgzJkz6NOnD9599120adMGdevWRZUqVTBw4MDn3n/w4MEYPHiw1rK0tDTcu3cPp06dAqAeoeZZnp6er2YHitC2bVs4ODjg9OnTSEpKgp2dHQD1VFqCIKBXr14AgLi4OISGhsLGxqbQNtWuXRtOTk4ICwtDfHw8HB0d9XafiYiIiIiIiIiIiIj0CYt4iIiIiIhKYc6cORg3bhyCg4OxdOlSLF26FPb29mjXrh369++P+vXrP3cbcXFx2LhxIy5evIjQ0FCkpKQAgGakm8JYW1u/ql0olJGREXr27Im1a9di3759GDJkCEJCQnDjxg00a9YMrq6uAICYmBgA6mm2PDw8it3m48ePNSMW6eM+ExERERERERERERHpExbxEBERERGVgrOzM3bs2IGLFy/i6NGjOH/+PB48eIBt27Zh+/btmDVrFgYNGlTk/S9cuIAxY8YgOzsbzs7OaNasGWrUqIF69erByMgIY8aMKfR+ZTGV1HvvvYe1a9diz549GDJkCHbv3g3gyVRbAKBUKgEA9vb2aNGiRbHbq1ChAgD93mciIiIiIiIiIiIiIn3BIh4iIiIiolKSSCRo3rw5mjdvDgCIjY3F+vXr8dtvv2HhwoXo169fofcTRREzZ85EdnY25s6di759+2qtP3bs2Gtve3Fq1aqF+vXr48aNG4iJicGhQ4dgbm6OLl26aDL5I+tUqFABCxcufO429X2fiYiIiIiIiIiIiIj0BU9tJSIiIiIqobCwMPTo0QOjRo3SWu7k5ISpU6fC1tYWWVlZSEtLK3SaqKSkJERERMDR0bFAMQsAnD17FgCgUqlK3KbipqN6Ee+99x5EUcSaNWsQEhKCrl27wtzcXLPe1dUVlStXRmRkJB4+fFjg/omJiejatSuGDRuGzMzM17LPRERERERERERERETlEYt4iIiIiIhKqEqVKkhKSsLp06dx5MgRrXVnz55FcnIyXFxcYG9vD1NTUwBAenq6JmNjYwOZTIaEhARcv35ds1wURWzfvh1//fUXACA3N7fEbSrscV5G9+7dIZPJsHHjRgCAv79/gczQoUOhUqkwbdo0REdHa5ZnZ2djxowZCA0NRYUKFVChQoXXss9EREREREREREREROURp9MiIiIiIiohqVSKb775BhMmTMD48eNRr149uLi4ID4+HoGBgZBKpZg1axYAwMXFBUZGRggODsbw4cPRtGlTjB07FkOGDMFvv/2GQYMGoVmzZjA3N0dwcDAiIyNRs2ZNhISEICEhocRtcnNzAwCsWLECV65cwdChQ9G4ceMX3kdLS0t06tQJe/bsgaurK5o2bVogM3ToUAQGBuLgwYPw8/ODt7c3LCwscO3aNSQlJcHNzQ3ffPON5jl71ftMRERERERERERERFQecSQeIiIiIqJS6NixI9asWYNWrVohMjISR48eRXh4ODp37owtW7agXbt2AABbW1vMmTMHLi4uCAgIwLlz5wAAkyZNwhdffIHq1avj6tWruHLlCmxsbDBp0iTs2LED7u7uePz4Me7cuVOi9vTr1w89e/aEQqHA6dOncf/+/Zfex0aNGgFQj8JT2HRdEokEixcvxvfffw9PT0/cunULFy5cgIODA8aOHYutW7fCwcFBk3/V+0xEREREREREREREVB4JoiiKum4EERERERHpj6FDhyIgIABHjx6Fs7OzrptDRERERERERERERPRG4Eg8RERERESEnJwcAMCOHTtw4cIFtG3blgU8RERERERERERERERlyEjXDSAiIiIioldn8+bNuHTpUqnuM3bsWHz55Ze4ffs2cnNzYWxsjE8++eQ1tZCIiIiIiIiIiIiIiArDIh4iIiIionIkMDAQe/bsKdV9+vbti4YNG+Lu3buoUaMGpk+fDk9Pz9fUQiIiIiIiIiIiIiIiKowgiqKo60YQERERERERERER0f/btYMaAAAYCGHJ/IueDB7XKkAAAAAALLs6AAAAAAAAAAAA1pl4AAAAAAAAAAAgZuIBAAAAAAAAAICYiQcAAAAAAAAAAGImHgAAAAAAAAAAiJl4AAAAAAAAAAAgZuIBAAAAAAAAAICYiQcAAAAAAAAAAGImHgAAAAAAAAAAiJl4AAAAAAAAAAAgZuIBAAAAAAAAAICYiQcAAAAAAAAAAGImHgAAAAAAAAAAiD0U1+Xnf1puaAAAAABJRU5ErkJggg==\n" | |
}, | |
"metadata": { | |
"image/png": { | |
"width": 1144, | |
"height": 569 | |
} | |
} | |
} | |
], | |
"source": [ | |
"fig, axs = plt.subplots(2, 2, figsize=(16, 8), gridspec_kw=dict(width_ratios=(2, 1), height_ratios=(1, 1)))\n", | |
"\n", | |
"ax = axs[0][0]\n", | |
"\n", | |
"dft = df_reviews.query('ds_part == \"train\"').groupby(['start_year', 'pos'])['pos'].count().unstack()\n", | |
"dft.index = dft.index.astype('int')\n", | |
"dft = dft.reindex(index=np.arange(dft.index.min(), max(dft.index.max(), 2020))).fillna(0)\n", | |
"dft.plot(kind='bar', stacked=True, ax=ax)\n", | |
"ax.set_title('The train set: number of reviews of different polarities per year')\n", | |
"\n", | |
"ax = axs[0][1]\n", | |
"\n", | |
"dft = df_reviews.query('ds_part == \"train\"').groupby(['tconst', 'pos'])['pos'].count().unstack()\n", | |
"sns.kdeplot(dft[0], color='blue', label='negative', kernel='epa', ax=ax)\n", | |
"sns.kdeplot(dft[1], color='green', label='positive', kernel='epa', ax=ax)\n", | |
"ax.legend()\n", | |
"ax.set_title('The train set: distribution of different polarities per movie')\n", | |
"\n", | |
"ax = axs[1][0]\n", | |
"\n", | |
"dft = df_reviews.query('ds_part == \"test\"').groupby(['start_year', 'pos'])['pos'].count().unstack()\n", | |
"dft.index = dft.index.astype('int')\n", | |
"dft = dft.reindex(index=np.arange(dft.index.min(), max(dft.index.max(), 2020))).fillna(0)\n", | |
"dft.plot(kind='bar', stacked=True, ax=ax)\n", | |
"ax.set_title('The test set: number of reviews of different polarities per year')\n", | |
"\n", | |
"ax = axs[1][1]\n", | |
"\n", | |
"dft = df_reviews.query('ds_part == \"test\"').groupby(['tconst', 'pos'])['pos'].count().unstack()\n", | |
