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@AlJohri
Last active January 9, 2018 07:14
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Colbert vs Fallon Rating Analysis"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as dates\n",
"\n",
"nielson = pd.read_csv('../nielson/ratings.csv', parse_dates=['start_date', 'end_date'])\n",
"colbert_trump_mentions = pd.read_csv('../the-late-show-with-stephen-colbert/data/trump_mentions.csv',\n",
" parse_dates=['air_date'])\n",
"fallon_trump_mentions = pd.read_csv('../the-tonight-show-starting-jimmy-fallon/data/trump_mentions.csv',\n",
" parse_dates=['air_date'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Number of Viewers in Millions vs Number of Trump Mentions"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10fa1b438>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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lv035+flODd4l7KU/hThhlpG1EWIGQPxQ748JTNplY50p9vcm9dVGSIw9H5LH\nevfcHbH64RYxZzsWXzr7bX4ZDn0Ncx9tXTsHxoI+Is7513fnCjN+TyIOSsGAySYdc/Eq+M0huHq5\naZhcfMgIzIaa1sf0RPdDf9BQa4xQEka6ZoRijwkLTKTl+G7jbpq/x9SIekqfQXDDx+b8ny+Flb80\n4+5OWGvn4of5NjoH3nGuHTkLQiJ8l3ZZYhV0w4xhS2HvSblsbNLc/dY2IsKCWXrRBAbHR6KApJgw\nNLDhYLG/hygIgtDjcUrQaa0btdZTgRRgplJqkr39lFLXAtOBZTabh2mtpwNXA08rpewu12mtn9da\nT9daT09O9kF6YNv0JzATkc4iIlkbTP85X62gD5gM/SbCtje8cz5rKt+jA0waUH+7b5Xv6Gpnv5Is\nMykeOctEPtoSEmYm4Xs+bJ3y6Ihtb1jek/HeG2NYtEn5mv8E3L6Z5s9fW3qa+6E/+O45I8LmLYOQ\ncM/ONe5CUEEm2pfxodmWOt/zMYJJB778FZh1P2x7Df51sYkOdxf2fgbHtlr6ztlPtfMa9hbjXHWu\nDYs2fyMyPvJN2xGroIsbYvp9Fh009de9gOe/OsDmw8X8ccEkrj91BN/eN5uDj1/Apt+dy53njOXd\nLTm8u0X+tgmCIPgSl1wutdYlwFqgXXdqpdQ5wAPAxVrrWptjciy3B4B1wDQPxusZ1h5wfyiGpLFw\nvBNjgvI884/a04biHaEUTL0KcjZ5Xkifvtyk7tmmln7/XNfWZ3ljNd1ZtIZV/2NuL/qbY9E96VKo\nK4d9n3d8voK9pvdY2pXeH6stXfka9SZKsuCrZRYjlHM8P19MP1MTuus9syAwcArED/H8vFaUgln3\nGWF3bJsx1cnd4b3z+wqtYd1jJjo3xcffFbBfi+hOj7fUeebv+fHd3h9jyRHjjhrRBxLHmP6DVpHX\ng9l9rIy/fp7B/MkDWDB1ULvHf3X2KGYM78vvV+7kcKEfnI8FQRB6Cc64XCYrpeItv0cC5wJ72uwz\nDfgnRswdt9neVykVbvk9CTgN8L+9m1Jw4vWmv1zeTsf7ZVvq53xhiGLL5EUmEuCpOYq7Tp7exBur\n6Z1hjUI+FG9q1MZf3HGt1PAzjflMZ2mX6cvN+zDpUu+N1R5d8Rr1RqxGKOc/5r1zxg2B/N0mUl90\n0DeLIxN/Ajd8ZETAi+cZ8RjI7P3cOH6ecbfvo3NWrItxjkyKnGGsZR3SF03GS44YgQsmQgc9vo6u\ntqGRO98YIjJdAAAgAElEQVTcSlxkGI8snIyys6AWEhzE01dOQylY8sZW6hub/DBSQRCEno8zEbqB\nwFqlVDrwA6aG7gOl1MNKKatr5TIgBnirTXuC8cAmpdQ2TGTvca21/wUdmNq14HDY/IrjfbI2GEe6\ngVN8O5bY/jBqjnFXbPLgH14gNDK2rqaHW/oxxaW4t5ruCHtRyN0rO55oB4fAxIXGVbC2wv4+WpvX\nf8RZvu8T1irigPmMefM16o3s+8IYzZz5a+/Vu6Yvh13vttyvLXPNLt8VBp8AN62F5FR44xr4+q++\nSQ30lObo3FDzN7Q7ETvAtDDwRR1d8eGWz12zoOvZdXRPf7GXPbnl/PnSySREhzncb3B8JI9fksa2\nrBKe/iKzC0coCILQe+hU0Gmt07XW07TWaVrrSVrrhy3bl2qt37f8fo7Wun/b9gRa6/Va68la6ymW\n2xd9+3RcICrBmBJsexPqquzvk7URBk3zvBbHGaZeZXpcHfrK/XMESipf2iI4/8/m95++712h4m4U\nctKlxn0z04FVfNYGkyLla4MHK9aIwxl3m2bkY9tlMQvOkL4cnpoI/70UgkLam+J4wuqHu9a8ps9A\nE6mbdAmsfgjevcW5us+uZN8XJi35jLtNfWp3I3WeSW8vz/PeObU2C0zWLIHoRJN+2YNbF2w6VMQ/\nv9zPlTOGMGd8/073vyBtIFdMH8Jza/cz/ZHPGXHfh5z2+BpWbsnpgtEKgiD0fFyqoetxTL8Bakth\n57vtH2uoNWlFvmhXYI/UCyA8Dra+7v455iw1UUdb/JXKlzTG3HqzwW5jg/3WE9B5FHLIyRA7yHHa\nZfqbEBrlHRdDVxh5tnHVPPxt1163J9AcrbW8900N8OFd3oug+SPiHRoJl74IZz8A6W/Avy6EjS8E\nRs9Cq7Nl3BCYcrV/xuApVlMbRws77lCRZ4R/vE3ad+LoHttcvLK2gbvf2sag+Eh+d+EEp487cVg8\nCiioqEMDOSXV3L9iu4g6QRAEL9C7Bd3QUyAp1djet+VYumkn4Ov6OSuhETDpJyZtzFFaYGekLTIC\nAfDIPMAbeDvtqGAfvNRBH7nOopBBQSbysfdzqG5jo91QBztWwLgLIDzG87G6wpCZpn3G/rWd7yu0\nxtc1o/6KeCsFZ90Ll/8LcrbCR7+2LGTolp6FXSnqmmtW+5ro1oizumd0DqDfBJMa6c20y5Ij5tY2\n1TdxTI+tofvTR7s5UlTFXy6fQky48/0H/3f1PtomEVfXN7Ls0wzvDlAQBKEX0rsFXbM5yg/t3eWy\nLK32fOlw2ZYpV0F9lRF17lKeA8NO98w8wBtEJRgjkgI3aiasE0hrROLdW+Afp5sJ0syb3TcUmXSJ\nMZ5oazqx73OoKem6dEtbQsJNs+oD67r+2t2Z0hz3o7XO4m/zmokLIToB2k6Du9LoqFXNqmUcO9/x\nX5TQU5QyUboDax2n2ruKtal4qwjdKCg/6v7iXIDyZWY+r244ws9PH8FJIxNdOvZoSbVL2wUhkFm5\nJYfTHl8j6cNCwNC7BR0Y22175ihZG8w/6NgBXTeWISeZhsjuul1WHIfc7TB6tnfH5S5JY0xkzRXa\nTiBLs2Db65AwAn75Pcxf5r6F+aAToO/w9mmX296A6GSb6GYXM+psKMiAsqP+uX53oqkJfngRnjsJ\nh/38vBVB85ZdvidUHLe/3RXR2naBxBkx1lhvFlA+vd//zrneJnWeSZH01iKKtT2BbUsLa8p5Uc+J\n0pVU1XHv29sY0y+Gu89Ldfn4QfGRLm0XhEBl5ZYc7l+xnZySakkfFgIG5/MleipRCWYlPP1NOPch\n04BWaxO1G356145FKROlW/uoxQbbRbe+/WvM7ag53h+bOySOdr1WxV4aHUBteYv7ZNoi9ybVShlz\nlG+eNk2cY5KhusSMcfrPjBumPxg5y9weWAdTu2ltUldQsM+I/cPfmrS/sXNhzR9bf168HUFz97Pm\nLeJS7EcinRWt1gUS62tkTdkEUy9afAiKDpiWDEUHoNhyW5Jlajsd0ZXOud5m2GmmXjnjIxjnhUbx\nJUfMglBYdMs2a8p5wV7fuyR3EUvf20lhRR0vLp5BRGiwy8ffMzeV+1dsp7q+5XMVGRrMPXNdF4eC\n4E+WfZrR6nMMLenDC6cN9tOohN6OROgATrzBWJJbzVFKs6D8WNfVz9liTftLf9P1Y/etNmmOA9K8\nOyZ3SRoLlfnta9Y6wtdGFJMuNRPV3e+Z+7veM7WS/py095toJoSSdmmfxnpj4///ToW8HbDgOfjp\ne3DKr/wfQfM1nqZ9OqozfPcWeHQA/P1keONq+OwB2PE2VBWZSPbpd5jXObqf/fN2tXOuNwkONY3n\nMz/xrE2MlZLD7RffEkYCqsfU0a3adpT3tx3lf+aMYdLgOLfOsXDaYB67ZDL9+xjjrrjIUB67ZLJM\ngIVuh6QPC4GIROgAhp5szFE2vQzTrjXtCqBr6+es9B1mauC2vg5n/NpElZyhqclE6EbNNgYggUCz\n0+U+GOKkW6inEYnO6DcBkscZE5QZPzfCOXGMaU/hL4KCTMTpwDoTHXb2PfeU9OVmwl+abV7fOUsD\nTwwd2wbv3Qa56SaiNP/J1mnQ/o6g+Rrrc1t1B9RXGtHqyvvkaCFENxonzYSR0HeESWmOSmi/X3BY\n6wgf+M8515ukzjep1zmbnf/b5IiSI+2jcKGR5r3qAb3o8spq+P17O5gyJJ5bZ43y6FwLpw1mwdRB\npD30GRemDRQxJ3RLBsVHkmNHvEn6sOBPAmTm72eUMi0McjaZGrSsDRAabSIn/mDqVab2IvsH54/J\nTYeqAhgdIOmWYIQSuDapmbO0fd8/b04grWmXh9fDkQ0mfW/KFV0nohwxcpaxPz++u2uuZ69Wsavd\nEzuivhq+eBCePxvKc2HRv+GK/3ZtTWugkLbIuF4C3PqtawLWoVPnEHPOyZdByon2xZz12j0xCjr6\nHNO3MOMjz87T1GjSU20NUawkjur2vei01vzmnXRq6hv566IphAR7PmVQSpHaP5aM3HIvjFAQup57\n5qYS2SbtWNKHBX8jgs5K2hUt5ihZG2HwCf6rqRp/sbGy3+ZCT7r9q83tqAAxRAETbQwKca0fU9oi\nSLvScsdHE8iQSEC3tEEIjfLeud1l5Cxz21Vpl762/PeEw+uNq+k3T5nFjds2woQF/h6Vf0kYaW6L\nDrh23JylEBLRepurCyRpi4xjrr+dc71JZLyppfO0fUF5rnHOtVfvnGRpXaDbmvV3H17fmMW6jHzu\nnzeeUcnea+kybmAsGXnl6G782gi9l4XTBvPowknN9xOiJH1Y8D8i6KxEJZi0ux9ehGNbTaqXv6IV\nEX1MetmOd6C+xrlj9q2BAZMhxkHNiz8IDjUTUVdbF4RGmgjp0iLvTyDTl8O6R1tvW/NH/0em4ocY\nI4UDXdSPzmGtYpZJPa4u6Zpx2FJTBh/cBS/PM3WN1600dVyRfbt+LIFGoiXVzVVBl7YITrrFcqcH\nRdi8Qep8yN/t+mtqi7UHXV97EbrRpjbbkVNpgHO4sJJHPtzF6aOTuO5kO8/PA1IH9KG8poGjpU7+\nfxOEAGPasJb/S/eeP07EnOB3RNBZSV8OR7fQ3Guptsy/KWhTr4KaUsh0YgW5thyyvg8cd0tbEse4\nnnZ0LB0GTPJNLWAgR6ZGzoJD35pG577GUSpeUAh8cAc8ORbeuh4yP4PGBt+PJ/NTY9Cx6SU4+Zem\nRcUoP7WRCET6Dje37ogP63t9956eE2HzBqnnm9sMF514bSmx04POitXpshumXTY2ae5evo3gIMUT\nl6URFOTdlPRxA2IByMgt8+p5BaGrsE0ZLqmu9+NIBMEggs7K6oehsbb1Nn9O9EecBbGDjDlKZxz8\nGpoaAqt+zkrSaDMJberAAt2WpiZTxzhgsm/G42sXTU8YebYxvnCldtJd5iw14s2W0EhY+P/g5nVw\n4vVw4Et47XL463j49AHzvnibygJ45+fw2iII7wM/+xzOf6y1BbxgXo/Ygaa9gKsU7IWwGIjp7/1x\ndWf6Djd10p7U0VkjdHFD2j/WLOi6jzGKtVnyqN9+xKbDxVw8ZaB3jR4sPRGnvzKSb8KW0LAtQGp2\nuxBpSN0zyMwzgi44SFEqgk4IAMTl0kqgTfSDgs1K+vpnTMpOR6mU+1ebFMUhJ3fd+JwlaaxJnys5\n3FIH1BElh6Cu3HetF3ztoukJw08HFWTq6Iaf5ttrpS2C9c/B8R1GbLd1uRw0Dc57BPZ9bhrdb/gn\nfPcs9J9soseTL/csvVdr2P42fPIbk2o56344/S4ICfPO8+uJJIx0zwa/cJ8RF/42/glEUueZWs3q\nYvdSe4sPQ8wACI1o/1jcEFOX3U0idNZmybb9tVb8mMOM4YneSSez6YmogJSgAvrt+SOk9+9RUeOV\nW3JY9mkGR0uqGRQfyT1zU5tfv7avsbUhNSApe23o6HUMBDLyyhmaEEVlbYMIOiEgkAidFYducH6c\n6E+92tiLb3+r4/32rYYRZwTmZNjqdOmsMcqxdHM70EeCztO+Xr4kMt70AOsqY5T6SjOhdWR2ERIG\n4y6AK1+FuzNg3jJTF/npb+Ev4+DVRaZ3o7N1nlZKs+G1K2DFz02U5Bdfwaz7AvPzG0gkjHAv5bJw\nb0u0SGhN6nzzN3bvF+4db68HnZWgIFP7WNA9BJ39ZslNLPs0wzsXsJPuHqZrAyPd3UtYBVtOSTWa\nFsG2cksOTU2axz/e7bAhtdBCR69joJCZW87Y/rHERYWKoBMCAhF0