AIM-PIbd-32-kuznetsov-A-V/lab_1/lab1.ipynb
2024-10-28 13:36:23 +04:00

138 lines
160 KiB
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Лабораторная работа 1\n",
"Мониторинг акций Ямана Голд Инк"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='Date', ylabel='Volume'>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
"<Figure size 3000x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from datetime import date\n",
"\n",
"df = pd.read_csv(\".//static//csv//Yamana_Gold_Inc._AUY.csv\")\n",
"\n",
"viborka = df.groupby(df.index // 500).head(1)\n",
"viborka.plot.scatter(x=\"Date\", y=\"Volume\", figsize=(30, 4))\n",
"# Диаграмма объема каждые 2 года:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x1500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_subset = df.groupby(df.index // 1000).head(1)\n",
"\n",
"value_counts = df_subset['Volume'].value_counts()\n",
"year = df_subset[\"Date\"]\n",
"\n",
"plt.figure(figsize=(15, 15))\n",
"plt.pie(\n",
" df_subset[\"Volume\"],\n",
" labels= df_subset[\"Date\"], # type: ignore\n",
" autopct=\"%1.1f%%\", rotatelabels=True\n",
")\n",
"plt.show()\n",
"#Сравнение объема продаж каждые 4 года:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='Date'>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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CG1+Cvd+DTg93fgOhvSCoHQyYo26zaSbE/a1llHbln9gU3t14DIBZQ1rSIsh2/pFvSWYlNNOmTWPr1q3Exsayfft2hg8fjsFgYMyYMQBMmDCB6dOnl2z/yCOPkJKSwhNPPMHx48dZu3Ytb7zxBlOmTCnZ5qmnnuLLL7/k22+/5ciRIzzyyCNkZWWVzHqyRz2b+uBTy4nkrHz+OH5R63CEEMJy/nwPdnyijod8As0HXX6u00RoNRIUIyy7H7KStYnRjiRn5vHoD1EYTQrD2gVx9022U1NqaWZN246Pj2fMmDEkJyfj6+tLjx492LlzJ76+vgDExcWh11/OkUJCQtiwYQNPPvkkbdq0ITg4mCeeeILnnnuuZJu77rqLixcv8sorr3D+/HnatWtHZGTkVYXC9sTBoGdI22C+/usUK6LO0qe5/b5XIUQN8s//4LfX1HHEHGg/tvTzOh0M/hAS9kHyCVj5ENzzE+hl0fobYTIpTP1xLxfS82js687s4TWvbuZKOsUOptqkp6fj5eVFWlqazdTTHDybxqCPt+HkoOefF/vWmHUChBB26sAyWP4AoMAtz8BtL5W/7fmD8FUfKMyFPq9Az6erLUx78vHmaN779TgujnpWT+lBeICH1iGZzZLf35IWa6RlkCfh/h7kF5pYdyBB63CEEOLGHd+oXm1BgZsegN4vXnv7gFYw8G11/NvrEPtXlYdob7bHJPH+puMAvDa0lU0mM5YmCY1GdDodw69Yk0YIIWzS6R3w0wQwFULrUTDwHfXW0vV0mABt7gbFBMv+DzKlnrCiLmbk8cSSvZgUuLNjPUZ1qrl1M1eShEZDw9oFo9PBP7GXiEvO1jocIYQwT8J++OEuKMyBphEw7NOK18PodDBoLviEQ+Z5WPEAmIxVG68dMJoUnliyh4sZeYT51+K1oa20DslqSEKjoQAvF3o08QFg5Z6zGkcjhBBmSI6B70dAXhrU7wajFoDBzFpAJ3cY/S04usHJLfDHu1URqV35cHM022OScXMyMH9sB1ydDNd/UQ0hCY3Ghl/RgdsO6rOFEDVB2ln4bhhkXYSA1nDPEnByu7F9+TWHO95Tx1vmwMmtFgvT3vwZfZGPf4sG4I3hrWniJ3UzV5KERmMRLQNwczJwOjmbqLhUrcMRQohry0qGhcPVNgZ1m8C4leBSyQaI7e6B9uMARZ0plXHhui+paS6k5zJ1yV4UBcZ0DmFY0T+GxWWS0GjM3dmBAa3UNg9SHCyEsGp5GbDoTkg6Bp7BMH4l1PK1zL4HvgN+LSArUe0BJfU0JQqNJh5bvIfkrHyaB3oyY3BLrUOySpLQWIER7dVWCD/vO0deofwlFkJYoYJctXP2uShwraMmM971Lbd/JzcY9S04ukPsn+rtJwHA3F+Ps+tUCrWcHZg/tgMujlI3UxZJaKxA18Z1CfB0IT23kN+OJGodjhBClFbSOfsPtXP2uOXgG2754/iGqSsJg1ogfGLztbevAX4/lsj8LTEAvDmyNY183DWOyHpJQmMFDHpdyf3QFTLbSQhhTUwm+PlxOPoLGJxhzGII7lB1x2szCjreDyiwYhKkn6u6Y1m5c6k5PPXjXgDG39yAQW2CtA3IyklCYyVGFC2y9/vRRFKy8jWORgghuKJz9iLQGWDUN9Dolqo/7oA31dlT2cnqonvGwqo/ppUpKKqbuZRdQOtgL14a1FzrkKyeJDRWIszfg1bBnhSaFH7eV3P/RSKEsCJ/vgs756njofOg2R3Vc1xHF7WexskD4nZcbnhZg7yz4Ri7T1/Cw8WBefd0wNlB6mauRxIaK1JcHCy3nYQQmtv1pdpnCdQrJu3GVO/x6zaGoR+r478+gOMbqvf4Gtp0+AJf/HESgHfubEv9uje4xk8NIwmNFRnSLgiDXse+M6mcSMzUOhwhRE21fymse0Yd93oObn5EmzhaDofOD6rjlQ9B6hlt4qhG8ZeyeXrpPgDu796wZFkPcX2S0FgRn1rO9ApT13RYuUfWpBFCaOD4Blj1MKCoycSt07WNp//rENQeci4V1dMUaBtPFcovNDHlhz2k5RTQNsSb6QOlbsYcktBYmeLi4FV7zmEySSsEIUQ1Or39is7Zo2HAWxXrnF2VHJzVPlHOXhC/CzbN1DaeKjRn/RH2nUnFy9WRefe0x8lBvqLNIZ+Wlenb3B8PFwfOpubw96kUrcMRQtQUCfuKOmfnQtgAGDa/4p2zq1rthjCsqDh5xydwdK2m4VSFyIMJfPNXLADvjWpLvdpSN2MuK/m/VRRzcTRwR+tAQFohCCGqSdIJWDgC8tKhQfcb65xd1ZoPhpsnq+NVj8ClWE3DsaS45GyeWbYfgAdvCaVvC3+NI7JNktBYoREd1NlO6w4kkJMvrRCEEFUo7SwsHAbZSRDYVl04z9FV66jK1ncWBHeC3DRYej8U2v6aXbkFRib/sJuM3EI6NqjNMxFVsAJzDSEJjRXq1KA2IXVcyco3svHwea3DEULYq6xkNZlJO6N2zh67vPKds6uSg5O6uJ+Lt9pT6teXtY6o0mavPcLBs+nUdnPkk3va42iQr+UbJZ+cFdLrdQxvV9QKIUrWpBFCVIHcdFg0EpKOF3XOXmW5ztlVybs+DP9cHf/9GRxapWk4lfHzvnMs3HkagLl3tSPQy0qvjNkISWis1PCi205/Rl8kMT1X42iEEHalpHP2HnCrqyYz3iFaR1Vx4QOg2+PqeM1jkHJS23huwKmkLKavOADA5Fsb0zvcT+OIbJ8kNFaqkY87Hep7Y1JgjbRCEEJYirEQlt0PsX+qrQXGLVe7XNuaPq9AyM1qIfNP96pJmo3ILTAyeVEUmXmFdG5Uh6f62eDnb4UkobFixVdplsttJyGEJZhMsOZROLZO7Zx9zxJ10TpbZHCEO79WrzCd3w8bXtA6ogqb9fMhjiSkU9fdiY/HtMdB6mYsQj5FKza4TSCOBh1HEtI5kpCudThCCFumKOqX/r7Faufs0d9Cwx5aR1U5XsEw/At1/O//4MAybeOpgFV7zrJ41xl0Ovjw7vb4e7poHZLdkITGinm7OdGnmboewUppWCmEqIw/3oG/P1XHwz6F8IHaxmMpTftCz6fV8c9PQFK0tvFcw4nETF5YqdbNPHZbU3o09dE4IvsiCY2VK26FsHLPWQqNJo2jEULYpL+/gN9nq+MBb0Hbu7SNx9JufQEa9ID8TFh6HxTkaB3RVXLyjUxetJvsfCPdGtfliT5NtQ7J7khCY+VuDfejtpsjFzPy+CsmWetwhBC2Zv9PsL6oc/at0+Hmh7WNpyoYHODO/4G7L1w4COuf1Tqiq7y8+iDHL2Ti6+HMh3e3x6DXuEeWHZKExso5OegZ3DYIkFYIQggzHVsPK4sSmC4PQ6/ntI2nKnkEwMivAB1EfQf7lmgdUYml/55h2e549Dr46O72+Ho4ax2SXZKExgYUt0LYcOg8mXmFGkcjhLAJsX+pt18UI7S5GyLmaN85u6qF3no5afvlSUg8qmk4AMfOZ/Dy6oMAPNk3jK6N62ockf2ShMYGtK3nRaiPO7kFJtYfSNA6HCGEtTu3FxbfrXbODr8dhn5iPZ2zq1qvZ6FRLyjIhqX3Qn6WZqFk5RUyedFucgtM3BLmy5TeTTSLpSaoIf+H2zadTldSHCytEIQQ15QUDd+PVBeca9gT7vzG+jpnVyW9Qb31VMsfLh6FtU+rU9armaIovLjyADEXswjwdOH90W3RS91MlZKExkYMa68mNDtPJXM21foq+IUQViAtHr4bVtQ5ux3c/QM41sB1Tmr5qYvu6fTqujt7vq/2EJb8c4ZVe89h0Ov4+J721K0ldTNVTRIaG1GvthtdGtVBUdSFmYQQopSsJDWZSY+Huk3VlgYunlpHpZ2GPaB30erB66bBhUPVdujD59KZsUY93rT+4dzUsE61Hbsmk4TGhowsKg5eERWPosElVCGElcpNh+9HQHI0eNaDCavAXRZto8fT0LiPWkv0072Ql1Hlh8zILWDKD1HkF5q4rZkfD90SWuXHFCpJaGzIwNYBODvoibmYxYGzaVqHI4SwBgU5sHgMJOwDNx81mfGqp3VU1kGvhxFfgkeQmuz98mSV1tMoisLzKw5wKimLIC8X3hsldTPVyayEZubMmeh0ulKPZs2albv9ggULrtrexaX0/dz77rvvqm0GDBhwY+/Gznm4OBLRMgCQ4mAhBGAsgKX3w+lt4Oyp3mbykRVoS3GvC6O+UftXHVgKu7+pskN9v/M0a/cn4KDX8cnYDtR2d6qyY4mrmX2FpmXLliQkJJQ8tm3bds3tPT09S21/+vTpq7YZMGBAqW0WL15sblg1xvCi2U5r9p0jv1BaIQhRY5lMsPpROL4eHFxgzBIIaqd1VNap/s3Q5xV1vP559WqWhR2IT+O1X44A8PzAZnSoX9vixxDX5mD2CxwcCAgIqPD2Op3uuts7Ozubtc+arGcTH3xqOZOUmcfW4xfp18Jf65CEENVNUSDyedi/BPQOMPo7aNhd66isW7fHIW4HHI9UFxx8cKvFiqbTcorqZowm+rXwZ2KPRhbZrzCP2VdooqOjCQoKIjQ0lLFjxxIXF3fN7TMzM2nQoAEhISEMHTqUQ4eurjTfsmULfn5+hIeH88gjj5CcfO2eRXl5eaSnp5d61BQOBj3D2qmtEFbukVYIQtRIW9+CXZ+r42GfQliEtvHYAr1e/ay8QiDlJKx5zCL1NIqi8OyyfcSlZFOvtivv3tkWnb2vyGylzEpounTpwoIFC4iMjOTTTz/l1KlT9OzZk4yMsivHw8PD+frrr1m9ejXff/89JpOJbt26ER9/+Yt4wIABfPfdd2zevJm33nqLrVu3MnDgQIxGY7lxzJkzBy8vr5JHSEiIOW/D5hXfdtp0OJG07AKNoxFCVKudn8GWOep44DvQZrS28dgStzrqQoN6Bzi8CnZ9WeldfvNXLBsOXcDRoGPePR3wcqtBixhaGZ1Sifm/qampNGjQgLlz5zJx4sTrbl9QUEDz5s0ZM2YMr732WpnbnDx5ksaNG7Np0yb69OlT5jZ5eXnk5eWV/Dk9PZ2QkBDS0tLw9LT/dRcURWHgh39y9HwGs4e3YmyXBlqHJISoDvuWwMqH1HHvF9Vl/oX5dsyDDS+A3hEmboTgDje0m71nUhn12XYKjAozB7fgvu5yq8lc6enpeHl5WeT7u1LTtr29vQkLC+PEiRMV2t7R0ZH27dtfc/vQ0FB8fHyuuY2zszOenp6lHjXJla0QVspsJyFqhqPrYNVkdXzzZLjlGW3jsWU3T4Zmg8BUoNbT5KSavYvU7HymLIqiwKhwe+sA7u3W0NJRCjNVKqHJzMwkJiaGwMDACm1vNBo5cODANbePj48nOTm5wvusqYa2C0avg39PX+J0snbN14QQ1eDUn5c7Z7e9B/rPtv/O2VVJp4Oh88C7AaSehtVTzKqnURSFaUv3cTY1hwZ13XhzZBupm7ECZiU006ZNY+vWrcTGxrJ9+3aGDx+OwWBgzJgxAEyYMIHp06eXbP/qq6+yceNGTp48SVRUFOPGjeP06dM88MADgJoQPfPMM+zcuZPY2Fg2b97M0KFDadKkCRERUuR2Lf6eLnRvoq4EKmvSCGHHzu1RF84z5kH4HTDk45rTObsquXrDqAVgcIKjv8DO+RV+6Zd/nmTTkUScHPTMu6cDni5SN2MNzPpbER8fz5gxYwgPD2f06NHUrVuXnTt34uvrC0BcXBwJCQkl21+6dIlJkybRvHlzbr/9dtLT09m+fTstWrQAwGAwsH//foYMGUJYWBgTJ06kY8eO/Pnnnzg7SyOv6yluhbByz1lphSCEPbp4XO2cnZ9R1Dn7azCYvdqGKE9wB/VqF8Cvr8CZf677kt2nU3gr8hgArwxqQatgr6qMUJihUkXB1sKSRUW2JDu/kE6vbyI738iyh7vSSRqgCWE/Us/A1xGQfhaC2sO9P4Ozh9ZR2R9FUW/nHV6lTul+6A91NlQZUrLyueOjP0lIy2VI2yA+vLud3GqqJKspChbacnNyYGArtdZoudx2EsJ+ZF6EhcPUZMYnDMYul2Smquh06m28OqGQdgZWPaKuwvwfJpPCkz/uJSEtl1Afd94Y0VqSGSsjCY2NG1k02+mX/efILSh/7R4hhI3ITSvqnH1CvWIwfpXaj0hUHRdPGPUtGJzVlYS3f3TVJp9ujWHr8Ys4O+iZN7YDtZzl1p+1kYTGxt0cWpcgLxcycgv57Wii1uEIISqjuHP2+f3g7qsmM17BWkdVMwS2gYFvquPNr8LpHSVP/X0ymfc2qnUzrw5tSfPAmlPaYEskobFxer2Ooe3VX3groqQVghA2y1i0Jsrpv4o6Z68AnyZaR1WzdLwfWo9Sp8cv+z/ISiIpM4/HFu/BpMCIDsGM7lSzVqa3JZLQ2IERRQnNlmMXSc7Mu87WQgirYzKpi+YdjwQHV7jnJ/WKgaheOh0M+gDqNoWMcygrHuTJxVEkZuTR1K8Wrw9rJXUzVkwSGjvQ1N+DNvW8KDQp/LzvnNbhCCHMoSgQ+Rwc+Oly5+wGXbWOquZyrgWjvwUHV3Qxm2kT+zWujgbmj+2Am5PUzVgzSWjsxPDi2057ZLaTEDZlyxzY9QWgg+GfQ1h/rSMS/i050WkGAE85LOWzHtk09ZdZZtZOEho7MbhtEA56Hfvj0ziRWHb3cyGEldkxH7a+pY7veBda36ltPAKAxPRc7v6nCcuMt2DQKfQ68DxkyqQLaycJjZ3wqeXMreHqis3SCkEIG7B3MWwoahVz20tw0wPaxiMAKDSaeHzJHpKy8llY5zFMPuGQeQGWPwAmWRrDmklCY0eGt7/cCsFksvkFoIWwX0fXqg0RAbo+Cj2naRuPKPHh5mh2nkzB3cnA3HHd0I/+Dhzd4NRW+OMdrcMT1yAJjR3p09wPDxcHEtJy2XkyWetwhBBlOfUHLL1fnRrcbhz0f106Z1uJP45f5JPfTwDwxojWNPatBX7NYND76gZb3oSY3zWMUFyLJDR2xMXRwKA2QYAUBwthlc5GXe6c3WwQDP5QkhkrcT4tl6k/7kVRYGyX+gxtd8WChm3vhg4TAAVWTIKM85rFKconCY2dKW6FsP5AAtn5hRpHI4QocfFYUefsTGh0C4z8n3TOthKFRhOPLY4iJSuflkGevDyoxdUbDXwb/FtB1kVYNhGM8vvV2khCY2c6NqhN/TpuZOUb2XjogtbhCCEAUuPgu2GQkwJBHeDuH8DRReuoRJF3Nx7nn9hL1HJ2YN49HXBxNFy9kaOr2u/JqRac3qZOtxdWRRIaO6PT6UrWpFkurRCE0F5moprMZJwD32YwTjpnW5Pfjl7gs60xALx9Zxsa+riXv7FPE/U2IcCf70L0pmqIUFSUJDR2aETRbae/TiRxIT1X42iEqMGKO2enxIBXfRi/EtzqaB2VKHI2NYenftoHwH3dGnJ768Drv6j1ndBpojpeMQnSpF7RWkhCY4ca1HWnY4PamBRYvVf+sgmhifxs+OFuOH8A3P1gwirwDNI6KlEkv9DEoz9EkZpdQNt6Xky/vVnFXxzxBgS0UW8hLvs/tbGo0JwkNHaq+CqNLLInhAaMBbD0XojbDs5eMH4F1G2sdVTiCm9HHmVPXCqeLg58ck8HnB3KqJspj6OL2u/J2RPO7ITfXqu6QEWFSUJjpwa1DsLJoOfo+QwOn0vXOhwhag6TCVY+DNEb1c7ZY3+CgNZaRyWusPHQeb7adgqAd0a1JaSOm/k7qRMKQz9Rx399CMciLRihuBGS0NgpLzdH+jT3A2CFFAcLUT0UBdY/AweXqZ2z71oI9W/WOipxhTMp2UxbqtbNPNCjEREtA258Zy2GQpeH1fHKh9TZbEIzktDYsREd1FYIq/aeo9Bo0jgaIWqA32fDP19R0jm7aT+tIxJXyCs0MuWHKNJzC2lf35vnBppRN1Oefq+pU/FzU9UVoAvzK79PcUMkobFjvcJ8qePuRFJmHttOJGkdjhD2bce8y71+7nhPOmdboTnrjrI/Pg1vN0c+uacDjgYLfAU6OMGoBeDiBWf/hU0zK79PcUMkobFjTg56BrdRpyFKcbAQVWjPItjwgjru8wrcNFHbeMRV1h1IYMH2WADmjm5LsLer5XZeuwEM+1Qd75wHR3623L5FhUlCY+eKbzttOHSejFyZWiiExR35BdY8qo67PQY9ntI2HnGV2KQsnlu2H4CHezXmtmb+lj9IszvUzukAq6ZAyinLH0NckyQ0dq5NPS8a+7qTV2hi/QFpqCaERZ3cAsvuB8UE7cep9RTSbNKq5BYYmbwoioy8Qm5qWJtp/cOq7mB9Z0K9zpCXBkvvg8K8qjuWuIokNHZOp9OVXKVZsUdmOwlhMfG7YfE9YMyH5oNhkHTOtkav/XKYwwnp1HF34uMxHXCwRN1MeQyOMOobcK0NCXth40tVdyxxFUloaoBhRb2ddp5MIf5StsbRCGEHEo/CopFQkAWNeknnbCu1eu9ZFv0dh04H79/VjgCvamgI6lUPhn+hjnd9AQdXVP0xBSAJTY0Q7O1K19C6AKzaI8XBQlTKpdOwcBjkXILgTmrnbAdnraMS/xFzMZMXVhwA4NHeTegV5lt9Bw/rDz2eVMdrHofkmOo7dg0mCc315FyCuL+1jqLSSloh7DmLoigaRyOEjcpMVJOZjATwbQ5jl4JzLa2jEv+Rk29kyqIosvKN3Bxah6l9q7Bupjy9X4L63SA/Q22DUSCNgquaJDTXcuEQfNQBloyBnFSto6mUga0DcXHUc/JiFvvi07QORwjbk5MKC0dAyknwls7Z1mzmmkMcPZ+BTy1nPrq7PQa9BrVNBge483/g5qM2KI18vvpjqGEkobkWnzBw94Hs5MsLZtmoWs4OJUt8SysEIcyUnw0/3AUXDkAtf5iwGjwDtY5KlGFFVDw//nsGnQ4+ursdfp7VUDdTHs8gGPEFoIPd38D+pdrFUgNIQnMtBkeImKOO//4MkqK1jaeSimc7/bzvHPmF0gpBiAopzIefJqhdlV28YNwKtTGhsDrRFzJ4ceVBAKb2CaNbEx+NIwKa9IFbnlHHPz8BF49rG48dk4Tmepr2hab9wVQIG17UOppK6d64Lr4ezlzKLmDLsUStwxHC+pmMatPBE7+qnbPvWQoBrbSOSpQhO7+QyYuiyCkw0qOJD4/e1kTrkC679Xlo2FOdFbf0XvWKn7A4SWgqIuINtXNu9AY4sUnraG6Yg0HPsHZBgLRCEOK6FAXWTYNDK0DvCHd/D/W7aB2VKIOiKLy06iDRiZn4eTjzwd3ttKmbKY/eoE7td/eDxMNqR3ZhcZLQVIRPU+j8kDqOfAGMtttCoPi20+ajF0jNlq6wQpTrt9fh368BnVoH0aSv1hGJciz9N54VUWfR6+DjMe3xqWWF0+g9/GHkV6DTw57vYe8PWkdkdyShqahez4JbXUg6Bv/8T+tobljzQE+aB3pSYFT4ZX+C1uEIYZ22fwx/vquOB70PrUZoG48o15GEdF5erdbNPN0/nC5Fa25ZpdBecOt0dfzLU5B4RNt47IxZCc3MmTPR6XSlHs2aNSt3+wULFly1vYtL6YpzRVF45ZVXCAwMxNXVlb59+xIdbYXFt67e0LuohmbLHMhO0TScyhhRtHKwzHYSogxRCy8vWd93JnS6X9NwRPky8wqZsiiKvEITt4b78kivxlqHdH09n4bQ3lCYAz/dC3mZWkdkN8y+QtOyZUsSEhJKHtu2bbvm9p6enqW2P336dKnn3377bT766CM+++wz/v77b9zd3YmIiCA31woXIepwL/i1hNxU+P0NraO5YUPbBaHXQVRcKqeSsrQORwjrcXgN/Py4Ou7+xOXVXoXVURSFF1Yc4GRSFoFeLswd3Q69NdXNlEdvgBFfgkegesV/7dNqvZaoNLMTGgcHBwICAkoePj7Xnhan0+lKbe/vf7ltu6IofPDBB7z00ksMHTqUNm3a8N1333Hu3DlWrVpV7j7z8vJIT08v9agWBgcYUDSN+9+vbfZyoZ+nCz2bqsuAr5RWCEKoYn6H5RPVztkdJkDfWVpHJK7hh11xrNl3Dge9jk/uaU8ddyetQ6q4Wr5qkbBOD/uXQNR3WkdkF8xOaKKjowkKCiI0NJSxY8cSFxd3ze0zMzNp0KABISEhDB06lEOHDpU8d+rUKc6fP0/fvpeL7by8vOjSpQs7duwod59z5szBy8ur5BESEmLu27hxob2g2SBQjBA53WYz65JWCFHxmEy2+R6EsJj4f2HJWLVzdouhMOgD6ZxtxQ6eTWPWz4cBeHZAOB0b2OCKzQ27w20vq+P1z8L5g9rGYwfMSmi6dOnCggULiIyM5NNPP+XUqVP07NmTjIyMMrcPDw/n66+/ZvXq1Xz//feYTCa6detGfLxau3H+/HmAUldtiv9c/FxZpk+fTlpaWsnjzJkz5ryNyuv/Ohic4OTvcGx99R7bQvq3CMDdyUD8pRz+PX1J63CE0E7iEfi+qHN2aG/1doDeoHVUohzpuQVM+SGK/EITfZv7MamnDS9y2H2qus5ZYa66Pk1e2d+lomLMSmgGDhzIqFGjaNOmDREREaxbt47U1FR++umnMrfv2rUrEyZMoF27dvTq1YsVK1bg6+vL559/XqmgnZ2d8fT0LPWoVnUawc2T1fHGF6Ewr3qPbwGuTgZub60u3b5yjxQHixrqUiwsHK7WxdW7Ce76XjpnWzFFUXh++X5OJ2cT7O3Ku6PaorPlK2l6PQz7DDyDIfmEupKwjV71twaVmrbt7e1NWFgYJ06cqND2jo6OtG/fvmT7gAC1t9CFCxdKbXfhwoWS56zWLdPURZJSTsLflUvQtDK86LbTL/sTyC0wahyNENUs4wJ8N0ztnO3XAu75STpnW7nvdpxm3YHzOBrUuhlvNxuqmymPe1248xt18daDy+Ff210WRGuVSmgyMzOJiYkhMLBiTdqMRiMHDhwo2b5Ro0YEBASwefPmkm3S09P5+++/6dq1a2VCq3rOHtB3hjr+4x3ItL1WAjc3qkuQlwsZuYVsOnLh+i8Qwl7kXILvR8ClU1C7oXTOtgH7zqTy+lq1bmb6wOa0r19b44gsqH4XdYkAUGszz+3VMhqbZVZCM23aNLZu3UpsbCzbt29n+PDhGAwGxowZA8CECROYPn16yfavvvoqGzdu5OTJk0RFRTFu3DhOnz7NAw88AKgzoKZOncrrr7/OmjVrOHDgABMmTCAoKIhhw4ZZ7l1Wlbb3QGA7yEuH317TOhqz6fW6kqs00gpB1Bj5WUWdsw+qnbPHrwIPK78iXMOlZat1MwVGhQEtA7i/e0OtQ7K8ro9C+O1qYfrSeyE3TeuIbI5ZCU18fDxjxowhPDyc0aNHU7duXXbu3ImvrzoFOC4ujoSEy6vPXrp0iUmTJtG8eXNuv/120tPT2b59Oy1atCjZ5tlnn+Wxxx7jwQcf5KabbiIzM5PIyMirFuCzSno9DHhTHUcthIR92sZzA4a3V1shbD1+kaRM26sFEsIshfnw43g487faOXv8SrUmTlgtRVGYtmwf8ZdyCKnjylt3trHtupny6HQwbD541Vdru1Y/KvU0ZtIpiu1/Yunp6Xh5eZGWllb9BcIAS+9XG9g16A73rbW56Z5DP9nGvvg0XhnUgv/rIb/chZ0yGdV1Zg6tBEc3mLAaQjprHZW4jq/+PMnra4/gZNCz/JFutK7npXVIVSt+N3wdAaYCGPg2dHlI64iqlCW/v6WXkyX0exUcXOD0X3B4tdbRmK24YeUKme0k7JWiqCuyHlqpds6+63tJZmxAVNwl3lx/FICXBzW3/2QGoF5HdWkQgA0vqgmOqBBJaCzBO0RdJh1g48tQkKNtPGYa3DYIB72Og2fTOX5B1kEQdmjzq7D7G3Vl1pFfQZM+WkckruNSVj6PLoqi0KQwqE0g425uoHVI1afLQ9B8iHqVZul9ahG7uC5JaCyl+xPgEQRpcbDjE62jMUsddyduDfcDpDhY2KG/PoRtc9XxoA+g5TAtoxEVYDIpPL10H+fScmnk486cEa3ts26mPDodDP1EnYGXFgerpkg9TQVIQmMpTu7Qr6j3y5/vQ3rCtbe3MiOLZjut2nMWo7RCEPZi97fw6yvquN+r0PFebeMRFfLFnyf57WgiTg565t3TAQ8XR61Dqn4uXjDqW3VV+mNrYcc8rSOyepLQWFLrUVCvs7qE+mbbamx3W3M/PF0cOJ+ey86TyVqHI0TlHVoFv0xVx92nXr4tLKzaP7EpvLPhGACzhrSkRZAGEz2sRVA7iHhDHW+aAWd2aRqOtZOExpJ0OhhYNI1732KbKuZydjAwqG0QAMujpDhY2LiY32D5A0Wds++9vGiZsGrJmXk8+kMURpPCsHZB3H1TNTYetlY3PQAtR4CpUJ1Rm52idURWSxIaSwvuCG3VhQaJfM6m7nsW33aKPHierLxCjaMR4gad+QeWjFMLKlsMg0Hv29xSCjWRyaTw5E/7uJCeR2Nfd2YPr2F1M+XR6WDwh1CnMaTHw8qHwGTSOiqrJAlNVegzAxzdIf4fOLBU62gqrEP92jSo60Z2vpENh8rvdi6E1bpwGBbdqd72bXybdM62IfO3nOCP4xdxcdQzf2xH3J0dtA7Jerh4wuhv1eVBojfC9g+1jsgqSUJTFTwDoedT6vjXGepS6zZAp9MxvL16lWblHpntJGxMyqkrOmd3LuqcbQfNC2uAHTHJzP31OACvDW1FeICHxhFZoYDWMPAtdbz5NTi9Xdt4rJAkNFWl66PgXR8yzqnTRm3EiKJWCNtOJHE+LVfjaISooIzzsHAYZJ4Hv5Yw9id15qGwehcz8nh8yR5MCtzZsR6jOkndTLk63Att7gLFCMv+DzIvah2RVZGEpqo4ukC/ooaVf30IqXHaxlNB9eu6cVPD2igKrNorV2mEDchOUa/MXIot6py9AlztqBOzHTOaFJ5YsoeLGXmE+dfitaGttA7Juul0cMdc8AmDjARY+aDU01xBEpqq1GKo2t+pMFe99WQjSlohRMVjB62+hD3Lz4IfRkPiYagVIJ2zbcxHm6PZHpOMm5OB+WM74Ook9U7X5VxLXZ/GwVWdzffne1pHZDUkoalKOl1RN26d2rzy9A6tI6qQ21sH4uSg5/iFTA6dS9c6HCHKVpgHP45Ti+9dvKVzto3ZFp3ER79FA/DG8NY08ZO6mQrzbwF3FCUyW96AU39oG4+VkISmqgW2gQ4T1HHkczZxedDL1ZF+zf0BaYUgrJTJCCseVP+F6ugOY5epv+SFTbiQnsvUH/egKDCmcwjDiiYjCDO0HwvtxqlrLS2bCBkXtI5Ic5LQVIfbXgZnT0jYB3sXaR1NhYwoWpNmzb6zFBqtPwkTNYiiwC9PwuFV6rLwdy+CkJu0jkpUUKHRxGOL95CUmU/zQE9mDG6pdUi26/Z3wK8FZCXC8olqol+DSUJTHWr5wi3PqOPNr0Ku9d/GuSXMl7ruTiRl5vNndJLW4Qhx2aaZEPVtUefs/0Hj3lpHJMzw/qbj7DqVQi1nB+bd0x4XR6mbuWFObmo9jaM7xP4JW9/SOiJNSUJTXbo8rK70mJVoE0VcjgY9g6UVgrA2296Hvz5Qx4M/ghZDNA1HmGfLsUTm/R4DwJsjWxPqW0vjiOyAbxgM/kAdb30bTmzWNBwtSUJTXRycIGK2Ot45H1JOahtPBYwsmu306+ELpOcWaByNqPF2L1CvzoC6JEKH8VpGI8x0LjWHJ3/cC8D4mxswqE2QtgHZkzajoeN9gKLWlqUnaB2RJiShqU5hAyC0NxjzYePLWkdzXa2CPWniV4u8QhPrD9TMvyDCShxaCT9PVcc9noLuj2sajjBPQVHdzKXsAloFe/LSoOZah2R/BrwJ/q0hO0lddM9Y8/rxSUJTnXQ6GDAHdAY4+guc3Kp1RNek0+lKioOXy2wnoZWTW2H5JECBjvdDn1e0jkiY6Z0Nx9h9+hIeLg7Mv6cjzg5SN2Nxjq5qvycnD4jbDr/P1jqiaicJTXXzaw43TVTHkdOtPose1i4YnQ52nUrhTEq21uGImiYrCVZMUjtntxyhrr0hHZhtys/7zvHFH+ot9nfubEP9um4aR2TH6jaGIR+p421z4fhGbeOpZpLQaOHW6epCYImH1NkaVizI25WuoXUBWCUNK0V1UhRY8xhkXgDfZjBsvnTOtjGHz6XzzLJ9ADzcqzEDWgVqHFEN0GoE3DRJHa98ENJqzqQOSWi04FYHer+gjn97HXIuaRvPdZS0QthzVlohiOqz+xs4tk5da2bkV+oldWEzUrLymfTdv+QWmLglzJdnIsK1DqnmiJgNge3U75al94OxZkzqkIRGK53+D3zCISdFnWpnxQa0CsDV0cCppCz2nEnVOhxRE1w8DpFFSX/fmRDQWtNwhHkKjSamLIribGoODeu68fHd7THo5VZhtXFwhlELwNkL4nfB5llaR1QtJKHRisERBryhjnd9of4Ct1K1nB0Y0Ept+LdSioNFVSvMhxUPQGGOOiuwyyNaRyTM9Ma6o+w4mYy7k4EvJnTCy81R65BqnjqNYNg8dbz9Yzi6Ttt4qoEkNFpq0ledym0qhI0vah3NNQ0v6rXy8/5z5BXW7OW1RRX7fbbaJsS1Dgz7FPTya8qWLN8dz9d/nQLgvdHtCPOXppOaaT4Ybp6sjlc9DJdOaxtPFZPfFFrrPxv0jhC9EaJ/1TqacnVv4oOfhzOp2QX8fvSi1uEIe3XqD/jrQ3U85GPwlCJSW7I/PpXpKw8A8HifpiVXdoWG+s6C4I6QmwbL7levgNopSWi05tMEujykjje8YLXFWwa9ruQqzco9NadqXlSj7BRY8RCgQId7ofkgrSMSZriYkcdDC3eTX2iib3M/pvZpqnVIAtRV6kctUGfWnt0Nv9rvOk6S0FiDW54Bt7qQdBz++UrraMo1vGiRvd+OJnIpy36zfKEBRYFfpkLGOajbRF2AUtiM/EITkxftJiEtl8a+7rx/Vzv0UgRsPbzrw/DP1PHfn8Lh1drGU0UkobEGrt5wW1ErhC1zICtZ03DK0yzAkxaBnhQYFX7Zf07rcIQ92fuD+ktW7wAjvgQnd60jEmZ47ZfD/BN7CQ9nB76Y0AkPFykCtjrhA6FbUcuQ1Y/aRD9Bc0lCYy06TFD7cOSmwZY3tI6mXNIKQVhcyklY/6w67v0iBHfQNh5hliW74li48zQ6HXw4ph2NpYO29erzCoR0gbx0WHofFORqHZFFSUJjLfSGy5fZ//0aLhzSNp5yDGkXhF4He8+kcvJiptbhCFtnLFD7NOVnQoMe0P0JrSMSZth9OoWXVx8E4Ol+YdzWzF/jiMQ1GRzhzm/UGYQJ+6x+dq25JKGxJo16qtPsFJPa58kKV+X183DhljBfAFZKKwRRWX+8A2f/BRcvGPG5tDawIRfSc3n4+ygKjAq3tw5gSu8mWockKsIrGEZ8oY7/+QoOLtc2HguShMba9HsNDM5waqu67LsVKmmFEHUWk8n6ki5hI+J2qgkNwKAPwKuepuGIissrNPLQwt1czMgj3N+Dd+5si06ahtqOpv2g59PqeM3jkHRC23gsRBIaa1OnEXSdoo43vAiFedrGU4b+LfzxcHbgbGoO/8SmaB2OsEW5aWoXbcUEbceoDfWETVAUhZdXHWTvmVS8XB35YkJH3J0dtA5LmOvWF9TbvPmZsPReKMjROqJKMyuhmTlzJjqdrtSjWbNmFXrtkiVL0Ol0DBs2rNTP77vvvqv2OWDAAHPCsj89n4Ja/nDpFPz9mdbRXMXF0cDA1uqCWSukOFjciHXPQGoceDeAgdbdy0yU9v3O0/z0bzx6HXw8pj0N6sqMNJtkcFCbvrr5wIWDsP45rSOqNLOv0LRs2ZKEhISSx7Zt2677mtjYWKZNm0bPnj3LfH7AgAGl9rl48WJzw7Ivzh7QZ4Y63voOZCZqG08Zim87rTuQQG6BtEIQZti/FPb/CDqD+gvVxVPriEQF/X0ymVk/Hwbg+YHNSurphI3yDFT/DqKDqG9h349aR1QpZic0Dg4OBAQElDx8fHyuub3RaGTs2LHMmjWL0NDQMrdxdnYutc/atWubG5b9aTsGgtpDfgZsflXraK7SuWEdgr1dycgr5NfDF7QOR9iKS6dh7VPquNezENJZ23hEhZ1NzWHyoigKTQpD2gYxqWfZv8+FjWncG3oVXZ35ZSpcPKZpOJVhdkITHR1NUFAQoaGhjB07lri4uGtu/+qrr+Ln58fEiRPL3WbLli34+fkRHh7OI488QnLytReWy8vLIz09vdTD7uj1MOAtdbzne3WKnRXRX9EKYUWUtEIQFWAywsqH1DUw6nWGntO0jkhUUG6BkYcW/ktyVj4tAj15a2QbKQK2J72ehUa9oCAbfroX8rO0juiGmJXQdOnShQULFhAZGcmnn37KqVOn6NmzJxkZGWVuv23bNv73v//x5ZdflrvPAQMG8N1337F582beeusttm7dysCBAzEay7+NMWfOHLy8vEoeISEh5rwN21G/C7S6E1Bg/fNWN427uBXCH9FJJGbY1wJNogpsmwtxO8DJQ502apBCUlugKArTVxzg4Nl06rg78cWEjrg6yfR6u6Ivuv1byx8uHlFr3GyQTlFu/FsyNTWVBg0aMHfu3KuuwGRkZNCmTRvmz5/PwIEDAbUAODU1lVWrVpW7z5MnT9K4cWM2bdpEnz59ytwmLy+PvLzLs3/S09MJCQkhLS0NT087ux+fFg8fd4LCHHVBJCubDTJs3l/sPZPKS3c05wG5BC3KE78bvu4PpkIY/jm0vVvriEQFffXnSV5fewSDXsf3E7vQtXFdrUMSVeXUn/DdEHX24dB50H5clR8yPT0dLy8vi3x/V2ratre3N2FhYZw4cfUc9piYGGJjYxk8eDAODg44ODjw3XffsWbNGhwcHIiJiSlzn6Ghofj4+JS5z2LOzs54enqWetgtr3rQY6o6/vUVq5taV9wKQRbZE+XKy4QVD6jJTKuR0OYurSMSFbQtOok31h0B4OU7mksyY+8a9YTeL6jjtdPgwmFt4zFTpRKazMxMYmJiCAwMvOq5Zs2aceDAAfbu3VvyGDJkCL1792bv3r3l3iaKj48nOTm5zH3WWN0eB896kHYGtn+idTSlDGoThKNBx6Fz6Rw9b4e1TKLyIp9X+zV51oM75oLUXtiEMynZPLo4CpMCd3asx73dGmodkqgOPZ6Gxn3UuwJL71X/QWIjzEpopk2bxtatW4mNjWX79u0MHz4cg8HAmDFjAJgwYQLTp08HwMXFhVatWpV6eHt74+HhQatWrXByciIzM5NnnnmGnTt3Ehsby+bNmxk6dChNmjQhIiLC8u/WVjm5Qb9Z6njbXEi3nk7Xddyd6B3uB8BKWZNG/Nfh1bBnIaBTWxu4emsdkaiA7PxCJn33L6nZBbSt58Xrw1pJEXBNoderNW4eQZB0HH550urqN8tjVkITHx/PmDFjCA8PZ/To0dStW5edO3fi66uuRRAXF0dCQkKF92cwGNi/fz9DhgwhLCyMiRMn0rFjR/7880+cnZ3Neyf2rtVItUtqQTZsmql1NKUU33ZatfcsRmmFIIqlnVWXVQfo8SQ07KFtPKJCFEXhmWX7OXo+A59aznw2viMujlIEXKO4+8CdX6trRR34SV2jxgZUqijYWliyqMiqnY2CL3ur44mbIOQmbeMpkldopPPszaTlFLBwYmd6NpXFtmo8kwkWDoVTf6jrKf3fRnBw0joqUQHzt5zg7chjOBp0LJ50M50a1tE6JKGVbR/Aphlqf8EHNkFgG4sfwmqKgkU1C+4A7caq48jn1S8NK+DsYGBwW7XmSVohCAB2fKImM45uMOIrSWZsxO/HEnlng7qw2swhLSWZqem6PQ5NI8CYp9bT5Fp3naQkNLamzyvgVAvO/gsHlmodTYniVgiRB8+TlVeocTRCUwn7Lq9uPeBN8GmibTyiQk4lZfH44j0oCozpXJ+xXRpoHZLQml4Pwz9TC/pTTsLPj1t1PY0kNLbGI0BtXgnqpUArqUBvH+JNIx93cgqMRB48r3U4Qiv52bD8ATAVQLNB0GGC1hGJCsjMU4uAM3IL6digNrOGtNQ6JGEt3OrAqAWgd4BjkZAUrXVE5ZKExhbdPEXtUpyRAH99oHU0AOh0V7RC2COtEGqsX19WZ0Z4BMKQj2WKtg0wmRSe+nEvJxIz8fd05tNxHXBykK8GcYWQm9SF9ib9Br5hWkdTLvm/1hY5ukD/19Xx9o8h9dr9tKpLcUKzPSaZhDTrWgBQVINjkfDPV+p42Hz1X3bC6n382wk2Hr6Ak0HP5+M74efhonVIwhq1vRv8W2gdxTVJQmOrmg+Ghj2hMFddQdgKhNRxo3PDOigKrNpjPWvliGqQcQFWT1HHXR+FxrdpG4+okF8PX+D9TccBeH14K9qFeGsbkBCVIAmNrdLpYMAc0Onh0Eo4vV3riIDLa9KsiIrHDlYEEBWhKLB6MmQngX8rtXBdWL0TiRk8+eNeAO7r1pDRney0ya+oMSShsWUBrS8XXa5/DkzldyivLre3CcTJQU90YiYHz1r3FD9hIbu+gBObwMFF7djrIItiWru0nAImfbebzLxCujSqw4t3NNc6JCEqTRIaW3fby+DsBef3w95FWkeDp4sj/Vr4A1IcXCNcOAwbX1bH/V8HP/litHZGk8ITS/ZwKimLYG9X5o/tgKNBvgqE7ZP/i22duw/0elYdb37VKhY+Gll022nN3nMUGK1j8T9RBQpy1Snaxjxo2h9uekDriEQFzP31GFuOXcTZQc/n4ztSt5ZcURP2QRIae9D5QajbBLIuwp/vah0NPZv64lPLieSsfP44flHrcERV2TwLEg+Bu686pVOmaFu9tfsTmPd7DABv39mGVsFeGkckhOVIQmMPHJyg/2x1vGM+JMdoGo6jQc/gtkEArNgjrRDs0onNsHO+Oh46H2r5aRuPuK4jCelMW7oPgAdvCWVou2CNIxLCsiShsRdhEdC4j7pCa3FNg4ZGFrVC+PXwBdJyCjSORlhUVjKsekQd3zQJwvprG4+4rtTsfB5c+C85BUZ6NvXh2YhwrUMSwuIkobEXOh1EvKG2ez+2Fk5u0TSclkGehPnXIr/QxLoDCZrGIixIUWDNY5B5AXzCof9rWkckrqPQaOKxxXs4k5JD/TpufDymPQ5SBCzskPxfbU/8ml0uzIycDkbtmkTqdLqShpUromS2k93YvUBNmA1O6hRtR1etIxLX8faGY/wZnYSro4EvJnTE2006nwv7JAmNvbn1eXCtDYmHYfc3moYytF0QOh38E3uJuORsTWMRFnDxuJooA/SZAYFttI1HXNeqPWf54o+TALw3ui3NAjw1jkiIqiMJjb1xqwO9X1THv78BOZc0CyXQy5XujX0AWCnFwbatMB9WPACFORB6K9w8WeuIxHUcPJvGc8v3AzCld2Nubx2ocURCVC1JaOxRx/vBtznkpMCWtzQNpaQVwh5phWDTfp8NCfvUq3/DPgO9/OqwZkmZeTz43b/kFZroHe7LU/2kCFjYP/mtZI8MDjDgDXX8z5fqrQKNRLQMwNXRwOnkbKLiUjWLQ1TCqT/grw/V8ZCPwVP+pW/NCowmpiyK4lxaLqE+7nxwd3sMelkjSNg/SWjsVePbIGwgmAphwwuaheHu7MDAVgGAFAfbpOwUWPEQoECHe9Uu78KqzV57hL9PpVDL2YEvJnTEy9VR65CEqBaS0NiziNmgd4QTv8LxjZqFUTzb6Zf9CeQVat9AU1SQosAvT0LGOajTWO3uLqzaT/+eYcH2WADev6sdTfw8tA1IiGokCY09q9sYbn5YHW94AYzaLHDXtXFd/D2dScsp4PejiZrEIG7AvsVweBXoHWDkl+DkrnVE4hr2xF3ipZUHAXiyb1hJk1ghagpJaOzdLc+Amw8kR8OuLzUJwaDXMay9Why8PEpmO9mElJOw7hl13PsFCO6obTzimhLTc3n4+93kG030b+HPY7c10TokIaqdJDT2zsUL+hS1QtjyJmQlaRLGiPbqbaffjyaSkpWvSQyigowFsHwS5GdCg+7QfarWEYlryCs08vD3u7mQnkdTv1rMvasdeikCFjWQJDQ1QfvxENAa8tLU6bcaCA/woFWwJ4UmhV/2n9MkBlFBf7wDZ/8FZy8Y/jnoDVpHJK5h5prDRMWl4uHiwBcTOlHL2UHrkITQhCQ0NYHeAAOK1qPZvQDOH9QkjOFFV2nktpMVi9upJjQAg98H7xBt4xHXtOjv0yzeFYdOBx+NaU8jH6lzEjWXJDQ1RcPu0GIoKCbYMF2dwVLNhrQNwqDXse9MKicSM6v9+OI6ctNgxST1/5G2Y6DVSK0jEtfwT2wKM9ccAuCZiHB6h/tpHJEQ2pKEpibp9xoYnNWF0o6urfbD+3o40yvMF4CVe2RNGquz7hlIjQPvBjDwba2jEdeQkJbDI99HUWBUuKNNII/0aqx1SEJoThKamqR2A+j2qDre+CIU5lV7CMOLZjut2nMOk0laIViNA8tg/4+g08OIL8FFmhhaq9wCIw8v