"sns.kdeplot(dft[0], color='blue', label='negative', kernel='epa', ax=ax)\n", | |
"sns.kdeplot(dft[1], color='green', label='positive', kernel='epa', ax=ax)\n", | |
"ax.legend()\n", | |
"ax.set_title('The test set: distribution of different polarities per movie')\n", | |
"\n", | |
"fig.tight_layout()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Evaluation Procedure" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Composing an evaluation routine which can be used for all models in this project" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 102, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import sklearn.metrics as metrics\n", | |
"\n", | |
"def evaluate_model(model, train_features, train_target, test_features, test_target):\n", | |
" \n", | |
" eval_stats = {}\n", | |
" \n", | |
" fig, axs = plt.subplots(1, 3, figsize=(20, 6)) \n", | |
" \n", | |
" for type, features, target in (('train', train_features, train_target), ('test', test_features, test_target)):\n", | |
" \n", | |
" eval_stats[type] = {}\n", | |
" \n", | |
" pred_target = model.predict(features)\n", | |
" pred_proba = model.predict_proba(features)[:, 1]\n", | |
" \n", | |
" # F1\n", | |
" f1_thresholds = np.arange(0, 1.01, 0.05)\n", | |
" f1_scores = [metrics.f1_score(target, pred_proba>=threshold) for threshold in f1_thresholds]\n", | |
" \n", | |
" # ROC\n", | |
" fpr, tpr, roc_thresholds = metrics.roc_curve(target, pred_proba)\n", | |
" roc_auc = metrics.roc_auc_score(target, pred_proba) \n", | |
" eval_stats[type]['ROC AUC'] = roc_auc\n", | |
"\n", | |
" # PRC\n", | |
" precision, recall, pr_thresholds = metrics.precision_recall_curve(target, pred_proba)\n", | |
" aps = metrics.average_precision_score(target, pred_proba)\n", | |
" eval_stats[type]['APS'] = aps\n", | |
" \n", | |
" if type == 'train':\n", | |
" color = 'blue'\n", | |
" else:\n", | |
" color = 'green'\n", | |
"\n", | |
" # F1 Score\n", | |
" ax = axs[0]\n", | |
" max_f1_score_idx = np.argmax(f1_scores)\n", | |
" ax.plot(f1_thresholds, f1_scores, color=color, label=f'{type}, max={f1_scores[max_f1_score_idx]:.2f} @ {f1_thresholds[max_f1_score_idx]:.2f}')\n", | |
" # setting crosses for some thresholds\n", | |
" for threshold in (0.2, 0.4, 0.5, 0.6, 0.8):\n", | |
" closest_value_idx = np.argmin(np.abs(f1_thresholds-threshold))\n", | |
" marker_color = 'orange' if threshold != 0.5 else 'red'\n", | |
" ax.plot(f1_thresholds[closest_value_idx], f1_scores[closest_value_idx], color=marker_color, marker='X', markersize=7)\n", | |
" ax.set_xlim([-0.02, 1.02]) \n", | |
" ax.set_ylim([-0.02, 1.02])\n", | |
" ax.set_xlabel('threshold')\n", | |
" ax.set_ylabel('F1')\n", | |
" ax.legend(loc='lower center')\n", | |
" ax.set_title(f'F1 Score') \n", | |
"\n", | |
" # ROC\n", | |
" ax = axs[1] \n", | |
" ax.plot(fpr, tpr, color=color, label=f'{type}, ROC AUC={roc_auc:.2f}')\n", | |
" # setting crosses for some thresholds\n", | |
" for threshold in (0.2, 0.4, 0.5, 0.6, 0.8):\n", | |
" closest_value_idx = np.argmin(np.abs(roc_thresholds-threshold))\n", | |
" marker_color = 'orange' if threshold != 0.5 else 'red' \n", | |
" ax.plot(fpr[closest_value_idx], tpr[closest_value_idx], color=marker_color, marker='X', markersize=7)\n", | |
" ax.plot([0, 1], [0, 1], color='grey', linestyle='--')\n", | |
" ax.set_xlim([-0.02, 1.02]) \n", | |
" ax.set_ylim([-0.02, 1.02])\n", | |
" ax.set_xlabel('FPR')\n", | |
" ax.set_ylabel('TPR')\n", | |
" ax.legend(loc='lower center') \n", | |
" ax.set_title(f'ROC Curve')\n", | |
" \n", | |
" # PRC\n", | |
" ax = axs[2]\n", | |
" ax.plot(recall, precision, color=color, label=f'{type}, AP={aps:.2f}')\n", | |
" # setting crosses for some thresholds\n", | |
" for threshold in (0.2, 0.4, 0.5, 0.6, 0.8):\n", | |
" closest_value_idx = np.argmin(np.abs(pr_thresholds-threshold))\n", | |