VgJxop+caib4HaVdFh2A4oOB\nWT8HNr3onBR0udtBBUPyeN+MJ9Bt2EedbXpj1ZT69jqN9eZzk+SkzXJ0Ipx0M9y8Fn65AU5bYt6r\nt66Hv4w1fdKyNnbs6NfUBD+8AM+dDIe+hrmPmRTL/hO88pR6PAmjoPK4qZl1lvoaY6tv/R4KrRk0\nzaSiupt2WXLEviGKlcTR3SZC5/NmyQ6yXbQXs2D8nc5oXxQ38uu3tjF+6SfkltXaPU4aUrfG0esY\nKMK3tqGRgwWVpA6IIS4ylNIqEXSC/5GUSyvWCX2gNVqechV8fI/jurJ9lnYFgVg/B8Y9NCrR+TqS\n3HTT+NteCpO3CORm1CNnwVfL4NA3JjrmK4oOmrrLpLGuH9tvHJzzIMz+PRz8Era9YX42v2xEx5Sr\nTG+/I9+3fJ9i+0NoLBTtNc/xov9tMfoQnKO5dcFB5yPYRQcALRE6RwQFwdjzTaS5oc61KHFjg/ls\nT77M8T6Jo41YbKw30e0ApaK2gdDgIOoam9o95rUaOgfp7g0xg/DGKxMI6YyOhFlDk+bG00fw5g9Z\ndqM5cVGhaK1RkhYNdMHigoccLKikoUkztn8sO4+WUVjRBUZmgtAJEqGzJRD7LU2+DIJCzYTZHvvX\nGIc1Z+rT/EXiGNcidL4yROkOpMw0ffH2+7h9gbWVhCeRm6Bg0/fwkufhnr2mxUCfQbD2EXh6Mrz7\ni5bG5eW5RsydsNi0IxAx5zru9KKzRodE0Dkmdb5xNT78rWvHlR816ZqOUi7BfL+aGlrMUwKQspp6\nfvriBuobmwgNbi0ovNos2U4WTJUOY1vq/3jl9IEQ1XEkfgfHR/Lb+eN56OKJ7RpSBykoqarnlv9u\nprDCfgSvt+HodfSqQY8HZOZVAJA6INZE6CTlUggARNAFOlEJMHauKShvax/fUAcHvzLRuUBe2Usa\n7Zygq8iH8mO+q5/rDoSEmYbHvq6jK7BMcryVihceC9Ouhes/gP9JN46Vuv1qP/vXBPZnNZBJGGFu\ni1wwRmkWdKO8P56ewsizICTS9SbjxR20LLBiFdLO/P2zOEDyYLy57YKWOSVVdVz7wgbSs0v5+zUn\nsOyyKQyOj0RhRIhXmyWnLYKzH2i+q8PjeKDxJtaEnuWV0wdCVOeeuamEh7SeVtmK4oXTBvPYJZNb\nvcZPXjaF++eNY+2efOY+/TWPfLir17tg3jM3lTBfLi54SGZuOSFBipFJMcSLoBMCBEm57A5MvRr2\nfGDcLMfObdmevRHqKgK3fs5K4hio/K+pC4uIc7xf7jZz25sjdGBSEj97oCX11xcU7DVtMcJjvX/u\nvsMc13kFQnuI7kp4rKn3cjVCFzPAN+9zTyE00kSaMz6GeX92fsHBGnXrKELnbC86GwdIwES2Vy0x\nvzuZKeKqK2BhRS3XvbiRfccr+Me1J3LOBNPWwqfpic1/2xVq2KnszJtLWa4LNaEO2JFTilL2S3i7\nMqqzcNpgvt1fwFubslGWa7d9HxZOG2z3NT5zbDI3vryRF75uaU3SW10wF04bzDf7Cnh7s/l/ER0e\nzKMLvbi44CEZeeWMSIomLCSIuMhQymrqaWrSXu/XKAiu0GmETikVoZTaqJTappTaqZR6yM4+4Uqp\nN5VS+5RSG5RSw20eu9+yPUMpNbftsYITjD4XIhNgWxtzlH2rTS+xEWf6Z1zOYq3T6sztzdrnrLcL\nOmtDbV9G6QoyfWuUEYiusT2BhJGu9aIr3CeGKM6QOg9Kj0DeDuePKTlCs7GSI6ISzN/uzmqI7ThA\nutIH1RlXQFvDkJP/tJoL/vY1+/MreP6nLWLO55RYauiGnQrZP5DaP5Y9Hgq6j7cf4/J/fEefiJAO\no2NdRVMTJEaHceCx+Xx732ynRcj4gX3s1tD5Im3U3+YxzjA0IQqAuRP7ExocxLzJA/w8ohYy88oZ\nO8AskvWJDEVrKK9p6OQoQfAtzqRc1gKztdZTgKnA+Uqptg3PfgYUa61HA08BfwZQSk0ArgQmAucD\nf1dKBSO4RkiY6fu15yPTL8nK/tWm5iqij//G5gzNTpeZHe93LN2sdrvTD6on0W8CRCf7TtBpbSJ0\n7hiiOEsgusb2BBJGuhahK9gr6ZbOMHYuoFxLuyw5bGpGOzNSSRzdef9AD/ugOqofe+TDXeSUVPPu\n5uxWgi+3rIbcslp+dvoIZqV60E/SVUqzAQUTFkBVATPjy8gpqaa8xrmUtdZCZDW3/nczt776I+MG\nxvLZXWfx50vTGGyJyEWHB3s3ZdRJthwp5oRhfd0yODlWar8FjDfTRrtDSwCAoso6YsNDuPqkYZRU\n1bN693F/DwmAqroGjhRVkdrfCLr4KPP9l7RLwd90Kui0ocJyN9Ty0zaxYQHwL8vvbwNzlPlrtgB4\nQ2tdq7U+COwDZnpl5L2NqVdBY61xYwNTb3ZsG4ye7d9xOUPf4SaS2Nkqde523zUU704oZdIuD6wz\ny73epiLPmEAk+3DlOtDbQ3RXEkaYOtO6ys73rSqC6qKWXpCCY2L6QcoM19oXlBzpON3SSpITplAO\nI9rOiRFHE/6CijpOe3wNd761rZ3gA3hv61Gnzu81SrMgdoCJ0AFTlcnayMzrPErXXojU8PGOXKYP\ni+f1m06mX2wEC4O/5dvwJRyIuIavQ5ewMNhFoxsPKaqs40BBJScMdW9R0lF6aGxECLqjljAu8MSn\ne/xuHuMMRZV19I0O4/TRSQyMi+CtTe0dUv3BvuMVaA1jLYIuLtJ4tJZUi9Ol4F+cMkVRSgUrpbYC\nx4HPtdYb2uwyGMgC0Fo3AKVAou12C9mWbfaucbNSapNSalN+fr5rz6I3MHCqsfO3ul0esLggBnr9\nHBi77r4jOp7U1FaY9DARdIaRZ0NlPhzf5f1ze8Ph0hkC0TW2u2PbuqAzxOHSNVLnwdEtUOakyCk+\n3LEhipXEUVCR23H/wLN+Y397zADT8qATHAmBpJgw/vQTxynsXW4DX3LELO4kj4fQaIbXmL9vzqRd\n2otCgolqRYQGt9QhlmYRhCahIc/c7wJzGSs/HjYZNCcOc0/Q3TM3tZ0LZrCCspoG7nk7ndqG9s/f\nGbKLq3htwxFu+c9mjpb4PgroDYqr6kiIDiM4SHHpCSl8mZlProMIZleSYfmspg5oLegkQif4G6cE\nnda6UWs9FUgBZiqlJnl7IFrr57XW07XW05OTk719+u6PUqa/V9YGk76zb7Xp7zZwqr9H5hydrVLn\n7QS01M9ZqbUExf9xmvcd75oFnQ9TLgXfkGBJn3Qm7dIq6KSGzjlS55vbzE8637ehzrQtcCZCZ42Q\ndmSMoi0T9eh+NEe0J10KOZvgreuhoWM7eyME2teP/e6CCVx90tDmNMS2dLkNfGkWxA+B4BAYfAIx\n+VuICQ9pniR3hGMXS8sk38M6RG/w45FiQoIUaSkdmH91gF0XzMuncMc5Y3h7czbX/N8GCpxobVBd\n18jaPcd58P2dzP7