3E1SZh7NAjx458426HRSBCyEJDQ1TY+noFYAXIqFnfOr/fD9Wvjj4ezA2dQc/j6VUu3HF2VIjYNfnlLHtzwL9btoG48ol6IovLjyIPvi0/B2c+TLCZ1wc5IiYCFAEpqax7kW9J2pjv94FzIuVOvhXRwN3NFG7QUkrRCsgMmotjbIS4N6N6nrFgmrtWB7LMuj4tHrYN49HQip46Z1SEJYDUloaqI2d6kLpeVnwm+vVvvhi287rT94npx8aYWgqW3vQ9x2cKql3moyyL/2rdX2mCReX3sEgBdub073Jj4aRySEdZGEpibS62HAm+p4zyI4t6daD39TwzrUq+1KZl4hGw+fr9ZjiyvE74YtRf2Zbn8X6jTSNh5RrjMp2UxZFIXRpDC8fTATe8i5EuK/JKGpqUI6Q+vRgALrn6/Wadx6vY4RRVdpVsiaNNrIy4QVD6jd2FuOgLZ3ax2RKEdOvpGHFu7mUnYBrYI9mTOitRQBC1EGSWhqsr4zwdENzuyEQyuq9dDDizpw/xl9kcSM3Go9tgAin1f7NXnWg0FzQb4grZKiKDy3fD+HE9Kp6+7E5+M74eIoKzcLURZJaGoyr+DLfXp+nQEFOdV26EY+7rSv741JgTV7pRVCtTq8GvYsBHQw4nNwra11RKIcX/55kjX7zuGg1zF/bAeCvV21DkkIq2VWQjNz5kx0Ol2pR7NmzSr02iVLlqDT6Rg2bFipnyuKwiuvvEJgYCCurq707duX6Ohoc8ISldHtMfVf6WlnYPvH1XroER2kFUK1SzsLax5Xxz2mQsMemoYjyvfH8Yu8uf4oADMGt6BLaF2NIxLCupl9haZly5YkJCSUPLZt23bd18TGxjJt2jR69ux51XNvv/02H330EZ999hl///037u7uREREkJsrtyGqhZMb9C+a6bTtffULr5oMbhOIo0HHkYR0jiSkV9txayyTCVY9ArmpENgObn1B64hEOU4nZ/HY4j2YFLirUwjjbm6gdUhCWD2zExoHBwcCAgJKHj4+1546aDQaGTt2LLNmzSI0NLTUc4qi8MEHH/DSSy8xdOhQ2rRpw3fffce5c+dYtWqVuaGJG9VyBNTvCgXZsGlmtR3W282J25qp/WdW7pGrNFVu5zw4tVWtmxr5FTg4aR2RKENWXiEPfrebtJwC2tf35tVhLaUIWIgKMDuhiY6OJigoiNDQUMaOHUtcXNw1t3/11Vfx8/Nj4sSJVz136tQpzp8/T9++fUt+5uXlRZcuXdixY0e5+8zLyyM9Pb3UQ1SCTgcD5gA6OPATnPmn2g5dfNtp5Z6zFBpN1XbcGidhP2yapY4HzAGfptrGI8qkKApP/7SPYxcy8PVw5rNxHXF2kCJgISrCrISmS5cuLFiwgMjISD799FNOnTpFz549ycjIKHP7bdu28b///Y8vv/yyzOfPn1fXIPH39y/1c39//5LnyjJnzhy8vLxKHiEhIea8DVGWoPbQbqw6jnxOvT1RDXqH++Ht5sjFjDz+ikmulmPWOPnZsPwBMBVAs0HQ4V6tIxLlmPf7CSIPncfRoOOzcR3x93TROiQhbIZZCc3AgQMZNWoUbdq0ISIignXr1pGamspPP/101bYZGRmMHz+eL7/88rq3pcw1ffp00tLSSh5nzpyx6P5rrD6vqCvGnt2tNiqsBk4Oega3CQJgpbRCqBq/vgxJx9QeXoM/kinaVmrzkQu89+txAF4b2oqODWT2mRDmqNQ6597e3oSFhXHixImrnouJiSE2NpbBgweX/MxU9K9+BwcHjh07RkBAAAAXLlwgMDCwZLsLFy7Qrl27co/r7OyMs7NzZUIXZfHwh1umqXU0m2ZC88Fq76cqNqJDMAt3niby0Hky8wqp5SzL71vMsUj45yt1PPxTcJeZMtYo5mImU5fsRVFg3M31ubtzfa1DEsLmVGodmszMTGJiYkolI8WaNWvGgQMH2Lt3b8ljyJAh9O7dm7179xISEkKjRo0ICAhg8+bNJa9LT0/n77//pmvXrpUJTdyomydD7YaQeV6d9VQN2oV4E+rjTm6BifUHEqrlmDVCxgVYPUUdd30UGt+mbTyiTOm5BUz67l8y8gq5qWFtXhnUUuuQhLBJZiU006ZNY+vWrcTGxrJ9+3aGDx+OwWBgzJgxAEyYMIHp06cD4OLiQqtWrUo9vL298fDwoFWrVjg5OaHT6Zg6dSqvv/46a9as4cCBA0yYMIGgoKCr1qsR1cTBGfq/ro63fwyXTlf5IXU6XUnDSpntZCGKAqsnQ3YS+LdSbycKq2MyKTz1415OXswi0MuF+WM74uQg650KcSPM+psTHx/PmDFjCA8PZ/To0dStW5edO3fi6+sLQFxcHAkJ5v0L+9lnn+Wxxx7jwQcf5KabbiIzM5PIyEhcXKQYTjPNBkGjW8CYp9ZfVINhRQnNjpPJnE2tvhWL7dauL+DEJnBwKZqiLbdordEHm6PZdCQRJwc9n4/viK+HnCchbpROUaqxK2EVSU9Px8vLi7S0NDw9PbUOxz5cOASf9QDFBPetrZYVZe/6fAd/n0rhmYhwpvRuUuXHs1sXDsMXt6oJ6cB3oMuDWkckyhB5MIGHv48C4L1RbRnZsZ7GEQlR/Sz5/S3XNkXZ/FtCx/vUceTzYDJW+SFHFq1JsyIqHjvIs7VRkAsrJqnJTNP+0HmS1hGJMhw7n8FTP+0D4P+6N5JkRggLkIRGlK/3i+DsBecPwJ7vq/xwA1sH4OygJ+ZiFgfOplX58ezS5lfhwkFw84Gh82SKthVKyy7gwYX/kp1vpFvjurxwe8X64Qkhrk0SGlE+dx+49Xl1vPlVyK3aJMPDxZH+LdWp/CukYaX5TmxW2xsADJsPtfy0jUdcxWhSeGzJHk4nZxPs7con93TAwSC/hoWwBPmbJK6t8ySo21SdLfPHO1V+uBEd1OLgNfvOUSCtECouK1ltPAlw0yQIi9A2HlGmdzYc44/jF3Fx1PPFhI7UcZd+WkJYiiQ04toMjhDxhjre+Rkkx1Tp4Xo28cGnljMpWflsPXaxSo9lNxQF1jwGmRfAJxz6v6Z1RKIMP+87x2db1b8/b9/ZlpZBXhpHJIR9kYRGXF9Yf2jSV+0FtPGlKj2Ug0HP0HZqK4QVe6QVQoXsXgDH1oLeUZ2i7eiqdUTiPw6fS+eZZWoR8EO9QhnSNkjjiISwP5LQiIqJeAP0DnBsHcT8VqWHKr7ttOlwImnZBVV6LJt38ThEqotZ0ncGBLbRNh5xlZSsfB5c+C+5BSZuCfPl2QgpAhaiKkhCIyrGN1ytzQCIfAGMhVV2qBaBnoT7e5BvNLFWWiGUrzAfVjwAhTnQqBfcPEXriMR/FBpNPPpDFPGXcmhQ142P726PQS8zz4SoCpLQiIq79TlwrQMXj8Dub6rsMDqdruQqzQrpwF2+32dDwj5wrQ3DPwO9/HW2Nm+sO8r2mGTcnAx8OaETXm6OWockhN2S34Ci4lxrQ+8X1PHvsyE7pcoONax9MHod/Hv6EqeTs6rsODbr1J/w14fqeMjH4Ck1GdZm+e54vv7rFABzR7clzN9D44iEsG+S0AjzdLwf/FpAziXY+laVHcbf04XuTXwAWZPmKjmXYOVDgAIdJkDzwVpHJP5jf3wq01ceAODx25owoFWgxhEJYf8koRHmMTjAgDnqeNeXkHi0yg5VfNtp5Z6z0gqhmKLAz1Mh/SzUaQwRc7SOSPzHxYw8Hlq4m/xCE32a+TG1b5jWIQlRI0hCI8wXeiuE3wGKETa8oH7JVoGIlgG4ORmIS8lm9+lLVXIMm7NvMRxepc44G/klONfSOiJxhfxCE5MX7SYhLZdQX3fev7sdeikCFqJaSEIjbkz/19R1T2I2Q/TGKjmEm5MDA4su1S+X206QchLWPaOOb50OwR21jUdc5bVfDvNP7CU8nB34ckInPF2kCFiI6iIJjbgxdRvDzUVL7W94QZ1CXAWKbzut3X+O3IKq7/httYwFsHwS5GdC/W7Q40mtIxL/sWRXHAt3nkangw/HtKOxr1w9E6I6SUIjbtwtz4C7LySfgF1fVMkhbg6tS6CXC+m5hfx2NLFKjmET/ngHzv6rdj8f8TnoDVpHJK6w+3QKL68+CMDT/cK4rZm/xhEJUfNIQiNunIsn9HlFHW99G7KSLH4Ig17HsPY1fE2auJ2XG4MOmgve9bWNR5RyIT2Xh7+PosCoMLBVAFN6N9E6JCFqJEloROW0GwsBbSAvDX57vUoOMaIoodly7CLJmXlVcgyrlZsGKyaBYoI2d0PrO7WOSFwhr9DIQwt3czEjj3B/D94d1RadToqAhdCCJDSicvQGGFi0Hk3Ut3D+oMUP0dTfg9bBXhSaFH7ed87i+7dq656F1DjwbgC3v6N1NOIKiqLw8qqD7D2TiqeLA19M6Ii7s4PWYQlRY0lCIyqvQTdoOVy9ihD5fJVM4y5phbCnBs12OrAM9i8BnR5GfKne4hNW4/udp/np33j0Ovj4ng40qOuudUhC1GiS0AjL6PcqOLhA7J9w5GeL735w2yAMeh3749M4kZhh8f1bndQ4+OUpdXzLs1C/i7bxiFL+PpnMrJ8PA/DcgGb0CvPVOCIhhCQ0wjK860O3x9TxxpegINeiu/ep5cytRV8adt8KwWSEFQ+pdUn1blJnkwmrcS41h8mLoig0KQxpG8SDt4RqHZIQAklohCV1nwoegZB6GnbOt/juR3SoB6itEEwmO26FsO19iNsOTrXUW00GqcuwFrkFRh5c+C/JWfm0CPTkrZFtpAhYCCshCY2wHOda0HeWOv7zPcg4b9Hd92nuh4eLAwlpuew8mWzRfVuN+N2wpag/0+3vQJ1G2sYjSiiKwvQVBzh4Np067k58MaEjrk6yHpAQ1kISGmFZrUdBcCd1RdvNr1p01y6OBga1UVsh2GVxcF4mrHgATIVqkXXbMVpHJK7wv22nWLnnLAa9jk/uaU+92m5ahySEuIIkNMKy9PrL07j3LoKzURbdffFtp/UHEsjOL7TovjUX+bzar8kzGAa9D3Irw2psi07ijXVHAHjpjuZ0a+yjcURCiP+ShEZYXr1O0OYudRw53aLTuDs1qE1IHVey8o1sPHTBYvvV3OE1sGchoIPhn4Nrba0jEkXOpGTz6OIoTAqM7FCP+7o11DokIUQZJKERVaPvTHB0gzM74eByi+1Wp9MxvL16lcZubjuln4OfH1fHPaZCo56ahiMuy84vZNJ3/5KaXUDbel7MHt5KioCFsFKS0Iiq4RkEPYrWUfn1FcjPttiui1shbIu+yIV0y04Pr3YmE6x8GHIuQWA7uPUFrSMSRRRF4Zll+zl6PgOfWk58Nr4jLo5SBCyEtZKERlSdbo+CV31IPwvbP7LYbhv6uNOxQW1MCqzea+NXaXbOg1Nb1atZI78CByetIxJFPtt6krX7E3DQ6/h0XEcCvVy1DkkIcQ2S0Iiq4+gK/YqmcW/7ANIs1y17eEkHbhtOaBL2w6aizyfiDfBpqm08osTvxxJ5e8NRAGYOaclNDetoHJEQ4nokoRFVq+VwqN8NCnNg00yL7XZQm0CcDHqOns/g8Ll0i+232uRnw/IHwFQA4XdAx/u0jkgUOZWUxeOL96AoMKZzfcbd3EDrkIQQFSAJjahaOh0MfBPQwYGlEPe3RXbr7eZEn+Z+AKyIstyVn2rz68uQdAxq+cOQj2WKtpXIzFOLgDNyC+nYoDYzh7TQOiQhRAVJQiOqXmBbaD9OHUc+pxbCWkDxbadVe89RaLTMPqvFsUj45yt1POxTcK+rbTwCAJNJ4akf93IiMRN/T2c+HdsBZwcpAhbCVkhCI6pHn1fAyQPO7YH9Syyyy1vD/ajt5khSZh7bTiRZZJ9VLjMRVk9RxzdPgSZ9tI1HlPj4txNsPHwBJ4Oez8Z1xM/TReuQhBBmkIRGVI9afnDLNHW8aZa6zH8lOTnoGdI2CLCR4mBFgVWTITsJ/FupSZ6wCr8evsD7m44D8PrwVrSvLwsbCmFrzEpoZs6ciU6nK/Vo1qxZuduvWLGCTp064e3tjbu7O+3atWPhwoWltrnvvvuu2ueAAQNu7N0I63bzI1C7EWSeh21zLbLL4lYIGw6dJyO3wCL7rDK7voQTv4KDizpF21GuAFiDE4kZPPnjXgDu7dqA0Z1CtA1ICHFDzL5C07JlSxISEkoe27ZtK3fbOnXq8OKLL7Jjxw7279/P/fffz/3338+GDRtKbTdgwIBS+1y8eLH570RYPwdniJitjrd/ApdiK73LNvW8CPV1J6/QxPqDlu3ubVGJR2DjS+q432vg11zbeAQAaTkFTPpuN5l5hXRuVIeXBkkRsBC2yuyExsHBgYCAgJKHj0/5TdpuvfVWhg8fTvPmzWncuDFPPPEEbdq0uSoJcnZ2LrXP2rWvfbk3Ly+P9PT0Ug9hI8Jvh0a9wJgHG1+u9O50Oh0ji67SWO1sp4JcdYq2MQ+a9IPOk7SOSABGk8LUJXs4lZRFkJcL88d2wNEgd+GFsFVm/+2Njo4mKCiI0NBQxo4dS1xcXIVepygKmzdv5tixY9xyyy2lntuyZQt+fn6Eh4fzyCOPkJycfM19zZkzBy8vr5JHSIhcIrYZOh0MmAM6PRxZA7HlX+GrqGFFs512nkwh/pLlWixYzOZX4cJBcPOBofNkiraVmPvrMX4/dhFnBz1fTOiETy1nrUMSQlSCTlEq3gp5/fr1ZGZmEh4eTkJCArNmzeLs2bMcPHgQDw+PMl+TlpZGcHAweXl5GAwG5s+fz//93/+VPL9kyRLc3Nxo1KgRMTExvPDCC9SqVYsdO3ZgMJQ9ZTIvL4+8vLySP6enpxMSEkJaWhqenp4VfTtCS2ufVqcu+7eGh7aCvnLTY+/+Ygc7T6bwTEQ4U3o3sVCQFnBiM3w/Qh2P+RHCpT7MGqzdn8CUH6IA+OCudiVJsRCieqWnp+Pl5WWR72+zEpr/Sk1NpUGDBsydO5eJEyeWuY3JZOLkyZNkZmayefNmXnvtNVatWsWtt95a5vYnT56kcePGbNq0iT59Kjal1ZIfiKgmWcnwcXvITYNBH0Cn+yu1u5/+PcOzy/YT6uvO5qd6WUdH5Kxk+LQrZF6Amx6AO97TOiIBHElIZ8T87eQUGJnUsxEv3iF1M0JoxZLf35W6Yezt7U1YWBgnTpwo/wB6PU2aNKFdu3Y8/fTT3HnnncyZM6fc7UNDQ/Hx8bnmPoUdcK8Lt05Xx7+9riY2lTCwVQAujnpOXsxiX3zl9mURigJrHlOTGZ9wtRBYaC41O58HF/5LToGRHk18eG5A+bM0hRC2pVIJTWZmJjExMQQGBlb4NSaTqdTtov+Kj48nOTnZrH0KG3XTA+ATpq7LsvXtSu3Kw8WR/i0CACspDt69AI6tBb2jOkXbyU3riGq8QqOJxxbv4UxKDiF1XPl4THscpAhYCLth1t/madOmsXXrVmJjY9m+fTvDhw/HYDAwZswYACZMmMD06dNLtp8zZw6//vorJ0+e5MiRI7z33nssXLiQcePUZfAzMzN55pln2LlzJ7GxsWzevJmhQ4fSpEkTIiIiLPg2hVUyOEJE0dW6vz+HpMpdlRvRQa2D+HnfOfILNWyFkBQNG15Qx31nQGAb7WIRJd7ecIw/o5NwdTTwxfhO1HZ30jokIYQFOZizcXx8PGPGjCE5ORlfX1969OjBzp078fX1BSAuLg69/nKOlJWVxeTJk4mPj8fV1ZVmzZrx/fffc9dddwFgMBjYv38/3377LampqQQFBdG/f39ee+01nJ1lxkGN0LQvNO0P0Rth44twz483vKseTXzw9XDmYkYeW44l0r9lgAUDraDCfHWKdkG2Oj395inVH4O4yqo9Z/nij5MAvDuqLc0DpdZOCHtTqaJgayFFwTYuKRrm3wymQhi3olL9jWavPcyXf55iQMsAPhvf0YJBVtCmmbDtfXCtDY9sB8+g6o9BlHLwbBojP91OXqGJybc25lmpmxHCalhNUbAQFuHTFDo/qI43vADGwhve1fD26iJ7vx1NJDU73xLRVdypP2HbB+p48IeSzFiBpMw8HvzuX/IKTfQO9+Xp/uFahySEqCKS0Ajr0OtZcKsLF4/Cv1/f8G5aBHnSLMCDfKOJX/YnWDDA68i5BCsfAhRoPx5aDK2+Y4syFRhNTFkUxbm0XBr5uPPB3e0x6K1gOr8QokqYVUNj64xGIwUFVt7A0IY4OjqWu/ih2VxrQ+8XYe1T8PtsaH0nuNW5oV2N7FCP2euOsCIqnnE3N7BMfNeiKPDzVEg/C3VCYcCbVX9McV2z1x7h71Mp1HJ24MsJHfFyddQ6JCFEFaoRCY2iKJw/f57U1FStQ7E73t7eBAQEWGYhuw73wj//g8RDsGUO3P7ODe1maLsg5qw/QlRcKrFJWTT0ca98bNeybzEcXgV6B3WKtnOtqj2euK6f/j3Dgu2xAMwd3ZYmfmWvZC6EsB81IqEpTmb8/Pxwc3OzjlVkbZyiKGRnZ5OYmAhgmXWDDA5qn6fvhqiJTaf/u6Gu1H6eLvRo6ssfxy+yYs9ZnuoXVvnYypNyEtY9o45vnQ7BGhQii1L2xF3ipZUHAZjat6k2s92EENXO7hMao9FYkszUrVtX63DsiqurKwCJiYn4+flZ5vZTaC9oNgiO/qIWCI9bcUPNHEd2CFYTmqh4pvZpir4qaieMhbDiQcjPhPrdoMeTlj+GMEtiRi4Pf7+bfKOJfi38efy2plqHJISoJnZfFFxcM+PmJiu1VoXiz9WitUn9XweDE8T8Bsc33NguWgTg7mQg/lIO/56+ZLnYrvTHOxD/Dzh7wYjPK91gU1ROXqGRR76P4kJ6Hk38ajF3dNuqSWSFEFbJ7hOaYnKbqWpUyedapxHcPFkdb3hBXazOTK5OBga2Vm+DrdxTBa0Q4v6GP4raNQyaC971LX8MYZaZaw6z+/QlPFwc+GJ8RzxcpAhYiJqkxiQ0wsbcMg3c/SAlBnZ9fkO7KG6F8Mv+BHILjJaLLTcdVjwAigna3KXOyBKaWvT3aRbvikOng4/ubk+orxRmC1HTSEIjrJOzh9oHCdTGlZkXzd7FzY3qEuTlQkZuIesPJmCxRbHXPQOpcepVmRuciSUs55/YFGauOQTAMxHh9G7mp3FEQggt2H1RsD04c+YMM2bMIDIykqSkJAIDAxk2bBivvPKKfRc6t70Hdn0JCXvh99fV1XfNoNfrGNY+mPlbYnjyx308s3Q/ddydqOPuRN1aTtRxd6auuxN13Z2oU6vov+7O1HF3wqeWE54ujlfXYBxYBvuXgE4PI74EFy/LvV9htoS0HB75PooCo8IdrQN5pFdjrUMSQmhEEhord/LkSbp27UpYWBiLFy+mUaNGHDp0iGeeeYb169ezc+dO6tS5sQXorJ5ery5S980A2P0tdJpodufqe7rUZ/Xec5xNzaHQpJCYkUdiRl6FXmvQ66jtVpzoONHEOYUX4p7AFdgXOomzaQ2oezK5JDnydi0jARJVJrfAyMMLd5OUmUezAA/eGdVGauWEqMFqZEKjKAo5lqypMIOro8GsX7pTpkzBycmJjRs3lkyTrl+/Pu3bt6dx48a8+OKLfPrppzRs2JCJEydy+PBh1qxZg7e3Ny+88AJTplzu9pyamsq0adNYvXo1eXl5dOrUiffff5+2bdsCMHPmTFatWsXTTz/Nyy+/zKVLlxg4cCBffvklHh4aLUzWoCu0HAGHVkDkdLjvF7Omcder7cZfz99GboGRlKx8UrLySc7KJzkzr2Sckln036y8kj9n5BViNCkkZeaRlJmHHhNTnV7HVZ9JlKkJow71wHgoqtSx9DrUBKhW0VWgoqs9xVd8iq/+FD9f281JluK/QYqi8OLKg+yLT8PbzZEvxnfCzalG/joTQhSpkb8BcgqMtHjlxqYDV9bhVyMq/Is3JSWFDRs2MHv27JJkplhAQABjx47lxx9/ZP78+QC88847vPDCC8yaNYsNGzbwxBNPEBYWRr9+/QAYNWoUrq6urF+/Hi8vLz7//HP69OnD8ePHS67yxMTEsGrVKn755RcuXbrE6NGjefPNN5k9e7YFPwUz9XsVjq2D09vgyJob6pPk4mggyNuVIG/X62+MOgX4UlYByVl5JGfm47PnY1ocOUq+3o3N4a9zW4Hv5QQpM4/03EJMCmqylFWxWVm6ogSo5DbYf26FXf6Zc1EC5IiDQcreAL7dHsvyqHj0OvhkTAfq15VlGYSo6WpkQmMroqOjURSF5s3LXi23efPmXLp0iYsX1YLZ7t278/zzzwMQFhbGX3/9xfvvv0+/fv3Ytm0bu3btIjExEWdnZwDeffddVq1axbJly3jwQbXbtclkYsGCBSVXZMaPH8/mzZu1TWi8Q6D7E7D1Ldj4EjSNAEeXKj2ks4OBAC8DAV4ucHY3HJsHgNOQ93im3cCrts8vNHEpO5/kzOKrQEVXgK64+nP56lA+aTkFKAolSVFF6HTg5eqoXvEpvvpT6/Itsbq1SidCtd2dcLTDBGh7TBKvrT0CwAu3N6dHUx+NIxJCWIMamdC4Oho4/GqEZsc2V0Vn53Tt2vWqP3/wwQcA7Nu3j8zMzKuKiHNycoiJiSn5c8OGDUvdXgoMDCxpb6Cp7k9A1EJ1dtGOT9Rp3dUhLxOWTwJTIbQYBm3HlLmZk4Mef08X/D0rlmgVGNUEKOWKW16lboP959ZYalEClJpdQGp2AScvZlXoOF6ujiVJTvHtrrr/ufWl3hJzprabE04O1p0AnUnJZsqiKIwmhWHtgpjYo5HWIQkhrESNTGh0Op1N3G9v0qQJOp2OI0eOMHz48KueP3LkCLVr18bX1/e6+8rMzCQwMJAtW7Zc9Zy3t3fJ2NGx9GJkOp0Ok8lkduwW5+QO/WbBiknw51xoNxY8LdA/6no2TFfXwvEMhkHv31AbhrI4GvT4ebjg51GxBKjQaCI1p4CUrHySipKc4