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@arthurpaulino
Last active December 16, 2021 00:42
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{
"cells": [
{
"cell_type": "markdown",
"id": "c96318a3",
"metadata": {},
"source": [
"## Extracting data"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "209823d9",
"metadata": {},
"outputs": [],
"source": [
"from git import Repo\n",
"\n",
"repo = Repo(\"/home/arthur/workspace/mathlib\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "cfa61810",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"{'author': 'Anne Baanen',\n",
" 'date': '2021-12-15',\n",
" 'year_month': '2021-12',\n",
" 'month': '12',\n",
" 'hash': '61949afee4a93ef1f3c4ceed098bbdcf75fd128b',\n",
" 'file': 'src/linear_algebra/std_basis.lean',\n",
" 'lines_inserted': 16,\n",
" 'lines_removed': 13,\n",
" 'lines_changed': 29}"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import time\n",
"\n",
"data = []\n",
"\n",
"for commit in repo.iter_commits():\n",
" for file, stats in commit.stats.files.items():\n",
" if not (\"/\" in file and file.endswith(\".lean\")):\n",
" continue\n",
" date = time.strftime(\"%Y-%m-%d\", time.gmtime(commit.committed_date))\n",
" data.append({\n",
" \"author\": commit.author.name,\n",
" \"date\": date,\n",
" \"year_month\": date[:7],\n",
" \"month\": date[5:7],\n",
" \"hash\": commit.hexsha,\n",
" \"file\": file,\n",
" \"lines_inserted\": stats[\"insertions\"],\n",
" \"lines_removed\": stats[\"deletions\"],\n",
" \"lines_changed\": stats[\"lines\"]\n",
" })\n",
"data[0]"
]
},
{
"cell_type": "markdown",
"id": "997f60b5",
"metadata": {},
"source": [
"## Instantiating pandas dataframe"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "e938f25f",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"df = pd.DataFrame(data).sort_values(\"date\")\n",
"df = df[df[\"date\"] >= \"2017-07-24\"] ## removing crazy outliers"
]
},
{
"cell_type": "markdown",
"id": "3b1a5205",
"metadata": {},
"source": [
"## Insertions and deletions through time (stacked)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "891d271c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"grouped = df[[\"date\", \"lines_inserted\", \"lines_removed\"]].groupby(\"date\").sum()\n",
"grouped[\"lines_inserted_MA100\"] = grouped[\"lines_inserted\"].rolling(100).mean()\n",
"grouped[\"lines_removed_MA100\"] = grouped[\"lines_removed\"].rolling(100).mean()\n",
"\n",
"null_max_date = grouped[grouped[\"lines_inserted_MA100\"].isna()].index.max()\n",
"\n",
"grouped = grouped[grouped.index > null_max_date]\n",
"\n",
"grouped[[\"lines_removed_MA100\", \"lines_inserted_MA100\"]].plot.area(\n",
" color=[\"red\", \"green\"], figsize=(12,6), alpha=0.5\n",
")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "95d69342",
"metadata": {},
"source": [
"## Ratio of lines removed and lines changed across time"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "4370675d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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fMyXBkzyu1guHxLCTgmSCIMoIUpLziLWZCCnJBEEQyUQVNaEEnEOWMKHehx1ktyAIooygIDmPGEEyoxJwBEEQqQhEFM2TLMcvQZMafNjRTkoyQRDlAwXJeUTExBI1EyEIgkhJMKIgGot7kgFgckMFdnYEjNwOgiCIUkNBch4RHmShJNNkTxBEOVOqOSoQiSGqqnA64pegCfU+9Idj1FSEIIiygYLkPKKq2v/kSSYIotxRVI6TbnsNNz27IW/H3Hig16gXnw5htxCJewBQ53MCAHpDFCQTBFEeUJCcR6yJe9Q8iiCIcqU3GMWOjgDufmNbXjrdPbVqL8743Zt4ft2BjPsGdLuF2ZNc7dGD5GBs0GMhCILIBxQk5xEqAUcQxFChLxQPRrsDkUEf7563dwAA+kOpg1wxNwYisYTqFgBQ5dEqkpKSTBBEuZBVkMwYO4Mx9gljbAtjbKnN419njK1hjK1ijL3FGJtjeuzH+vM+YYydns/BlxucSsARBDEE6AlG0R2MB8Yd/sEHyf6wFhxHhe/MhniQrCCiqHCY7BbVXqEkU5BMEER5kLGZCGNMBnAXgCUA9gD4gDH2NOd8vWm3f3HO/6zvfy6A2wGcoQfLlwCYC2AsgGWMsRmccyXPf0dZYCjJVAKOIIgypT8cw/yfv4hDxtUY2zr6I8AomH4Po9LjgNsh53z8QDj19O6QGCKwLwFnBMmkJBMEUSZkoyQfCWAL53wb5zwC4GEA55l34Jz3mn6tQLz62XkAHuachznn2wFs0Y83LDE8yTIpyQRBlCeBiKb4rtnbY2zr8IeNnze19OGEW1/DBXctR0xJrQpbEStp/khmu0UwEktoSw0A1cJuQZ5kgiDKhGyC5HEAdpt+36NvS4AxdjVjbCuAXwP4di7PHS5Ym4lQkEwQRLkh5icznSa7xXceXoX+cAzr9/dif08o6+OGolpAHYikVpJFUHygNwRF5fC64kp1hcsBiZGSTBBE+ZC3xD3O+V2c84MA/AjAdbk8lzH2VcbYCsbYira2tnwNqehwStwjCKLMsStksaW13/h5a2s/pjZWANC8y9kiFOr+cGolWJ8a8ewarQLG+Dpv/DGJocrjpDrJBEGUDdkEyXsBTDD9Pl7floqHAZyfy3M553dzzhdwzhc0NTVlMaTyRCjJEqMScARBlCfWBiKnzh6FZ9ccAOccUUVFRFExptYDIDdV168ryIE0QXI4pqnN2/X205MaKhIeH13tyUm9JgiCKCTZBMkfAJjOGJvCGHNBS8R72rwDY2y66dezAWzWf34awCWMMTdjbAqA6QDeH/ywy5MkJZn8FgRBlBmKaV7yOmUsnFyH9v4wAhHFsEqMqdEU3mwrTcQUFRE9APansVuIfQQT630Jv4+r82JvdzCr1yQIgig0GatbcM5jjLFvAngBgAzgHs75OsbYLwCs4Jw/DeCbjLFTAUQBdAG4TH/uOsbYowDWA4gBuHq4VrYAkpuJUIhMEES5YV7hqvY6UKNXlegJRo1VsNHVHmNbNgSi8Wk9kCJxj3OOcExFjddpHFd02ROMq/VixY7O7P4QgiCIApMxSAYAzvmzAJ61bPup6efvpHnujQBuHOgAhxKkJBMEUe6Y20ZXeZyo1QPV7kAUbqe2uDi6Jscg2VT2rbU3bLtPVNFet6nKbRyXWZIIx9V50RuKoS8URZXHmXQMgiCIYkId93S+/9hq3P3G1kEdI0lJphiZIIgyw1y/vcrjMOoT9wSjCOpWiaYqN2SJZR8k6+pxnc+Jza39eGdrBwDg/uU78O2HPgIAhGPasRsrXSmPIxL5yHJBEEQ5QEGyzurd3fhwZ/egjpHcTGSQgyIIgsgzimliqvY4UevVgtaeYMTomlfhcqDa4zCC5Dc3t2Hy0mfQ0W+vEgsv84/OmAUAuPHZ9bjr1S342dPr8PTqfQDifuSmKk/KsY2r1YPkLgqSCYIoPVnZLUYCDZWuhFqhAyFZSaYomSCI8sJ8817lcaBGt1vs6QrC7dTqFvvcMmq8TqOxx20vfAIA2NrmR0OlO+mYIkieoCfird3bi7V7exP2EZUtmvTnS8nlmjFOV5L3UJBMEEQZQEqyTkOFO6Hr1EDglLhHEESZY7ZbVLgcqNXtFjc8swE9eo1in0s2Euz6QlGs3qN157PpQwIg3mXP3BzEjLn6RVOVFiTLNlFyY4UbLodEdguCIMoCCpJ16itc6Bi0kqz9LyZ/lZRkgiDKDPO8tL83BJ8psF23TwuGK1yaV7knGMVTq/YZj/tT1EAWiXsVLgfOPHg0XA4JLlPLaX9EMZTkZj1Inj2mOuk4ksQwqtqNtr7BCRYEQRD5gIJknfoKF7oDUcQUNfPOKbA2EyEpmSCIcsPsSeacgzGGZ759LADgY10x9rqE3SKa0EEvaKmBzDnH8i3t2NGhNQfxuWTc9dnDse7np2N8fbybXiASM5TkGq8T916+EPdevtB2fHW+wVvfCIIg8gF5knUa9IzrrkDUWA7MlWQlOS9DIwiCyBtCSD51djN+ef7BAICDmirBGPDRrm4AQKU7riR3BeIBq7VRyKrd3fjs394zfve5ZEgSgwSGhgoXtrVpwbM/HDOqW7gcEo6fkbqzap3Phe4ABckEQZQeUpJ1qvWanLm0YbUiPMkOw5NMUTJBEOWFUJIvPXKi0VnP45RR5XYgoqio8znhcWpKcoc/grV7e4w5LWhpFGJVfCvccd3lurPnGD/f/NwnhpLscqS/7NT5nOikIJkgiDKAgmQdh6xdBJRByL9CoZFISSYIokwxbGGWxDnRvGO0HjgL69nbWzqMqhNWJTlg+d1tCoDnT6jFQ185CgCwbEMLwvrx3BmC5FqfC93+gYsVBEEQ+YKCZB2HpL0V0Tx4kkWdZCoBRxBEuZGUO6FT5dFU4NHVmt1s7tga47ExNR4wBgQsiXvWFtTWDnqVJmVZJPdlUpLrK1zoC8c9zARBEKWCgmQdsZw4GCXZ6kmmEJkgiHLD2vRIYATJupJ83qFjccSkOgBaiUyvU05Sjv3hxN+teJzxS0xbXwgA4HbYl4kT1FWI/BCyXBAEUVooSNYRdouoMpggmZqJEARR3qiqUJITt4vgdXS11hGPMYaJenOQUdUe+FyOJLtFMJo+SK6viLegbtHLumWyW4jX3N7uT7sfQRBEoaEgWcep1/QcTAm4pGYiFCMTBFFmKPrEZLVGCOvEmJp42+iYHlBPbvTB55KT7BX+cMxYhbOjodKNu79wBACgpVcoyekvO9ObKwEAG/f3YsWOTuzpCmT8mwiCIAoBlYDTkQtgt6DEPYIgyg1umacEwjoxyhQk9+vVfkZVe1BX4UJHf6IFIhBR4HXJ+Mk5c5JqKAtG6cp0a6+mJGfyJIsg/fr/rje2vfTd4zF9VFXa5xEEQeQbUpJ1nMJuMaggmRL3CIIob5QUdgvRNMSsJM/Su+JNavBhQp0Xuy2qbiASQ4XLgf9ZMAGXHT3Z9vVqfVrVjFbdk5wpSGaM4bxDxyZs29NFbaoJgig+FCTriOoWijqY6hba//qhSEkmCKLsSFUCbmpTBYB422gA+O6pM/Cfq4/BrNHVmFDvw77uYMJqmz+iwOdOn4jXXOWBxIBNLf0AkNCuOhXfOnlawu9t/dSmmiCI4kN2Cx2x9DiYxD2txSvAIC4+FCUTBFE+cM7x97e2A0guAfeHSw/Dx3t6UOuLJ9u5HBIOnVALAJhQ50NU4TjQG8K4Wq0CRiAcg8+VPkj2uuQEwcCRRZA8rtaX8PuBnlDG5xAEQeQbUpJ14ol7g2smIjFmKMnktiAIopx4e0sH3tzcDiC5BFytz5W2XbSwYbT0hrC1rR/7e4KakuzKrLUsnFyX0zi9psC7ocKF/T1ktyAIoviQkqwjlOTYoOwWHJJJSSa7BUEQ5UA4psDtkPH6plZjG0tdlMKWhkpNYV6+pR23vbgJs0ZriXQT6n3pngYA+MsXFuC+5TvQ6c/eNnH/FUdidLUHtzy/EU+v2ofvnzYTDZXuzE8kCILIExQk64jEvYEoyf3hGE7/7RvoDUbBGDMSYjjZLQiCKDH7uoM4+uZX8JuL5mNnRzzxzlrdIhOi5vFL61sAABsP9AEADh5Xk/I55udes2RGTq93gq5qf/X4qXhlYyvW7O3BiTObczoGQRDEYKAgWUf45AaiJG9u6cPebm050OOUDIWGlGSCIErNx3u6AQCPrtiNqKkOvNWTnImGCk3FXb2nJ2F7rdc5uAFmYJpeN/nyez8AAPzojFn4xokHFfQ1CYIgAPIkGzgMu0Xuke2uzrg6IzFmFOmnEnAEQZSSlTs78fV/fghAU47bTXWOs8ifS8DrklGhe4XFyhsA1BQ4SG6ocBktswHgluc3FvT1CIIgBBQk6xhB8gDsFuYlTM4Rr21BMTJBECXk5ufiAeWmlr6EG3prx71sEJ7geeNrjW2iDnKhYIxhSmOF8ftU088EQRCFhIJknbjdYnBBcjimxJVk8iQTBFEiApEYPtrVja8dPxX/unJRgooMJFe3yIY6PSAeX+c1tlUXWEkGEtXqXr0LIEEQRKGhIFknriTn7knebVJnVB7vZLWnM4hwzL5VK0EQRCHZ3u5HTOU4dEItjp7WiMsWT8JEUyWKXD3JQDwgrvbEg1ZzXeVCIWoxj6v1ojsQJSsbQRBFgYJkHYc8cE/yzk6/EWQD8RJwv3lpE5Y+sSY/AyQIgsiBvpDWZlqosNefOxevff9E43FpALO/CI7NHuGZo6oGPsgsOWKSVmd5xqhKxFRutNAmCIIoJBQk6zilgTUTCUUVtPSGMWtM/EJhFmieX3sgL+MjCILIhd6gZksQ6i9jLKEV9UCUZJGwV+114v4rjsR9X1qI0XqTkUJy5bFT8djXF+PMQ8YAAJ75eD8454gqakLFDoIgiHxCJeB0JImBsdxLwIlEmNmjq7F2b6/Wltp07TFngRMEQRQLoSSbVV8zAwmSRb5Flcdh1DEuBpLEsHByPboDWuC/9Mk1mD6qCt/614do749g041nFm0sBEGMHEhJNuGUJERzVJJF0t7sMdUAAK9TTsgadzlk2+cRBEEUEpHgZvYPmxmI3ULgLtG8tnByHY6cUg8AaOsLYV9PCBFSkgmCKBAUJJuQJQYlRyV5Z4cfAAy7hdcpw9zIKtfjEQRB5AOhJFfmU0nW/y9V4lytz4XfXXwoABiqMkEQRKGgINmEQ2Y5K8m7OgOo8jgwpkYrieRxykbiHgB0BaJQqPUeQRBFpjcYhdcpw5mia8hASsCJBOeBBNj5QtRl7g5SkEwQRGEhT7IJpyzlHNBuPNCHac2VqHRrb+VJs5oSlGQA8EdiKZc8CYIgCkFfKIZqb+opfiCB7g9OnwWVA2fpCXSlwOuU4ZIldAUimXcmCIIYBBQkm5AlllPinqpybNjXi/MOG4umKjeWXXMCJjX4kiZvf5iCZIIgiktPMIqqNPPOQDzJTVVu3HbR/EGMavAwxlDrc6KH7BYEQRQYsluYcEpxu8W3HvoIS5/4OO3+Gw/0oS8cwyHjagAA05or4ZSlJIXGTzU9iREK5xxb2/qp+UMJ6PCH0VCRutFHKS0Tg6XW5yRPMkEQBYeCZBMOk93iv6v34eEPdqfd/z+r9sIlS1gyZ3TCduulpz9MXfeIkcmq3d045Tev44zfvUnKX5Fp74+gqcqd8nHZ6gsbQtR6XegOkt2CIIjCQnYLE6Oq3fj3R3vx3Nr9xraooqZMfNnVEcCkBh/qLWoNIyWZIAAAHf1aIPNJSx+Wb23H+zs68dXjpxqJrkThaO8Lo7EydZA8hIVk1Pic2N7uL/UwCIIY5pCSbOJbJ0+HLDGEonFfsqiDbEcgqqDCnXyfYRVoqIUqMVIJx+Lfpdc+acO9b+/AZ/70TglHNDIIRRX0hWPpleQhHCXXep040BMq9TAIghjmUJBs4vgZTXjzhyfhyMn1xrZuSxLeBzs68btlm7CvO4hAOAafK7moPgMpyQQBaMGaYFNrHwCgrT9cquGMGK7991oAQGPl8PUkk/hAEEShIbuFhbG13gT7hFkJA4A7Xt6MNze3Y/mWDgQiCmp9yRchZrn1oCCZGKkETUHy5pZ+AECdjyq9FJqNB3oBAAtMN/xWpKHsSbaZdwmCIPINBck2yHL84hHRg+T+cAw//c9a40K/uysAt0NKoSQnQol7xEjFrCST8lc8an1OHDGpDgc1VZZ6KAWhlm60CIIoAhQk2+AwKSxCSX7kg9148qO9xvbeYBQVbgcq3MlBsnkZ0+WgovfEyEV8fyrdDiNINnv+icIQialwpUg4Hg7UeklJJgii8AzfWXQQOExV9iOKdkGPKokXdn9EQW8oCp8r+T5DxMiyxDC5wUdZ2MSIJRRVwBjQYPLGmtVlojBEYipcjuE7vZOSTBBEMRi+s+gguPK4KcbPwm6hmpohTKjXyleFoqqt3ULUWnY7JExuqKAgmRixhKIK3A4poeNkOKZm1Vxk5c4u9IaotvJAiCg8ZenK4UCNNzFIVlVqVkMQRP4ZvrPoIJg9phrv/vgUAPEgOWDyFU9tjPv87JTkSrcDn100Ef/6ylGY0lSBnR3+JCWaIEYCoagKj1OG16ndTFbqJROtCbFW3tjUhgv/tBx3LNtc8DEORyIx7eZkuGJVkhXq6EgQRAEYvrPoIBFLlZGYFhx3+ONlq2aNqTJ+tvMkM8Zw0wWH4NAJtZg3rhZRhWPdvt4Cj5ggyo9QVIHHIWO8vvpS5XEY29Px9tZ2AMCWtv7CDnCYElGGu90i0ZOskJJMEEQBGL6z6CARFxiheInOYQCwaEq8rJJQyFKxYHIdAGDFjs58D5Egyp5QTIXHKeFLR2sWppNnNWvbMyTvKYoW9Oxo96O1L4Rn1+xPu/9IZnNLH+Zd/wJ2d8YbH0VjHE7ZvsTb/546HaOqUzcZGQpUWGxuMQqSCYIoABQkp0Bkhgu7RYc/HiRPrK8wfh5bm7697qhqD7xOmbpDESOSUFSBxynjkPE12HHz2Th8Yp2xPR1i+XxnZwAX/+VdXPXgh5Twl4J7l+9AbyiGlze0GNvSKcn/e+oMvPf/Ti3W8AoCszRCETdVBEGUJ1FFxb/e22XEVEMFKgGXAqHCiOoWnf4IPE4JN11wCA5qigfJR0yqy3isCrcD/ghd4ImRhwiSBeLnTJ5kkYjFOYzEV384lnAsQqNTX+V6eWMr5k2oxeET6/QScCPnvSJPMkGUL//+aA9eWNuC59cdwM5OP3585uxSDylrSElOAWMMDonhkQ92Q1E52vvDuGThRHz68PFgjOH3lxyKH5w+M6uLdqVbpq57xIhEC5Lj04z4OVsl2UyAbjRt6dRXud7c3I5vPvghgOHvSbYSU4eWOkUQI4nvPrIaz687AAB4aV1Lhr3Li5Eziw6AmMrR2hfGn1/fir5QLKFd9XmHjsPVJ03L6jg+lwOBCAXJxMhjX3cIo6o9xu/ipjJjkGwT81CQbI/fNLfs6wlhS2ufriQP3bbT2XDnZw8z8kMocY8ghgaSNLTmJQqSs+DWFz4BkNgQIRfM3cYIYqQQiirY1xPE5Ia4PclQkjPYLRRVhWyZTP0j/Ebz5/9dh6dW7c2436m3vwEAw15JPmfeWFx4xHgAQIw8yQRRlgz1XBLyJBcBn1s2lkQJYqSwuzMAzoGpJg+/qCueyX6kqEBzlRv7TQmv5lrlI41OfwT3vr0DgLaKZSaVv3u4B8kA4NBvpFTyJBNEWdLWF074PTjEVgSH/yyaR06a2Tyg51WQkkyMQPbpAe44UwUYYb1o6U1f7UXlHA6LXWAkW5be2doBAGisTC7dlipbfDh33BOI1QYqAUcQ5UmrJUgeavP48J9F88SVx07JWO4tFRUueUSrYMTQQVF53kr0iOOYk1vrfE64HFLGkoiKyiEzhn99ZREW6BVkRrIneU+XVgN5XF3yHBSO2b8vI0NJ1v5G8iQTRPmwvyeInkAUAPDRri4AwNdOmIqmKveQm8eH/yyaJ2q8zsw7paDC7aDqFsSQ4PJ738eM657Ly7FEK3azoskYw+hqDw5kUJIVziFJDEcf1Ii7Pnc4gJHtSW7v19QYu5yXSEzF9OZKnDo7caXLNSKUZO1/8iQTRPmw+Fev4PTfabkRz67Zj/nja/DjM2fj84smIRxTE25q9/cEwcvYLjX8Z9FB8K2T49UrBqPKVLgc8EdiZf1BIAhAKyOWL+JBcmJkN7rGg/3dGewWKjf8pj69u9pIXo0RHT/t/HyRmIoTZjTh1s/Mx4xRlcb2kaAky6QkE0RZEdPnfSGEdAejGF/vA2Cay3XB49VPWrH4V6/gubUHSjDS7Bj+s