" marker_color = 'orange' if threshold != 0.5 else 'red'\n", | |
" ax.plot(recall[closest_value_idx], precision[closest_value_idx], color=marker_color, marker='X', markersize=7)\n", | |
" ax.set_xlim([-0.02, 1.02]) \n", | |
" ax.set_ylim([-0.02, 1.02])\n", | |
" ax.set_xlabel('recall')\n", | |
" ax.set_ylabel('precision')\n", | |
" ax.legend(loc='lower center')\n", | |
" ax.set_title(f'PRC') \n", | |
"\n", | |
" eval_stats[type]['Accuracy'] = metrics.accuracy_score(target, pred_target)\n", | |
" eval_stats[type]['F1'] = metrics.f1_score(target, pred_target)\n", | |
" \n", | |
" df_eval_stats = pd.DataFrame(eval_stats)\n", | |
" df_eval_stats = df_eval_stats.round(2)\n", | |
" df_eval_stats = df_eval_stats.reindex(index=('Accuracy', 'F1', 'APS', 'ROC AUC'))\n", | |
" \n", | |
" print(df_eval_stats)\n", | |
" \n", | |
" return" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Normalization" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"We assume all models below accepts texts in lowercase and without any digits, punctuations marks etc." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 103, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import string\n", | |
"df_reviews['review_norm'] = df_reviews['review'].str.translate(str.maketrans('', '', string.punctuation)).str.replace('\\d+', '').str.lower()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Train / Test Split" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Luckily, the whole dataset is already divided into train/test one parts. The corresponding flag is 'ds_part'." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 104, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"(23796, 18)\n(23535, 18)\n" | |
] | |
} | |
], | |
"source": [ | |
"df_reviews_train = df_reviews.query('ds_part == \"train\"').copy()\n", | |
"df_reviews_test = df_reviews.query('ds_part == \"test\"').copy()\n", | |
"\n", | |
"train_features = df_reviews_train['review_norm']\n", | |
"test_features = df_reviews_test['review_norm']\n", | |
"\n", | |
"train_target = df_reviews_train['pos']\n", | |
"test_target = df_reviews_test['pos']\n", | |
"\n", | |
"print(df_reviews_train.shape)\n", | |
"print(df_reviews_test.shape)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Model 0 - Constant" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 105, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from sklearn.dummy import DummyClassifier" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 106, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"model = DummyClassifier()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 107, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"DummyClassifier()" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 107 | |
} | |
], | |
"source": [ | |
"model.fit(train_features, train_target)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 108, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
" train test\nAccuracy 0.5 0.49\nF1 0.5 0.49\nAPS 0.5 0.50\nROC AUC 0.5 0.50\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<Figure size 1440x432 with 3 Axes>", | |
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\n" | |
}, | |
"metadata": { | |
"image/png": { | |
"width": 1165, | |
"height": 386 | |
} | |
} | |
} | |
], | |
"source": [ | |
"evaluate_model(model, train_features, train_target, test_features, test_target)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Model 1 - NLTK, TF-IDF and LR" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### TF-IDF" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 109, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import nltk\n", | |
"\n", | |
"from sklearn.feature_extraction.text import TfidfVectorizer\n", | |
"from sklearn.linear_model import LogisticRegression\n", | |
"\n", | |