itAxVeEiscpWflcys7HpEBaTgFpOQWcTKpYAuTh4lDmFZ/ykiFnh+pbHTkn38hDC3dzKbuAVsGevDlSioCFEJdZ/7d6DVa3bl369evH/PnzefLJJ0vV0Zw/f55FixYxYcKEkl/qO3fuLPX6nTt3ltyu6tChA+fPn8fBwYGGDRtW23uwqNajYNcXaruBza/C8E+r9niH10DUd4AOhn8GbtrNJnMw6PGp5YxPLWfC/K9foG00KaRm5191xUe9GnS5+Pny83mYFMjILSQjt5DY5OwKxVXL2eGKIuji5Me5qAj6iuLooltjLjdwhRLUq5TPLd/P4YR06ro78fn4Tje8LyGEfZKExsp98skndOvWjYiICF5//fVS07aDg4NL1bb89ddfvP322wwbNoxff/2VpUuXsnbtWgD69u1L165dGTZsGG+//TZhYWGcO3eOtWvXMnz4cDp16qTVW6w4nQ4GvAVf3Qb7foDOD1Rdd+v0c/Dz4+q4+xPQ6JaqOU4VMeh16hWWWs5UpD2jyaSQllNQkvykZOWRdMUVn5JZYEW3xy5l5VNoUsjMKyQzr5DTFUyA3J0M1LnGGkB13UvPEnN1UpOWL/88yZp953DQ65g/tgPBFSzuFkLUHJLQWLmmTZvy77//MmPGDEaPHk1KSgoBAQEMGzaMGTNmlFqD5umnn+bff/9l1qxZeHp6MnfuXCIi1FohnU7HunXrePHFF7n//vu5ePEiAQEB3HLLLfj7+2v19sxXr6Nax7JvMax/HiZutNhtoBImE6x8GHIuQWBb6P2iZfdvhfR6HbWLCokrQlEU0nMKS672XL7dlXf5itB/CqILjApZ+UayUnI4k5JToeO4Ohqo4+5EQpq6/SuDW9Al1I4XkxRC3DCdYrH14LWTnp6Ol5cXaWlpeHp6lnouNzeXU6dO0ahRI1xcqnZmjJYaNmzI1KlTmTp1arUeV5PPNz0BPu4IBVkw4itoM8qy+9/+sTqbysEVHv4TfCpyjUNci6IoZOQVFiU+eVfU/uRf/llWfqnaoHxj6dqt0Z3q8ZbUzQhhV671/W0uuUIjbI9nIPR8En57HTbNgGa3q0XDlpCwHzbNUscD5kgyYyE6nQ5PF0c8XRxp5HP9c6Uo6u2s4qQnt8BIl0Z1JZkRQpTLuudoClGero+qzSHTz8JfH1lmn/nZsPwBMBVA+B3Q8T7L7FeYTafT4eHiSIO67nSoX5tujX1kVWUhxDXJFRo7ERsbq3UI1cvRFfq9Bkvvhb8+hPbj1AX4KuPXlyHpGNTyhyEfW742RwghRJWRKzTCdrUYCg26Q2GOeuupMo5Fwj9fqeNh88FdCk+FEMKWSEIjbJdOp9a5oIODyyFu53VfUqbMRFhd1MTz5snQpK/FQhRCCFE9JKERti2wLXSYoI7XP6dOuTaHosCqyZCdBH4toU8lr/QIIYTQhCQ0wvbd9jI4e0LCXnV9GnPs+hJO/AoGZxj5VZU3vRRCCFE1JKERtq+WL9zyjDrePAvyMir2usQj6nozAP1fA/8WVROfEEKIKicJjbAPXR6GOqGQeQH+fO/62xfkqlO0jXlqzUznB6s+RiGEEFVGEho7oNPpWLVqldZhaMvBCSLeUMc75kHKqWtvv/lVuHAQ3Hxg6HyZoi2EEDZOEhobcP78eR577DFCQ0NxdnYmJCSEwYMHs3nzZq1Dsy5hAyC0Nxjz1TVlynNiM+ycp46HzgMPG+plJYQQokyS0Fi52NhYOnbsyG+//cY777zDgQMHiIyMpHfv3kyZMkXr8KxL8TRunQGO/Ayn/rh6m6xkdVYTQKeJED6gemMUQghRJWpmQqMokJ+lzcPMXqCTJ09Gp9Oxa9cuRo4cSVhYGC1btuSpp55i586y1105cOAAt912G66urtStW5cHH3yQzMzMkue3bNlC586dcXd3x9vbm+7du3P69OmS51evXk2HDh1wcXEhNDSUWbNmUVhYeGOfdXXzaw6d/k8dR04Hk/Hyc4oCax6DzPPgEwb9X9cmRiGEEBZXM1sfFGTDG0HaHPuFcxVupJiSkkJkZCSzZ8/G3f3q13h7e1/1s6ysLCIiIujatSv//PMPiYmJPPDAAzz66KMsWLCAwsJChg0bxqRJk1i8eDH5+fns2rWrpOnfn3/+yYQJE/joo4/o2bMnMTExPPigWjA7Y4aNrNHS+wU4sFStkYn69nKCE/UtHFsLekd1iraTm7ZxCiGEsBizrtDMnDkTnU5X6tGsWbNyt1+xYgWdOnXC29sbd3d32rVrx8KFC0ttoygKr7zyCoGBgbi6utK3b1+io6Nv7N3YmRMnTqAoyjU/4//64YcfyM3N5bvvvqNVq1bcdtttfPLJJyxcuJALFy6Qnp5OWloagwYNonHjxjRv3px7772X+vXrAzBr1iyef/557r33XkJDQ+nXrx+vvfYan3/+eVW9Tctzq6MmNaB25M5JhaRo9YoNQJ9X1AX5hBBC2A2zr9C0bNmSTZs2Xd6BQ/m7qFOnDi+++CLNmjXDycmJX375hfvvvx8/Pz8iIiIAePvtt/noo4/49ttvadSoES+//DIREREcPnwYF5cqWuTM0U29UqIFx4pfFVDMvD0FcOTIEdq2bVvqik737t0xmUwcO3aMW265hfvuu4+IiAj69etH3759GT16NIGBgQDs27ePv/76i9mzZ5e83mg0kpubS3Z2Nm5uNnJVo9P/wT//U5tN/j4bzuxSr8w1ukXt1C2EEMKumJ3QODg4EBAQUKFtb7311lJ/fuKJJ/j222/Ztm0bERERKIrCBx98wEsvvcTQoUMB+O677/D392fVqlXcfffd5oZXMTpdhW/7aKlp06bodDqOHj1q0f1+8803PP7440RGRvLjjz/y0ksv8euvv3LzzTeTmZnJrFmzGDFixFWvq7IEsyoYHGHAG/D9SNj1hfozF28Y/jnoa2bpmBBC2DOzf7NHR0cTFBREaGgoY8eOJS4urkKvUxSFzZs3l1wlADh16hTnz5+nb9/LzQC9vLzo0qULO3bsKHdfeXl5pKenl3rYozp16hAREcG8efPIysq66vnU1NSrfta8eXP27dtXavu//voLvV5PeHh4yc/at2/P9OnT2b59O61ateKHH34AoEOHDhw7dowmTZpc9dDbWiLQpK86lbvYkI/AU6PaKSGEEFXKrG+oLl26sGDBAiIjI/n00085deoUPXv2JCOj/KXm09LSqFWrFk5OTtxxxx18/PHH9OvXD1DXVwHw9y+9Doi/v3/Jc2WZM2cOXl5eJY+QkBBz3oZNmTdvHkajkc6dO7N8+XKio6M5cuQIH330EV27dr1q+7Fjx+Li4sK9997LwYMH+f3333nssccYP348/v7+nDp1iunTp7Njxw5Onz7Nxo0biY6Opnnz5gC88sorfPfdd8yaNYtDhw5x5MgRlixZwksvvVTdb90yBsyBuk2g2+PQYqjW0QghhKgqSiVcunRJ8fT0VL766qtytzEajUp0dLSyZ88e5d1331W8vLyU33//XVEURfnrr78UQDl37lyp14waNUoZPXp0ufvMzc1V0tLSSh5nzpxRACUtLe2qbXNycpTDhw8rOTk5N/YmrcC5c+eUKVOmKA0aNFCcnJyU4OBgZciQISWfI6CsXLmyZPv9+/crvXv3VlxcXJQ6deookyZNUjIyMhRFUZTz588rw4YNUwIDAxUnJyelQYMGyiuvvKIYjcaS10dGRirdunVTXF1dFU9PT6Vz587KF198UWZs9vD5CiGE0EZaWlq539/m0inKDVSeXuGmm26ib9++zJkzp0LbP/DAA5w5c4YNGzZw8uRJGjduzJ49e2jXrl3JNr169aJdu3Z8+OGHFdpneno6Xl5epKWl4enpWeq53NxcTp06RaNGjWyrBsRGyOcrhBDiRl3r+9tclSqKyMzMJCYmpmSGTEWYTCby8vIAaNSoEQEBAaWW8E9PT+fvv/8u83aKEEIIIURZzJrlNG3aNAYPHkyDBg04d+4cM2bMwGAwMGbMGAAmTJhAcHBwydWaOXPm0KlTJxo3bkxeXh7r1q1j4cKFfPrpp4DaVHHq1Km8/vrrNG3atGTadlBQEMOGDbPsOxVCCCGE3TIroYmPj2fMmDEkJyfj6+tLjx492LlzJ76+vgDExcWVmgmTlZXF5MmTiY+Px9XVlWbNmvH9999z1113lWzz7LPPkpWVxYMPPkhqaio9evQgMjJSbl8IIYQQosIqXUNjDaSGRjvy+QohhLhRVlNDY0vsIG+zSvK5CiGEsAZ2n9A4OjoCkJ2drXEk9qn4cy3+nIUQQggt2H23bYPBgLe3N4mJiQC4ubmVdJYWN05RFLKzs0lMTMTb2xuDwaB1SEIIIWowu09ogJLeU8VJjbAcb2/vCvf2EkIIIapKjUhodDodgYGB+Pn5UVBQoHU4dsPR0VGuzAghhLAKNSKhKWYwGOQLWAghhLBDdl8ULIQQQgj7JwmNEEIIIWyeJDRCCCGEsHl2UUNTvLhbenq6xpEIIYQQoqKKv7ctsUirXSQ0GRkZAISEhGgciRBCCCHMlZGRgZeXV6X2YRe9nEwmE+fOncPDw8Pii+alp6cTEhLCmTNnKt1nwhrZ+/sD+3+P8v5sn72/R3t/f2D/77Gq3p+iKGRkZBAUFFSqufWNsIsrNHq9nnr16lXpMTw9Pe3yf9Ji9v7+wP7fo7w/22fv79He3x/Y/3usivdX2SszxaQoWAghhBA2TxIaIYQQQtg8SWiuw9nZmRkzZuDs7Kx1KFXC3t8f2P97lPdn++z9Pdr7+wP7f4+28P7soihYCCGEEDWbXKERQgghhM2ThEYIIYQQNk8SGiGEEELYPElohBBCCGHzJKERQgghhM2zmYTmzTffRKfTMXXq1Kuea9SoEZs2bWLLli0MHTqUwMBA3N3dadeuHYsWLSq1bUFBAa+++iqNGzfGxcWFtm3bEhkZWeYx77//fl566SViY2OZOHEijRo1wtXVlcaNGzNjxgzy8/NLbb9//3569uyJi4sLISEhvP3226We//LLL+nZsye1a9emdu3a9O3bl127dpWK7bnnnqN169a4u7sTFBTEhAkTOHfu3A1+atZn5syZ6HS6Uo9mzZpdtZ0557TYrFmzGDduHCkpKTz22GOEh4fj6upK/fr1efzxx0lLSyu1fVxcHHfccQdubm74+fnxzDPPUFhYWPL8ihUr6NevH76+vnh6etK1a1c2bNhQah9z5szhpptuwsPDAz8/P4YNG8axY8cs8ElZL3PP4bFjx+jduzf+/v64uLgQGhrKSy+9REFBwVWvkXNY9cw9f1c6ceIEHh4eeHt7l7lvOX/Vw9xzGBsbe9X2Op2OnTt3XvUamz6Hig3YtWuX0rBhQ6VNmzbKE088Ueq5ffv2KV5eXkp+fr4ye/Zs5aWXXlL++usv5cSJE8oHH3yg6PV65eeffy7Z/tlnn1WCgoKUtWvXKjExMcr