+gg+N5pM/G1E6YCGJznrdbnhMpByXvEiCKqq3tWb+yUhgp80tJnNAyxI6ZySEwEyVqy31BbpssnbbqSHLTJFA/HVLidEuoqXHjuO8cb20eCkixupKiZCEGUB/stVrpAWDHayHv1/4MRBcGIgp89tQ4AsHp3d1HHmAvDfxYdJNUezWbhHoQqM2NUFQDgk5a+vIyJIIYCQkm2KpoLJtehJxjF5tb+lM9VVW4kZckSg9shDbmEj3zSnkJJVlSOmMqN7nrmsnkNNkl+ww3x9yrUTIQgyoLdev6EIBCJGUJHXElWsGxDC3Z1avuK/8sRKgGXgS8fOwXhmIrPHzVpwMeYNUYLkjfu78PRBzXma2gEUdbYeZIB4Ei9AcT7Ozoxc3SV7XMVzhMCPq21+8gNkrsD9kGySI60s1YcPrG24OMqNUZ1C/IkE0RZsM9ipQtGFSM4Fv8/vnIPlm9tR0OFC4dNrMWmMhYQs5JHGWNnMMY+YYxtYYwttXn8GsbYesbYx4yxlxljk0yP/Zoxto4xtoExdgdjbEi1W/E4ZVyzZEZW7adT0VTphtcpY193MI8jI4jyRgRwVk/yxHof6itc+Ml/1hrBnxXFZLcAtMl1JNstxA2H1W4h3mPzStd/rj4GD165CI4RYLeIK8kUJBNEOdBlspVGYiqiCjcFyZoue+erW/Dhrm4cO70RM0dXYUdHIGWVnlKTcRZljMkA7gJwJoA5AC5ljM2x7PYRgAWc83kAHgfwa/25RwM4BsA8AAcDWAjghLyNfojAGIPbKSFi12uXIIYpqTzJjDGjnXCqhA2VxxP3AC35dSQn7okgMGYp0RdWtPfErCQfOqEWx0wbGStW4jPytX+sxPZ2f4lHQxBEp0n4eGVjCwDAqwfHY2o8CfueM28sZoyqgqLysv3+ZiM1HAlgC+d8G+c8AuBhAOeZd+Ccv8o5F6aSdwGMFw8B8ABwAXADcAJoycfAhxpuh4RwlIJkYvjwwroDmPvT51M2yklltwCA311yKIB4/V8rMUUrASfwuuQRbbcwJw5va+831BoxpwwmZ2IoI27E+sIxnHTba6UdDEGMMCIxNSkB27w6+PV/fggARuLe9FFxe937/+8ULJkzysjZ2rC/t9DDHRDZzKzjAOw2/b5H35aKLwN4DgA45+8AeBXAfv3fC5zzDQMb6tDG7ZDLdjmBIAbCjc9sgD+iYHMKP1lUUSGxxGQygdshY2yNB3e9utXWcqFyrZmIoMI9su0WispR6dbUmDN+9yYuv/d9ADBWp0ZCuTc7zCXvCIIoLjOuew7/799rErbZVfESVS0ALTh+58cno1nvvjq9WfsOf/eR1Xj1k9YCjnZg5HVmZYx9HsACALfqv08DMBuasjwOwMmMseNsnvdVxtgKxtiKtra2fA6pbHA7JITz1MmMIMoBseyfKjM5oqhpWyOLttUPvrcr6TFFTUzc87kcIz5IFgmPALB6Tw8As5I88JyJoUxDpRt//vwRpR4GQYw4xAriwx/sTtje5Y/iqKn1ePzri41twosMAM3VHoypiXcOdciSYcMYVZVoxygHsgmS9wKYYPp9vL4tAcbYqQCuBXAu51w0674AwLuc837OeT80hXmx9bmc87s55ws45wuamppy/RuGBG4nBcnE8ELYKXa02wfJ0RhPW6v3h2fMBADbNtgKR4LdosIlj+gScIrKMWt0FbbedBbmja8xLipCSR6pdgsAWDJnlNERlRL4CKI4HOixbwjV7g+jvsKFBZPrcfwMLZ7LlEN835eOxANXHIk5Y6vzPcxBk83M+gGA6YyxKYwxF4BLADxt3oExdhiAv0ALkM16+S4AJzDGHIwxJ7SkPbJbEESZk013SKEkpKraElVUONMEb1edOA2NlS609oWTHlNVDnNRDK/LAf9ITtzTExllieGEGU1o7QsjpqgIR5MT90YassTw7VOmAwD6QyP3Roogikmr3lFP2MAAYHNLH7a1+XHIuFoAQJ1Pu3nNNHfPHF1lBNTlRsY6yZzzGGPsmwBeACADuIdzvo4x9gsAKzjnT0OzV1QCeEyv8LaLc34utEoXJwNYAy2J73nO+X8L86eUN5S4R5Q7ZhVO5YCcplhjJKYaKyOpEuqiippU/s1KU5XHmGzNxFRutBwGRraSrKoc3KSsj67xQFE52vsjI96TLKjyaJey3lAUNfqFmSCIwiHaTle4ZXDOwRjDyp1dAIBz5o0BAFx79mw4ZQmnzh5VsnEOlqyaiXDOnwXwrGXbT00/n5rieQqArw1mgMMFt0NCH6kcJaGtL4wH3tmB/z11hm0SGaERMtXgVTmHjNTvlbmihT9FdYtMnmQAGFXtTq0km57qczsQjCpQ1cSqF4J93UHc8fJmLJkzCqcM4QnZDlHZQpQ7a6jQOul1+MPGnCKCxJFKtSlIJgii8Ij20y29YRx7y6t4+XsnGNcQoS43V3lw20XzSzbGfDCy5Yci4nbItt5LovD86ImP8YdXtuDDXV2lHkpZYw6SM3k7+0zBiD9FQl1USe9JBoB6nwtdNtUtrB33qtwOcK6V+rLje4+uxsMf7Ma/bJIAhzqqbn0RynqFW0vSC0YU472r87lKM7gyodqjqcckRBBEcdjS2m/8vLc7iNbeMEJ6jDOY5mvlBgXJRcLlkMiTXALW7+vFW5vbAQAd/fbd3QgNc2JpJkuyORhJpSRHY5mVZEliSXU2AU1JNnfcG1enZUPvtqmkwTnH6j3d2msOw8QtoSSLt1J0r/JHFKNecu0ItxhU6UFyb5CUZIIoBptbE0t//vXNbXhvWweA4ZVIPLLX6IoIlYArDWfd8abx815qC54W80qHkiFKFkFyY6U7ZWk2LXEvvb1FZgx2ca1VSZ5Y7wOgBckHj6tJ2Pevb24zxhAbhl0tFSVRSRbllIKRGDr9UVS6HSO2BJygoVJT0tv6k607BEHkl7V7e7Bxf2KQ/I93dwLQBEE7S9xQZfiE+2UOlYArPXu7KEhOh7ltupoxSNYUuzE1npQd97LxJEuSfUBurZM8sUELkh9fuQc9JrWQc46bnt1o/B4djkEyT/QkG0pyWLNbjHQVGQCaq9yQGLC/274sFUEQ+SGqqLj4L+/oydXJwbBnGKnIAAXJRcPtkI1yTUTxcEgMR06px6QGH9pJZUqLWUm2s0CYEUryqGoP2vrCRlazmaiiwillCJIZsy03p6iJHfeqPU4cNbUeL29sxZ2vbDa2m5XDWaOrEFGGo91COy+SESRrSrI/EsPzaw8YNYJHMg5ZwuhqD/b10I0wQRSSnR0B+CMKvrdkBm664OCkx4eTHxmgILlo5MNu4Q/H8D9/eQdr9/bgyvtXYOOB8ux1Xi5wzhFTOY6a2gCHxKjRQAYSleT0+wr1uKlKW+a+8E/LEx7v9Efw7rbOjNUGpFR2CxuV4l9XHoUarxP7TGrhpgNa8sg/v7wI4+u8w9Nuodoryc+vPYBgVEGFm1xzADCm1ktKMkEUmA37tbjjhJlNuHjhRGy76ayEx9nwcVoAoCC5aLgdMmIqH9RF/N1tHXh/eycuv/cDLNvQgq//Y2UeRzj8CBuZthJkCpIzkuBJzrK6hTmBrycYxZ9e2wpV5UYCR6aqCxKzfy2VJ5d6kySG2WOq0GYqGbetXQuSp4+qhFOWhqfdwkjc094Pr67UbGrRPIHXf2puaQZWZoyu8aDFpuY2QRD5QVU5vvXQRwCAg5oqASBpnu4ZZsmzFCQXCbdTe6tDg1CTq/Vl1Q6/FiTs6LBvB0xoiJJmHoesK5YUJKfDHGBm6rjXF4rB7ZBQX6EFwc1Vbry6sRW3PL8R29r9RvB860Xz0h5HkuzPi9VuIWiq8qCtP4zdnQHc9OwGbG/3w+2Q0FzlhkOWEB2GdgsjSNbfD0li8DpltPdHwBgwY1RlKYdXNjRUuNBpU06QIIjBE1NUdOjVdM6YOzphBcthCpRDw6xpGgXJRUIEE52DKEMmfKLmmCKTd3QkI76sHicFydmQ4EnOVAIuHEOVx4EfnTELgNZWVNyUxFTVsFmI0lypkJh9CTg7uwUANFW60dYXxjWPrsLdb2zDf1fvw8R6HxhjcMpsWCvJDlP3wqApv8GRITlypFDnc6EnGB2WlhuCKCVtfWFMu/Y53PXqFgDAeYeOTXj8ka8tNlpQDzdodi0STVVal6zWvoEvB0ZsJn+x3EwkIwIJsltkR64l4Ko8TlS4HThqaj3CMTUeJCscvaEYGNOagKRDlrL3JAPa96g/HMMHO7REwfb+CCbo5eFcI8RuYYbu++LUV7jA+fBb7iWIUvP4yj0AgCc+1P5vrnYnPH7EpDr85+pjij6uYkBBcpFo1oPkNpsWvNli17Fv7V5K3kuFCNq8ThmSxDAMV+LzSkLiXoobimfX7Meld7+LnmDUaIXsdsgIx1TDA66oHH2hKCpdjoz1MhlLUQKO2wfJ58wbk7Rt5ugqAJrSOhztFuJmz2w/EW1fh1PR/sFSp6/W2XVwJAhi4GzW8x/EfNNU6UnaR6yWDzcoLbpINFdpH6rWQQTJdtUxQlRWLiWGJ9kpQ2aZfbYjnUS7hf17ddWDHwLQyq2JSdHtkBCOKoa9JaZyXWnOPL2kKgGnqkjouCeYUO/DxHofdpk67y2YVAcAwzZx79w73waQqCS/9/9OwY4OP5V/M1GvJ4l2+klJJoh8sr9HWwFv1+2iViUZiN+4DzeG519VhjRUuCBLbHB2C5sgmRwEqRFBm9spQWJkt8hEphJw5mC2vT+MSXqDD49TKMnaTYmicvQGoxn9yECmjnspnqMHiz8/dy7e296Bow9qBDB8g2SB2ZNc4XZg7tiaNHuPPOoqtM9bp5+UZILIJ/tN9cfH1nhsayEzXdSY1jy8EokpSC4SksRQ63WiKzBwlcM+SC6PwM8fjmF/T6isviChWFxJlsiTnJFohhJw5pWM9v6IEQQnK8kq+kIxVHuzUZKTX4tznrK6BQAcNrEW29v9OHFmEy47erKx3TlM7RYCO2WdiGMkR1OQTBB5g3NuKMkAsGByfcp93/9/p8A3zBRlMrQVkSqPI6GubK6EbVSyUlgIQlEFx97yCt7Y1GZs+9K9H+DU218vK0tDKBIvASdTdYuMRDKUgLO2nzZ8sU4JIYuS3B+OZbX8JjzL5tcTMXMqP/ON5x+CB69chEkNFQnbnbIEReXDpuJLbyiKYMRUxSJD98KRjqjJ/fbWdrohJog80RuKJQgks8dUp9y3udoz7GwXNOsWkSqP02jCMBDs2lqX4lqwpyuIPV1BXP/0OmPb+zs6ASSWpio1cSVZgiSRNSUTmapb9Ftu8KrNiXsWT3IkpsKVRVKZUEfNQY21w5wVr0vGMdMak7Y7dX9GVB0elot517+IL/z9PeN3ipHTI5aAn/l4P/5gal1OEMTA6bVUixmupd5SQdNuERmskiyUvu8tmYFz52t1Ckuh3IoM10AkOSC2qo2lRARtXpdMnuQsiJisCnZxZpKSrAfJHqeU6ElWOKKqmpXyKfzF5lMjFP9MlTGsOHXP7nCyXKzY2WX8TEpy9ny4q7vUQyCIYUGvRdgbacnCNOsWkSqPAyt3dmHy0mcGpCgLpe/qk6bhl+cfDKA06mhMf1F/JDkg/vtb27GtrTxqN5s77skpOrsRcTJVt7AGyXFPstZyXdw0ae3XeUKiWSqEzdb8egd0/1tjZXIGdTqEkjwcmknY3fzalcQj7HHSe0UQecEq7FGQTBQMc7b/QAreh2MqHBKDJDFINsFFsRBBSF8oBs45ekzJiH95fRsuu/f9oo/JDnPHPZmU5IxEleQg+bVPWnHNI6ugqhyX3P1uwv7xOsnaNCI+04rKEVOyU5KF3cL8Od7e7gcATG2ssH1OKkTnObumO0MNu7+BguTseXlja4IdjCCIgWG1W1RTkEwUimzqxqaCc45/vrvT+F2UWymFOGpezr5/+Q68vbU94fFwmfRuF/5ot0MCS1FqjIhj15b6J0+txZMf7cVLG1qS9hcJGsILKoLkmKoiqnLD/pAOmSXbLbbqKxFTm3KrlOIaRnYLu5roqTzaRJxjpjUYP9+3fEdZJRITxFCkl5RkoliYleRcL+TvbO1AXyhmWB1KqSSbFdl/vLsTq3d3JzwuWnCXmnBUgcshQZIYZCl1FzlCI2JTAm7euFoAwB0vJydCmUvAAXHFIaboSnIOdgvzZ2p/Twg+l5xzB6fhZLewK/dISnJmHrhikWFFA4C+MsqRIIihiNUaWkOJe0ShMN+B5dr0wFopQLJR4IqFuXqAxyknWUdy9ZIWilBUgVdXOWWJ2VZsIOIETJVJhAIngth1+5LbnxvVLZx2dgueU+KeWfELRGKoGEAZIWG3GA4NRShIHhiyxPCFoybh95ccCgBo7Y3Xd73zlc049fbXSzQyghia9Aa1G81aPTiudA2vEm+ZGFl/bYmZOarK+NnuIpgOax8B8TtHKTzJ8dfc0tqPdft6UeV2GKpNuSTIhaIqPHoAJ1Gd5IyYFQOh7FormBw3vRFvbtbsNZWmEnBA3CIQU7XqFtnYLexKwAUiCnyu5I5OmRB2i0hs6J9nCpIHx6hqDwDg1NvfwENfOQq9oShue3ETACAcU4zPLEEQ6ekNReF1yvjvN4/F2r09OVcdGuqQklxEDh4XL8Kdq9pltWdIJfQkm5ezRWA0qsZjbLMrDVcKQjHF8MtKjJHdIgP9oVhSSTa/Zbn6T58/wvi51qvZIcSNiEBRVSgqN5TddEg2JeCCkfgKQC4I5To2DOok23mSR9alaXCIIBkAvvfoKjy9ap/x+0CSpglipNLaF0ZztRsT6n0485AxpR5O0aEguYjU+lyYWO8DkLsnWai33z55GgCT3aIEgV9UTRwLoAVK42q9AJIDq1IRiirwOMhukS19oZhhCRKqezCqJKxieEy2H6+u9lpVuajCEVV4VmW47Lz1wahiHDsXZDlZlR6q2CnJw+HvKhZiLgI0X/JWU1lKczUegiDSs687mPB9GmlQkFxkbrtoPoABKMm6OnbirGYAcVWpJHWS9bGfNKsZY3UFORrjeHvpyTj/0LHwR2IIRhSsNDVCKAVBq91i6AuMBaUvFE0Kkv3hmHFjB8BWHXZb/PKifFlWSrJNCbiB2i1E9YfhEExGFG01xnwjOhxK2xULcw5HXyiGbe1+o51uNynJBJE1+7qDGEtBMlEshE8z1wueUJKd+pKyXROGYiEqbLgcEn79GS3oF3+Pz+1AIKzgsnvex4V/Wj6oNtyDJRQ12y3KxytdrvSFYkYNTLMn2RwkCz5zxHjjZ4/FGiGauGRT3cKuBFwgosDrzD1dQlhFYsMgSBZ2i8UHNeJfVy7ChHovpjbmVhKPiBOJqVgwqQ4A0E1KMkFkRVRR0dIboiCZKB6iTFU0x8S9mKHOaYEAYwyMlaYttRGwyxIaKjVfqlgertQT+N7f0QmgtBeksClIliVqJpIOVeXoj8RQqwfJ3ORJHl+nBcmHjKsBAGy76Sz8+sJ5xnOtSrJo4uLMorqFcbNnOjfBSGyASrL2esPhPIsg2e2UcPS0Rrz5w5MHZEEZyTz77eNwzry4h3LBZC1IJk8yQWTH9nY/VA5MbkgWSkYKFCQXGbEMmKsnWfiAzRUDJMZKUNsinhglSwx1Pi1IFhf1CpcjwU9ZqgtSlz+C1Xt64nYLakudFn8kBs6RYLfgXGs1XV/hxINXLsL9VxwJQHsvzRnOVk9yTkqylD+7hXB3DAclWXyHXFlYVgh75oytxrdOnm78foShJEcAAKt2d+OaR1cNi5sqgigEogfCvPE1pR1ICaEScEXGOcBarooRmMYvmqWyEERN1o/mKjfOO3QsLjt6MgBgfF3isoy1pWWx+MMrWwAA727TFG1qS52ePr2rUrVXmxIUlSMcUxFTOXwuB46Z1pjyudbqFuGYCJKz9yQrCUryABP3DCV56Ht3RZBsVemJ3Jjc6MPcsdVornJjbI0XjMVv3K/650rs6wnhu6fOwAQbSxFBjHQ+2t2NSrdjRFu9KEguMgP1JIvA1NyalqE0rZbN1g9JYvj9JYcZj01rTvwy9ZbIk1zh1oIs0bVNu6EoyVCGBKJsn+iip3KgS1fcxGpBKpKVZGG3yKK6hV0JuOhgE/dyfmrZYSjJFCQPCrdDxjPfPs74vcbrNCxgworV0huiIJkgbHhnawcWTakfcbWRzdAMXGRcA1SSzT5gASuVkqxHNHbL6QdZguRS2S2YrlA+eOUiALrdgqLklAiLRIUenKqco7U3DABoztBm3O20epJzUZJhvB6gBYcxlQ+oTrJsBMlDP0o2PMnU9CKv1Hqdxpzk02+k9/WE0j2FIEYkXf4Itrf7sWhqfamHUlIoSC4yA07cUxMT9wDdk1yCuE9RUidmVbod+Ok5c/Do1xYDAF5a31rUsQm0yhaSkZUrs8Q6ycu3tmPlzs6SjK0cEUqyaAe99ImP8dYWrbNeU4Yg2eqbFUFyLh33RJDcr9fYHlBb6mFU3SKiW1ZISc4vNV6nUQLOp1dQ2dcdLOWQCKIs8UdEO+r0K4nDHZqBi4xzoIl7lhJwgG4hKEFAEEujJAPAFcdOwUI9k3zZhpaSqMnBiAKfqce8bEnc++xf38OFf3qn6OMqV4LRxCC5NxTDrS98AgBork4fJFuX4oTdwpFFdYt4Uxzt906/ZvEQNplckIdgneSoouLwX76E/67el7Bd2LEoSM4vNT4XenQbkag9L1ZMCIKIE6a8CAAUJBedgddJTqEk529oWRO1sX5YYaY2baWolRywtDZm1EwkLUGhJLsSFVzGgMbK9EGylVAs++oWVrvFYIJkoy11jjegpaQrEEGnP4Kf/3d9wvb4d2zkegELgdluITrvBSLl0SGUIMoJqrCjMbL/+hIglOCcPck26m2pPMkiYJczmPnv/KyW0CcCsGISsrQ2liVQW+o0GJ5kd6IHtt7nSnszZH8s3Y4zgBJwa/b2aK87ECV5CLaljo81cczRNJYmYuCY7Rbif38J5ieCKHfMtdpHMiP7ry8BksTgkFjubaltLpqsRJ5kI3EvQ5AsKhSU4iIUiMQSlGQqAZceYbeotHiBM/mR7QiLxL0c7BaKyvH2lnb88v80RXVAQTIbep5kcQNp/R5HFRWypR41MXhqfZqSHImpRr3kQJiUZIKwEleSR3byMAXJJcApSzl7kmMKh8QS/Z+lqpMcU1Q4JJZgqbBDtBYuxXJm0KIki7GWokPhUCBoSdwTZBskzx5TbfycSzOReHt14IkP9xjbM5Wds2MoVrcQNydWYgonq0UBqPE6wTmwubXPKDvoJ7sFQSQRISUZAAXJJcEps4SudNkQVdWkkloSK00XOUXlWQVAYum+2HaLLn8E727rTFSSh2BSVzExEvcsnuTmKk9Wz//XlYvw03PmYHKDz6hQkY1NQ5wXzjn2dMWrDHgGUALOMQTPsbCmWEccUdScbS5EZkRHyfX7egFon5lS2MEIotwRTaHIk0wUnSqP02jUkC0xhSc1Z2CseM1EOOd48sM96A/HEFV4Vl7JUtktfqEv2e/o8BvbjCDZclNRaGU5ElOxbH1L2SvYwYgCiSGp012myhaCugoXrjh2CsbWetGrd+/LZMcBEu0We7uCOHV2M5Zdc0KOo9cQnuShZLcQqrv18xGlILkgiHJW6/QgeVpzJXmSCcIGamikMbL/+hIxa3SVoWRkQyiq4O9vbU+azCWW7GUsFE+v3odrHl2Ne97ajpiqZqUke3VVMljk5Uyhru/sCBjbrKXGBELJKxR/eX0rrnxgBV7b1FbQ1xkswahWDaSxMtHmMKYmOyVZcOVxU4yfswnyxHmJKhwHekOYNbo6qWtjtgxFJTmVikl2i8JQ69OU5I0HtPn3oOZK8iQTZce2tv6SCytUAk5jZP/1JWLuuBpsbevPepnv2TX7bbdrzUSK80V6Yd0BAECVx4Gokmz9sEN0bwsUWamZ1FABABhlUkGtpcYEhfZLd+glzTbu7yvo6wwWzcPtSPKZzxpdneIZ9kzW33sgOz+zOC/7uoNQVI7xdd6cXs+MPASbiYhyeWS3KA61ut1ia5sfFS4ZjRUuUpKJsuLjPd04+Tev4963d5R0HKQka4zsv75ETG7wQeVAS2927VBTtaYtZgm4/XrrVqcsodMfQX0WiVXeEgXJQl5/4htHG5tS2S2OuGEZtrb1F2wo4i58d1cgw56lJRCOwevSxvrfbx5rbJ89piqn44w2Kc+Z2lkD8fOyq1N7f8bX+XJ6PTOimsZQVJKTq1twCpILgPAkt/WFUV/pgtflQE8wiqseXInXPilNd1CCMLOpRbserdXLYRaDtXt7kgS3MDU0AkBBckmo08tbCZUxE6mWXaUiepLFXWVMUdHSG87Kq+qSJcgSK3p1i4jC4XJICQFX3G6R/Ia9urFwF8f2fu0ct/WVd1ev1r4wmvSmIYeMr8G9X1qIK4+dgiqPM6fjmLscZqp+Yt5HBMnjBqEkC1V6SCnJKatbqGS3KAA1vvjnub4iPoc9u+YA/vHOzlIMiSASEPZEj6s4pddW7uzEOX94C39/a3vCdlHKM5VIN1KgILkECBW2K8sgefnWDtvtxVSShT8ppnK09oayqnrAGIPPJcMfLq6SHImpSRm58aYVyfuv2NFVsLF0+LXgOBxT8fm/vYfrn15XsNcaDAd6Qwkq8Ekzm3HdOXMGfLyKLCd4EdiKIHlsbW4eaDOMMcgSG5Il4Chxrzi4HbJRg7uhwoWDmjR7UGOlG6v3JKtpBFFsxJzgG0CFn4HQordlf9WykiK6ApMnmSg6YpLuDETw3rYObGlNvdz/ysYW3Ld8h+1jUhGbiQglORxT0doXTvD7pmNcrRfb2/2Zd8wjURsVTgRj1qX4+RNqjUC2ELT3a8du6QnhrS3tKc9lKeGc40BPCKOrB67imnn//52Ct5eenNW+4uZlf08QjZWuQasWssSGmJKcXAKOc46IwrPy/RO5M7FeW2Gqr3DhM0eMx+qfnoZvnTwN7f1hI2AgiFIh7Im+IinJotKW9bMfjlJbaoCC5JIgguQufwQX3/0uTr399ZT7mmvHWtGqWxRLSda+uPu6g4ipPCu/KQAcPK4G6/YVV6GJKmqSj0oylGRtHIwB3z55Gmq8zoIGVe192gT0SUt5JO619YWTvPB94RgCEQWja3LvrmdHc7XHKLWVCWGD6Q3GcrZ22OGQmK2lplwRqlFfKIYv3fs+nlq1FzOuew4HeoJwkd2iIIgKFw2VLjDGUONzYuZozXu/qUy+p8TQpzekdXbc0tqH1r7s8o+A+JzgtdSsLxQiOLauSkd0sWmkd/2kILkE+FwyXA4tAS4T5ta+j399ccJjxfQkC7vFvz/aCwA4elpjVs+bN74G7f0R7OgoXuKaXWUA2VSPV1U5OAdkSYJDYojl2P0wWzjntip1LMeW5PnkmkdXYdFNL2Nvd/zma4eu9I+rHXjS3EARQXIwquRFORlqSrK5/Nirn7Rh2YZWRBWOTS39ZLcoEKJiy7nzxxrbputlBylIJvLF+Xe9jV/83zqcevsbOP23b2T9PJHMm02d+XzQqosmVh3LzrY4EqF3oAQwxlDnS99QZM2eHkxe+gx2dsatCkdMqrMcqHie5IDuKw5EFEyo92LGqOyqHiyZMwqMAQ+9v6uQw0vA7sttJO5xbgRRDpkVNKjqCUZt24+LZL5S8ObmdgDAxv3xOt3vb+8EACyYXGf7nEJi7klj7fY3EBwSG1LVLboCUYyrjdtczD5EslsUhv89dTpe/f6JmDu2xtjWUOlGnc+JrW3FtYYRwxNF5djR7se/P9REpa5ANKvntfWF8YCeQFqsm31hCYxaxJtwTIG7SL7ocoZm4RJR4XIgmKaRxZ9f3woAeHtLu7HNWi2gWJ7kSEw1TPxAvIxSNoyp8eL8Q8fhr29uy0o5zwd2SU+G3UKN+5JlielBVWGUXREMWwP2bEv/FYIqjxaImpuorN3bg7E1HoyqHnjS3ECRTZ9pnzsfSrJke3Hp8kew5PbXsaW1fJTCTn8E723vQGOVGzecfzCAxIo3ZLcoDB6njCmNFUnbx9Z6sb8niFBUSQoYRiotvSEsW98ypG48C8m2tv6s3otOfwQqT+w268+iac0Nz6w3fi7WimOf3iHV+pnvCkRR7SmO5aOcoSC5RHicctpOdOt1pU9OU0ZLKpKS/NGuxOoPVe7cvKNL5owC58jJlzUYonoJODMiTlU4R0wPih1SYZVkcYcuypqJ5ho9wexUhUIgMpXNpcciigqfuzSTofnGLx92C4fEoNio969sbMXm1n7c+cqWQb9Gvrjk7nfQ0htGrdeJCv0GodNkzyG7RXEZU+PBgZ4QZv3keVz8l3dKPZyy4At/fw9XPrAC722zr7A0kmjrC+Pk37yOn/83c4UiMfeb+dSdb2V8njmJv1hKskgUtK567ukMYEJ98S145QbNwiXC55LTNtnY2aEt+6Vbmtc8yYX9Im080IuL7343YVtVjneXostVd5ZLToMlErOrbhH3JJuVZKcs5UUlWbW7Gx9abiY26/5G0UVO/L+zM4BvP/RRgi+4WIjAS3R6A7QWyMXyv1kxv6wvD3YL603Pyxta8Oya/UYb9WgZKWKiaQAH4HVqf7tZSSa7RXEZVe0xVnk+3NVd2sGUCeIz2pnGGjhSECuhD2RRT1sEycdMazC2bTNZeVJ1293TFcQXjpqk5coUqZSl6GMQjSW+3i4KkgFQkFwyvC7ZyGK1ElNUIyHP7o5UwIpgt+jyJwe2uVYhEAX8u4s00dol7okA7DsPf2QouYaSnIfEvfPvehuf/uNydJjO1/3v7MTcsdWYM1ZLFBLe01c3tuLp1fvwhb+9N+jXzRUjSDbZLVTOjZuIYiObouRsaytnOt4TH+7BNY+sAgB8+f4VuOrBD/Gdh7XfS5k0aUX8vX2haFxJNt0UUzOR4jK62pO1d3Qk0G+yB/SHitsQqhzJZQVQXLevPWuOUc1K8OK6A5j90+eTOur1hqLoCUYxvs6bt+tSNgixzmyp7A/H0BWIYsIgOqAOFyhILhFep5z2blIgqkr84ry5Sfsx2DfHyCdiopzaVIGxerOJXJXkOr0cWLGUZLsScPUVWqC+bl8vfr9sMwBTdYs83rFv2B/3vLb3h3HEpDqj9u8Y/f3bq5/fUqgzLhu7haLyhGC1mEgJnuTBK8m9Ie0z9uRHe/GOTROeYl14skF03uwLxYybuD5TYEKZ5cVlbG1+6oQPF3aY6tv3UZCcU5AsyqpNqPfiqKn1CY+9+kkbAG310cz+bm0VY2ytF07ZPreiEAivtNmTLBqdNVZmV8pzOEOzcInwueSUE4/oPiaY1lyJLy6enLSfJBW+TnKfHnTcc9lCY/k3Z7uFUJKL5MWNKsnVLcwtaJ/Uy9iJ6hb5TErZoHvJOefoDUZR7XEak0+tzwWnzIyKJcXqqGRG2CrCpiA5VsIg2exDzoeSbL4Re2VjCwDgmiUzjG3FLg/HOcejH+y2bT89Wk+UvOKYKbZ+bAcpyUUl24o9IwVzonVfFklnw51cguS9XUFUexyo8jgTbJWp2tADcUGq2uvUleTCr3pxzo3xqTye1C7G6aHqFhQklwqvy2EEoFaspeEqUyhsxfAki0C+yuMwuu7lGiR7nTJcspRXJVlRuaEaWtE8ydYgOfmO2KFXt8hH4CRizA0HtCDZH1GgcqDaG3/fXLKEao/TsDpY1e5iICZBs9VH5aULks2VUvLhSTazu1NT7EWjCABF8/kJXljXgh8+8TF+//LmpMckieHIKfX47KKJtuXvKHGvuEwfVZnysZU7O7FuX3x5fPXu7mGfzGYO7shukRgkZ2pYtLc7iHG6VeGzR040trf1hSEWz6xHEA273A4JTpkVJX8ioqiIqdy4pgtBR1yjKEimILlkeJ1yyrvzLkuptJkpFA6WoZlIMKIkTOwDoVefGKo8TiOwytWTzBhDrc+ZkLk/WJY+8TEW3LAM79pcqKIKh9MSgNqVspElBlmSbKsh5ALn3DgPwm4hboDMSrJTZqg2BYWRWPH9sQoXSkH8tRWVp62iUkjMyWm53nxlQqzIiIRJIPHvLgZCjbPz44ejinER8tooyaW4iRrJWAMCEQhtae3DhX96B1//50pjbj7vrreTEpqHG8GoyZMcLg+v9tq9PXh+7YGSvLY5SA5nmLv3dgWNHJTT5o7GfV9aCMBS4ckicIljuh0SHHm4LmWD6H8gxIqIomLjgV68uF57j70UJFOQXCp8Ljll0p01eeTQibW2+2UqAfe1f67E2Xe8lXaJJxN94Rg8Tgkuh2QcZyDBzNhaL/Z2B9ETiOKvb2zDsvUtAx5TfziGx1buQSSm4vVNbUmP2zUTsdaYBrRuhk558Eqy+elbWvsQjCjoDQoF3hlXkh0y6nzxIDnTRFsIVMtyGlBaT7KZcXnwhL7+gxPxzo9Phs8lY7ceJJtbZK/c2YWP93QP+nWyJaKrQ3b+4lBUhUcPhCtsakTPGk3L/8Vm2TUnGD8LEeMjvdLF7s4gDvvlS3h69b5SDK3oCCW52uMoG0/yOX94C1//58qSvHZvQpCc+pqqqhy7uwIJN+fNVZq1qrU3jFQzbTgqgmQZssQQLcKql1+vbCEskdGYijN+9yb+oJfK9DgpRKR3oETYKUeCrkAkQflMdbHMVJHgDT2AzKaIeSqErxaIB3W5KskAMKnBh12dAcz/xYu48dkNuPKBFQMek9mm0tqbrE5HFBUuR/J7M67Wm/Beykad5MFNRsLCcOLMJkQVjr++uc2wglR7HUZ1j/oKJ649e7bxvMHcvAx4rEJJjlmU5DIIkvORODWpoQJjaryo9jiNIMfq/T73zrcH/TrZIjLGzarwro4AFJUjHDMpyU45yZN92ITid0Ac6UxrrsSvPzMPQDwospZq/PZDHxV9XKVAJJaPqvYkVLooBwqdi2PH/p7khHo7trX7EYgomKtXNQKA5motJ6Y1C7uFx6mJN8Vo4CJuhGq9mpBgrZVMdossg2TG2BmMsU8YY1sYY0ttHr+GMbaeMfYxY+xlxtgk02MTGWMvMsY26PtMzuP4hyzpljG6AlEj8x0AJqaoVahVt7D/IplN/+nqMWeiLxRLUo4HoiRPqPMZHtHBYg767RqU2HXcA4C3l56Mf33lKOP3fHmSxTk4cko95k+oxdtb2hPsFt89dQZuvOBgnD53NI6YVI/fXjwfUxsrSqQka/8nKMk83pGwlIyuyV/HP/NNqN0NaSZPYb6IryJon8eO/jCOv/VVXPin5ZqSrCs1jDHDO33OvDG46YJDMKmByi+VApEDIuxl5mpDZob7+RHXjYn1Pqza3Y3W3hA6+sMlqe8OJJZDLUXQbm5ZHk5j2xKl3Q4ZH297Xu9zQZZYwvXKWmnHUJKdMhyyVJRKPOJG0FCSLcmCpCRnESQzxmQAdwE4E8AcAJcyxuZYdvsIwALO+TwAjwP4temxBwDcyjmfDeBIAK35GPhQx255VdAdiCQsEdslnQF64l6K7+rDH+w2fh5MkLyrM5Ck8A2kVeXB42oy75Qlft1H5ZBYkpLMOUcgrKRU6s1VBGRZ8yRzPrigyWhOwhjmjavBun29RpJilccBj1PG5xZNMiwfFxw2HucfNg4xlRe9bq/K7ewWasmaiQDx0nj5VC1+dMZM42e3Q8LlR09Gg+l7lK7+eD4RQbK4aRNJuat2d8MfjiX8zaIj49EHNeKziybaWoSIwiMEDDFv7ukKJO3jc8llVU6wEPgjMbhkCT84YybCMRU3P78Ri29+Bcfc/EpJxiNKpAHA+n29tiVUQ1GlICrz82v3Y0trvyFYhdLYLba29UNiwEFN8URQSWJorHTpdgtmewxz4p5DYkVpjb5dL/M3rVkbq3V1U5QvHclkc5twJIAtnPNtnPMIgIcBnGfegXP+KudczCTvAhgPAHow7eCcv6Tv12/ab0Rjzuq30heKJQSiqS6WLI0nua0vHgT407S/Toeicmxu7UsqjTQQu8Xpc0ehsdKdeccsEErylMYKtFiU5GBUQURRjeUjK27TsrdDYkaZrcGoycLCIEsMs8ZUoT8cw9Y2rVNVqsok4g692GqyCOjN/jpFzWzdKSTPfPs4vPK9EzLvmAOHT4pbFRhjuP7cuVhx3am48PDxAIB9PcVpkS7Or/h4mW9Y+yxB8rdPmY5vnzwNFy+cUJSxEfaIcxKMKIgqKtbs6cFkk2p81iGjcebBY4oSxJSSYEQTG2aNrsZJM5uwZk9PSZKNBe2mxO+L734Xs3/6PF79JK65rd3bg1k/eT6rjni50NYXxtf/+SEA4OiDtA566ZTk3Z0BjKnxJq1mNld50NoXBkdy8jRgSdzT7RZXP/gh5vz0+bz9LVa2tvnhlBmm6gH9T55am/B4OlvoSCGbIHkcgN2m3/fo21LxZQDP6T/PANDNGHuSMfYRY+xWXZke8ZiVYiuRmAq3Q8LvLzkUt//P/JT7SWk67pl9tiKDNVf2dAUQiqqYYSmNlCrwSwdjDP/48pHGss5gkpL8eqAxa0w1ugPRhGogQsGt9dkH8uYbDuFJBjAo/5dQoSXGjBsB0TAk1SQj7tCL7UsWN1Wr9/RgtV7MXlU5SlltrL7CZUzS+aLO5vvFGMOXj50CANjXHcQ/3t2JC/+0vKDeP+GLFsGFdVXHY7ppmzu2BtecNrMs/OEjGfGdDUUV3PbCJ/BHFHz+KMNBiD9+7gh4nMVr9lAqAhHF8MlXe5wl9yV39CdXiFm7J1696Zk1+wEAH+zozOvr7tPtJXdcehjOOmQMgNSJe69vasN/Vu0zVoXMNFe50doXRjTGbY8RD5JlOCQJUZXjmTX7B7USnInt7Zo6LlZP3t2W+N6RJznPiXuMsc8DWADgVn2TA8BxAL4PYCGAqQAut3neVxljKxhjK9rakqsVDEfsLuIC4ak979Bx+LSufNkhSWk8yaYJPDBAJVlUaLAqwHaND7Jh9phqrPrpaThueuOg7lCFknzkZE0tNCcBijI9tWmUeoFD77gHYFCZxIbdQmKGNUb4GFPV/i2lknzG3NEAgBU7uwBoN1QOaXh5z1LVGG6s0s5Phz+C3y/bhJU7u/B/H+9DVFFx3p1v4c3N+Z1/RH1ZcUG0LhFTmbfyQwQM/eEYHnxvF2aNrkoIkgHt8zVSlGQAqPQ4Emolp6vuUCjsSoh2mASSgH5dsPYZGCzieONqvUbQmKqU5GX3vK+Nxeaa21ztRltfyLBZWNXocFQBY1qpUIfEoBShukV3IIqGCjecpsZFp80ZZfzsofkpqyB5LwDz+t94fVsCjLFTAVwL4FzOufg07wGwSrdqxAD8B8Dh1udyzu/mnC/gnC9oamrK8U8YmtSlUDqB1IlnVtI1EzHXWBzonag4tnUpfrBeSccg+9IL+8jCKVq7z5U7u3DEL18C59xQktPZWQSynrgHYFA1KYXdQjIFyXu7g3A5pJSqYKmUZEXlGF3jQWOlGxv17oBqmSTuFQNxc9rlj2DBJO3z89D7u7C/O4TVe3qw9Ik1eX09cbEUN0MiGeyyxVrQla9kViJ/iCB59e5u9Idj+NoJU5MUNac8uDlsKBCIxNulV7kd6DcFfqUoCdfRH4HLIeGeyxdg4y/PwJTGCqzd22M0dRHXub0pEi0HigiS63xOk7iRPG+LbVVuB265cF7S401VHnT4I0ZOjXXuD+sryIxpNkBrpYlCEIqpcDulhBKVwlICJNaxH6lk8w58AGA6Y2wKY8wF4BIAT5t3YIwdBuAv0ALkVstzaxljIvI9GcD6wQ976GO1W5iXfKMKz7rbVqqvkVlJHrAnWQ/+REycjzq2gPbFG4wKI+wj4+t8OHV2MwBNUQhGFUNJrklzE3LeoWNR5XFgXK0Xsv4+D2bpVNzwy4yhXj+v+3tCaRX3UinJKtduemaOrsSmVs03rTUTKeowSoZTllDldqDTHzEuah/v6UGf3iwhXULtQBDn12q3+MLiyfj8URNx5XFT8vp6xODxuLTv5ltb2gEAR0zUbqb++sUFuPdyrSmEQ5aK3r2x2PgtSrJZj+nNoUVzvmjvj6ChwoWTZ42Cxymj1ufEip1duPjud9EdiCCgB537ukN5Td7r9Gt/a32FyxA37ObtLn2/pWfNwmETk8s3Nle5wXm8pKD1GFqQrB3fIUlFuTaEowq8Tjmh+VY6K+hIJKO5lHMeY4x9E8ALAGQA93DO1zHGfgFgBef8aWj2ikoAj+kq4y7O+bmcc4Ux9n0ALzPtgZUA/lqoP2YoYV1mjSoqZEn7gmh1frNVku0fU1QOlywhoqgD9iRzU0IaADz/v8fZZhTnymAaeERiKm58dgMArf7t54+ahGUbtPsyf1hBT1C760/3Rf/9JYcZPzvy4EmOJ+5pCrbW5CW5Pq8Zt7N0SrIsAaOqPNjR3mnaNvwUg398+Uhbz35dhQtdgYixZBqIKIY9xpvn1tjiQmcoyfoNa43XiRvOPySvr0XkB6EkbzzQh6YqNybUa+LAEtMytFPSlD7OecGqkPzy/9ZDUTmuP3duQY6fiba+MObotX4r3YmiQz6U5He2dqCh0pWUGJ6K/nA0ofzolpZ+4+eX1rcY16aIoqI3FMtqNTEbugMRSEzzZYuVSrt5u0O3gzSkqEY1pbECALBBX8HrC8Xw0Pu7cNER4+GQJYRjipFY7pAZWoqQXBzUu34KUU5iVPbNSlZXBM75swCetWz7qennU9M89yUAyWsPRAKxBCVZhSsLaU9iqYuqx1QVVR4HOvyRQdgtxOtoY6nyOAdU2cLKYPx8vaZGIpLEjE5GgLY8aCjJWU6Q4gZgMKqQOXFPkhjqfC50+CNpfddiMvxgR6et6lAoFM4hSQwNlS5jUldKnLhXKI6bbm/dqqtwodMfSSjB9LV/aF28rA09BotQkMP6RVV8Fwfq6ycKj9laMX98jX23Tv0Lo6jcqJCTb/7+1nYAwA9On4mKASRLDwbOOQ70hHDKLG2lrtJS9nNzaz/mT6gd1Gtc+letrfeOm8/Oav9AREm4iT1sUp3RMGtTS1+CD7jTH8lbkNzp10qyShIzPhvplOT6CvsqTgsmJ87zyza0YNmGFnicEi44bDzCUc36AGhKsrmmsqrygljiQlEFHqdkzE8LJtdT2TcLw/DSODQx18uNxgbvSY4pHC6HBJ9Lxm+XbcLyre05j0moq/kWShzSwAuli+ct0v3I5izi/nAM3YEoHBLLOtgRCQu5jmdzSx8efE8rNSRucMTFUviSUyXtAfG6lM98vD+n1x0snHPNFlLhRiiqIhCJQeHl0XGvWNT7nOgKRBCOJq/Y5Dt4NewWSqLdIl0zIaK0OGXJmBdSJVjno3Rktry0vqXgr2GlNxhDMKoYDX6qLEH69x9bXZSOcGaCESVhde7Ozx6G139wIg5qqsCuzkDCKmenP3/Je619YTRWap+DKo8DjAEHbFReITrUV9gH526HjDs/e1jSdkUF7np1C578aK/JbpG4SlyoFtWhqAqvU8b8CbW4ZOEE3HHJYUagTmjQu1EmmE36UYUneIRSwdI0ExEKh7ibvuK+D3IekwjA5TxHyU554IXSxfMuPEKr+mFe2gpEFHQHo6jxOrNeAhU2A2HhyAZV5Vjy2zdw7b/Xoj8cMy4WQnEX3RLTKcnNVR58+rBxCdnZxUBROSTGjPetoz9SNm2pi8Xkxgps3N+H9ft7MaEu0WfvdsrY3u7Pmw0mYslkD0a1JdWRkig5VBGKYSoF16nPG4WscCEC0+fXHijYa6Rif69mPxpTo30/zEryeYeOBQB84e/v4c5XNhdtTIGIknATW+1xYlJDBSbUa91cAxEFY/Wg/rEVu22bwAyE3Z0Bo4lIhduB2aOrbcvMicA8lZIMAOfMG4snvrE4oaxqKKrg1hc+ARAXpqzXjsEmif7tzW14alVSvQXDbuFxyrj5wnkYXeMxPvsDaRo2HKEguYSYv/BiuZ9zjkiW1S3SNROJqRwOScKJM7Ul54GU+BKHzvcF3TEIT7J4nlB6JInh8a8vBqCVhusJRtMm7SWNRf/bclFrzA1MdnUE4jcT+rEaDCU5vVpYV+FKqPFcaDjnRiULoXZ3+vUgeQR1d7vyuKnG52hSQ0XCY8GIgpNuew3feuijvLyWUJBFkqBWMYBU5HJHBAqpasI7BrgClS2ccyPhOt8lzbJB1CQWCur05kr4XDKOmFRnVG5YvrUDt724qSAd7uwIRu07qU6q92H9/l5sbu3H+DotmH34g9049pZX8c7WjkG9JuccuzoDmFgfnycOm1iLtXt7wDnHTc9uwLp9Wq3mA70huGQpY/nRIybV46ip8QoS3YGIMR+LTqGHWqwsg/2c3fDMBnzn4VUJ21SVaz0ZLKtawgqYy3V0OENBcgkxT8DiSyAU5Ww9yakQ6uDPPjUXJ89qRiiq5NwtKa6Q5vS0jDhlCdEBZu6K2pHmRDOhcvjDCnoC0axqJAsGoqCay3bt6vQntKUG4kpypmCovsIFf0QpWPJeTzCK37z4iRGgifsSmTE06jaVP722tWB+t3JlXK0XXzpmMgCtJfaTVx1tPCbaVedriVt850SSYHcgmhdfP1EcrF5cgfAkF2oZPBhVjO9rsSvgAHGFXKxo1vpc+PAnS/DglYuSyuGJevq5YLZqZFtzOdUN5pXHTTV+Hm9ZGfrxkx/nPDYzT63ah0BEwSRTx8WGSjd6QzH0h2O4+41tOPuOt/Dutg785fVtGFvryWouNdt4PmnpR6c/gosXTMAZB2vNSo6Z1piwf6QAKxbic2W1folzU03zFAAKkkuKOVNXfGCNyWmQnuSoosKhJxqcMKMJMZUbTTiyJVWd5MHilKUBX1zETYTTNBFV6N5fv564l0vChmNAQXJ8GW9HRyB+M6EfSwTpFRkqJYiJUmRM55v7l+/AH17Zgn++uwuAuekJcPDYanxq/lg8v+4A+sKxAb0PQxmh9kuM4fCJdXj6m8fgsIm1aO9LblgwGMT3esOBXmxu6cOG/b2YOYhuk0RxEHVjU9stCqskm7vblaIVdMyYZ+PXIbEsDwDPfec4fEa3vImSZtnw6Ird+GhXV0Jg/L1HV2f13GBEsc3zmFAfLwXaaOl0N1jP+OMr9wAATpgRTwIW1xdzB8BL7taSELO9oTHPt/9dvU87rkm5ndqYuMI1kMTyNze3YXNLX9L2UFTBHS9vNpLgrdUshBp/1YnTcn7N4QgFySXErCjt79EmGhEk56MEnFBJ4xUccpswChUkD6aZiHieuci5uJAFwjF0ByM51XkcyCQqyoUxpjWlsHq3xeQ5L0P2t0jwyGeSiZlm/YJhtJ82NT1xyBKWnjnL2HckKckAUKN/RkRzj3nja1HtcaKtP79BciSm4rjpjeAceGdbB7a1+3Hw2Jq8vgaRf4z6wCnqZov5p2BBsqnEWiFUxEyIoCxV5Y7ZY6qNLoT7sgySOef44eMf44I/Lk9Isnt9U3ZdLlPZLYB4EBs0+ZavOGYK9nQF8ftlA/dNb2/34/xDx2KyKWgVQbLdXJGtENVv07vA7AG2zseilXUufOHv72PJb99Ah2Wcf359K25/aRPuX74DQLKSXF/hwo6bz8bZ88bk/JrDEQqSS8j3Tpth/LyzI4DvP7Yav/g/rddKXjzJsignM7AyZ2L3vAfJsoSYygfkZYvaTN5iUrzz1a3Y3RnMSUkeSL3PnmAUlW4HGipc6DMl7ombka8cPwXnzh+Lz6RpKQ7EEzwKFSSLC8onBzQ1wWoLGVPtMSbIkeRJBuJJUWari8cp5b3LVSSmGsrMe9s6wTlw8LjqvL4GkX/EnJJqNUjkRBTKbiGU5CqPoyQtoI0VuzS2P3ET3prl6ovZlhHSFdcZoyrRF4qhtTd9TeCooiKq8JS15z+3aBJ+fOYsXHHsFDz9zWPwg9Nn4genz8SJM5vw22Wb0D0AX3cwomBvdxBTmyoTtovrS2tv4t/tlBnu/uKCrI59lm6rGFUdV76tNdofuOJIHKlXccr1c2a+th5xwzLj53BMwbY2PwDgj69tBYAk+wyRCAXJJeS46U3YdtNZcDkk7Ozw4/GVe/Dkh1oGqitLu0WqOFNRuREcywNcGhQBeL7jJ+G3HkhAIgI983KV2yFhVLXb8JOae89nomcAnaOEN67S7UB/KJag0ALAtOYq3HHpYWmrWwDx8nWPrtiNv7+13ai3nC/EuMQFV7EkGEoSMwrcjzS7hcdo5qImbcsXisoRU7mR/PTMGq3c31xSksse8VlI9R0WidCFtls0VLhKYreI3/invg55jZrB2QXx+3riirOotCC8t/98d2faJGajdGKK8yFJDF874SBMaazAtOYqXH3SNHhdMi44bByAeK5BLny8pxuAlrRoxlCS+xID+zsuOSwhIS8d8yfUYsfNZ+PJq44xtgUt6vLxM5pw2eLJAHL/nKXyiV/z6Go8rds7BIWq8z1coCC5xEgSw0FNlVi9uydhu9OR+YObXklWjWDIaSp8n462vnDC0oy1akO+MJYqB6DCCDuKuVoHYwyvff8kPPed4/Dnzx+Ooy1JD+n41Pz4klK2dT/9EQUVbgcqPQ69BJy2PVc1VqgIT6/eh1/+33q8sTm7ZcdsEROrWK7lNisDopvYSLNbCB9egpLssE9gGSgiuLH6KM3qEVGeCCU5VYDqMG70CxPAii6ptT5X1j5Xzjn+/PpWrNjRidc+aR3U68fn2dTzgrAEZhvE7zcFycICccQkrcHGHa9