"from nltk.corpus import stopwords" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 110, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"stop_words = set(stopwords.words('english'))\n", | |
"count_tf_idf = TfidfVectorizer(stop_words=stop_words)\n", | |
"train_corpus_1 = train_features\n", | |
"test_corpus_1 = test_features\n", | |
"\n", | |
"train_tf_idf_1 = count_tf_idf.fit_transform(train_corpus_1)\n", | |
"test_tf_idf_1 = count_tf_idf.transform(test_corpus_1)\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 111, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"LogisticRegression()" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 111 | |
} | |
], | |
"source": [ | |
"model_1 = LogisticRegression()\n", | |
"model_1.fit(train_tf_idf_1, train_target)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 112, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
" train test\nAccuracy 0.94 0.88\nF1 0.94 0.88\nAPS 0.98 0.95\nROC AUC 0.98 0.95\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<Figure size 1440x432 with 3 Axes>", | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"image/png": { | |
"width": 1165, | |
"height": 386 | |
} | |
} | |
} | |
], | |
"source": [ | |
"evaluate_model(model_1, train_tf_idf_1, train_target, test_tf_idf_1, test_target)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Model 3 - spaCy, TF-IDF and LR" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 113, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import spacy\n", | |
"\n", | |
"nlp = spacy.load('en_core_web_sm', disable=['parser', 'ner'])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 114, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def text_preprocessing_3(text):\n", | |
" \n", | |
" doc = nlp(text)\n", | |
" #tokens = [token.lemma_ for token in doc if not token.is_stop]\n", | |
" tokens = [token.lemma_ for token in doc]\n", | |
" \n", | |
" return ' '.join(tokens)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 115, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"0 the pakage imply that warren beatty and goldie...\n", | |
"1 how the hell do -PRON- get this make present -...\n", | |
"7 this true story of carlson raider be more of a...\n", | |
"8 should have be title balderdash little in the ...\n", | |
"9 the movie gung ho the story of carlsons makin ...\n", | |
" ... \n", | |
"47253 o -PRON- gosh just give -PRON- a minute to bre...\n", | |
"47254 i can not tell -PRON- all how much i love this...\n", | |
"47255 legend of zu be possibly the most exciting mov...\n", | |
"47256 this movie be well do on so many level that i ...\n", | |
"47257 as a history nut who be particularly intereste...\n", | |
"Name: review_norm, Length: 23796, dtype: object" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 115 | |
} | |
], | |
"source": [ | |
"train_features_3 = train_features.apply(text_preprocessing_3)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 116, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"test_features_3 = test_features.apply(text_preprocessing_3)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 117, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"train_corpus_3 = train_features_3\n", | |
"test_corpus_3 = test_features_3\n", | |
"\n", | |
"train_tf_idf_3 = count_tf_idf.fit_transform(train_corpus_3)\n", | |
"test_tf_idf_3 = count_tf_idf.transform(test_corpus_3)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 118, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"LogisticRegression()" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 118 | |
} | |
], | |
"source": [ | |
"model_3 = LogisticRegression()\n", | |
"model_3.fit(train_tf_idf_3, train_target)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 119, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
" train test\nAccuracy 0.93 0.88\nF1 0.93 0 |
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