8+fMVFxcXJSoqqtR+CwsLFR8fH+Xvv/9W1q9fr9x3333Khg0blJiYGGX16tWKn5+f8vTTT5dsn5aWpvj7+ytjx45VDh48qCxevFhxdXVVPv/885Jt7rnnHmXevHnKnj17lCNHjij33Xef4uXlpcTHxyuKoiipqalK3759lR9//FE5evSosmPHDqVz585Kx44dq+BT1caMGTOUli1bKgkJCSWPixcvltrG3HNarH379sqPP/6oHDhwQBkxYoSyZs0a5cSJE8rmzZuVpk2bKiNHjizZtrCwUGnVqpXSt29fZc+ePcq6desUHx8fZfr06SXbPPHEE8pbb72l7Nq1Szl+/Lgyffp0xdHRsdT/KxEREco333yjHDx4UNm7d69y++23K/Xr11cyMzOr4NOzDuaew5iYGOXrr79W9u7dq8TGxpb8/bnysy4m57DqmXv+iuXn5yudOnVSBg4cqHh5eZW5bzl/1cPcc3jq1CkFUDZt2lTqNVee32K2fA6tPqHJyMhQmjZtqvz6669Kr169rkpoXn31VeWuu+4q9/W33367cv/995f8OTAwUPnkk09KbTNixAhl7NixpX72xx9/KIGBgYrJZCpzv2+//bbSqFGjkj/Pnz9fqV27tpKXl1fys+eee04JDw8vN7bCwkLFw8ND+fbbb8vdZteuXQqgnD59utxtbMmMGTOUtm3bXnMbc8+poihKXFyc4uTkpKSlpZX5mp9++klxcnJSCgoKFEVRlHXr1il6vV45f/58yTaffvqp4unpWeoc/leLFi2UWbNmlft8YmKiAihbt24tdxtbZ4lz+OSTTyo9evQo9TM5h9XjRs/fs88+q4wbN0755ptvykxo5PxVH3PPYXFCs2fPnmu+xtbPodXfcpoyZQp33HEHffv2LfP5NWvWMHTo0HJfn5aWRp06dUr+nJeXh4uLS6ltXF1d2bZt21X7HTx4cLndu/+73x07dnDLLbfg5ORU8rOIiAiOHTvGpUuXytxHdnY2BQUFpfZT1nF0Ol25l3htUXR0NEFBQYSGhjJ27Fji4uJKPW/uOS1+za233lpu07S0tDQ8PT1xcFD7se7YsYPWrVvj7+9fsk1ERATp6ekcOnSozH2YTCYyMjKue76Aa25jDypzDk+cOEFkZCS9evW66jVyDquHuefvt99+Y+nSpcybN6/cfcr5q1438ndwyJAh+Pn50aNHD9asWXPVPm3+HJqV/lSzxYsXK61atVJycnIURVGuukITHx+vODk5KZcuXSrz9T/++KPi5OSkHDx4sORnY8aMUVq0aKEcP35cMRqNysaNGxVXV1fFycmp1GubNm2q/PLLL2XuNzo6WvH09FS++OKLkp/169dPefDBB0ttd+jQIQVQDh8+XOZ+HnnkESU0NLTk/f1XTk6O0qFDB+Wee+4p83lbtG7dOuWnn35S9u3bp0RGRipdu3ZV6tevr6SnpyuKcmPnVFHUz/+/V96KXbx4Ualfv77ywgsvlPxs0qRJSv/+/Uttl5WVpQDKunXrytzPW2+9pdSuXVu5cOFCmc8bjUbljjvuULp3717m8/biRs9h165dFWdnZwVQHnzwQcVoNJZ6Xs5h9TD3/CUlJSkhISEl/1ou7wqNnL/qY+45vHjxovLee+8pO3fuVHbt2qU899xzik6nU1avXl1qv7Z+Dq02oYmLi1P8/PyUffv2lfzsvwnN/Pnzldtuu63M1//222+Km5vbVbdzEhMTlaFDhyp6vV4xGAxKWFiYMnnyZMXFxaVkm8OHDyvu7u5lJhrx8fFK48aNlYkTJ5b6ubkJzZw5c5TatWuXen9Xys/PVwYPHqy0b9++3Mt/9uDSpUuKp6en8tVXXymKcmPnNC0tTXFyclLi4uKuek1aWprSuXNnZcCAAaXuF5v7F3HRokWKm5ub8uuvv5b7Xh5++GGlQYMGypkzZ8p/w3aooucwLi5OOXTokPLDDz8owcHByltvvVXynJxD7Vzv/A0fPlx57rnnSv5cVkIj509b5vweLTZ+/PhSt33t4RxabUKzcuVKBVAMBkPJA1B0Op1iMBiUwsJCZcCAAcoHH3xw1Wu3bNmiuLu7lyrI/a+cnBwlPj5eMZlMyrPPPqu0aNGi5Lk333xTGTZs2FWvOXv2rNK0aVNl/PjxV/3rcvz48crQoUNL/ey3335TACUlJaXUz9955x3Fy8tL+eeff8qMLT8/Xxk2bJjSpk0bJSkpqdz3YC86deqkPP/884qiKDd0TpcsWaK0a9fuqp+np6crXbt2Vfr06XNVcvryyy9fdQ/65MmTCnBVgXhxgXd5V+wURVGmTJmi1KtXTzl58mS529izipzDKy1cuFBxdXVVCgsLFUWRc6i1a50/Ly+vUr+H9Xp9ye/m//3vf4qiyPmzBub+Hfzkk0+UgICAkj/bwzm02oQmPT1dOXDgQKlHp06dlHHjxikHDhxQMjIyFGdnZ+XUqVOlXvf7778r7u7u5V42+6/8/HylcePGpaqyu3btqnzzzTeltouPj1eaNm2q3H333SW/hK9UXBR8ZfY6ffr0q4qC33rrLcXT01PZsWNHufEMGzZMadmypZKYmFih92DLMjIylNq1aysffvjhDZ/TMWPGKDNmzCj1s7S0NOXmm29WevXqpWRlZV31muJitisve37++eeKp6enkpubW/KzH374QXFxcVFWrVpV5rFNJpMyZcoUJSgoSDl+/HgF37V9qcg5/K9vv/1WcXBwKPn7IudQO9c7f4cPHy71e/j1119XPDw8lAMHDpT8Y03On7Zu5O/gAw88oLRv377kz/ZwDq02oSnLlbecli5dqrRu3brU88W3JKZPn15qalpycnLJNjt37lSWL1+uxMTEKH/88Ydy2223KY0aNSq513jhwgXF0dGx1BS4+Ph4pUmTJkqfPn2U+Pj4Uvsulpqaqvj7+yvjx49XDh48qCxZskRxc3MrdUXhzTffVJycnJRly5aV2kdGRoaiKGoyM2TIEKVevXrK3r17S21zrYpxW/L0008rW7ZsUU6dOqX89ddfSt++fRUfHx8lMTHxhs5pQUGB4u3trezevbvkNWlpaUqXLl2U1q1bKydOnCj1uuJktHi6Yf/+/ZW9e/cqkZGRiq+vb6nEdtGiRYqDg4Myb968UvtITU0t2eaRRx5RvLy8lC1btpTaJjs7uyo/Rk2Zew6///575ccff1QOHz6sxMTEKD/++KMSFBRUMrNQzmH1Mvf8/dd/bznJ+at+5p7DBQsWKD/88INy5MgR5ciRI8rs2bMVvV6vfP3114qi2M85tNmEZty4ccqLL75Y6vl7771XAa569OrVq2SbLVu2KM2bN1ecnZ2VunXrKuPHj1fOnj1b8vxXX311VTHSN998U+Z+/1tTvW/fPqVHjx6Ks7OzEhwcrLz55pulnm/QoEGZ+yjOioun1pX1+P333yv34VmJu+66SwkMDFScnJyU4OBg5a677lJOnDihKMqNndNNmzYp9erVK/Wa33//vdzP8cp/tcTGxioDBw5UXF1dFR8fH+Xpp58umY6oKOr/b2Xt49577y3Zprzj/PcKnz0x9xwuWbJE6dChg1KrVi3F3d1dadGihfLGG2+UXL6Wc1i9zD1///XfhEbOX/Uz9xwuWLBAad68ueLm5qZ4enoqnTt3VpYuXVryvL2cQ13RzmxKYWEh/v7+rF+/ns6dO1t030OGDKFHjx48++yzFt2vuLYbPaePP/44hYWFzJ8/vwqjExUh59C2yfmzfTX9HDpoHcCNSElJ4cknn+Smm26y+L579OjBmDFjLL5fcW03ek5btWpF165dqygqYQ45h7ZNzp/tq+nn0Cav0AghhBBCXMnqVwoWQgghhLgeSWiEEEIIYfMkoRFCCCGEzZOERgghhBA2TxIaIYQQQtg8SWiEEEIIYfMkoRFCVIv77rsPnU6HTqfD0dERf39/+vXrx9dff43JZKrwfhYsWIC3t3fVBSqEsEmS0Aghqs2AAQNISEggNjaW9evX07t3b5544gkGDRpEYWGh1uEJIWyYJDRCiGrj7OxMQEAAwcHBdOjQgRdeeIHVq1ezfv16FixYAMDcuXNp3bo17u7uhISEMHnyZDIzMwHYsmUL999/P2lpaSVXe2bOnAlAXl4e06ZNIzg4GHd3d7p06cKWLVu0eaNCiGonCY0QQlO33XYbbdu2ZcWKFQDo9Xo++ugjDh06xLfffstvv/1W0lutW7dufPDBB3h6epKQkEBCQgLTpk0D4NFHH2XHjh0sWbKE/fv3M2rUKAYMGEB0dLRm700IUX2k9YEQolrcd999pKamsmrVqqueu/vuu9m/fz+HDx++6rlly5bx8MMPk5SUBKg1NFOnTiU1NbVkm7i4OEJDQ4mLiyMoKKjk53379qVz58688cYbFn8/QgjrYpPNKYUQ9kVRFHQ6HQCbNm1izpw5HD16lPT0dAoLC8nNzSU7Oxs3N7cyX3/gwAGMRiNhYWGlfp6Xl0fdunWrPH4hhPYkoRFCaO7IkSM0atSI2NhYBg0axCOPPMLs2bOpU6cO27ZtY+LEieTn55eb0GRmZmIwGNi9ezcGg6HUc//fvv2qKhCEcRj+cQSDWA0W2aRFXLYKdkEFm0GYbBUvYlFYgxabyWKzbVlNJjHpRfinWkRGTjjJG1jPwPvEYRj2ay/DTj6fT2MEAF9G0AD4qu12q9PppOFwqOPxqPf7rSiK9PPz94vfer3+2J/NZmWt/VgLgkDWWt1uNzUajdS+HcD/QdAASM3z+dTlcpG1VtfrVXEcKwxDtdttGWN0Pp/1er00n8/V6XS03++1WCw+zvA8T4/HQ0mSyPd95XI5lctl9ft9GWMURZGCIND9fleSJKrVamq1Wl+aGEBaeOUEIDVxHKtYLMrzPDWbTe12O81mM202G2UyGfm+r+l0qvF4rGq1qtVqpTAMP86o1+saDAbq9XoqFAqaTCaSpOVyKWOMRqORKpWKut2uDoeDSqXSN0YFkDJeOQEAAOdxQwMAAJxH0AAAAOcRNAAAwHkEDQAAcB5BAwAAnEfQAAAA5xE0AADAeQQNAABwHkEDAACcR9AAAADnETQAAMB5vz72jvgZsMZPAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sqlite3 import Date\n",
"\n",
"#Цены открытия и закрытия за последние 5 дней\n",
"df.tail(5).plot(x=\"Date\", y=[\"Open\", \"Close\"])"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "aisenv",
"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": "3.12.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}