swdI0SXbBDEFyKkTeR9cA8j7+s2ofKlwyjp+R2JQold2ioTL37/W4Wi9uukDrvGmX0Osc4OdM1Gy2YleX3ywUEMlQkFwGnDyrCe9b6i5mm7iXSkmOKTZKsiUo/e1Lm/DQ+7vgD8cQiipYeOMynP67N4zHrR338oUY10CU5FiKZUCvS8bsMdVGdnC2NFd5DG9u1lnW4UQlOZ64l9NLw+dyJCRv7uvObxtScZMTiir43bJNeHq1pt6Yr3sj1W4hSr8tnFxvbLMmsAQHWXVEBA/m/IJrz5pdsDbGRP648litYsIh4+xVf2eBm4mIwLja60wbhHLO8eB7O9ETjOKj3d24+bmN+Myf38Hl9+ZeF99MvNRm6klNlArLNog/0KMFbhcdMd54TpXHiUsWTgAQt4XZsWavJiKlKsmXCiNIHoClbXt7P+aMrU5K3kxlt2iozD4XxswlCyfgNxfNx+cWTUx6TLz/uQbJdhY+d4o8p3Pnj83p2CMNqhZdBswfX5u0LR+eZK8eDTlSJO79/mXtbv7HT65BnZ5Z227K2I0n7mUcSk44jaSX3O9g4wkl+bu/8ziEqqgim5w/fySGCpcDlW4n9nYHB9V0ZVS1B32hfgD5r4cqzndfKIbfmZJXzCsDIoCTR9iS25TGCrzxg5MwzlQyyqrkBCKxnC/KZsKKFmSbg+RTc7ACEaXj2OmNadslx+0WhVHhxA17tceBcEzF3W9shcRYQrkzAFi9pwfX/nstfr9sM6468aCEx0J6o4iBEFMzryI6ZAkSy15JDhlJsjV4TK8a4dWbWNRXuHD3G9sQU1Tbuf2h93ehqcqNk/Q22dlSq1/XBlJBqK0vbFuJptqrzQnWRlCNaZqIpEOSmNEcy0q6zo6KynHm79/ApUdOxJeOmZLwmPk6LvjDpYdhf08IP3t6nbHt80dNzKpIwEiG3p0yoNom0SwfnmQRjGaTiW1ejhKmf2tps3wRvzseuJKcTw9t3J+abb1OBT63jCqPA/3haFLiXi6Yl94HklySjlQeZ8kuSB6B6ubEBl/COZs+KtF7GIoMLgASwYPb9F1uriKrxXDAMYi8imyImJRWReW46dmNuOGZ5K6gvXpORWtfGNf/d73tYwMhZpQiTT8vuB1y1itwQuCoM3VJFas3kxsqEFM5Vuzssn3ultZ+HDW1IefaveK1OnOcW3d3BrC1zY8mGwuF1ylDYnG1dpGeXCeC53xiXCttbkS2t/djU0s/fv7f9UlJ8KLbYIXJnuJ0SLjs6Mm47aL5xrZUJQ6JOBQklwFVNgXrs7NbpFeS5TRKMueaHeNLx0w26l2KeEF8+Xmh7BZZ+qzabLKmxd+Qz2QDESRnu7zuDwslWbdb8IHfTHid8XPf6c/+ora3O4iH39+VtkJIqqVgc0DskrW/fQTGyEnMGp1YdSIQzb3yiRmxpOw22TjoojQ8cJryKtbv6827oizyCKzXhtN/+0ZCnfaWNFUhBpKULLArtWmHyyFlrSSLG4r6hCBZm3+OntYAxoC/vL416Xm9oSh2dQZwUFNF0mOZqHDJcMos51W64379KgCg0SZIZoyhwuUwrpPXnT0HO24+uyA2qngVlcS5XFU5Tr09bo3stVRpWrGjCxPrfRhbG18pE+fpM0eMN+b7ygy1/AkKkssC891xvN1y5udJjKVMLlJUNcmTrJg8yeGYipjK0VTlNpaURSvMjbo3rHB2i8x+vs0tfVh44zL8492dCdvtEvcGi10Sl8BOjQ1EtHqdRuKeMnC7hcuUoJmLknzdv9dg6ZNrsKmlP+U+qT4b5mBeBHCFUsSGElObKjB7TDU+rWfEByKD8yQ/9J7WxMUlS0YVEWJ4IObW7e1+nHXHm/jSfYPzAFsJ68lUVZabqk9a+hLmxP/oVSLsGFSQbFNFyA63Q8rakxyzCZLFtWd8nQ+nzxmNXaYbgEhMxW0vfILL7nkfgFabOVcYY6j2OAdU6hMAAimEkwq3w/A5F9KukEpJbrFU1rB6kNfs7cFhE2sTxmbu8ie0FR/dtGeEguQywKwW3HD+wQDs72CtyFLqjnsxxUZJNgVCosRQpdthFDE/e95Y1Hid+Nub2wCY21LnO3FP+9jd/tKmlPsIFfnfH+5J2J4qcW8wuG3KgQFaabap/+/ZpEzxQERBhZ64F1W4MZEOxG5hDvZzUTvE5PfKxtRZ7Kk+G4lKcm7JN8MZpyzhue8ch4v1RKLgIIPkJz/SAphRNR488+1jsfqnpw16jER5IIIXkbz15ub2vB4/lZIMxJtO7OoI4O0tHSmPMTglOXN1CyA3JVnYLWq98WDNfJ0bXeNJSIZ7Yd0B3PnqFny0qxsXL5iAJbMH5ud3OSRbu0IqzKtzp88dbbtPpceBPv0amiohLh8Y3ndL0v12vdbx10/QfOjWhiE9wSgaKtzG2L5y3BSj5rKZVM1yiDgUJJcB5uSgixdOxKqfLsGMUZlb1zrl1HfxMVOdZIdNCTjR0anS7cA3TpyG686ejcsWT8LcsdVGAG3YLfIsJYsva6YC8gCwvydxn8H4f1MhSn9ta0tUZV9a3wIAWLMnsTxfIBKDzx2vTCEuRgMZk9lWs63dn3WtZDF5Cu+ZHSntFjZKcikaFpQromTbYIPkxkoXTpzZhMMn1sHnciS0nSWGNiL46AsVpqW8mNft7DkiwbRVVxMXTKrDFxdPStqvJxgdcO31aJbzbC5KclThcMosIfA3K52jqj3oC8eMrnXmm/yvnjB1wNchl0PKqWuhsC5ce9ZsY3XVivm8FFZJtve+b2vXguSFk7USeuZEPc45/JEYKt2yMbYTZ9onPJL9KzMUJJcBVt9Xtm2V3Wnu4rW21HpSlpTsazIryV6XjCuPmwqHLEGWmBFcFcpuMarag4WT69Iq1GKp2xoki85D2Xi2s2Vig9YR7UF9eVwgLjD7TGMIxxSj85O4ufnJf9YCGFiQnGi3iGLdvt6snieW19KpReYLpPmtTkjck3OrdToS8Lq09yTVUmu2dAWiGF3tyceQiDJDBB/m718+fcnhmAKXQ7KtTiFeW8wBP/vUXNsuo9c8uhqH3/DSgF4/pqhwyiyjz9blkHOwW6hwSJJRg9rK6BpNVT6giyfmnJSpg7ArOWUppxJqQiwZU5v6u2tWYItit7CMf193EA6JYc5YzYJirosciCjgXFO7XY709b4pSM4MBclDGHGHbJe8FVNV4y7UYeNJ7jMpyWYcEjMsDcogSptlwuOUETKpl6Gogi/8/T386lktgztVEl0hqluMq/Xi80dNxNbW/oT3Mh6ox4vgi1JCdRWupPduILYUoQgLxWJrWz8+2NGJVz9pTavuZhMkm5XkBpMP0PzWuXNsCDAS8BpK8sAT9zjn6AlEST0epojAyJwwZU2eGgyRmAq3LNkGYOK7KuaiWp/TNkgW+wzku62YEr/T4XZIeH97R1aVgWIqhyNN4N1UqQWl7XpwLJp1/PrCeYNKinPJ2VtCnlq1F1c/+CHcDglHH5S6KZW5XXlB7RYpktzDMRUep4wGvezcflONfSGAVbgd+OZJ0+BxSpifQhGfmcWK9UiHguQyws5/lg6nLIFz+wQt8yRn1Fo0LdlsadWS8yotrylLkklJ1rYVImvX7ZATPMAf7OjEm5vb8Zc3ND+0eanbHLgaiXt5VJIBYGpjJfrCsYQEiIAeJK3a3W28rlA3GitdNu/dwO0Wogzg9nY/LvrzO/jSvR/g+qfXp3yeqNGZrv6nWUk+Z168YLz5psftEK1lKUgW+ES1k4iCz/71XTyxck+GZyQTiCiIKGpCsgwxfBDfG3OZtcF4gK1EYircTsk290IEfCKHoa7CZcwf42q9+OPnDk/YPzCAm72owuHMIjm6pTeE3lAMNzyTeq4SaMJN/Jii26dAzKd+fbxtvWGMq/Xif/QcgYHidEiIZJmYfM/bO7CvJ4TrzpmTkGBopTKFZSTfCGvNhv19eHtL3PcuVhpcDgmLptTjX+/vMuIA8yrxkVPqsfGXZyb9LX/63OH4/SWHJlS/IOyhILlM+ODaU/HWj07O6TlGW1CbpaQET7Jh/o9PFHe9qpXaaa5KXFJyysxQnHmB7BaA5oUNm9QH6wXGrCSLLz0QvyHIp5IMAJMbNcvFjo64x1coyd2BKJ5do7XzFMFpY6UbVe5E9WYgiru4CIobpAMma8dD7+/C+9s7bZ/XE8xeSf7pOXPw47NmGdvt6iSTkhxHtL7tDESxfGsHvvfY6pyPITqE1ZGSPCyJK8nx718+65yHYypcsoS5Y2tw3PRGfMrUFU3M912BKJwyQ4VLNpTkCfVenHXImIT9zfNntsRUNasymx26F3bTgdRVdoxjmrrArrjuVDz3neMTHhcWhn69Jffe7mBeWri7ZQmRLHMuwlEFp80ZhS8clezxNmNeRcymp8FAqfY44JAY7lu+A5/723vY162takZiqqFgL5kzCp3+iHGe/WH7VWIzZx4yBucdOq5g4x5OUJBcJjRVuVMumaUinZ9Uq26R6Ek2B8mhmIJTZ4/C6JrEINnsSS5EkpzAY/Gy9QbjE3kkpiaU33puzQHj50LUSQa0EkSANjH3h2O46M/Lsbm1HyfObAIQD0ZFFnFDpTtJSR5IVTpDSfYkdnH6w6WHAQBWpiiuL85NuguzwjlcDglXHDvFUL6AxGD+oCatgca88fbtd0ciboeEKrcDH6S4QcmGK+9fAQCo8ZKSPBwRc6953hqMkry7M5DwXdaUZBmjqj34x5cX4eCx8fJnQlzoDkRQ53OBsXgynFgtvPUz83Dd2bMBDKyUYcyU05IOEbBb50I7tMQ97ZiNle6kIE74Y/3hGDjn2NTSl1UCeyZcDimrEpe3vrARGw/0ZXUdbjB11ytkm3nGWELzlfuX70AoqiBsCpJForGwvIikfPIb5wcKkocw6ZXkuBIg1EqzQtwbjGLm6Mqk55k9yYW0W3icUoKPzazIdPjDCX7QHz7xsfGzsD1ksxSYC6N0Rb21N4R93UF8sEMLTsVyl3hPhHLSUJnsSR6M3cLjlMEY0KknYDTr9atTNQsQ56Y3FEtZD1k1rSakGuch42vw6vdPxJePnZK030iFMYZjpzfinW2py2tlQiRcHTU1uewSMfQRc2pPnuwWx/36VZx319vG7xFdSRaYfa9hfQ5s7w8by+ji8ybmR49TNm6A/QNRkhU1pzKb2VgFM6nT5iC5vT+CrkA0L0GyU2ZZrZSJ1VW7DrhWzO3sC029ybL1lze2YclvX0c4qhrXf5FoLCyK6/dryd/plGQieyhIHsKkU5IVU4BkVLfQAz1/RIHKYXvH7JAlI+gqpN3C45QTgmTzBaa9L5KUuCf8tTGFQ2L5L0tX7XXA7ZDQ2hdOSJIQE414T1bs7ITXKaPKVAJOMBC7hbhocK61OxXtwX0uB5qr3bZdB8V5Gaf7yTbr/nIrMZXbjsn63k1prCioGjIUsZZ+yrVEniwBFy+YkHWlGmJowRiDyyElzFMDbcgjysjtNFm9hOdU4DKtBIn5fn9PyPCUikQys+oYDzoVfPGe9zHjuufwg8dWp+3SKYgpPKfVOockYfLSZ3DNo6tSBuVmu4Ud4m9Yv68XC29cBgCYNTpfSnL6ILnLlIuSTevrsXrli0JaLQR1FYnj2d0ZxO6ugLE66NVvkMSKgWhfTkFyfqAgeQiTyk/KOUdUSfYkKypHR38Yt73wCQD7ycAhMaNweSHtFm6HhFCC3SIeJH/qzrewbl9vgpIhklSiqprXbnsCxhiaq91o6Q0lJDgK9T2mcnT6I3hhXQu+uHgSGGNJWc0DCdzNk6zPJRt2Dq9LQnOV21ZJFsLxybOawRjwzMf7bY+tqhyy6T20JsoQqbEm3JmbHGSCc+2zUpcm8YcY+li//9mWGfvz61sxeekzhkiwoz251nlEUROObw6YhU3tQE/IsMvNGFWJX55/MH5z0XxjP1Fq7b7lO/DGpjZEYioeW7knoaZuKqJqdol7QskWlSie/HAvfvFf+yS+qKKmLd0pSwxep4yXTQ2SDs6DDcyZobrFGb97A4tuetn4XSiz6Rhbo82lhaxsIRDNV06Z1YzzD9W85uv29RqfCbGKEIwqCTdAzXnwcxMUJA9pxJfEqmD49TtKoSSYPck//+963Ld8BwD7ZSXZxm6R7457gPbFVlSOqKLina0dSTWKl2/twKhqD/6kZ2q36EGKkqPCkQu1XheeWrUPW01NRYJ6BQ6Vc+zWW6YumKwtoTPGsOb6eBe1gSjJ5hsQj1M2ykh5XQ6MqvYktR8VYwGAUdVuLJk9Cve8td22BJNVSb54gZYlnkv3qZFKrSXhrtXmPKSiPxxDVOGor6CkveHMQIPke97aDiC+eratXZtvmqriQU0kpiYExubGGpGYilBUQYc/gjF6HW7GGL5w1CQ0mDrYifl/2QatKZKYa7Lp7KmoalbiyHPfOQ5AvGwbADyyYjfm//xFPPx+4pwuSsClo8LtSGjQko2qmwlXhoYnGw/0JVgWs7FmjK31YlKDD7d8Zt6gx5cJ0Y779INH4yfnzDG2i8+f1+gYqxgVo350xizDq0wMDgqShzDOFHYLMckIP63hSVbUBP+qnd3CKUtJzUQKsRLv0Tu9+cMxXPXgStt9fC4ZzfpFQASLsRQ+23xw8iytK9GTH+41tgmfV0zh2NOlZRaPM5XNqfI4jb9lIEqyeG8558ZkB2gTX43XadSzNhM/Lwynzx0Nf0TB65vabPczX+iuOnEa7rl8gfF3EqmxqsAHerJTkvf3BHHoL7QGDlT+bXgjVoFSdUUDtPKRd726JWGbEB3E3CJWKcyVUMyJWdqx43P8yxtajCZL1sRrMxWWph2XHz0ZQKK1QKCqPOHaEFV4VmU2R1V7MGdMtaEkC3qCUSx9co1RjUH8DZlWASvdsiHOPPLVozK+fja40jQTsQuIzaVJUx7TIeH1H5yEsw4ZM+jxZeLbp0zDf64+BhccNg71FS7j+mcEyfp5Xru3x7jxyrUIAJEaCpKHMPHEvUQV8cV1mnIgPLNmJdmskNndpcsSMyZL4QMuRDMR4ad6Y3M7ugJRHDW1HjdecDAe+/pizNeX2MbX+YwmGJ36EmFbf7hgDRq+u2QG5oypxlumepTHTW8EY5qysrdbU5KtSRvzxtUCGPzNhPn5PpesdYqymcS5SeEXS2pf+8fKJLVTq3ASP6gkMZw8a1Te/dzDEWvptlQJlFae+Xi/8f1JV2eVGPqI+VeIEXaB2OX3vo9bX/gkof66+PqJkl2ioo05gPSHY0bwAySu/nQForhRr0s8pia1hcpa3WB6c6X+/OQgeeGNy3Dwz17ADr3dcS6Je16XbJs7AQDPrzVVJtLbUqdDjLnK48CiqQ1ZvX4m0rWlNgfxgGgslb78W7FhjOHQCbVwyhIYY0aeg8uiJP/quY3Yrp+/ai+pyPmCguQhjFAyWnrDuP3FT7C3O4iYouJnT68DEA+SzXWSzWb+hsrki7hDYsZkX1i7hTamXR3al/qmCw7B5xZNwsLJ9bh44UQA2pff7Uxsy7l2bw8OHlu4cmWiXjIA/PWLC/DFxZN0nzbHhv19qK9wJd2l//WLC3D/FUcOaGlQvLMcwKaWuM3DrReKt5vcze3CzXWuu/yJ2fUK5wU5dyMBc8KdyyHZ2l7saDa1oZ4yiFa6RPkjghQxp9rd0Aq1b9XueClHkSQrEq2EsmvuQNoTjCXMMzFLBZvlW7XKK+laJ3udcsLN3nS9UkSnP7kKR4dfS5Y+8bbX8Iv/roc/omSdi+K1aZ0t2KHP79rfkFlJbtTtIo2V+fPTphIbgLjVRfDc/x6XVp0vB4SNy0jcM91Mrdypla0kJTl/UJA8hHE5tEnsthc/wR2vbMF/V+9LyLYWCofDKAHHDe/qEZPqbLvtJCjJBbVbaF/svXo7TXPdyWOnae1Av7h4UkLv+v5wDDs7Ajh4XOGCZHMi3ahqNxhjkCWGjv4Ilm1oMeomm6nxOXHCjOTt2SAumNaEc8aYNrkrPCkb3XzzYvYxdvgT1RwlCw8gYU+tfpHxuWRUuh1Zl9Eyn6vJDRQkD2dEkNKoiw1Rm1KMwpq1Zk8vlj7xMd7d1mHUU/dblORwNLFEpzln5OKFE/Dpw+LNH0SAPbo6dUAnSQwf/fQ0HDddm0+npVGSzdzz9na8v70z6zKbnhRB8rTmSjy39oChokezyCc5RJ/b81mZIZXYsKW1D1fctyJhmy9NwF8upFKSAeA9vbZ7PrzchAYFyUMYl6x9OUTtXn84luCnEg0qhF0iqmhNOhor3Xj0a4ttj+nQPcmcc6hcK7dWmDrJ2tj3dAUgSyyhnNrEBh923Hw2Fk1tMCaCcEw1KmA0FHAZ25x9LVQPhyThkRW70ReKFXUpzpXC62i+eTErRUlKcooScERmHLKEGy84GE9/8xh4nTKCkeySssKm7x/ZWoY3Ym6a2lQJp8xs7RZiPl6ztwcPf7AbX/j7e8bqTl84hlBUMWqjCwEjFFURUdQENbDK48TtFx+acOxqjyOrhhF/+vwR+L9vHYsarxM+l5zkSU5VEi7bG2yfKzmwfPzri1HrdaKtL4wL/qjVf7a2pbZjhl7y7fgZjVm9djakEhtW7da6Yh4xqQ6Apvpn48MuNaJustWTDAAf7eoGQEpyPin/TwSREjFJC7N+vz7pCoSSLEkMEtOCpkBUQbXXkXIpTSQFqBx6kFyYC/0oXQF5c3M7FJWnDChchpLMjSQLVwHL7jhNxxb+OfFejav14vCJdXl9PfFnc3A8/c1jEh6LVy+xlPhTxXOZkdUOxBuRCKyJe0RufG7RJExrroLXJdtWD7FDLJm/9aOTCjk0ogwQFogpjRUpl/SFavv+ds0e4XM5jDn1jpc3Y9ZPnsfWNs2SID5j2SZfTaj3pX1cUOl2GKtvlW5HUptqa016QbbVEezsFpUeh/F37OwIIKaoGeskA8BZB4/GHZcehv89dUZWr50NIpi89j9rE7aL+fKG8w8GMHQ61NVZ7BYeUw1tcW6zaYhCZAcFyUMYa7DotwTJZvO+Q9aWnPZ1B23v/AXxxiMqVF4YPzIQL8aeCXMFD7FkZm6xnG/MdguhKoiJvSDF2Vn8pmTe+Fq88YOT8J+rtWA5VfUS1dLk5aef0soCWb2G1sQ9YmB4nXLKQMKK+P5RE5Hhz9ZWzc86rbkyoSqQQNTLBmCUdqx0O4zv7Rb9+SKYDMVURGIqnvhwDwD7IPm175+IhZO1G/VPzR+b85gr3A6jRKhAtDGussxv2a7YzR6T3PCj0u1ISFbsC8Uy1kkGtDn33PljM+6XC6Kb678sZUY7+iNwOyQjd6DCXf5WCyAuMAnxxE5gqs6iAyKRHRQkD2GsmcL+sJJgtzDf4Tskhrvf2IaPdnWjO5C6farT5F9WVY4C9O0AADRWZJeYIUuaJziqqMZSdkGVZNN7au1YWIxJdGKDz+j2ZvZjmzGCZIkZ+1V7HKQkFwjNbpFtkKy3BS5CkwGitFx10kE4dXYzTpnVrLU+tnxPg1EF4ZiakMBZ4ZZt7WtOWcsF+c2Ln+BWvdmTXZA8ubEC/7xyEe767OH40jGTcx5zhVtO8tcL9dFatafeJrHbjsuOnozrzp6Nzy2aaGyrcjuNm3cA8EdiWdVJLgQb99t3JG3vj6Cx0g2PU9asK0OkrrCwh3y8p9vY9uJ3j8dpc0YB0Er/DQXbyFCB3skhTJXFnN8fjhmK1z+/vChhMpYlZiSHiXq/dsimShiFtFuY736f+MbRafcVFyBR6q6QXY7MCobTqiQXIBnCqG5hYwuMl/izBsn6c03nptqmpnJMpSA5H3hc2SvJwagCh8ToIjUCuOrEafjbZQvhkCVbu4VQaK84doqh/nqcsm1tXpFEvXZfj7Etld3C7ZBx9rwxA1pRq3A59GY3KjjnOPk3r+FHT3wMABhvCZKzVZIZY7jyuKm48YJD4q/jlnHeoeNw12e1ZlD+sKLbLYr/vfjOqdMBAGMtVSs6/GGjwlNTlTvtCms5IYLk8w6NJ3LOGFVlJGZa4wJicNBMPoSp8Tox1aRSmD3JosSaIFUGshUREMYKbLcAgLs+ezjuv+JI40ufCpfeVrQ4SrLZbqErybKwW+R/EhXZ6RNt/IWuFHYLbrFbaGNzoM+iECkqlYDLB16nlIOSrGT9XSOGD3Z2C6HQVrplPPzVxThySj384ZhRmcKMqIJh/pzZVR8aLBVuBw70hLD4V6/g5uc2YlubHx/s0MrTja9LnIMGUudbqNviJlGsvvkjwm5R/Pno8Il1+OyiiQhZ5tEDPSHjRuC46U1YqHdSLXd8Lge23XQWrjh2SsJ2YcOIqdRRNZ8MjfUFIiWHT6rDNr2AuD8cwwPv7ACQHBQ3VLhSFnw3I5RHRe/AVEgh8ux52XUrcjm0jklhpfBBsvnYht1CDzQLsRx3yuxm3PulhTh+enIJOacpadGMXf3qKo/DUK4ESgG7E44kcvMkq0k3qMTwx85u4Q9rn5kKl5YoPbWxAtvb/QhGYhhT4zG65gFxFXfjgbg1oBBVfCrcDuzq1Joi/eWNbQmPnTyrGfct32H8PpAg+WefmouffWpuwusB2rUpqmTX6roQNFS40BWIaBV/JIbuQASbWvpw+tzRAIDrz52b4QjlhZ0PeUK99hnqDWZXrpLIDprNhziiixIAbG3rx7INrQCSg2RzcfZ07T7Fnb4oA1cOZayEkiwU1cLaLUyeZD1IlQ27Rf6DZMYYTprZbHvxiLe7TZ+4B9hnraerGkJkjzeN3YJzbnQpA4BwVCloYilRntjZLfyReLIeoFmi2vrC8EcUnDI7sTX8ufPHwSVLCSpzIUpvplsNm1jvww9On2n8brVfDAQhLOzrDqIrEM26Ike+aahwgXOtc+aujgCOuGEZVA4cOz1/peZKzQR9JSBVd0FiYFCQPMQxL9ObFUermiW8V8dMa0jb7lN4khWVl03HNqdQkosSJNsoyYWsbpGG1J5kUSc5fm4qPc6kIFnlpCTnA49TRiiF3eKh93fjxNteMzpdhWIKKckjEDu7hUiQE2pqs6nxz4kz4kGyQ2I4bGIt/nrZAmObnf0qH4iybnbHr/E6cfVJ04zfpzZWJu2TK8Ju8eK6FgDAnDHVgz7mQDh2eiNkieEf7+7EbS9+YjTMKtV4CoHVLkPkB7JbDHGaU3RcstauFB3t6jKUphJBVaFLwOWCUy9fZ9RJlgtYAs6RnLgnXrfYdTRTe5K1/83nptLtSEjc29URQEtvGJMaaOIcLD6XjL5wDPt7ghhTk6iurdmrJVqt39+HIybV63YLUpJHGtZmIjFFNZo8iXnjfxZOwA3PbAAATB9VibeXnoxar9N4/IQZTdh845kIRpWsu93linit0dUe/OHSw3DeXW8bj1lr6+ZjFUq83ssbtRXOuWNLE5ROa67CtKZKbGvrT7g2DpXayNngdcmor3Dh86YqI8TgIcljiDN/fA3+Z8F4XG8qtwMk2y3EfGduY2yHuYU154X1JGeLZrfgCOuNGtwFVOrMSrJQkIWCXVHk7GdnimYidnaLKo8D/eF4ab/jb30VuzoDVN0iD4ibj2/+66Okx8RnIqgvrVPi3sjEIUvY2x3EphbNU/zDJz7GD/WqEYbdwuPEX75wBI6f0YTxdT6Mq/UmBWlaOUdnQhe1fCLsFnUVTsyfUIv/d9YsAFq5djFXrLzuVKz66ZK8vJ45j+OMuaPRUJld6c9CUFfhRKc/gpbezLk5Q5UPf7IE15w2M/OORNZQkDzEccgSfv2Z+bhowYSE7dYL9ZmHjMHRBzXgWydPT388Ke5JLpfqCE6HVUkuYOKezbFFkOotch1NV8o6ydr/ViU5FFWT9qW21INH+PntbjhE2SjhJe0KRKmQ/wjEJUvY1ubHab99AwDw5Id7jcd8Jh/w6XNH44ErjizZzesps0dhyZxRuGShpjaKlUVzCcqGSnfemuGYrUdzSqQiCxoq3PhgRxfe2daBac2VeOm7x5d0PMTQgILkYUKF24GNvzwDXz/hIADJF/QjJtXhX185KmPGslEnWeFQuX1gUGzcelJMUdpS2wTJ4nXt2q8Wkkwd95glcQ/QarOay0jZlZsicuNrJ0wFABzUVJH0mLhxCkQUI4lvcmPyfsTwxpzwu85U6xgoTFWcgXJQUyX++sUFOGmW5okudCIdY8yYp4o9f1oR177GSjee+PrRmD4quVMgQVihIHkY4XHKWHrmLOy4+ewBH0MoyZ+68y1sPNCLchAinQ6tvFJxEveS/2CRkFPshCyXQxtLREludwskKsmi8UBvKIr2/vhy4qcPHwdicLgdMsbWeBBTkju+cGjb/OEYWnrDCEaVhNrlxMjA3DzmqVX7Eh4rB6EhFVNtbvzyjVjN8pS4WYdY9bngsLGo8VHDDSI7yucWlygLzG1D1+7tLViWdS44ZQl9oRgiMRUSQ0G7mTltAnDDblFkJUQkKFpLS9nZLeoqtEm/0x8xHr/3Swtx0szEUlPEwJD1tsFWRIObp1btQ61+4SUleeRhrkH/zMf7AQAv/O/x6Ogvb/9rUxE8wpLEAJWXXEkWdalnjh4+FS2IwkNBMpGA1W5QDiqI0XEvphTUaiFey4oorVdsJcTpSF8n2azyC29hVyCCSEx7vBgXwJGCzFhSiS8gntTZH47hrle3Aoh3viJGDvPH12DV7m4AwN7uICbW+zBzdBWA8l7SZ4zh2rNmF7QKjlQmdotvnjwNfaEozjh4dEnHQQwtyG5BJHDYxFp855R4cl952C3iiXuFbtRg50kWlMyTbA2S9V/N9y/Cb9fpj2JfdxAAMLqGgrV8IUsMCk8Okq1+cWBgncqIoc1158zB2p+fbnwnL144If0TyoivHD8Vp80tXOAo7BZeV2nDjRmjqnDvl44ser17YmhDQTKRgNsh47tLZhj+23KoblHjdWJbmx9vbmkv+ARn50kWFD1INiVRmrFrJlKnB2bdgQh2dQZQ4ZIL0tZ2pOKQJCg2nmRRltBMplrkxPDDKUuodDsMq9Mx04ZPJ7fBIq4hVBqRGIpQkEzYIi705VBC7Bt6xY5tbX4cOrG2oK+VTkku9iQvm2pWm7FrJlLldsAhMXT6I9jdGcCEel9B2tqOVGQptd2iucqN3118aMK+xMhm1ujytlkUE9GUpNR2C4IYCBQkE7aIagnlEGeZyxQtmlJf0NcaU+OBQ2L41acPSXqs2JO8uEGxBmd2zUQYY6j1udClK8mFLu000nDIDIqabK2IxFRUuh04/zCqIkIAD1xxJJaeOYtUUxOGJ7nE1S0IYiCQOYewRSjJ5WC3AICrTzoIj3ywBxcePr6gr9NQ6cbmG8+0VWE9RfbUCUXSGpypNiXgAK1EXU8wim3tfkpOyTOpleTCJ5MSQ4fjZzTh+BlNpR5GWSGTkkwMYShIJmw5+qAGvLOtw9ZzWQp+cPosXLNkZlGWslPZFArZ6c8OhxEkJ24XsZp1mC6HhNW7e6CoHAePqynCCEcOMktRAi6mGnW7H/rKUUZta4IgNMR8Wuika4IoBBQkE7Z8cfFkbG/34/QyUiRL7fUstsdXkrRuVVYl2a6ZCBBvjQsAM6mbVF5JpSSbK64sPqih2MMiiLLnuGmNePKjvWS3IIYkFCQTttT4nLjdlIw0kpnc4MOOjkBJXtthE5zZNRMBEtt1V3roq51PHDIzGoeYCcdUWkYmiDT86sJDcNVJBxl5LgQxlKArKUFk4KlvHoveYLQkry1Lycv8dol7QKIdxEeqTV6RJQkxNdl6FI4pqKWLP0GkxO2QMa2ZVraIoQkFyQSRgRqvs2QqiEOSUla3sNo/zEqyh/x/ecVhc7MCAMGIAreTEvcIgiCGIzS7E0QZY6ckx+skJ+4rajx7nbJRm5TID6k8yT3BGGq81DyEIAhiOEJBMkGUMZonOUUJOMleSaYEmfyjKcnJCZTdgQjqfGS3IAiCGI5QkEwQZYy9J1n7P8mT7IgryUR+kWyUZH9EQUzlqKUgmSAIYlhCQTJBlDGyxBBTsvMku3W7BSXt5R87T3KXPwIAqCW7BUEQxLAkqyCZMXYGY+wTxtgWxthSm8evYYytZ4x9zBh7mTE2yfJ4NWNsD2PsznwNnCBGAvaeZPs6yU4KkguG3Xno0SuekJJMEAQxPMkYJDPGZAB3ATgTwBwAlzLG5lh2+wjAAs75PACPA/i15fFfAnhj8MMliJGFQ2JQuEVJ1q2xKe0WFCTnHTsluTsggmRSkgmCIIYj2SjJRwLYwjnfxjmPAHgYwHnmHTjnr3LORbeFdwGMF48xxo4AMArAi/kZMkGMHOyqKqipOu45hJJMlR3zjWxTik8oydVeer8JgiCGI9kEyeMA7Db9vkffloovA3gOABhjEoDfAPj+QAdIECMZhyRBSfIka/9bu2QbJeBISc47dkpyRNGai7ipJjVBEMSwJK8SCGPs8wAWADhB33QVgGc553usSUaW530VwFcBYOLEifkcEkEMaeyU5FSeZKEkV5KSnHe0BMrEEnBR/ebFQTWpCYIghiXZXE33Aphg+n28vi0BxtipAK4FcALnPKxvXgzgOMbYVQAqAbgYY/2c84TkP8753QDuBoAFCxYkV+wniBGKQ06uzxsvAZcYnIlYraGSPLL5xi5xT1QdccpUJIggCGI4kk2Q/AGA6YyxKdCC40sAfNa8A2PsMAB/AXAG57xVbOecf860z+XQkvuSqmMQBGFPek9y4r4ikay+goLkfGOXQBnVlWWHTEoyQRDEcCSjBMI5jwH4JoAXAGwA8CjnfB1j7BeMsXP13W6FphQ/xhhbxRh7umAjJogRhJ0XNlWd5PZ+bQGnsdJdnMGNIOyUZBEkk5JMEAQxPMnKvMg5fxbAs5ZtPzX9fGoWx7gPwH25DY8gRjb2nmTtf6uSHIlpQRsFyfnHYXMexO9OUpIJgiCGJZThQxBljCwxRKNWT7J94t7Pz5uLqU2VWHxQQ9HGN1KQJQmcA6rKIel3JyKRzyGRkkwQBDEcodmdIMoYu/q8PEXi3pgaL5aeOQsyVVvIO8J3bD4XUYWUZIIgiOEMBckEUcY4JAY1pSe5FCMamYgbErMvOaaqkCWW5A0nCIIghgcUJBNEGZPWk0yKcdEQtZBjpnJ8UYVTjWSCIIhhDAXJBFHGaNUtUnmSSzGikYmwsJhPRVRRqbIFQRDEMIZmeIIoY+zrJGv/Wz3JROEQ3QxDMcXYFlM4+ZEJgiCGMRQkE0QZk75OcilGNDKpdGuFgLa1+eEPxwBo1gsHKckEQRDDFprhCaKMkSSGnR0BtPaFjG08RQk4onBU6EHypX99F5/967sANE+ykzwvBEEQwxYKkgmijNna5gcAXPfvtcY2slsUnwq3bPy8ek8PAK1OMinJBEEQwxea4QmijNnS0gcACbWPKXGv+Ai7hZmowo36yQRBEMTwg4Jkgihj/BEtUWxqU4WxTSjJVJ+3eFSYguSGChfe2tyO9ft74aRuewRBEMMWmuEJooz515WLACCh1BgnJbnomJXkpio3Pv/397C93Q+ng04CQRDEcIWCZIIoY46e1giJJXZ6Uylxr+iYlWSvK+5PdpCSTBAEMWyhGZ4gyhyHJCGqmINk7X8KkouHzxkPjHsCUeNnqpNMEAQxfKEgmSDKHIec2HWP6iQXH3ML8P098XJ8pCQTBEEMX2iGJ4gyR5ZYgpLMSUkuCZ85YjwAIBiNd92j6hYEQRDDFwqSCaLMccpSgidZ/EyJe8Xltovm47OLJiZsc1KdZIIgiGELzfAEUebIEkPMZLcIRRU4ZUaNLEqAxyEn/O6gOxWCIIhhC11lCaLMcUoMMZPdIhhVkoI1ojh4nIlTJtktCIIghi8UJBNEmSPLDDGT3SIUVeBxUZBcCsRpEMFyY6W7hKMhCIIgCgkFyQRR5jglKSFIDkYUeJ0UJJeCjv4wACAU1ewvkxsq0u1OEARBDGEoSCaIMschM8SUuCc5GKUguVR0+CMAgPMOHQsAOGFmUymHQxAEQRQQCpIJosyRLUpyKKqS3aJEnDBDC4p/cPpMbPzlGTioqbLEIyIIgiAKhSPzLgRBlBKnrZJM97el4IuLJ+HTh49DlcdZ6qEQBEEQBYautARR5mgl4CyJe2S3KAmMMQqQCYIgRggUJBNEmeOUJLy5uR2Tlz4DgBL3CIIgCKIYUJBMEGWObGpYwTmnxD2CIAiCKAIUJBNEmWNuWBFTOdVJJgiCIIgiQEEyQZQ55tbH4ZhKdguCIAiCKAIUJBNEmeOQ41/TUFRBKKYmtUcmCIIgCCK/0JWWIMocs5Lc5Y9AUTmqqcICQRAEQRQUCpIJoswxK8kHekMAgDqfq1TDIQiCIIgRAQXJBFHmmJXklt4wAKDGR0oyQRAEQRQSCpIJoswxB8nff2w1AFKSCYIgCKLQUJBMEGWO2W4hqCUlmSAIgiAKCgXJBFHmmJVkAQXJBEEQBFFYKEgmiDLH3ExEUOOlIJkgCIIgCgkFyQRR5jRXeRJ+//WF8+B2UDMRgiAIgigkFCQTRJlz6ITahN//Z+GE0gyEIAiCIEYQFCQTRJlz+KRa1FdQNQuCIAiCKCYUJBNEmeN2yHj5mhNKPQyCIAiCGFFQkEwQQwCXQ/uq+lzkRSYIgiCIYuAo9QAIgsiMzyXj6ycchHPnjy31UAiCIAhiREBBMkEMARhjWHrmrFIPgyAIgiBGDGS3IAiCIAiCIAgLFCQTBEEQBEEQhAUKkgmCIAiCIAjCAgXJBEEQBEEQBGGBgmSCIAiCIAiCsEBBMkEQBEEQBEFYoCCZIAiCIAiCICxQkEwQBEEQBEEQFihIJgiCIAiCIAgLFCQTBEEQBEEQhAUKkgmCIAiCIAjCAgXJBEEQBEEQBGGBgmSCIAiCIAiCsMA456UeQwKMsTYAO0v08o0A2kv02kRq6LyUH3ROyhM6L+UJnZfyg85JeVKK8zKJc95k90DZBcmlhDG2gnO+oNTjIBKh81J+0DkpT+i8lCd0XsoPOiflSbmdF7JbEARBEARBEIQFCpIJgiAIgiAIwgIFyYncXeoBELbQeSk/6JyUJ3ReyhM6L+UHnZPypKzOC3mSCYIgCIIgCMICKckEQRAEQRAEYaGsg2TG2ATG2KuMsfWMsXWMse/o2+sZYy8xxjbr/9fp22cxxt5hjIUZY9+3HOu7+jHWMsYeYox5UrzmZfpxNzPGLtO3+RhjzzDGNurHuDnNmI9gjK1hjG1hjN3BGGP69vn62NYwxv7LGKvO1/tUTPJ8Tr6jn491jLH/TfOaZzDGPtHf06Wm7d/Ut3HGWGOa5/+dMbaaMfYxY+xxxlilvt3NGHtEP8Z7jLHJg3t3SkeZnZeTGWMf6se4nzHmSPF82/PHGKvRvyOr9TF8aZBvT8kYwHn5nP45XcMYW84Ym286lu37bfOaSXOY5fGnGWNrcxmv/tgjjLFV+r8djLFVg3hrSkqJzsvzjLFuxtj/WbZnO4+l+r6cp49tFWNsBWPs2MG8N6Uiz+fkHsZYa6rPuWm/VHMYY4zdyBjbxBjbwBj7dornT2HatWOL/v1w6duP1+fAGGPsM/l4f4gSwTkv238AxgA4XP+5CsAmAHMA/BrAUn37UgC36D83A1gI4EYA3zcdZxyA7QC8+u+PArjc5vXqAWzT/6/Tf64D4ANwkr6PC8CbAM5MMeb3ARwFgAF4TuwH4AMAJ+g/XwHgl6V+f0t8Tg4GsFZ/bx0AlgGYZvN6MoCtAKbq7/1qAHP0xw4DMBnADgCNacZcbfr5dtM4rwLwZ/3nSwA8Uur3d6ifF2g33rsBzND3+wWAL6cYs+35A/D/TONsAtAJwFXq97hI5+VoAHX6z2cCeC/T98DyerZzmOnxTwP4F4C1uYzXZr/fAPhpqd/foXJe9H1PAfApAP+XzffA5vmpvi+ViFsn5wHYWOr3t5TnRP/9eACHp/qcZzp3AL4E4AEAkv57c4pjPArgEv3nPwP4hv7zZP1cPADgM6V+b+nfwP+VtZLMOd/POf9Q/7kPwAZoAe95AO7Xd7sfwPn6Pq2c8w8ARG0O5wDg1VUtH4B9NvucDuAlznkn57wLwEsAzuCcBzjnr+qvEQHwIYDx1iczxsZAC8je5do35QExNgAzALyh//wSgAuzfR/KiTyek9nQJrUA5zwG4HVoF3ArRwLYwjnfpr/3D+uvBc75R5zzHVmMuRfQ1AEAXgDCiG8e8+MATtH3GXKU0XlpABDhnG/S90v5WU9z/jiAKv1cVEILkmPp34HyZADnZbk+9wDAu4jPMym/BxZs5zAAYNoKyjUAbhjAeA308/I/AB7K8m0oO0pwXsA5fxlAn832bOcx2/045/369QYAKhCf34YUeTwn4Jy/AW3eSEe6c/cNAL/gnKv68VqtT9a/BydDu3ZYx7aDc/4xADWbv50oX8o6SDbDtKXwwwC8B2AU53y//tABAKPSPZdzvhfAbQB2AdgPoIdz/qLNruOgqWCCPUi+QNRCUwNeTvH8PSmevw7xL+BFACakG/NQYDDnBJpaeRxjrIEx5gNwFuzfk4znJMux3quPaxaAP1iPrQeEPdCCvCFNic9LOwAHY0wUg/9Miuen405owfo+AGsAfEdcrIYyAzgvX4a2GgVk/z1It98voSnAgQGM18xxAFo455uzOU65U6TzUlAYYxcwxjYCeAbaSuWQZpDnJFvSnbuDAFys21eeY4xNt3l+A4Bu/dphfT4xTBgSQbKugDwB4H+FKijQ76DT3jnrHqbzAEwBMBZABWPs8wMYhwOaenIH53xbjk+/AsBVjLGV0JaSIrm+fjkx2HPCOd8A4BYALwJ4HsAqAEpBBqu93pegnfsNAC4u1OuUmlKfF/01LgHwW8bY+9CUs1zP6+n6644FcCiAO9kQ9fALcj0vjLGToF34f5Sn1z8UwEGc838PdrwALsUQVpHNlPq85AvO+b8557OgKZm/LPFwBkWZnBM3gBDXOr/9FcA9eTw2MYQo+yCZMeaE9oV5kHP+pL65Rbc2CItD0lKIhVMBbOect3HOowCeBHA0Y2wRiyeinAtgLxJVr/H6NsHdADZzzn+nv7Zsev4v9H3H2z2fc76Rc34a5/wIaBeYrTm+FWVDns4JOOd/55wfwTk/HkAXgE168oZ4T7+OzOfEbnwv6M//m+X1FGhLamL53zi2fgNUA6Aj07jLlXI5L5zzdzjnx3HOj4RmMdqkv77tebHhSwCe5BpboOUTzMruXSg/cj0vjLF5AP4G4DzOufg82r7fOcxhiwEsYIztAPAWgBmMsddszmuq8YqxOaDZbx4Z5NtScop8XgYyvmy/Lwa6zWAqS5MAWM7k6ZykOnYu15Y90OIEAPg3NH+x9Zx0AKhl8cTkjNcmYgjCy8AYneoftOS3BwD8zrL9ViQa+X9tefx6JCYjLYJmd/Dpx7wfwLdsXq8e2gW5Tv+3HUC9/tgN0L68UoYxWxP3ztK3N+v/S/rfdEWp399SnhPLezIRwEYAtTav54CWfDQF8eSKuZZ9diBFwos+3mmmn28DcJv++9VITNx7tNTv73A4L6bnu6HZkk7OMPaE8wfgTwCu138eBe3CkzKhqZz/5Xpe9Pd8C4Cjs32/LfulnMNM+0xG6sQ92/GaHj8DwOulfl+H2nkx7X8iLIl7psdSzmPp9gMwDfHEvcP17wsr9XtcqnNiel7Kz3mmcwfgZujXaP2cfZDiGI8hMXHvKsvj94ES94b0v5IPIO3ggGOhLa18DG35dRU0j2QDtIvvZmjZ9yKQHQ3tDrAXQLf+c7X+2M+hXfDXAvgHAHeK17xC/+JtAfAlfdt4fRwbTOO4MsXzF+ivsRWat1JMXt+Bpqht0r+AQ24SK8A5eRPAen1yOiXNa56lv29bAVxr2v5t/XgxaP7Vv9k8VwLwNjRv61oAD5pe36NPclug3dxMLfX7O0zOy636d+UTaEumqZ5ve/6g2SxeNJ2zz5f6/S3iefkbNPVe7Lsi0/tt85pJc5jl8clIHSTbjtf0+H0Avl7q93WInpc3AbQBCOqf+9PTfQ9snp/q+/IjaCLQKgDvADi21O9vGZyTh6DlH0X19yxVhZ1Uc1gtNH/3Gv09nZ/i+VOhXTu2QLuWuPXtC/XX9UNTnNeV+v2lfwP7Rx33CIIgCIIgCMJC2XuSCYIgCIIgCKLYUJBMEARBEARBEBYoSCYIgiAIgiAICxQkEwRBEARBEIQFCpIJgiAIgiAIwgIFyQRBEEMExtj1jLHvp3n8fMbYnGKOiSAIYrhCQTJBEMTw4XwAFCQTBEHkAaqTTBAEUcYwxq4FcBm0dry7AawE0APgq9A6hW0B8AUAhwL4P/2xHsTbr98FoAlAAMBXOOcbizh8giCIIQsFyQRBEGUKY+wIaF3uFkFro/shtPa393LOO/R9bgDQwjn/A2PsPmhtjx/XH3sZWoe8zYyxRQB+xTk/ufh/CUEQxNDDUeoBEARBECk5DsC/OecBAGCMPa1vP1gPjmsBVAJ4wfpExlglgKMBPMYYE5vdhR4wQRDEcIGCZIIgiKHHfQDO55yvZoxdDuBEm30kAN2c80OLNyyCIIjhAyXuEQRBlC9vADifMeZljFUB+JS+vQrAfsaYE8DnTPv36Y+Bc94LYDtj7CIAYBrzizd0giCIoQ0FyQRBEGUK///t27FJAwAQQNF/s2Qgh8gMKbOPTpAJLEJASeE8sTCF3ACC8F57zZWfg3s8Pqq36l5dqttzdK6u1Xv1+xHvtTrNzOfMHPoJ6OPM3Kuv6uWvdgf47zzuAQDA4pIMAACLSAYAgEUkAwDAIpIBAGARyQAAsIhkAABYRDIAACwiGQAAlm+hgE5H/9EGVwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"grouped[\"lines_changed_MA100\"] = grouped[\"lines_removed_MA100\"] + grouped[\"lines_inserted_MA100\"]\n",
"grouped[\"lines_removed_MA100_ratio\"] = grouped[\"lines_removed_MA100\"] / grouped[\"lines_changed_MA100\"]\n",
"\n",
"grouped[[\"lines_removed_MA100_ratio\"]].plot(figsize=(12,6))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "369cf86d",
"metadata": {},
"source": [
"## Insertions and deletions by cyclic month (stacked)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "0e37ec9d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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F+1hcsnjEQ29FQQW9oV4e2fHIiJ5nNLvssstYu3Yt+/fvBxJDM/bu3Utvby9dXV3ceOON/PSnP2Xr1q3ndJ6DBw8yc+ZMvvGNb7BixQq2bdvGtddeyxNPPEFzc2K9wfb2dmpra4fcPysri56enlPWPG/ePGpqajhw4ADAkH80nCv1YIuIiMiYUNlYyVPVT7GjZQcBd4B5hfNwmJHvK8zx5VCUUcRDOx7i9iW3p+QGyncryyk7o5k/hnO8VCoqKmLVqlV8+tOfJhQKAXDnnXeSlZXFihUrCAaDWGv5yU9+cpojndpjjz3G/fffj9vtprS0lH/+538mPz+fO++8k+uvv554PI7b7eaXv/wl06e/d2aXO+64gxtuuOH4WOyhap4zZw533303H/nIRwgEAlx55ZXHQ3mqmMS01ePHsmXLbGVlZbrLEBERkRSJ2zgvHXiJlw+8zO623RQHiinLKUvZzYzD0drfypraNfzw6h9yy/xbzvl41dXVzJ8/PwWVyfky1DUzxmyy1i5797YaIiIiIiKjViga4uHtD/OHPX+gurWa6dnTmZ47/byGa4ACfwG5vlxWVa0iHo+f13PL2KOALSIiIqNSZ7CTezbfw58P/ZnarlrmF86nOLM4LbUYY5hbOJfarlpeq3ktLTWMFXfddRdLliw54eOuu+5Kd1nnlcZgi4iIyKhT11XHQ9sfYsvRLQSjQRYXL8br8p5+xxFUmllKwB3gvqr7uHbmted8PGvtee+JPx++//3v8/3vfz/dZaTUmQ6pVg+2iIiIjCrbmrZx96a7WV+/nriNj4pwDeAwDuYVzGNH8w42NW46p2P5fD7a2trOOLjJ+Wetpa2tDZ/PN+x91IMtIiIio4K1ltdrXuf5fc9T3VpNgb+A8tzyUdXLOyV7Cjubd7Jyy0qWTl561seZOnUq9fX1tLS0pLA6GSk+n4+pU6cOe3sFbBEREUm7SCzC07ufZs3hNexv38+07GlMypqU7rLew+VwUVFQwbr6dexv38/s/NlndRy3282MGTNSXJ2MFhoiIiIiImnVE+phVdUqXjzwIvvb9zMnf86oDNfHTM+djsGwcvPKdJcio5QCtoiIiKTN0d6j3L3pbl6veZ3m3mYWFy8m15+b7rJOyeP0MCtvFi8ffJmjvUfTXY6MQgrYIiIikha7W3dz96a7WVe3jlA0xAWlF+B3+9Nd1rDMyJtBLB5jVdWqdJcio5ACtoiIiJxX1lrWHl7LqqpVVDZW4nP5WFi8cESWIB8pAXeAspwyntnzDN3B7nSXI6OMAraIiIicN7F4jGf3PMvjux5ne9N2SjJKmF0we1TNFDJcs/JnMRAZ4KHtD6W7FBllFLBFRETkvOiP9LN662qe3/c8e9v2MjNvJlOyp6S7rLOW7c2mNLOUR3Y+QigaSnc5MoooYIuIiMiIa+1v5bebfstrNa/R2NPIwqKFFAQK0l3WOZtTMIeOgQ6e2v1UukuRUUQBW0REREbUwY6D/KbyN6ytW0tfqI8LSi4gw5OR7rJSIs+XR34gn9VbVxOPx9NdjowSCtgiIiIyYiobK1m5eSUbGjfgcrhYWLIQt9Od7rJSxhjD3IK5NPQ08OKBF9NdjowSCtgiIiKScnEb54V9L/Dw9oepOlpFga+AivwKHGb8RY+SjBIyPZncV3VfukuRUWL8/SsXERGRtApGgzy8/WH+sPcPVLdUMz1nOmW5ZWNyppDhMMYwv2A+e1r3sK5uXbrLkVFAAVtERERSpmOgg5WbV/LnQ3/mcNdh5hfNpzizON1ljbhJWZPwuXys3KLl00UBW0RERFLkcNdhfrPpN6w5vIbOgU4WFy8my5uV7rLOC6fDyZyCOVQ2VrKreVe6y5E0U8AWERGRc7ataRu/3fRb3ql/B2sti4oX4XV5013WeVWWU4bTOLlnyz3pLkXSbOysSSoiIiKjjrWW12pe44V9L7C7dTf5/nzKc8vH7XjrU3E73VTkV/BGzRvUddUxLWdaukuSNDltD7Yx5l5jTLMxZsegtkeNMVXJjxpjTFWyvdwYMzDotV8P2mepMWa7MWa/Meb/mORPnjEm3xjzsjFmX/IxL9luktvtN8ZsM8ZcnPKvXkRERM5aJBbh8V2P8/Tup9nZspPJWZOZkTdjQobrY8rzyokT14wiE9xwhoisAm4Y3GCt/ZS1dom1dgnwe+DJQS8fOPaatfbLg9p/BXwRqEh+HDvm94BXrLUVwCvJzwE+PGjbO5L7i4iIyCjQE+rh3i338tKBlzjQcYA5+XOYlDUp3WWlnc/lozy3nOf2Pkd7f3u6y5E0OW3Atta+CQz5LyTZC/3XwMOnOoYxZhKQba1db621wGrg48mXVwC/Sz7/3bvaV9uE9UBu8jgiIiKSRkd6jvCbTb/hzdo3ae5rZlHRInL9uekua9SYlTeLUCzE/dvuT3cpkibnepPjlUCTtXbfoLYZxpgtxpg3jDFXJtumAPWDtqlPtgGUWGuPJJ8fBUoG7VN3kn1EREQkDapbqrl7092sr19PKBbigpIL8Lv96S5rVMn0ZDIlawpP7HqCgchAusuRNDjXgP1pTuy9PgKUWWsvAr4FPGSMyR7uwZK92/ZMizDG3GGMqTTGVLa0tJzp7iIiInIa1lreOvwWq6pWUXmkEp/Tx8Kihbgcmi9hKBUFFfSEe3hs52PpLkXS4KwDtjHGBdwCPHqszVobsta2JZ9vAg4Ac4AGYOqg3acm2wCajg39SD42J9sbgGkn2ecE1tq7rbXLrLXLioqKzvZLEhERkSHUdtZy/7b7eXzn42xv3k5pRimzC2ZP6JsZTyfHm0NhoJAHtj1ANB5Ndzlynp1LD/ZfAbuttceHfhhjiowxzuTzmSRuUDyYHALSbYy5LDlu+3PAM8ndngVuTz6//V3tn0vOJnIZ0DVoKImIiIiMIGsthzoOsapqFT9/5+c8vftp9rfvZ1beLKZka8Tm6RhjmFMwh+a+Zp7b+1y6y5Hz7LTv6xhjHgauBgqNMfXAD621K4HbeO/NjVcB/2KMiQBx4MvW2mM3SH6VxIwkfuCF5AfAj4HHjDFfAGpJ3DQJ8DxwI7Af6Af+7iy+PhERETkD1loOdR7ijZo32Na0jZrOGsKxMJMyJzE5ezIOozXqhqsoUESOL4f7qu7jo3M+isOh791EYRLDnsePZcuW2crKynSXISIiMqZYaznQcYA3at5ge/N2ajtrCcfDTM6czKSsSQrWZ6mhu4GNjRv5+Q0/5wPlH0h3OZJixphN1tpl727XnQkiIiITmLWWfe37eL3mdXY276S2q5ZoPMrkzMmUZpUqWJ+jSVmT8Ll83LvlXgXsCUQBW0REZAKy1rKnbQ+v17zOrpZd1HbWErMxJmdNZlLmJN3AmCIO42Be4TyqjlZRdaSKJZOWpLskOQ8UsEVERCYQay3VrdW8XvM61S3VHO46TMzGmJI1hdLMUgXrETA1eyo7m3eycstK/u+k/5vucuQ8UMAWERGZAOI2zq6WXbxR8wbVrYlgba1lavZUijOKFaxHkMvhoqKggrfq3uJQxyFm5M1Id0kywhSwRURExrG4jbOjeQdv1LzB7tbdHO46jMEwNXsqRRlFCtbnyfSc6exu3c09m+/hrmvvSnc5MsIUsEVERMahWDzG9ubtvFHzBnva9lDXVYfDOCjLKaMwUKhgfZ55XV5m5s7kpQMv8c1Lv0lxZnG6S5IRpIAtIiIyjsTiMbY2beXN2jfZ07qHuu46nMbJ9JzpFAQKFKzTaGb+TA50HGDV1lV854rvpLscGUEK2CIiIuNANB6l6mgVa2rXHO+xdjvczMidQb4/X8F6FAi4A0zNmcrTu5/mq5d8lUxPZrpLkhGigC0iIjKGReNRNh/ZzJu1b7KvbR/13fV4nB5m5c0iz5+nYD3KVORXcLjzMA9tf4g7lt6R7nJkhChgi4iIjEGRWIRNRzaxpnZNIlj31ONz+ZidP5s8f166y5OTyPZmU5pZyiM7HuHzF34ej8uT7pJkBChgi4iIjCHhWJjKxkreOvwW+9r20dDTgM/lY07+HHL9uekuT4ZhTsEc3qx9k2f2PMOtC29NdzkyAhSwRURExoBQNMTGxo28dfgt9rfvp6GngYArwLzCeWR7s9NdnpyBfH8+ef48frf1d3xi/idwOLQc/XijgC0iIjKKBaNBNjRs4K3Db3Gg/QCNPY1kuDNYULiALG9WusuTs2CMYW7BXNY3rOfPB//M9bOvT3dJkmIK2CIiIqNQMBpkff161h5ey/72/RzpPUKWJ4sFRQrW40FJZgkZ7gzu23qfAvY4pIAtIiIyigxEBlhfvz7RY91xgKbeJrK8WSwqXqRp3cYRh3Ewr3Aem49sZkPDBpZPWZ7ukiSFFLBFRERGgf5IP+vq1rG2bi0H2g/Q1NdEjjeHRcWLyPBkpLs8GQFTsqawo3kHKzevVMAeZxSwRURE0qg33Mu6unW8Xfc2BzsOHg/WF5RcQMAdSHd5MoKcDidzC+ayoXEDe1r3MLdwbrpLkhRRwBYREUmDnlAPb9e9zbr6dRxsP0hzfzO5vlwuLLkQv9uf7vLkPJmWM41dLbtYuWUl/3Hdf6S7HEkRBWwREZHzqDvUzdrDa1lXv45DHYdo6Wsh169gPVF5nB5m58/m1UOv0tjdyOTsyekuSVJAAVtEROQ86Ap28dbht1hfv56DnQdp628j35fPkklL8Ll86S5P0qg8t5y9bXu5r+o+vn/V99NdjqSAAraIiMgI6gx2sqZ2De80vMOhjkOJYO3PZ0mpgrUk+N1+pudO5w97/8DXln+NXF9uukuSc6SALSIiMgLaB9pZU7uGDQ0bONhxkI5gBwWBAi6adBFelzfd5ckoMytvFjWdNTyw7QG+vvzr6S5HzpECtoiISAq19bfxZu2bbGzcyKGOQ3QMdFAYKOTiSRfjcXrSXZ6MUlneLCZnTebxnY/z3y7+b3p3Y4xTwBYRETlHfeE+9rfvZ3frbrYc3UJNZw2dwU6KAkVcPFnBWoanIr+CN2rf4ImdT/DZCz+b7nLkHChgi4iInCFrLc19zext28uetj3sbdtLS18LLf0tROIRigPFLJ20FLfTne5SZQzJ9eWS78/nge0P8OnFn8bpcKa7JDlLCtgiIiLDEIlFqOmsYW/bXqpbqzncdZjmvmY6g50A5PhyKM8pJ8+fp2AkZ8UYw9yCubxd9zYv7HuBm+belO6S5CwpYIuIiJxEd6ibfW372Nu2l92tuznae5Tm/mZ6Q7343X5yvbmJpczdGRhj0l2ujAPFGcVke7O5b+t93FhxIw6HI90lyVlQwBYREUmy1tLY03h86Me+tn209rfSOtBKOBYmx5tDUaCI+YXzNa5aRoQxhnmF89jYuJG369/m/WXvT3dJchYUsEVEZEILRUMc7Dh4vJe6rruO5r5mukJdOHGS7c1mVu4scv25OIx6E2XklWaW4nP5WLl5pQL2GHXagG2MuRe4CWi21i5Ktv0I+CLQktzsn621zydf+x/AF4AY8A1r7YvJ9huAnwNO4B5r7Y+T7TOAR4ACYBPwt9basDHGC6wGlgJtwKestTUp+JpFRGSC6xjoYG/b3uOhurmvmeb+ZvrCfWR6Msn15lKeW07AHUh3qTIBOR1O5hbMZcvRLexo2sGikkXpLknO0HB6sFcBvyARdgf7qbX2vwY3GGMWALcBC4HJwJ+NMXOSL/8SuA6oBzYaY5611u4C/j15rEeMMb8mEc5/lXzssNbONsbcltzuU2fxNYqIyAQXt3HquuqOD/040H6A1v5W2gbaiMajZHuzmZQ5icJAIS6H3tyV9JuaPZWdLTv57ebf8vMP/zzd5cgZOu1vEWvtm8aY8mEebwXwiLU2BBwyxuwHlidf22+tPQhgjHkEWGGMqQY+CHwmuc3vgB+RCNgrks8BngB+YYwx1lo7zFpERGQCG4gMsL99//Fe6saeRpr6mugOdeN2uMnx5jC3YC7Z3mzdoCijjtvppqKggjWH11DbWcv03OnpLknOwLn8mf51Y8zngErg29baDmAKsH7QNvXJNoC6d7VfSmJYSKe1NjrE9lOO7WOtjRpjupLbt55DzSIiMk5Za2ntbz0+9GNv216a+5pp6W+hP9JPlieLPF8es/Nna5U8GROm50xnT8se7t1yL//rmv+V7nLkDJxtwP4V8K+ATT7+b+DvU1XUmTLG3AHcAVBWVpauMkRE5DyLxWPH56be3bqb2q5amvua6Qh2YOOWbG8207Knke/P19zUMub4XD5m5M3ghf0v8A+X/gOFgcJ0lyTDdFYB21rbdOy5Mea3wB+TnzYA0wZtOjXZxkna24BcY4wr2Ys9ePtjx6o3xriAnOT2Q9VzN3A3wLJlyzSERERkHOsN9x4f+lHdUs3R3qM09TXRE+rB7/aT7clmQeECMj2ZGvohY97MvJkc6DjA6q2r+dbl30p3OTJMZxWwjTGTrLVHkp/eDOxIPn8WeMgY8xMSNzlWABsAA1QkZwxpIHEj5GestdYY8xrwSRIzidwOPDPoWLcD65Kvv6rx1yIiE4+1lqa+psQNiq172Ne+j5a+Flr7WwlGg2R5syjwFzC3YC5elzfd5YqkVIYng6lZU3my+km+vPTLBDya2WYsGM40fQ8DVwOFxph64IfA1caYJSSGiNQAXwKw1u40xjwG7AKiwNestbHkcb4OvEhimr57rbU7k6f4LvCIMeZOYAuwMtm+Erg/eaNkO4lQLiIiE0AkFuFQ56Hjy5LXddUdX5bcYMj2ZlOem1iWXHNTy3hXUVDBa4de45Gdj/D3F6VtRK6cATPeOoWXLVtmKysr012GiIicoa5gF/va9x0f+tHc10xTXxN94T4C7gA53hxKMksIuAMa+iETztrDa4kT58XPvqipJEcRY8wma+2yd7frComISFpYa2noaTg+9GN/+35a+lto6287vix5SUYJhUWFuJ3udJcrklZzC+eypnYNz+55llvm35LucuQ0FLBFROS8sdayp20Pu1t3U91aTUN3Q2JZ8mAXToeTHG8Os/Nnk+PL0dAPkUEK/AXk+nJZVbWKj8/9OA6Hfj5GMwVsERE5L+I2zh/3/pFXD73KoY5D9EWSy5L7tCy5yOkYY5hbOJd3Gt7htZrXuHbmtekuSU5BAVtEREZcNB7lyeoneb3mdWo6ayjLLqMwQ8uSi5yJ0sxSAu4A91Xdp4A9yun9BRERGVHhWJiHtj/Enw/+mdrOWuYXzqc0q1ThWuQMOYyDeQXz2NG8g02Nm9JdjpyCAraIiIyY/kg/q7eu5vWa1znSc4SFxQvJ8maluyyRMWtK9hQ8Dg8rt6w8/caSNgrYIiIyIrpD3dy75V7W1K6htb+VhcULNc5a5By5HC4qCipYV7+O/e37012OnIQCtoiIpFz7QDsrN6/k7bq36Q51s7h4MT6XL91liYwL03OnYzCs3Kxe7NFKAVtERFLqaO9R7tl8D+sb1hOKhlhYvFDzWIukkMfpYVbeLF4++DJHe4+muxwZggK2iIikzOGuw6zcvJIN9Ruw1rKweKFuZhQZATPyZhCLx1hVtSrdpcgQFLBFRCQl9rfv594t91J5pBK30838wvlaLEZkhATcAcpyynhmzzN0B7vTXY68i37ziYjIOdvRvIP7ttzHliNbyHBnMKdgDsaYdJclMq7Nyp/FQGSAh7Y/lO5S5F0UsEVE5JxUNlbywLYH2Na0jTx/HrPyZilci5wH2d5sSjNLeWTnI4Sj4XSXI4MoYIuIyFmx1rKmdg2P7niUHU07KM0spTy3XOFa5DyaUzCHzmAnT+5+Mt2lyCAK2CIicsastbx04CWe2v0UO1t2MjV7KlOyp6S7LJEJJ8+XR54/j9VbVxOPx9NdjiQpYIuIyBmJ2zjP7nmW5/Y9x+7W3czMnUlpVmm6yxKZkIwxzC2YS0NPAy8eeDHd5UiSAraIiAxbNB7l8Z2P8+KBFznQfoCK/AoKMwrTXZbIhFaSUUKmJ5P7qu5LdymSpIAtIiLDEoqGeHDbg7xy6BUOdx5mXuE88vx56S5LZMIzxjC/YD572/ayrm5dussRFLBFRGQY+iP9rN66mjdq36Cxp5EFxQvI8maluywRSZqUNQmv08vKLVo+fTRQwBYRkVPqDnVz75Z7WXN4Da39rSwuXkzAHUh3WSIyiNPhZE7BHCobK9nVvCvd5Ux4CtgiInJSbf1trNy8knV16+gJ9bC4eDFelzfdZYnIEMpyynAaJ/dsuSfdpUx4CtgiIjKko71HuWfzPaxvWE8wGmRh8ULcTne6yxKRk3A73VTkV/BGzRvUddWlu5wJTQFbRETe43DXYVZuXsnGxo3YuGVh8UJcDle6yxKR0yjPKydOXDOKpJkCtoiInGBf2z7u3XIvlY2VuB1u5hfNx2H034XIWOBz+SjPLee5fc/R3t+e7nImLP3GFBGR47Y3bWdV1Sq2HNlChjuDOQVztPS5yBgzK28WoWiI+7fdn+5SJiwFbBEZk6LxKNbadJcxrmxs2MiD2x9kW/M2CvwFzMqfpXAtMgZlejKZkjWFJ3Y9wUBkIN3lTEgaUCcio5q1lo5gB029TTT1NdHU20RjbyMN3Q1kejJZMXcFF5ZeqCEM58Bay5rDa3h2z7NUt1YzOXMyU7KnpLssETkHFQUVvF7zOo/tfIzbl9ye7nImHAVsERk1BiIDx0N0U18TR3uPUtdVR2ewk95wLx3BDgYiA4RjYbwuL13BLl6veZ1Lp1zKrQtv5aLSi3A6nOn+MsYUay0vHXiJP+3/E3va9lCWU0ZpZmm6yxKRc5TjzaEwUMiD2x/kby74G92kfJ7puy0i510sHqO1v5Xmvubjgbqhp4EjPUfoi/TRFeyiJ9xDKBrC6XDid/nxurwUZRSR480h4A7gMA7i8TiHOg/xZu2brKtfx/Ipy7l1wa0snbxU/5kMQ9zGeXbPs7x66FX2t+9nZu5MCjMK012WiKSAMYY5BXNYe3gtz+19jhXzVqS7pAnFnG4MozHmXuAmoNlauyjZ9p/AR4EwcAD4O2ttpzGmHKgG9iR3X2+t/XJyn6XAKsAPPA9801prjTH5wKNAOVAD/LW1tsMkBv79HLgR6Ac+b63dfLovaNmyZbaysnK4X7+IjCBrLb3h3hN6pY/0HqG+q56uUBc9oR66Ql0Eo0GisSh+tx+fy0eGJ4Ncby6Z3kw8Ts9pzxOPx6ntqmVf+z6cxsmyycu4deGtXDL5Es3bfBLReJQndj3BmzVvUttVS0V+Bbn+3HSXJSIpZK3ltZrXKPAX8Pu//j0Oh4bSpZoxZpO1dtl72ocRsK8CeoHVgwL29cCr1tqoMebfAay1300G7D8e2+5dx9kAfAN4h0TA/j/W2heMMf8BtFtrf2yM+R6QlzzWjcA/kAjYlwI/t9ZeerovVAFbJD0iscgJPdLNfc3UddfR0tdCX6SPjoEO+iJ9hGNhPE5Polfa6SXXn0u2Nxu/y3/ON9RZazncdZi9bXsBWDZ5GZ9Y8Akum3rZsIL6RBGKhnhkxyO8dfgtGnsamV80n0xPZrrLEpER0NDdwMbGjfz8hp/zgfIPpLuccedkAfu076Faa99MBufBbS8N+nQ98MnTnHwSkG2tXZ/8fDXwceAFYAVwdXLT3wGvA99Ntq+2ib8A1htjco0xk6y1R05Xs4iMHGstncHOE3qlG3sSNx32hHvoCfXQGewkFAuBBb87Mbwjx5dDWU4ZGZ6MERu+YYxheu50pudO53DXYTYf2czGxo1cVHoRty64lcunXT7hl/nuj/TzwLYHWFe/jta+VhYVL8Lv9qe7LBEZIZOyJuF3+fnJup9QEChgUfF7+kBlBKTif7m/JzHE45gZxpgtQDfwP621a4ApQP2gbeqTbQAlg0LzUaAk+XwKUDfEPgrYIufJQGTghF7po71Hqeuuo2Og4/hNh8FokFA0hM/lw+/243f6mZE7g0xvJl6nN23TvJXllFGWU0ZDdwPbmrax+chmlpQu4ZMLPskVZVfgc/nSUlc6dQW7WL11NRsaNtAV6mJR8aIJ/weHyHjnMA7eN+19vF3/Nv/w/D/wtxf+LZ9Z/JkJ+TvwfDqngG2M+T4QBR5MNh0Byqy1bckx108bYxYO93jJMdlnPLGtMeYO4A6AsrKyM91dZMKLxWO0DbQd75Fu7ms+ftNhb7j35DcdBorI9maT4ckYtdPkTcmewpTsKRzpOcLOlp1seXULF5ZcyC3zb+Gq6VdNmN7btv42frf1d1Q2VjIQGWBx8WKNTxeZILK8WfzVjL9ia9NWfrnhl1Q2VvLty7/NrPxZ6S5t3DrrgG2M+TyJmx+vTQ7jwFobAkLJ55uMMQeAOUADMHXQ7lOTbQBNx4Z+JIeSNCfbG4BpJ9nnBNbau4G7ITEG+2y/JpHxzlpLX6TvhDmlj/Qeoa6rju5QNz3hxPCOYDRINB7F7/Ljc/sIuALMzps97JsOR6NJWZOYlDWJpt4mdrXs4gev/YALSi7glvm38IHyDxBwB9Jd4og50nOE1VtXs/nIZqI2yqLiRZrOUGSCcTqcXDzpYqZmT6WysZKvPPcV/tvF/42b592sP7ZHwFkFbGPMDcB3gA9Ya/sHtReRuGExZoyZCVQAB6217caYbmPMZSRucvwc8H+Tuz0L3A78OPn4zKD2rxtjHiFxk2OXxl+LDI+1loHoAB0DHScM8Rh802FnsJO+cB/BaBCPK3HToc/pY3LW5JTddDgalWSWUJJZQktfCzubd/LD13/IwqKF3DL/Fq6Zcc24u9mvtrOW+7fdz5YjW3A5XCwsWjhq320QkZFXnFHM9TOvp/JIJf+x9j/Y2LCRf7zsH7W4VIoNZxaRh0nchFgINAE/BP4H4AXakputt9Z+2RjzCeBfgAgQB35orf1D8jjL+Ms0fS8A/5AcElIAPAaUAbUkpulrT07T9wvgBhLT9P2dtfa004NoFhGZCOI2fnyKu85gJ13B5GOoi/aBdpp6m+gN9xKMBhNDPJJT4VlrCbgDeF1esjxZ5PpyR/Smw7Ggrb+NHc076I30sqBwATfPv5lrZ1xLljcr3aWds71te3lw24Nsa9qG3+WnoqBiXP7RJCJnp6GngS2NWyjNKuWrl3yVD836kN7dOkNnPU3fWKOALeNBJBahK9R1QnDuDHbSGeykbaCNlr4W+iP9BKNBBiID9IR7CEfDRGyEWCyGx+XB6/TidrrxOr3k+/PJ8mal9abD0a69v50dLTvoCfUwr3AeK+at4LqZ15Hjy0l3aWdlW9M2Ht3xKDuad5DtyWZm/kxdexF5j3A0zIaGDXSHu/nw7A/z9eVfpyijKN1ljRkK2CKjxLHhG13BrhN6oLtCXXQMdNDS30JbfxuhWIhgNEhfuI++cB/heJhIPIKxBq/Li8fpweV04XV6yXRnkuHJwOfy4XF6FKTOQWewkx1NO+gKdTGnYA4r5q7gulnXkefPS3dpw7ahYQO/3/V7drXsoihQxLScafo3ISKnVNNRw/bm7ZTnlfON5d/gqulX6ffGMChgi5wncRunN9z7nqEbXcEu2gbaaO5rpifUQzAaJBgN0hNOPI/EIkTiEVyORGj2OD24HC58Ll9iTLQ7sTCLy+HSL73zoCvYxY6WHXQMdFCRX8FNc27ihtk3UBAoSHdpJ2Wt5c3aN/nD3j9Q3VrN5MzJGlcpIsPWH+7nnYZ3CMfC3Dz/Zr609Etj9l2880UBWyRFovHoe4ZuHOuBbulvoaWvhYHIAMFokP5If2L4RixMJBYhaqN4nd7jwzdcDtfx3udjAVrj30aXnlAP25u30zbQxqy8WXx0zke5YfYNo+4tVGstLx54kRf3v8jetr2U5ZRRklly+h1FRAax1rK3bS972vYwv2g+/89l/w9LJy1Vx85JKGCLDIO1lmA0+J7gfGz8c3NfM+0D7cd7n/vCffRGeonGo0RiEay1x4dpuBwuPE4PWZ4sDd8YB/rCfWxr2kZrfysz8mbwkYqPcGPFjaMixMZtnGd2P8NrNa+xv30/s/JmjeqedhEZ/XpCPayvX4/D4eC2hbfx+SWfJ8OTke6yRh0FbJEhNPY0suXIFjqDnXQEO2jqbaI71E0oFmIgMkBvuJeB6ACReIRI7C/DN471PvtdfrK8WYkp7lw+Dd+YAPrCfexo3kFLfwtlOWV8uOLD3FRxE5OyJqWlnmg8yuM7H+fN2jc53HWYivwKcv25aalFRMYXay07mndwqPMQF026iG9d9i0WFg97/cAJQQFb5F32tu3loe0Psa1pG12hLmLxGB6n54QAneHOINOTqeEb8h4DkQG2N2+nua+ZadnTuH729XxszsfO65jnUDTEwzseZu3htTT2NjK/cP64m8dbRNKvY6CDdxreIeAO8PkLP8+nFn0Kr8ub7rJGBQVskUG2HNnCE7ueYEfzDrK8WUzNnqop7OSsBKNBtjdvp6m3iSlZU7hu1nWsmLuCaTnTTr/zOegL9/HAtgdY37Ce1r5WFhQtmDDLvovI+ReLx9hydAuNPY28b9r7+Pbl32ZG3ox0l5V2CtgiJN7ueuvwWzy751mqW6spySgZ8SAkE0MoGmJH8w6O9h6lNLOUa2dey8fnfZzy3PKUn6sr2MXqravZ0LCBnnAP8wvnqzdJRM6L5r5mNjZupMBfwBcv/iIr5q2Y0IuVKWDLhBe3cf60/0+8fOBl9rbtZWr21LSNm5XxKxwNs7NlJw09DZRklPDBGR/k5vk3MyN3RkreIWntb2X11tVsbNhIMBpkQdEC3E53CioXERmeaCxKZWMlrQOtXDvjWr556TeZnD053WWlhQK2TGjReJSnqp/ijdo3ONBxgNl5szXLgoyoSCxyPGgX+gu5pvwabp5/M7PzZ5910D7Sc4TVW1ez6cgmYjbGgsIFui9ARNKmvqueqqNVTM6ezNcu+RrXzboOh3Gku6zzSgFbJqxgNMijOx5lbd1aGnoamFswl2xvdrrLkgkiGo+yq3kXdd11FAQKuGr6Vdwy7xbmFs49o6Bd01nD/Vvvp+poFS6Hi7mFcyfcf2QiMvqEoiE2NGygN9zLjRU38vXlX59QHVgK2DIh9YZ7uX/r/bzT8A5t/W3ML5pPwB1Id1kyAcXiMXa17qKuq45cXy7vL3s/n5j/CRYULTht0N7TuoeHtj/E1qatBNwBKvIrdEOuiIwqBzsOsqN5B7PyZvGNS7/B+8vePyF+Tylgy4TT1t/G/dvuZ2PDRvoifboRTEaFeDxOdWs1tV21ZHuzuaLsCj45/5MsLF44ZI/0tqZtPLrjUbY3byfXl5uysdwiIql2bKn1SDzCLfNv4Y6ld4z7d4wVsGVCaehu4P5t97Pl6BaisSjzi+ZP6LucZfSJx+PsbdvLoc5DZHoyuXza5dy64FYWlyw+HrTfqX+H31f/nl0tuygOFFOWW5bmqkVETs1ay57WPext38uCogV86/JvcVHpReO2Y0ABWyaM/e37eWj7Q1QdrcLtcGusqoxq8XicfR37ONRxCL/Lz2VTL+OTCz5JT7iHP+79I9Ut1UzJnsLkrIl5h76IjE3Hllp3Opx8ZvFn+NyFnxuXQzQVsGVCOPZ2+o6WHWS5s5iVP2vc/tUs40s8Hudgx0EOdBzA4/QwK38WTb1NTM+ZTnFmcbrLExE5Y9ZatjVto7arlqWTlvLty7/NvKJ56S4rpRSwZdx7u+5tnt79NNUt1RQECpieM13hWsaceDzOoc5DdAQ7mJE7Y0LdjS8i41P7QDvv1L9DpieTz1/0eT618FN4nJ50l5USCtgybllrefngy/xp/5/Y07pHb6eLiIiMMrF4jM1HNnO07yhXTLuCb13+rRFZ6fZ8O1nA1sBUGdNi8RhP7X6KP+79I7tbd1OeW65wLSIiMso4HU4umXIJl0y6hHX16/jyH7/MU9VPEY1H013aiFDAljErHAvz0PaHeOnASxxoP8Cc/DkUZRSluywRERE5idKsUq6feT1xG+euNXfx/776/3K052i6y0o5zVsmY1JfuI8Htz/I+vr1NPc1s6BoARmejHSXJSIiIqfhdrp537T3cbjrMC8dfInqlmq+uvyr/NXMvxo3s36Nj69CJpSOgQ7u2XwPb9a+SWt/K4uLFytci4iIjDFlOWVcP/N6ukJd/OC1H/D/rfn/aB9oT3dZKaGALWPK0d6j/Hbzb1lXv46ByACLixdrdUYREZExyuvyctX0q5idP5snq5/kK3/8Cm/Xvc1Yn4RDAVvGjEMdh/jtpt+yoWEDcRtnQdEC3E53ussSERGRc2CMYXb+bK6dcS2NvY3895f+Oz9b/zN6Qj3pLu2sKWDLmLCzeSf3brmXTUc24XF6mF84H6fDme6yREREJEUyPBl8sPyDTMmewv3b7udrz3+NqqNV6S7rrChgy6i3oWED92+7n6qmKnJ9uVTkV2gBGRERkXHIGMOCogV8YPoH2Ne2j2++8E3u3nQ3A5GBdJd2RhSwZdSy1vLKwVd4dMejbG/aTmlGKeW55QrXIiIi41yOL4frZ11Pnj+PX1f+mn/80z+yt3VvussaNgVsGZXiNs6ze57l2T3Psrt1N9NzpjMle0q6yxIREZHzxBjDktIlXDHtCqqOVvHV57/KQ9seIhwLp7u001LAllEnEovwyI5HeHH/i+xr38fs/NkUZxanuywRERFJg4JAAdfPuh6P08P/Xv+/+c7L3+Fw5+F0l3VKwwrYxph7jTHNxpgdg9ryjTEvG2P2JR/zku3GGPN/jDH7jTHbjDEXD9rn9uT2+4wxtw9qX2qM2Z7c5/+Y5BiAk51Dxq/+SD+rt67m1UOvcrj7MAuKFpDn12UXERGZyJwOJ8unLOeSSZfw1uG3+PJzX+bZ3c8Si8fSXdqQhtuDvQq44V1t3wNesdZWAK8kPwf4MFCR/LgD+BUkwjLwQ+BSYDnww0GB+VfAFwftd8NpziHjUFewi3u33MubtW/S3NvMouJFZHoy012WiIiIjBKlWaV8aNaHiMQi/Oub/8oPXvsBTb1N6S7rPYYVsK21bwLvXlpnBfC75PPfAR8f1L7aJqwHco0xk4APAS9ba9uttR3Ay8ANydeyrbXrbWJW8dXvOtZQ55BxprmvmXs238PbdW/THepmcclifC5fussSERGRUcbtdHNF2RUsKlnEn/b/iS//8ct0DnSmu6wTuM5h3xJr7ZHk86NASfL5FKBu0Hb1ybZTtdcP0X6qc8g4UttZywPbHjg+1+Wi4kWa41pEREROaXrOdEoyStjVvIuuUBe5/tx0l3TcuQTs46y11hgzomtanuocxpg7SAxHoaysbCTLkBTb3bqbh7c/zLambfjdfmbnz8ZhdO+tiIiInJ7P5aMooyjdZbzHuSSZpuTwDpKPzcn2BmDaoO2mJttO1T51iPZTneME1tq7rbXLrLXLiopG3zdZhrapcRO/q/odW45uIdubTUV+hcK1iIiIjHnnkmaeBY7NBHI78Myg9s8lZxO5DOhKDvN4EbjeGJOXvLnxeuDF5GvdxpjLkrOHfO5dxxrqHDKGWWt5o+YNHt7xMNuat1HkL2JG3gwtICMiIiLjwrCGiBhjHgauBgqNMfUkZgP5MfCYMeYLQC3w18nNnwduBPYD/cDfAVhr240x/wpsTG73L9baYzdOfpXETCV+4IXkB6c4h4xRcRvn+X3P8+eDf2Zf2z6m5UyjNLM03WWJiIiIpMywAra19tMneenaIba1wNdOcpx7gXuHaK8EFg3R3jbUOWRsisaj/H7X73mz9k1qOmuYlTeL/EB+ussSERERSamU3OQocjrBaJCHtz/M23Vv09jTyLzCeWR5s9JdloiIiEjKKWDLiOsOdfPAtgfYUL+BtmAbi4oX4Xf7012WiIiIyIhQwJYR1drfyuqtq6lsrKQ/0s/i4sV4nJ50lyUiIiIyYhSwZcTUd9dz/9b72XJkCzFiLCpehMuhf3IiIiIyvintyIjY17aPh7Y/xNamrbgdbhYWLtQc1yIiIjIhKGBLylUdreLxnY+zo3kHWd4sZuXN0hzXIiIiMmEoYEvKWGtZW7eWZ3Y/Q3VrNcWBYqblTFO4FhERkQlFAVtSwlrLn/b/iZcOvMTe9r1MzZrKpKxJ6S5LRERE5LxTwJZzFo1HeXr307xR8wYH2g8wM28mhRmF6S5LREREJC0UsOWchKIhHt35KG8dfouG7gbmFs4lx5eT7rJERERE0kYBW85ab7iXB7Y9wDsN79DS18LC4oUE3IF0lyUiIiKSVgrYclbaB9qPLyDTG+plcfFivC5vussSERERSTsFbDljjT2N3L/1fjYf3UwkFmFRiRaQERERETlGqUjOyIH2Azy4/UG2Ht2Ky+FiUfEiLSAjIiIiMogCtgzb9qbtPLbzMbY1bSPLk8WsfC0gIyIiIvJuCtgyLOvq1vHU7qeobq2mwFfA9NzpCtciIiIiQ1DAToH2gXbeqX/ntNtZbErOZ21qjgPDq6kv3MeGhg3sbt3NlOwpTM6anLLzi4iIiIw3Ctgp0Bfu4+WDL7Otadtpt01VyB72YU7XyWyPPZz8gAaD2+lmVt4sijKKhnliERERkYlJATsFpuVMY8XcFRztOcrk7NT07prTJuPzy+1043F60l2GiIiIyKingJ1CbqebTE9mussQERERkTTS/GoiIiIiIimkgC0iIiIikkIK2CIiIiIiKaSALSIiIiKSQgrYIiIiIiIppIAtIiIiIpJCCtgiIiIiIimkgC0iIiIikkIK2CIiIiIiKXTWAdsYM9cYUzXoo9sY84/GmB8ZYxoGtd84aJ//YYzZb4zZY4z50KD2G5Jt+40x3xvUPsMY806y/VFjjNbqFhEREZFR7awDtrV2j7V2ibV2CbAU6AeeSr7802OvWWufBzDGLABuAxYCNwD/P2OM0xjjBH4JfBhYAHw6uS3AvyePNRvoAL5wtvWKiIiIiJwPqRoici1wwFpbe4ptVgCPWGtD1tpDwH5gefJjv7X2oLU2DDwCrDDGGOCDwBPJ/X8HfDxF9YqIiIiIjIhUBezbgIcHff51Y8w2Y8y9xpi8ZNsUoG7QNvXJtpO1FwCd1trou9pFREREREatcw7YyXHRHwMeTzb9CpgFLAGOAP/7XM8xjBruMMZUGmMqW1paRvp0IiIiIiInlYoe7A8Dm621TQDW2iZrbcxaGwd+S2IICEADMG3QflOTbSdrbwNyjTGud7W/h7X2bmvtMmvtsqKiohR8SSIiIiIiZycVAfvTDBoeYoyZNOi1m4EdyefPArcZY7zGmBlABbAB2AhUJGcM8ZAYbvKstdYCrwGfTO5/O/BMCuoVERERERkxrtNvcnLGmAzgOuBLg5r/wxizBLBAzbHXrLU7jTGPAbuAKPA1a20seZyvAy8CTuBea+3O5LG+CzxijLkT2AKsPJd6RURERERG2jkFbGttH4mbEQe3/e0ptr8LuGuI9ueB54doP8hfhpiIiIiIiIx6WslRRERERCSFFLBFRERERFJIAVtEREREJIUUsEVEREREUkgBW0REREQkhRSwRURERERSSAFbRERERCSFFLBFRERERFJIAVtEREREJIUUsEVEREREUkgBW0REREQkhRSwRURERERSSAFbRERERCSFFLBFRERERFJIAVtEREREJIUUsEVERGTCMnFL6f6jXPj8FgoONaW7HBknXOkuQEREROR8M3FLUU0z5VsOYevr6e9uZcoGS+DKZTRcvZS4U32QcvYUsEVERGTisJai2lbKNx/E1NfTEu4knJvNNdP+Cmpq2P3KO/hqG6m/+VoG8jLTXa2MUQrYIiIiMv5ZS0FdG+VbDuE8XEdbqIP+3Ayunnolc/JmY4wD8meTX1/OlupX8dz9OE0f+yCt86enu3IZgxSwRUREZPyylvzGDso3H8RdW0/rQBt9OQGumnwF8/PnJIL1IPlTZ/OBgkls3fhHXI88R8byC6m/7lJiHkUmGT79axEREZFxKfdIBzO21OA9dJi2/ja6crxcWXIZCwvn4zAnH2Pt8mew9Mq/pnD7GnaurcJX10j9J66nryjnPFYvY5kCtoiIiIwrOU1dlG85RODgYdr6WqnPcvO+6cu4sGjRKYP1CYxh+gVXkVdSzubtLyWGjNz4AZqXzAZjRvYLkDFPAVtERETGhayWbmZU1ZCxr5b2vlYaspxcNv0iLipcjNNxdpEnu6SMK3P/hh0bX8D55EtkHKyj/iNXEvG5U1y9jCcK2CIiIjKmZbb3Ur7lENl7a+noaWFPloNLp13ArcUX4jrLYD2Y0+vnwitupmD3RrZvqsTX2EzDJ6+ne1J+CqqX8UgBW0RERMakjI4+yqtqyN1TS2dPM7szYVnZQm4pWoLb6UntyYxh6vzl5BWXsbnqBdz3PEHLdVdwdPkCrENDRuRECtgiIiIypvi7+imvqiF/Ty2dXc1UB2IsmbKAFSUX40l1sH6XjIJS3n/V37Bz059w/vF1AofqqVtxNeGAd0TPK2OLAraIiIiMCb6eAcq31lJQXUN3ZxPVgRiLJ8/loyVL8bl8560O4/aw6NKPUnhgK1u3r8N7tIXGW66nc3rxeatBRjcFbBERERnVvL1Bpm+rpWhXLT0dR6j2R5k/eQ43Fi/F7w6kpyhjKJ29hNyiMrZsfg7XqifJuPpSGt9/IVbLrE94CtgiIiIyKnn6Q0zfdpjinTX0tB9hty/C7Emz+ULxUjI8o2MZc19OPpddeRt7q15l70tr8dfUU3/LXxHM8qe7NEmjc/4TyxhTY4zZboypMsZUJtvyjTEvG2P2JR/zku3GGPN/jDH7jTHbjDEXDzrO7cnt9xljbh/UvjR5/P3JfXUngYiIyDjmHggza8N+Lnn0LQJr1rO7rxbPpGl8fs6tfHjqB0ZNuD7GuNzMXfYhLp9zLaV7Gpj168co2NeQ7rIkjVLVg32NtbZ10OffA16x1v7YGPO95OffBT4MVCQ/LgV+BVxqjMkHfggsAyywyRjzrLW2I7nNF4F3gOeBG4AXUlS3iIiIjBLuYIRpO+so3V5Df0sjez1BppWW87miS8jxjf5VFAunz+eqwimJZdYfeJaMKy6m/oPLiLuc6S5NzrORGiKyArg6+fx3wOskAvYKYLW11gLrjTG5xphJyW1ftta2AxhjXgZuMMa8DmRba9cn21cDH0cBW0REZNxwhaNM3VnH5O01DDQ3st/VT2nxdD5TfAl5/rx0l3dGPBnZXHLVbRRse4Ndr2/EW9tAwy3X0V+Qle7S5DxKRcC2wEvGGAv8xlp7N1BirT2SfP0oUJJ8PgWoG7RvfbLtVO31Q7SLiIjIGOcMR5la3cCUbTUEm+o54BqgsGgKnyq6gYJAQbrLO3sOBzOXXEN+Yzmbd/4Zz28fp/kjV9OyaIaWWZ8gUhGw32+tbTDGFAMvG2N2D37RWmuT4XvEGGPuAO4AKCsrG8lTiYiIyDlyRGNMqW5g6rYaQkfrOeToJ7doMp8svJ6ijKJ0l5cyuZNncFX+37B943O4Hv8TGTWLqP/Q+4h6NMfEeHfOV9ha25B8bDbGPAUsB5qMMZOstUeSQ0Cak5s3ANMG7T412dbAX4aUHGt/Pdk+dYjt313D3cDdAMuWLRvRMC8iIiJnxxGLM3lPI9O21hA6UkctvWQWlLKi6FpKM0pOf4AxyOULcNH7P0nBrnXsWFeFt+4oDZ+4nt6S3HSXJiPonGYRMcZkGGOyjj0Hrgd2AM8Cx2YCuR14Jvn8WeBzydlELgO6kkNJXgSuN8bkJWccuR54MflatzHmsuTsIZ8bdCwREREZA0wyWC9/Yh0lL67lcGM13bkBbppzE58p/+i4DdfHGUPZwvdx5UUrmHykhxm/fZySyt1g1Sc4Xp1rD3YJ8FRy5jwX8JC19k/GmI3AY8aYLwC1wF8nt38euBHYD/QDfwdgrW03xvwrsDG53b8cu+ER+CqwCvCTuLlRNziKiIiMASZuKTlwlOlVNcQa6miIdeHKK+CGghuYljPt9AcYZ7KKpnDllZ9lZ+XzOJ95hYxD9dTddBUR/8gu7y7n3zkFbGvtQeDCIdrbgGuHaLfA105yrHuBe4dorwQWnUudIiIicv6YuKX4UDPTtxwiXl/H0WgXNi+XawuvpzxnerrLSyuHx8viyz9Owb7NbNuyAW9jMw2fuJ7uqYXpLk1SSKPsRUREJDWspaimhfIth6C+jpZwJ5HcbK4p+CAzc8sxRkuIA2AMk+csJbdoGlu2PI/73idpufYyjl6+GOvQLCPjgQK2iIiInBtrKaxro3zzQRx19bQG2wnmZXL11A9QkTdLwfokAnnFvO+qv2H35pdxvbCGQE0D9SuuIZTpS3dpco4UsEVEROTsWEt+Qzvlmw/hrq2jLdhOb26AD0x+P/Py5yhYD4NxuZm//EYKDu1g6841eI8+zpGb/4qOmZPSXZqcAwVsEREROTPWknekk/Ith/DW1NHW30pXtp+rJl3OwoJ5CtZnoXjGIq4qmMKWzc/hXv0MGVcupfHqpcSd+l6ORQrYIiIiMmw5RzuZUVWD78Bh2vtbqc/28P7pl7K4aAEOBetz4s3O49Irb+NA1WtUv/oO/sON1H38WoJ5mekuTc6QAraIiIicwBGN4Q5G8AQjuEMR3MnH/Po2MvYfpqO3lbpsJ++bfjFLChfhdChOpIpxupi99Dry66azZffreH77OEc/di1t87RS9ViinwgRETmvTCyemCnBaLaE88HE7Qkh+T2PA+Hjj46+fhx9/ZhwmFgsQjwWJRaLQiyGicUIOix7c11cOn0JnyxajEvBesTkT5vDVQWT2Fb5HK6H/0jGpUtouO5SYm5nukuTYdBPhoiIjCgTt2S3dJPf0E5eQxu+xiaikTBxjwfr9RD3erA+L3Gfl5jHTczjIuZyEnU7iXlciUe3i5jbefz5sddiLicxl2PihHVrcUViJ4bkYHjI0OwcCOLo68fZP0AsFiUWjRCPR7HJsEwsTpQ4Yaely8QJO8HhcuN2eXA7PPg8HgLOADl4CXgCeH2Z+D0BpmdPw+3UwijngzuQxdIrP0XB9jXsfGsLvrpGGj5xPX2F2ekuTU5DAVtERFLO1xtMBup2suuaiXa2Ex7opdUVIer1kGd9xAb6ifYlekjjsSg2HsMVB3fc4MVBRtxgjAGH4/iHdSQ+dzicOBxOjMOBw+EiNjioez3EfV7iHncykJ8YyqNuZyKYDwrvx7aLO89vWHfE4icPyYMeXf1BHL39OPv7sZFI4nsWT3zfTCwOsRjxeCIs9zvihBxxrNOJy+XB7fTgdXsJeDPIMl4yXH683gA+bwYBd4CAy0+GO4DP5dPNiaORMZRfcBX5JeVs3v4Snrsfp/nGq2i+cPbE+cNyDFLAFhGRc+aMxMhp6jweqp1Hmgj1dzMQC3HAFyc3s4BZxQu5MmcGBf78IYOctXEi8SihaJBQLEwoGiIcDRGOBIlEgkQiIaLRMKFYiKCNErIRIvEoURsi0tdLtOdY6IxBLIbLGtzW4LMGd9xAMpxjHOB0YJPPHYMCOy4XcY+buNdL3OfBen3EvW5iXvcJQfzdveiDw/vx0DwoJHuCf3nuGgjj6OvD2TeACYWGGIoRh3iMsLGEHZZeR5yIE5wuL26nG6/Tg8/jxW+yyHR68XmSYdnzl8Dsdwc0fGOcyS4p48qcz7C98gVcT75M4FA99Te+n6jXne7SZAj66RMRkTNnLRkdfeQ3tJPf2EFGXROhng4ioX4a3BEcgUzKi6ewOKecsuxpwwp7xjjwOD14nB6yzrm8OOFY+HhQD8USYT0SHiAcCRGJhohGQoTjEYI2QshGCcUjRKIDxMI9RLsjxOIxbCwKsThuC+64g0AytA/uTbfJ3nXjcGCME2MM8eS+x3qXo8YSdsTpMpawM47D6cblSnytPo8Xf3Ioht8dwOsN4B/Uuxxw+/E4PepdFpy+AEuuuIXC3RvZvrESX0MTDZ/8ED2leekuTd5FAVtERIbFHYyQd6SD/IZ2cupaoLWVUH83PSbCEb+hJLuYWZnzuS63nCxveseIGuPA6/LhdfnAe27Hih8L69EQoXiIUCREKBIkGg0RCQcJR0NEoyFC8ShBGybsgCyHl4DTh9frP967nOEKEEgOxdB0dnLWjGHq/OXkFU9jU9ULuH/7BK3XX8GR5fM1ZGQUUcAWEZEhDXVzYrC3i1AkSI03SiCQx8zc2VySO4NJmaXjNjQ6jAOfy4fPpeWrZfTIKJjElVd9ll2VL7D/D6/hP1RH/YprCPt1A+pooIAtIiLHnermxLDPQ1l+KRXZ05mRU67AKZJmxu1h4WUfo2D/VrZuW4f3SAuNn/wQXdOK0l3ahKeALSIygZ3s5sT+eIgD3uHdnCgiaWQMpRVLyCmaypYtz+O+9/e0XnMZR664AKtl1tNGAVtEZCI53c2JGWd+c6KIpJ8/t5DLr/w0e6teZc+LbxGoqaf+lr8imKl3mtJBvzlFRMa5sXRzooicPeNyM3fZhyioLaNq95t4fv0oRz9+He2zJ6e7tAlHAVtExg5rccTiOCMxnLE4caeDiMelt0HfRTcnikxshdPnc1XBZLZseg7XA8+QccVSGq5ZStylZdbPFwVsEUmtwSE4GsMZjeOMxnBEY8eDsTOS/PxkbdE4jnAUEw7jCEcw4TAmHMERiWDjcWw8sWodWBwOJ3G/j1hmgHhGgGjAT9TvJeJzE/G6Cfvcx59H/B4iXve4XFr7lDcn+r1MyythUY5uThSZKDyZOVx65W0c2PY61a9tIK/6EMH5c+icNZn2qQVEPYqAI0nfXZGJyNpEiI2eJAQPMxg7IjFMOHQ8DB8PwbEY1saJx+NYG0s+xiEeB2sxcQvxOMbGsXFL1AFRY4kZCJk4UZNoM8aBw5lYYc9pnDidbpzGidvlxO304I5CMB4i1NdBtKuJWDSMicXxxh1kxwzG6QCHE+tygtOJw+HC6XSBx00sIxHIY5kZpw3kEa9r1AVy3ZwoIqflcDBryQfJPzqTDXXrib/1NlPWe5icmUV41nS6KsponVZASOO0U04BW2SUMrH4iaF2iF7e4wF4iDDseFcITvQGR3GEw5hwFBsffgiO20T4TYRgS8jYU4Zgl8OJyyRDMC68xoXbuPA43DhdblzJJZ9d7sRKdm6nB4/Tjdu4E49OD26H66xCYTQepT/Sn/gI9hIM9RIK9TEQ7qc/HmQgHiEY7iPc30nsaJh4NIInbvDHDFk4wJkI49bpwDgTgdzhdBPL8BPL8BPPyCCW4f9LCPclQ3nyecTnIeJzE0/1sBXdnCgiZymvtJwPlZYTiYaobaymrvUgbVVbKdq8leKMTMJTJ9E7dwZt5cX05mWMug6FsUi/gUXOkonb48F3yF7eoYY9DBGOHZFYMvSGkz3BEUwkgonFEsstJ4NvPBmI7bsCMDbxaPlLCI4kA3DsWAh2OHE4HMkQnAiNpwrBLpcb52lCsMfpwXWWIXgkuRwusr3ZZHuzIfP028dtnGA0SH+kn75wL8FgL8FgH6FQIpD3x0MMxEKEu3qJtoWJRsO4YhZf3EGGNRiHE5sM5DhdOJ1OHE4XeH1EM/yJXvKMANGA95SBPOp2vuc/tVPfnOigJLuIWVnzuS5HNyeKyOm5XV5mly1hdtkS4jZOY/MBDh/Zw9FDh8ir3kNeIEC8qIi+BbNon15CZ0mO7nE5SwrYMjFZi683SEZHH97+0MnHAUdjOCLRxEcojIkkxwVHIphIFBuPE7eDQ/C7e4HjELdg42D/0gOc6AUmEYBNHBxOjMOBw+nCaRw4HS6cDidOpxO3240bJz7jxJMMwW6XB5fTjcvlweX04HK58bh9xwOy2+nG7XCN2hA8mjiMg4A7sYR1YaDwtNtbGyeS7CXvC/cxEOwlGOojFOplIBKk3yYCeXCgi0hvK7FoGKJRPHFDZtyRuKHweCBPhHGHw4Vxe4gf6yXPzMAVieM7opsTRWRkOIyDqSUVTC2pwNo4rZ1HOdy4i/qWBjJeqCHL56csJ5eBebPomDmJ9in5xDRue9j0nZJxzcQtvp4BMrr6CXT2kdHZT6CjF3drB/G+HiKRIDacGLeLjRMzHO8FDhlLlDhRh8U6EmN5HQ4HTpMYy+tyOHE6XbiNE5fx4HG48FoXbocT9xC9wIke4MTQB4/DczwEu50eBaUxxBgHnuS1zPXlwjA6jmPxKAPRIP2RPvpCyR7yYB/BSB99sTAD8SADsQHC7V1EWxLDVqIOiGZmMDW/hEVaOVFERpAxDoryJlOUN5mlQO9AFzV126nrriP+5ltMedvDlKwsgrPK6a6YRtu0QkIZ3nSXPaopYMu4YOIWf8/AX0J0Zx+Bzj7cLW3E+/uIhIMQDtPviHHEGQWvjyxvFkUZJRT48/C5/XhcPtzJoQ9u4/rLc4cLp8azyjlwOlxkejLJ9GRCRslpt7c2TjgWxuP06N0HETnvMv05LJrzfhYB4WiI2oadHG49RGTLFko2baUkI4Nw2RR65pbTVlZEn8Ztv4dSg4wpJhbH3zNwPERndPUTaO/F3dJGNJgI0iYcpt8Rp9EVw+H1kuXNpjijhILMIgoDRRT68/GqJ1BGMWMc+jcqIqOCx+WlYvrFVEy/mHg8Rn3zAeqO7uXo/v3k76wmPyODeHERvfNm0T6jhK7iHKxDYVsBW0YlE4sT6B44HqIzOvrwd/TgbmknGuonGg5iwxEGHDEaXFGcXj+Z3ixKMidTkFFEYUYhhf4CPE5Pur8UERGRccHhcFJWOoey0jmJcdtdR6hp2ElD0xEyDx0i2+fH5uXRP28WnTOS47bdE3NxGwVsSStHLI6/q/94iA50JoN0awfRYH+iRzoSoc8Rpd0Vx+HzkePLpjhzCvmZRRQFCij0F+BWkBYRETlvjHFQlDuFotwpXAL09HdQW7eTw92Hib+2hqlrvUzJyiI0q5zOimm0TSsgHJg447YVsOW8cERjBLr6Txja4W/vwdWa6JFOjJGO0OeM0eqO4/YGyPFnUZw9hfyMIooyiijw5SlIi4iIjEJZgTwWzU2M2w5FBqit38Xh9hqimzZTsqmK0oxMQmVT6JlTTlt5Ef05gXE9bvusA7YxZhqwGigBLHC3tfbnxpgfAV8EWpKb/rO19vnkPv8D+AIQA75hrX0x2X4D8HPACdxjrf1xsn0G8AhQAGwC/tZaGz7bmmXkOSOJIH18fHRnH/62blztnUSC/UQjQWwkTJ8zTosrjsebQW4gi6LsomSPdCEF/gItkiEiIjJGed1+5sxYypwZS4nFItQ376euaR9H9+6jYMcuCjIyiZcW0zt/Fm1lRXSPw3Hb55JiosC3rbWbjTFZwCZjzMvJ135qrf2vwRsbYxYAtwELgcnAn40xc5Iv/xK4DqgHNhpjnrXW7gL+PXmsR4wxvyYRzn91DjVLijgjsRNCdEZnP772blxtiZXlouEgNhql1xmjxRXH680gJyObYndxske6kAJfvmbnEBERGcecTjfTJ81n+qT5WBunuaOBww27aDjSSOb+A2T7A9j8PAbmzaZ9Zikdk/LGxbjts0431tojwJHk8x5jTDUw5RS7rAAesdaGgEPGmP3A8uRr+621BwGMMY8AK5LH+yDwmeQ2vwN+hAL2+WMt3v4w3r7gCcM7/G3dONs7iIQHEkE6EqHHHafZFcfrzSQ3I4vi3EnkZxZSHCgiz5erIC0iIjLBGeOgJH8aJfnTuATo6m3jcP0ODvc0EH/1Daa95WVqVjbBOTPomjWV1mkFRPxjc2hoSlKPMaYcuAh4B7gC+Lox5nNAJYle7g4S4Xv9oN3q+Usgr3tX+6UkhoV0WmujQ2wvKWBicXx9Ibx9QXy9QXx9IXy9Qby9QTxdvTg7u4mHg0QjIeKRCDYWoccZp8WdDNKZ2RS7SinILqXIV0CeP08LpoiIiMiw5GQWsHjeB1gMBMP9ifm222uIbNhI6YYtlGZmEpo+he455bRPT47bHiPOOWAbYzKB3wP/aK3tNsb8CvhXEuOy/xX438Dfn+t5TlPDHcAdAGVlZSN5qjHFGYkNGZ59PQO4u3pwdvcSjQSJRsLYaAQTjRF0xOhwxAm7wOPxE3AHyPHlkOfJIS+riCJ/Ibm+XAVpERERSRmfJ8DcGZcwd8YlxGIR6o7u43DLPpqr91C4fReFGRnESovpnTebtvIiegqzR/W47XMK2MYYN4lw/aC19kkAa23ToNd/C/wx+WkDMG3Q7lOTbZykvQ3INca4kr3Yg7c/gbX2buBugGXLltlz+ZrGDGtxhaMnhOfBAdrV2Y3p7SUaCRONhiEawcZiBB1xml0xrMuFx+0n0xsgJ1BArjubjIxccn255HiyCLgDWkFOREREzjun0035lAWUT1mAtXGa2us43FBNQ8MRsvcdICcQwObn0z9/Nu3lJTRmxNNd8nucyywiBlgJVFtrfzKofVJyfDbAzcCO5PNngYeMMT8hcZNjBbABMEBFcsaQBhI3Qn7GWmuNMa8BnyQxk8jtwDNnW++YYy2egfB7e597g3h6+nF3dGEHBohGQsSiEUw0QiwWo99t6XDEwOPB7/aTEcggz5lPljeL7EAeOd5scr05WiVORERERj1jHJQWTKe0YDoAnT0t1NbvoK6rAd+fX6fM46M4yw9XBNNc6YnOpQf7CuBvge3GmKpk2z8DnzbGLCExRKQG+BKAtXanMeYxYBeJGUi+Zq2NARhjvg68SGKavnuttTuTx/su8Igx5k5gC4lAPy6YWBxvf+g94dnXF8LT1Yurs5tYaIBoJEw8GsZEo0SI0+eI0eoCp8eL3+UnKyODAmcGmYFccvy55HiyyfHlaJo7ERERGXdys4rInX8NFwIDoV5qG3bR0N1AXl8s3aWd4FxmEXmLRO/zuz1/in3uAu4aov35ofZLziyy/N3tY4EjGhsyPHt7BvB09eDs7iEaDhKLRohHEgE66IjT6YgTcoHH7SfgCZDtzyHXGSArI59sXw65nhyyvFkaAy0iIiITmt+bybyZy5lXVweujHSXcwJ1c6ZCezt5b2xg+fYapsXbcHV14+juJRYNJcY/RxLjnwcccVqdMeIuJ26Pn0xPgOxAPnnurEQPtC+XXG+2xj+LiIiIjGEK2KnQ30/2mnfIrN/LUYcFjwefx0+mL0CuMzHuOTMjl1xvDjneHHwa/ywiIiIybilgp8KUKUz+zJf4yH2WnPK5uJ1jc1J0ERERETl3CtipYAwep4dCRyYoXIuIiIhMaBroKyIiIiKSQgrYIiIiIiIppIAtIiIiIpJCCtgiIiIiIimkgC0iIiIikkIK2CIiIiIiKaSALSIiIiKSQgrYIiIiIiIppIAtIiIiIpJCCtgiIiIiIimkgC0iIiIikkIK2CIiIiIiKaSALSIiIiKSQgrYIiIiIiIppIAtIiIiIpJCCtgiIiIiIimkgC0iIiIikkIK2CIiIiIiKaSALSIiIiKSQgrYIiIiIiIppIAtIiIiIpJCCtgiIiIiIimkgC0iIiIikkIK2CIiIiIiKaSALSIiIiKSQqM+YBtjbjDG7DHG7DfGfC/d9YiIiIiInMqoDtjGGCfwS+DDwALg08aYBemtSkRERETk5EZ1wAaWA/uttQettWHgEWBFmmsSERERETkpV7oLOI0pQN2gz+uBS9NUy+mFw9DTk+4qRERERCaOaDTdFbzHaA/Yw2KMuQO4I/lprzFmz/muIQA+D0zJhP7zfW45N70Q0HUbm3Ttxi5du7FJ123sGs/XLg7x5tWrW6MQS8Pppw/VONoDdgMwbdDnU5NtJ7DW3g3cfb6KOhljTGWHtcvSXYecGV23sUvXbuzStRubdN3GLl2782u0j8HeCFQYY2YYYzzAbcCzaa5JREREROSkRnUPtrU2aoz5OvAi4ATutdbuTHNZIiIiIiInNaoDNoC19nng+XTXMUxpH6YiZ0XXbezStRu7dO3GJl23sUvX7jwy1tp01yAiIiIiMm6M9jHYIiIiIiJjigL2WRpqCXdjzNeTn1tjTGG6a5ShneTarTTGbDXGbDPGPGGMyUx3nXKik1y3VcaYQ8aYquTHkjSXKUM4ybVbM+i6NRpjnk5zmTKEk1y7DxpjNhtjdhhjfmeMGfXDTScaY8y9xphmY8yOQW23GmN2GmPixhjNJjLCNETkLCSXcN8LXEdi8ZuNwKcBL9ABvA4ss9a2pqtGGdoprl29tbY7uc1PgGZr7Y/TVqic4BTX7TvAH621T6SxPDmFk107a+2uQdv8HnjGWrs6PVXKUE7xc/cicK21dq8x5l+AWmvtyvRVKu9mjLkK6AVWW2sXJdvmA3HgN8A/WWsr01jiuKce7LMz5BLu1tot1tqa9JYmp3Gya3csXBvAD+gvz9FlyOuW5ppkeE557Ywx2cAHgafTU56cwlDX7hNA2Fq7N7nNy8k2GUWstW8C7e9qq7bWnveF+CYqBeyzM9QS7lPSVIucmZNeO2PMfcBRYB7wf89/aXIKp/qZuys5tOenxhjv+S9NTuN0vy8/Drxy7I9cGVWGunalgGvQEINPcuKCcCKCArbIcdbavwMmA9XAp9JcjgzP/yDxB9ElQD7w3fSWI2fh08DD6S5Chs2SWPTtp8aYDUAP6VmeWmRUU8A+O8Nawl1GpVNeO2ttjL+8DSqjx5DXzVp7xCaEgPtIvKUto8tJf+aSN4MvB55LQ11yeif7uVtnrb3SWrsceJPEOG0RGUQB++xoCfexa8hrZ4yZDcfHYH8M2J3GGuW9TnbdJsHx6/ZxYMfJDyFpcqrfl58kcZNqMG3Vyamc7OeuGCA5JOu7wK/TWKPIqKSpdc7CyZZwN8Z8g8SsBqXANmPM89ba/5bOWuVEQ107EkNC1iRvtjLAVuAr6atS3u0UP3OvGmOKSFy3KuDLaSxThnCya5d8+TZAs/WMUqf4uftPY8xNJDrpfmWtfTWthcp7GGMeBq4GCo0x9cAPSdz0+H+BIuA5Y0yVtfZD6atyfNM0fSIiIiIiKaQhIiIiIiIiKaSALSIiIiKSQgrYIiIiIiIppIAtIiIiIpJCCtgiIiIiIimkgC0iIidljMk1xnx10OdXG2P+mM6aRERGOwVsERE5lVzgq6fbSERE/kIBW0RknDDGlBtjdhtjVhlj9hpjHjTG/JUxZq0xZp8xZrkxJt8Y87QxZpsxZr0x5oLkvj8yxtxrjHndGHMwuXAWJBaCmWWMqTLG/GeyLdMY80TyXA8mV9IUEZEkreQoIjK+zAZuBf6exFLXnwHeD3wM+GegDthirf24MeaDwGpgSXLfecA1QBawxxjzK+B7wCJr7RJIDBEBLgIWAo3AWuAK4K0R/8pERMYI9WCLiIwvh6y12621cWAn8IpNLNm7HSgnEbbvB0gucV1gjMlO7vuctTZkrW0FmoGSk5xjg7W2PnmOquRxRUQkSQFbRGR8CQ16Hh/0eZzTv2s5eN/YKbYf7nYiIhOSAraIyMSyBvgbOD7co9Va232K7XtIDBkREZFhUq+DiMjE8iPgXmPMNqAfuP1UG1tr25I3Se4AXgCeG/kSRUTGNpMYmiciIiIiIqmgISIiIiIiIimkgC0iIiIikkIK2CIiIiIiKaSALSIiIiKSQgrYIiIiIiIppIAtIiIiIpJCCtgiIiIiIimkgC0iIiIikkL/f0IGQ00/DhE9AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"grouped = df[[\"month\", \"lines_inserted\", \"lines_removed\"]].groupby(\"month\").sum()\n",
"\n",
"grouped[[\"lines_removed\", \"lines_inserted\"]].plot.area(\n",
" color=[\"red\", \"green\"], figsize=(12,6), alpha=0.5\n",
")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "a0a46fa2",
"metadata": {},
"source": [
"## Distinct contributors by month through time"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "0d1b8556",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"contrib = []\n",
"\n",
"for year_month in sorted(df[\"year_month\"].unique()):\n",
" sub = df[df[\"year_month\"] == year_month]\n",
" contrib.append({\n",
" \"year_month\": year_month,\n",
" \"n_distinct_contributors\": sub[\"author\"].nunique()\n",
" })\n",
"\n",
"pd.DataFrame(contrib).set_index(\"year_month\").plot(figsize=(12,6))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "685a19d4",
"metadata": {},
"source": [
"## Files changed per commit through time"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "c27805e0",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"grouped = df[[\"hash\", \"date\", \"lines_inserted\"]].groupby([\"hash\", \"date\"]).count().reset_index()\\\n",
" .groupby(\"date\").mean().sort_index().rename(columns={\"lines_inserted\": \"count\"})\n",
"\n",
"grouped[\"count_MA100\"] = grouped[\"count\"].rolling(100).mean()\n",
"grouped[[\"count_MA100\"]].plot(figsize=(12,6))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "b36c7b66",
"metadata": {},
"source": [
"## Lines changed per commit through time (stacked)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "d1a21153",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"grouped = df[[\"hash\", \"date\", \"lines_inserted\", \"lines_removed\"]].groupby([\"hash\", \"date\"]).sum().reset_index()\\\n",
" .groupby(\"date\").mean().sort_index()\n",
"\n",
"grouped[\"lines_inserted_MA100\"] = grouped[\"lines_inserted\"].rolling(100).mean()\n",
"grouped[\"lines_removed_MA100\"] = grouped[\"lines_removed\"].rolling(100).mean()\n",
"\n",
"null_max_date = grouped[grouped[\"lines_inserted_MA100\"].isna()].index.max()\n",
"\n",
"grouped = grouped[grouped.index > null_max_date]\n",
"\n",
"grouped[[\"lines_removed_MA100\", \"lines_inserted_MA100\"]].plot.area(\n",
" color=[\"red\", \"green\"], figsize=(12,6), alpha=0.5\n",
")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "7a6448df",
"metadata": {},
"source": [
"## Contributor's journey\n",
"\n",
"The \"duration\" of a colaborator is the number of days between their first commit and the last."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "65e47415",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"\n",
"df[\"date\"] = pd.to_datetime(df[\"date\"])\n",
"contributions_intervals = df[[\"author\", \"date\"]].groupby(\"author\").agg([\"min\", \"max\"])\n",
"contributions_intervals[\"duration\"] = contributions_intervals[\"date\"][\"max\"] -\\\n",
" contributions_intervals[\"date\"][\"min\"]\n",
"contributions_intervals[\"duration\"] = contributions_intervals[\"duration\"] / np.timedelta64(1,'D')\n",
"contributions_intervals[\"duration\"].plot.hist(bins=25, figsize=(12, 6))\n",
"\n",
"plt.title(\"Distribution of duration\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "2f4c7ca1",
"metadata": {},
"source": [
"### Stayers\n",
"\n",
"A \"k-stayer\" on a certain date is someone who has contributions k months before **and** after such date.\n",
"\n",
"A \"k-author\" on a certain date is someone who has contributions k months before **or** after such date."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "12712c2e",
"metadata": {},
"outputs": [],
"source": [
"joined = None\n",
"\n",
"for k in [1, 2, 3, 4, 5]:\n",
"\n",
" stayers = []\n",
"\n",
" year_months = sorted(df[\"year_month\"].unique())\n",
"\n",
" for year_month in year_months[k:-k]:\n",
" ym_before_i = year_months.index(year_month) - k\n",
" ym_after_i = year_months.index(year_month) + k\n",
"\n",
" post_authors = df[\n",
" (df[\"year_month\"] > year_month) & (df[\"year_month\"] <= year_months[ym_after_i])\n",
" ][\"author\"].unique()\n",
"\n",
" pre_authors = df[\n",
" (df[\"year_month\"] <= year_month) & (df[\"year_month\"] > year_months[ym_before_i])\n",
" ][\"author\"].unique()\n",
" \n",
" n_k_authors = df[\n",
" (df[\"year_month\"] > year_months[ym_before_i]) & (df[\"year_month\"] <= year_months[ym_after_i])\n",
" ][\"author\"].nunique()\n",
"\n",
" stayers.append({\n",
" \"year_month\": year_month,\n",
" \"n_{}_stayers\".format(str(k)): len([a for a in post_authors if a in pre_authors]),\n",
" \"n_{}_authors\".format(str(k)): n_k_authors\n",
" })\n",
" \n",
" if joined is None:\n",
" joined = pd.DataFrame(stayers)\n",
" else:\n",
" joined = joined.merge(pd.DataFrame(stayers), on=\"year_month\", how=\"left\")"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "1abaab54",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"joined.set_index(\"year_month\")[[c for c in joined if \"stayers\" in c]].plot(figsize=(12,6))\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "1e4631c5",
"metadata": {},
"source": [
"Is the ratio `#k-stayers / #k-authors` stable across time?"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "000ba3ea",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for k in [1, 2, 3, 4, 5]:\n",
" joined[\"n_{}_stayers_ratio\".format(str(k))] = joined[\"n_{}_stayers\".format(str(k))]/\\\n",
" joined[\"n_{}_authors\".format(str(k))]\n",
"\n",
"joined.set_index(\"year_month\")[[c for c in joined if \"ratio\" in c]].plot(figsize=(12,6))\n",
"\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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