LOk7/81p+++52tmWXEBVmv+olUFoCWCmqNIIO4LITU2jSsGKL/021MvPKCQ8J\naq7xE0EnBAouuVxqrUuUUmsx9XC21eM5wBAgWykVAsQBhTbbraRYtgnukHYFrH4Itr5m7N9Hnm0a\n43YHEkcbEdrUaPqXtSU33dz25pYFVtKXw+o/tNx3w/GuQ/IzISwGYgd6fi6ha2luXeCEoCvYa1Kd\nnREdgklB7jvC1NFNv7HVQ20dJP9wehT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zTI+4vZ81b0qODSdF5dMQMxiCgnGJqiLTI+3L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\n/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+dPwmOb9+XVfGMopuHz//sS1nZ04l/ffwy+dcFCzwKg+c3j8IHjpuLu595GX7R4LZDX\n/HkLXt97BGsuOhFTx7trw14IdaEAbr/sFEQmhHHlnS9iS4bmPl5p7+jE9Ws34UC/Pgdif99wRRzL\nVHzsUlkhMjXkyPR7Koj2jk68+a6++tUvn34reU6dswy49A/A4T3An1cDQ4f13/fuAR68tqKCutqg\nH6GAD0eYoaMiYUBXRdo7OvHN9tfMnw/0DwMCuGDRdIQC3hwKP3l064jfVcqV6vMWTsHOAwPY3p17\n4XWrI0MxfOaXL+CxN7rwvbYT8IVzj/a8ecY1Z8/H4cEY7n3hHU8fN5MntnThtqffwmdOn43zjpta\nlOd0YmJ9CHdfsRS1QT9W3v4C7njmLSy7cT3mrn4Yy25c72mwtWbdFgymrYFXKccyFRe7VFaIc78N\nBNP2STCs/56KQl0oGzTWXTw8GEu9UHbUUiDcCCDtwmosx1p1ZagpHGTJJRUNA7oqYjdAlVJfLNor\nlXylevlCPXBZ/4bzRca7e6P4+M/+hr+/cwj/9fFWXHra7IJsW+usCTh17kTc9tRbI0q7vNbdG8VX\nf/sKWqY24OsfXljQ58rHzAl1uOuKpTjUH8V3H3wdnUbjGDVvyaugrpKPZSoudqmsEIsvAT5yM9B4\nFACh//uRm/XfU1E4ulDWl2HqQ4WVxjYyoKMiYkBXRYoxQK3kK9WRpjAWTh/vePmCXQcHcPGtz+Kt\n/f24beWSgndB/Pw58/HukSH88eXClfwlEhJf/e0r6B2K4+ZPtJbtovALp49HQziYfg3X0wxaJR/L\nVFxtrRH88MJFiDSFIaCfS3544SI2OSlHiy8BvvwqcEOP/i+DuaJyNA4ZI6WxjeEg59BR0TCgqyLF\nGKBW+pXq8xZOwUtvH0LPQPa1Y97c14uLbn0WB/uH8b9XLcU5LVMKvm1nH9OMhdPH42dP7kAiUZhF\ntu94dif++mY3vnn+QrSU+ZITB/rs95FXFyhWrWhB+jTISjqWqbjaWiN4ZvVyvHXj+Xhm9XIGc0Q2\nHI1DxkhpLDN0VEwM6KpIMYKtSr9Sfe7CqdASEk9s6c54m453DuGSnz0HKYH7rzkd75k9sSjbJoTA\nNWfPw7auPjz2hreLoAPAq52H8aP/ewPnLZyKTxeodNRLhb5A8Z7ZE5CQQENtoFOH2CoAACAASURB\nVCKPZSKicuNoHDJGSmMb6xjQUfFwHboqUqzFayt5PaXFkUZMHleDRzfvs30NT23txud+9RKaG2rw\nqytOxaxJdUXdvvMXTceadVtw61+34/0eNisZGI7ji/d2YEJ9ED++aLHnTV0KYdWKFmNyfXI+RsAn\nPLtAcf+GXfAJ4M9fOgsRllkSEY2a43HI4ksqLoBL1xgOssslFQ0DuipTycFWMfh8AsuPbcb/vfou\nYloiZR25hzfuxZfu68D85nG4+8qlmNJQ/Fb+Ab8Pnz1zHr7zwGt4cedBnDLHm+zg9x56HTv29+N/\nrzw1uS5QmUsfGIRDfgwMa+gdGv0XaExL4L4Xd+GclikM5oiIPFQt45DGcBC90TjiWgIBD9akJcqG\nAR1RmnMXTsX9G3bjxbcO4owFkwEA9zz/Dr7RvgnvmTUBv7zsFHPR0FK4ZMlR+K/HtuLWJ7bjlMvy\nD+jaOzqxZt0WdBpzzs49dgqWGa+3UlgHBnEtgWv+9yV8+4HXMHlcDT60aHrej7v+jS509UbxyaWz\nvNpUIiKqIu8c0JdAOvob/1ewiigihQEdUZozj54MvwA++6sNGIhqaKgN4MhQHO9racZPP/UehEOl\n7fwYDvmx8vQ5+Mmjb2LLu715NS9JrgWULFd8Zvt+tHd0VuwXTsDvwy2fOBmfuu1v+OK9L2NCfQin\nzZuU12Pd8/w7mDa+Fue0NHu8lURENNa1d3TiwY17ASBlWR0AFfsdS+WNOWCiNH95bR8kgP6oBgng\nyFAcfiFwweLpJQ/mlM+cPht1IT9+9tfted3fbi2goVii4hfNDof8uP2yUzBrUh0+e9cGbN57xPVj\n7Do4gCe3duMfTzmKZTJEROTamnVbENNSu1F7uawOUTqOVojSrFm3BemrAmhS4j8e2VqaDbIxoT6E\nj58yCw+8sscsmXRjLC+a3VQXwt1XLEV9TQArb38Buw4OuLr/fS/uggDwj6ccVZgNJCKiMW0sf8dS\neWJAR5SmUk7EV505FwBw21M7XN93rC+aPaMpjLuvXIqhmIaVt7+Ag/3Z1xVUYloC923Yhfe1TBkz\n7wURERXXWP+OpfLDgI4oTaWciGc0hfHRk2bg3hd24ZDDgEX5+NKR2aextmj2MVMb8MvLTkFnzyCu\nuPNFDAzHc97nsc1d6O6N4hNshkJERHkqxrq/RFYM6IjSVNKJ+Jqz52MwpuHu5952db9tXX2o8QtM\nb6wd04tmnzJnIm7+RCs27u7BP//674hpiay3v+eFdzC9kc1QiIgof22tEfzwwkWINIXH9HcslQ92\nuSRKU6wF2L1wzNQGnHvsFNz57Fv47FlzURfK/ZHe0zOIhzbuxeVnzME3LziuCFtZWiuOn4bvty3C\n1/+wCat/vwk3XWy/cPqugwN4ams3vnju0WyGQkREo1It6+1ReWBAR2Sjkk7E15wzHxff+hzuf3EX\nLls2N+ft73jmLQDA5e/Nfdux4pOnzkJX7xD+89GtmDK+Bl/74LEjbnPvi++wGQoRERFVnJyXoYUQ\nRwkhHhdCvC6EeE0I8UWb2wghxM1CiG1CiI1CiJMtf1sphNhq/LfS6xdAVO1OmTMR75k9Ab946q2c\nJYVHhmL4zQu7cP6i6YiU2ZzAQvviuUfjk6fOwv88sd0MapWYlsD9G3Zj+bFTML2xut4XIiIiqmxO\n6oriAP5VSnkcgNMA/LMQIr1O60MAjjb+uxrA/wCAEGIigO8AOBXAUgDfEUJM8Gjbicjw+bPno7Nn\nEA8bC5lmct8Lu9AXjeOzZ84r0paVDyEEvvexE7Di+Kn47kOv48FX9ph/e2zzPjZDISIiooqUs+RS\nSrkXwF7j/3uFEJsBRAC8brnZxwDcLaWUAP4mhGgSQkwHcA6AR6SUBwFACPEIgA8C+I2nr4Koyi0/\ndgqOnjIOt/51Oz520gzbOWIxLYE7nnkLp86diEUzG0uwlaXn9wn818db8ZlfvoCv3P8yNu89gj++\nrK/l5xPA4YFYqTeRiIiIyBVXM/+FEHMAtAJ4Pu1PEQC7LD/vNn6X6fd2j321EGKDEGJDd3e3m80i\nqno+n8Dnzp6PN97txRNv2n9+/rRpL/YcHsLVZ1Vfds6qNujHLz6zBJPqQ/jpE9vNhdkTEvhG+6to\n7+gs8RYSEREROec4oBNCjAPwewBfklIe8XpDpJQ/l1IukVIuaW5my3Aitz564gxMb6zFrU9sH/E3\nKSV+8dQOzGuux/tappRg68pLY13Q9veDMQ1r1m0p8tYQERER5c9RQCeECEIP5n4tpVxrc5NOANbW\ncDON32X6PRF5LBTw4cr3zsXzbx1ExzuHUv72tx0H8WrnEXz2zHnw+UaWY1ajfUeitr/fY2TsiIiI\niCqBky6XAsAvAWyWUv5Hhps9AOAzRrfL0wAcNuberQPwASHEBKMZygeM3xFRAXxi6Sw0hoO49a+p\nWbpfPLUDk+pD+IcKWYqhGGZk6PKZ6fdERERE5chJhm4ZgEsBLBdCvGz892EhxDVCiGuM2/wJwA4A\n2wD8AsA/AYDRDOV7AF40/vuuapBCRN6rrwngM6fPxl9e34dtXX0AgG1dvVj/RhcuPX02aoP+Em9h\n+Vi1ogXhtPcjHPRj1YqWEm0RERERkXtOulw+DSBrjZbR3fKfM/ztdgC357V1ROTaZWfMwS+e2oGf\nP7kdP77oRNz21FuoCfhw6WmzS71pZUUtHL9m3Rbs6RnEjKYwVq1oqZgF5YmIiIgABwEdEVWWSeNq\ncMmSo/C/f3sbj2/pRndvFHUhP57aup/BSpq21gjfEyIiIqporpYtIKLKMHtSHRIS6O7VG38MDGu4\nfu0mtuQnIiIiGmMY0BGNQbc/vXPE79iSn4iIiGjsYUBHNAZlar3PlvxEREREYwsDOqIxiC35iYiI\niKoDAzqiMYgt+YmIiIiqA7tcEo1BbMlPREREVB0Y0BGNUWzJT0RERDT2seSSiIiIiIioQjGgIyIi\nIiIiqlAM6IiIiIiIiCoUAzoiIiIiIqIKxYCOiIiIiIioQgkpZam3YQQhRDeAt0u9HTYaARwu9UaU\n0GQA+0u9ER4aq/tzrO0nNyptn1bzvnKinPYn95U3CrlPuY+KL5/9yf1U3qz7lPuq9GZLKZtz3ags\nA7pyJYT4uZTy6lJvR6kIITZIKZeUeju8Mlb351jbT25U2j6t5n3lRDntT+4rbxRyn3IfFV8++5P7\nqbxZ9yn3VeVgyaU7D5Z6A8hT3J9jD/fp2ML9OfZwn44t3J9jD/dpBWJA54KUkgf5GML9OfZwn44t\n3J9jD/fp2ML9OfZwn1YmBnTkxs9LvQHkCPdT5eC+qhzcV+WP+6gycD9VDu6rCsE5dERERERERBWK\nGToiIiIiIqIKxYCOiIiIiIioQjGgIyIiIiIiqlAM6IiIiIiIiCoUAzoiIiIiIqIKxYCOiIiIiIio\nQjGgIyIiIiIiqlAM6IiIiIiIiCoUAzoiIiIiIqIKxYCOiIiIiIioQjGgIyIiIiIiqlAM6IiIiIiI\niCoUAzoiIiIiIqIKxYCOiIiIiIioQjGgIyIiIiIiqlAM6IiIiIiIiCoUAzoiIiIiIqIKxYCOiIiI\niIioQjGgIyIiIiIiqlAM6IiIiIiIiCoUAzoiIiIiIqIKxYCOiIiIiIioQjGgIyIiIiIiqlAM6IiI\niIiIiCoUAzoiIiIiIqIKxYCOiIiIiIioQjGgIyIiIiIiqlAM6IiIiIiIiCoUAzoiIiIiIqIKxYCO\niIiIiIioQjGgIyIiIiIiqlAM6IiIiIiIiCoUAzoiIiIiIqIKxYCOiIiIiIioQjGgIyIiIiIiqlAM\n6IiIiIiIiCoUAzoiIiIiIqIKxYCOiIiIiIioQjGgIyIiIiIiqlABLx9MCNEE4DYAJwCQAK4AsAXA\nfQDmANgJ4BIp5aFsjzN58mQ5Z84cLzeNiIiIiIioYrz00kv7pZTNuW4npJSePakQ4i4AT0kpbxNC\nhADUAfg6gINSyhuFEKsBTJBSfi3b4yxZskRu2LDBs+0iIiIiIiKqJEKIl6SUS3LdzrOSSyFEI4Cz\nAPwSAKSUw1LKHgAfA3CXcbO7ALR59ZxERERERETVzMs5dHMBdAO4QwjRIYS4TQhRD2CqlHKvcZt3\nAUy1u7MQ4mohxAYhxIbu7m4PN4uIiIiIiGhs8jKgCwA4GcD/SClbAfQDWG29gdTrO21rPKWUP5dS\nLpFSLmluzlkqSkREREREVPW8bIqyG8BuKeXzxs+/gx7Q7RNCTJdS7hVCTAfQ5eFzEhERERFRBYjF\nYti9ezeGhoZKvSllpba2FjNnzkQwGMzr/p4FdFLKd4UQu4QQLVLKLQDOBfC68d9KADca//7Rq+ck\nIiIiIqLKsHv3bjQ0NGDOnDkQQpR6c8qClBIHDhzA7t27MXfu3Lwew9NlCwB8AcCvjQ6XOwBcDr2s\n834hxJUA3gZwicfPSUQF1N7RiTXrtmBPzyBmNIWxakUL2lojpd4sIiIiqjBDQ0MM5tIIITBp0iSM\npoeIpwGdlPJlAHatNc/18nmIqDjaOzpx/dpNGIxpAIDOnkFcv3YTADCoIyIiItcYzI002vfEy6Yo\nRDTGrFm3xQzmlMGYhjXrtpRoi4iIiIjIigEdEWW0p2fQ1e+JiIiIxoIbbrgBN910EwDgnHPOwYYN\nG/J+rJ07d+Kee+7xatNGYEBHRBnNaAq7+j0RERERJcXj8YIHdF43RSGiMWTVipaUOXQAEA76sWpF\nSwm3ioiIiCrdvz34Gl7fc8TTxzxuxnh85yPHZ73N3XffjZtuuglCCCxevBjf+973cMUVV2D//v1o\nbm7GHXfcgVmzZo24369+9StcddVViMfjuP3227F06VL09/fjC1/4Al599VXEYjHccMMN+NjHPoY7\n77wTa9euRV9fHzRNQzQaxebNm3HSSSdh5cqV+PKXv+zp62ZAR0QZqcYnX//DJgwMa5jRVIvrVhzL\nhihERERUcV577TV8//vfx7PPPovJkyfj4MGDWLlypfnf7bffjmuvvRbt7e0j7jswMICXX34ZTz75\nJK644gq8+uqr+MEPfoDly5fj9ttvR09PD5YuXYrzzjsPAPD3v/8dGzduxMSJE/HEE0/gpptuwkMP\nPVSQ18WAjoiyamuN4Mmt3Vj790489pVzEA75S71JREREVOFyZdIKYf369bj44osxefJkAMDEiRPx\n3HPPYe3atQCASy+9FNddd53tfT/xiU8AAM466ywcOXIEPT09+Mtf/oIHHnjAnGs3NDSEd955BwDw\n/ve/HxMnTiz0SwLAgI6IHJBS/3c4nmBAR0RERFUnfWkBIQSklPj973+PlpbUqSjPP/886uvri7Zt\nbIpCRDkljIguqmk5bklERERUnpYvX47f/va3OHDgAADg4MGDOOOMM3DvvfcCAH7961/jzDPPtL3v\nfffdBwB4+umn0djYiMbGRqxYsQK33HILpDFO6ujosL1vQ0MDent7vX45JmboiCgnLWEEdLFEibeE\niIiIKD/HH388vvGNb+Dss8+G3+9Ha2srbrnlFlx++eVYs2aN2RTFTm1tLVpbWxGLxXD77bcDAL71\nrW/hS1/6EhYvXoxEIoG5c+fazpNbvHgx/H4/TjzxRFx22WWeN0URKqIsJ0uWLJGjWeuBiLz1z7/+\nOx7etBeP/evZmN88rtSbQ0RERBVo8+bNWLhwYak3oyzZvTdCiJeklEty3Zcll0SUkyq5HI4zQ0dE\nRERUThjQEVFODOiIiIiIyhMDOiLKSTPiuGGNAR0RERFROWFAR0Q5SWboiIiIiMoSAzoiyokll0RE\nRETliQEdEeVkrFqAKAM6IiIiorLCgI6IcjIzdJxDR0RERMWy8X7gJycANzTp/268f9QPefPNN2Ph\nwoX41Kc+Zfv3J554AhdccAEA4M4778S//Mu/jPo5C40LixNRTiqgi8a0Em8JERERVYWN9wMPXgvE\nBvWfD+/SfwaAxZfk/bA//elP8eijj2LmzJkebGR5YEBHRDkl2OWSiIiIvPR/q4F3N2X+++4XAS2a\n+rvYIPDHfwFeusv+PtMWAR+6MeNDXnPNNdixYwc+9KEP4dOf/jTa29sxNDSEcDiMO+64Ay0tLRnv\nu3PnTlxxxRXYv38/mpubcccdd2DWrFm47LLLMH78eGzYsAHvvvsufvzjH+Oiiy7K9so9x5JLIsqJ\nTVGIiIioqNKDuVy/d+DWW2/FjBkz8Pjjj+Pzn/88nnrqKXR0dOC73/0uvv71r2e97xe+8AWsXLkS\nGzduxKc+9Slce+215t/27t2Lp59+Gg899BBWr16d9/blixk6IsqJAR0RERF5KksmDYA+Z+7wrpG/\nbzwKuPzhUT/94cOHsXLlSmzduhVCCMRisay3f+6557B27VoAwKWXXorrrrvO/FtbWxt8Ph+OO+44\n7Nu3b9Tb5hYzdESUk+pyyYCOiIiIiuLcbwPBcOrvgmH99x741re+hfe973149dVX8eCDD2JoaCjv\nx6qpqTH/X63dW0wM6IgoJ3a5JCIioqJafAnwkZv1jByE/u9Hbh5VQxSrw4cPIxKJANC7WeZyxhln\n4N577wUA/PrXv8aZZ57pyXZ4gSWXRJQTM3RERERUdIsv8SyAS3fddddh5cqV+P73v4/zzz8/5+1v\nueUWXH755VizZo3ZFKVciFKkBXNZsmSJ3LBhQ6k3g4gMH7nlaWzqPIzLzpiDGz56fKk3h4iIiCrQ\n5s2bsXDhwlJvRlmye2+EEC9JKZfkui9LLokoJ3MdOmboiIiIiMqKpyWXQoidAHoBaADiUsolQoiJ\nAO4DMAfATgCXSCkPefm8RFRYLLkkIiIiKk+FyNC9T0p5kiU9uBrAY1LKowE8ZvxMRBVEsikKERER\neaAcp3uV2mjfk2KUXH4MgFrO/S4AbUV4TiLykJZQ69BpJd4SIiIiqlS1tbU4cOAAgzoLKSUOHDiA\n2travB/D6y6XEsBfhBASwM+klD8HMFVKudf4+7sAptrdUQhxNYCrAWDWrFkebxYRjQYXFiciIqLR\nmjlzJnbv3o3u7u5Sb0pZqa2txcyZM/O+v9cB3XullJ1CiCkAHhFCvGH9o5RSGsHeCEbw93NA73Lp\n8XYR0SioC2ksuSQiIqJ8BYNBzJ07t9SbMeZ4WnIppew0/u0C8AcASwHsE0JMBwDj3y4vn5OICo8Z\nOiIiIqLy5FlAJ4SoF0I0qP8H8AEArwJ4AMBK42YrAfzRq+ckouLQGNARERERlSUvSy6nAviDEEI9\n7j1Syj8LIV4EcL8Q4koAbwMozHLvRFQwCSOO4zp05au9oxNr1m3Bnp5BzGgKY9WKFrS1Rkq9WURE\nRFRgngV0UsodAE60+f0BAOd69TxEVHySGbqy1t7RievXbsJgTO9C2tkziOvXbgIABnVERERjXDGW\nLSCiCqdKLpmhK09r1m0xgzllMKZhzbotJdoiIiIiKhYGdESUU4JdLsvanp5BV78nIiKisYMBHRHl\nxJLL8jajKezq90RERDR2MKAjopzMDB0DurK0akULwkF/yu/CQT9WrWgp0RYRERFRsXi9sDgRjUGa\nEdGx5LI8qcYnqjFKhF0uiYiIqgYzdESU01AsDkAP7M648TG0d3SWeIsoXVtrBOcunIKG2gCeWb2c\nwRwREVGVYEBHRFm1d3QiGpfmz3t6hnD92k0M6sqQlEAiIXPfkIiIiMYMBnRElJVd63u2xC9PWkKa\nS0wQERFRdWBAR0RZsSV+5UhICSboiIiIqgsDOiLKii3xK0dCSpZcEhERVRkGdESUlV3re7bEL08J\nCZZcEhERVRkGdESUleqW6BP6z1PH1+CHFy5iF8UypCUkpEwuBE9ERERjH9ehI6KsVHAwvTGMzp5B\n/O6aM3DUxLqc92vv6MSadVuwp2cQM7guWlEkjH2VkIBflHhjiIiIqCgY0BFRVirZEzAihISD7E97\nR6e5yDUAdPYM4vq1mwCAQV0BqX2jJST8PkZ0RERE1YAll0SUlQoSAkaAoDlourFm3RYzmFO41EHh\nJRLGvyy5JCIiqhoM6IgoKxW/Bf0+4+fcwQKXOiiNZMklAzoiIqJqwYCOiLIyM3R+laHLfR8udVAa\n1pJLIiIiqg4M6Igoq2TJpX66cBIsrFrRgnDQn/I7LnVQeGrXMJ4jIiKqHmyKQkRZJUsunTdFUY1P\nvvb7jYjGE4iwy2VRqGCbi4sTERFVDwZ0RJRVeobO6fysttYI7nn+Hby+9wieWb28YNtHSWqJCS4u\nToXC5UiIiMoPAzoiykple5Jz6JwHC9G4xvlcRaSxKQoVEJcjISIqT5xDR0RZ5dPlUonGE8wWFZG5\nbIGDxjVEbnE5EiKi8sQMHRHZspZWAUDXkSEA7hpuROMJzucqogRLLqmAMi070tkziPaOTmbpiIhK\nhBk6IhpBlVZ19gxChQab9x4B4LLkMqYxuCgicx06BtFUANmWHbl+7Sa0d3QWcWuIiEhhQEdEI9iV\nVmmqJb6rOXQJSJls1kGFlVy2gO83ec9uORKFpZdERKXDgI6IRshUWgW4K+eLxvXJXGyMUhwq2Ob7\nTYXQ1hrBDy9clPHv2c4bRERUOJ4HdEIIvxCiQwjxkPHzXCHE80KIbUKI+4QQIa+fk4i8la20yt0c\nOj3Lx7LL7No7OrHsxvWYu/phLLtxfd6la2bJJd9uKpC21ghEhr9lO28QEVHhFCJD90UAmy0//wjA\nT6SUCwAcAnBlAZ6TiDykl1alnh78PmNhcYfRgpaQiGnMGOWSPl9RtYLPJ6jjsgVUDD6h/2cVDvqx\nakVLaTaIiKjKeRrQCSFmAjgfwG3GzwLAcgC/M25yF4A2L5+TiLzX1hrBdz92Qsrvzpg/CYDz4Gw4\nnuydz4AuMy9bwavlCvh+U0EJgWOnNaAupM+nizTV4ocXLmKXSyKiEvE6Q/efAK4DoEZykwD0SCnj\nxs+7Adie8YUQVwshNgghNnR3d3u8WUTk1vuPmwoAWBRpBAAcO60BgPPySVVuCXBdtGwyzTvKZz5S\nghk6KjApJbSERHNDLS5YPB0A8OR1yxnMERGVkGcBnRDiAgBdUsqX8rm/lPLnUsolUsolzc3NXm0W\nEeVpKKZHYTFN/zdgLCzutGNl1JqhY4CRUaZ5R/nMR0ouWzCqTSLKSCV/tYRE3PghzgOOiKikvMzQ\nLQPwUSHETgD3Qi+1/C8ATUIItYD5TABcqIaoAgwZZYDDRkAXNCbNaA7HbtEYSy6dWLWiBTWB1FNx\nvvOR1L5hAE2FooI3LSHZVZWIqEx4FtBJKa+XUs6UUs4B8HEA66WUnwLwOICLjJutBPBHr56TiApn\nyCiZVHPhVIYur5JLBhgZtbVGcJ0leIs0hfOejyRZckkFlrBcNFBrU8YZ0BERlVQx1qH7GoCvCCG2\nQZ9T98siPCcRjdLIkkt3XS6jbIri2PKF+nzFL513NJ5Znf98pGTJJd9vKgyVoUskJDSVrdN4vBER\nlVIg903ck1I+AeAJ4/93AFhaiOchosIZHNYzbGrpgaBPv/7jNPtjzdAxoMtO86h0zavHIcpEM+fN\nyZT/JyKi0ilGho6IKtDIkks1h85hQGeZQ8cSwOy8Ghirt5njayoUdYwmpOQFBCKiMlGQDB0RVb5o\nWlMUNYfOaXA2xAydY55l6DiHjgrM2ghFY5dLqnLtHZ1Ys24L9vQMYkZTGKtWtHAJDyoJBnREZEvN\noVMZutF0uWSAkZ05MB7lXCT1PjOApkKJWwM6yxIGRNWmvaMT16/dhEHj4mdnzyCuX7sJABjUUdGx\n5JKIbKllCxS3GbrUpijebddYpJmB2OjeKHV3BtBUKFpKhk4/4DiHjqrRmnVbzGBOGYxpWLNuS4m2\niKoZAzoispUe0AVVl0s2RfGcV3PoEiy5pAIzAzrOoaMqt6dn0NXviQqJJZeUEWvDq9tQPDVbFDC6\nXDpuihJnyaVToxkYWz+n6t7MiFKhmE1RrHPouGwBFUg5j0NmNIXRaRO8zWgKl2BrqNoxQ0e2VG14\npzFIVLXh7R2dpd40KhK1bIEymi6XvIKfXb4ZuvTPqfLc9v0ebh1Rkv2yBbyCQN4r93HIqhUtCPlT\nh9HhoB+rVrSUaIuomjGgI1usDSdrl0ogWXLpNNmWUnLJDF1W+Wbo7D6nAMpmwENjT8rC4lL9jp9v\n8l65j0PaWiO4bNls8+dIUxg/vHBR2WQQqbqw5JJssTacrBk2wFJymUdTlAQHfFmp99TtwDjT5/Hg\nQGzU25RJOZdAUeGpZJw+h07/we5CRCmOk2o7Nsf6662Eccipcyfh50++hVs/fTI+eML0Um8OVTFm\n6MhWphpw1oZXj5FdLl2WXMZZcumU2S3Q5eS3TJ/HCXXBUW+TnXIvgaLCi1uCOHW4ps+hK8VxUm3H\nZjW83koYhySrK0q8IVT1GNCRrVUrWlAbZG14NRvZ5dJYtsDxHDqWXDplDoxdBr6rVrSYpbBW5y8u\nzJXici+BosKzW7Yg/YJNKY6Tajs2q+H1rlrRgnDQn/K7chuHWLu+EpUSAzqy1dYawXc+cpz5M2vD\nq8/QiJJLtWyBs/unllx6tlljUr5z6NpaI1g2f9KI37ceNcGT7UpXCSVQVFipAZ19U5RSHCfVdmxW\nw+tta43ghxcugvHVU5bjEGvXV6JS4hw6yujDJ8zA9WtfxT+dMx/XffDYUm8OFVn61d/RzKHj1cvs\nRrUOndBHO+8/bioeeX0fAHfLRLiZh+OkTfdYn9dT7dSxmpDJizvpFyJK0c69nFvI5/OZyHWfcn69\nXmprjeA7D7yGEyLj8eurTivqczvZb+pcy2kFVGrM0FFG5omKg/GqlF5y6fMBPuGi5NLS5ZJXL7PT\nzEGB+1Tm9u4+AEBMc7/un9t5OHYlntYSqGqY11Pt4pasnMrMpV+IKEWpXLmW5+XzmXByn3J9vYUQ\n0xJFX+vQ6X5T28VxEpUaAzrKSJ2geJ6qTukLi/uEgN8nnGfouA6dY8mmEUfrfgAAIABJREFUKO7e\np6GYht2H9Kv01oDO6QR9t/Nw2lojeO+CZInn9MbalBKoapjXU+3MDF3C0vEy7fOtSuUaw3oR0NTx\nNQUvlUt/zsnjQmVRnpfPZ8LJfdpaI/h+2/Hmz+VYjuiVuCZdVR14wel+01hySWWCJZeUEUsJqls0\nPUMnBHxCuMjQJVAb9GEoluDVyxy0DAPjXLZ395kXXGLx5H2dDn7czsNp7+jEs9sPmj9f9J6ZKQPI\napjXU+2sTSAyZegAPeDo6h3Cv//pDdzz2dMwv3lczscebbluW2sEew4P4sd/3oL//MdWvPfoyY7v\n65TbbcznM+H0Ph84fhrw24048+jJ+NWVpzrY+uLwsuxaSolYIlH0cYjTfRBnUxQqE8zQUUbq6mux\nr4xReUgvufT79KDO6fEQjWuoC+nXjHj1MrtEnnPotnf3AwBCfh+G8yi5dNMWXJUgWedG3vrX7Skl\nSJXQZpxGJ27TFCVTqbA6JJ18/r0q1x0c1ozt9L4TUz7bmM9nwul9VOOqaLx8uk55XXatJSSkLP6F\nZaf7QAVy/I6jUmNARxkleKKqauldLoUquXQ4dojGE+YcD169zM46SHZjW1cffAKYM7kureTS2eO4\nmYdjV4IU02RKCVI1zeupVtZjK2aUCGcqFVbfIU4uVHhVrqsCukJciMxnG/NZAmjVihb4Rea5qoq6\n6DZcRgGd12XXpcqAOT2XaZr90h1ExcaAjjIyAzqep6rSUNyu5NL5QCkaS6AuZAR0PIiy0lwMfK22\nd/XhqIl1CIcCaU1RnN1fzTsKGWsMZpuH46QEqRLajNPoWAfWsRyDWTfLcXhVrjtgBBOFWOg5n21s\na43g2xe4WwKorTWClmnjct6nHAM6r8uu1TFW7KYo6lw2vlavMmkMB233QTzP6goirzGgo4xYclnd\nBoc1c2AO6B0u9Qydm5JLPaDjMZRd8iqvu4HZtq4+LGgeh4BPpAzq3GTV21ojWDi9AeNqAnhm9fKs\nSxY4+X1bawQT6kI48+jJWR+PKpP1GFXHXKbBbPKiYO7j0atyXZWhK8RFpHy38QPHTwMAnBAZ7/gz\nUWtkh27+RGvG+6hM2HAhotc8eV12rbLApfgOaWuN4Koz5wEArnrvXNt94OYYJyokBnSUEU9U1UtK\niWg8gfpQsm+S2RTFxTp0YSOgK/bV1Uqj3h43V3m1hMRb+/uxYMo4+IUwBz7647ntlpnIOedo1YoW\nM5Nn9U/nzB/xu3ii+F3pqDisn2UzO5EhoEi4yNDZHV/5lOsWsuQyn/JJIPk+HB6MOX6uHuO22S7O\nqLL4csrQeV12HS9xSaN6/oMDw/Z/N4/xom0SkS0GdJRRcg5diTeEik5Nsq+vsQR0PgGfz11AZzZF\n4eA+K5X1cDNo2XVwAMNaAvOnjIPfJ/JqiqJE41rOoLutNYJPnzYLACAATKoPAQCOntow4rbWhhk0\nttjt10wXIpLrK+Y+FtpaI1hmWRIj33LdZMml98dfW2sEXzz3aPNnp9uo3ofDAy4COuO22V7HYBmW\nXLa1RvCDthPMn0e7ZEUsz/nFXlHPf6jfPqDTSphBJLLisgWUERcWr15qbkZ9TfJKq08AfuGi5DKm\nmRm6Ql+99LJNdimo98dNJnNbl76g+PzmcQj4ReocOpeDn2g8gXhCQkoJkdaMweqESCMA4PGvnoNg\nwIdlN67Hm/t6sXTuxJTbxUvQZrxSVPyxavN9kHkOXfa/p9t7eAiA3rX1mdXL89q+weG4q+d0S30G\nzjqmGXdfsdTRfdTnujcaRyIh4fNl/owpPUZGKNv371AZllwCwCmW88F9V5+OOZPr836smBGslmoc\nop7/YIZgPN+GVkReY0BHGanzE688VR9VyjOuNmj+zpdHl8u6InS5VG2y1dVq1SYbQMUMlPNZ83F7\ntx7QLVAZOstVerfjOzUwTEjAn2Ws2W+Us9XV+NE8rgb1IT+27usdcTtm6OyNhWPVTYbOzUXBfUeG\n8Ma7vagL+UfVhn+wgBk6ANh3JArA3UUT9T5ICfQOxdFYF8xxD8v3b9aSS/21pq8ZWmo79veb/x8b\nZbCpSsG1EpXtq2O7J0PJJdfrpXLBkkvKSJ2guGxB9VEDhXEpGToBIfT5dbnENT3jo0o2C3kMed0m\nuxTUFXw3a2dt6+pDc0MNGsNBYw7daEou9fvmGnwNRPXsR30oACEEFkxtwFYjU2gVT0hw2uRIY+lY\ntfKiy+WTb3YDAN67YLKx9lh+B9CAaopSoItIXb16FtHNAN56Wyfz6KxrgFZihm5Hd/KcMNptU3OD\nS5ahU3PoMpRcqoCPF76p1BjQUUZctqB6DZoBnbUpitHl0sEXl/oSDxdh2QKv22SXQj7LFmzr7sP8\nZr2Uye9LbYqSb0CXaz+pDJ1qenDMlHF4c19qQJcwFgLmhaCRxsSx6mYOnYuA7q9vdqO5oQbHz2h0\nfB87ZlOUAh1/XUaGzk2AYf08OgnoDliCh2yvQ73WmCbL6vO2o9uaoRvdduVaGqPQ1PNnnEPHkksq\nE56VXAohagE8CaDGeNzfSSm/I4SYC+BeAJMAvATgUiml/SejyCp9LkOhqe8gzqGrPsk5dKldLp3O\noYsaJZuq5LKQVy9nNIXRaTMgtmuTXa6fec1lWZGUEtu7+vDRk2YAAAJpdZLp+6i9oxM3PPCa2Tlv\nQl0Q3/nI8WhrjSCuJee75QooB6Jx1If85hygo6eOw29f2o1D/cOYYDRJieXR4KVauDlWy5X9HDr7\nLIw0LwpmPxa0hMTT2/bj3GOnmsdyPCER8Ge+T6bPsllyWeAMnZsAyvq56hnMPvxp7+jED/602fy5\n451DuPT0Oba3HYxZlpDQEqj1ZXnDimjH/uRFntGWXJoZupJ1udSft39YQzSuoSbtoIyXOINIpHiZ\noYsCWC6lPBHASQA+KIQ4DcCPAPxESrkAwCEAV3r4nHlTcxk6ewYhkZzL0N7RWepNKxvqBJpv6QtV\nLnMOXVpA57TLpcr4FCND57RNdjl/5s2mKA7fp+6+KI4MxbGgWV982O9LPZVbH6a9oxOrfvuKGcwB\nwKGBGFb97hW0d3RiKGXuXa4MXRx1lmNCdbh80zKPjlesM/O6pXsp5NflMvtjbuo8jJ6BGM46ZjIC\nxsWCbOeZbJ/lgQJn6PblkaFzWnKpXld3b9T83YMb92Y8R1lLM8up7HJHdz8ixkWK0XbgLHmGzhqM\n2zRGSXYD5/mOSsuzgE7q1GWZoPGfBLAcwO+M398FoM2r5xyNsTCXodC4bEH1GorbZOh8etmlk+Mh\natxfLVtQyKuXba0R/PDCRfAb3RkztRIv58+822ULzA6XU4yALq2RiXUwvGbdlpRBiRLTJNas25LS\nUCHTemJKf1RDfSgZkBxjBHTWeXRm1zdeCBpBHas1Af2rN9JUO6qW7qVgO4cuQ2Y52eUy+3H15Jvd\nEAI48+hm+H3JDF0mmT7LP173Rs7Fzkdr3xH3c+isLz9bQGf3utTn1E5KQFcmSxcMDMex9/AQjp2m\nnxtGG2jGS5yhi1neV7t5dGbTlvJ4+6mKedrlUgjhh15WuQDAfwPYDqBHShk3brIbgO03lxDiagBX\nA8CsWbO83CxbY2EuQ6Gp8ycHZtUnajuHTl9Y3MnxoDJ0dcbgv9BXL9taI/jRn9/AuJoAHvnK2ba3\nKefPfDJD52xUsN2Yo7Jgin2Gzjr4yfb69vQMpnQUzFlyORw3g3QAmNFYO6LTpbku0xi+Yj2a0t22\n1gjueeEdvPDWQaz/6jkjSrgKzcm2Z7uN3ec/Y5dLh4su//XNbiyONGJifcgM6LKVH2c6pvf2DJn/\nX4gAQEqJLiN75ubxrZ/rbAGd23NUOQZ0bxkdLo+Z1oDH3uhKCYjyYZZwl2gcYt13dvPozOZxHCdR\niXnaFEVKqUkpTwIwE8BSAMe6uO/PpZRLpJRLmpubvdwsW5nmLFTSXIZCS7Za5omq2qiSS2s2Ri1b\n4GSgrubQFWsdOkAfVKZf3bYq58+8tQGRk/d3e1cf6kN+TBtfCwBmmVr64wHZX9+MpnBKQJez5DKq\npaxNqDpdWhujjPUMnRelu2rwPTRc3EG4k23PdRu7bFvGLpcOli04PBjDy7t6cNYx+ve+Opaz3SfT\nMT3V+DwAhRlgHx6MmfvOVYbOYVMUt+eowTIM6FRDFJWhG3VTlDzeby/FNGmWSR+yKblkiTmVi4J0\nuZRS9gB4HMDpAJqEEOqS7kwApZ+wAn0uQ8if+vIrbS5DoSV4oqpaZpdLyzp0wkWXS1VyGS7COnRK\nIiHNQNROOc9fsl4FdvJebevqw/wp48xFwNMXKrYGhatWtCBos5Bx0C+wakVLylV+Jxk6axkuoHe6\ntJZcjvUBjhelu2ZAFy/u+mFOtj3XbeyOkdwZusyfy2e37YeWkGZAp47lbMfPqhUtZtmqEg76cdWZ\nc82fC3ERSc2fE8JdwGjdliNZAjq7c1TAJzKeo4bSmqKUgx3d/RACOHqKCuhGuw5diUsutQSmjK8B\nABy0WYturF/AosrhWUAnhGgWQjQZ/x8G8H4Am6EHdhcZN1sJ4I9ePedotLVGcPl755g/Z5p3U82S\nC4uXdjuo+OzWofP7BIQQjo4HlfWpDfqNeXeFP4jiCZkSnKRT85fG1yYDkn/76HFl8Zm3jnmcDFy2\nd/eZDVGAkRk66+CirTWCNRefmDLPrjEcwJqLTkRbayS15DLH4KsvGkd9KC2gm9qA/X1RsxxJBadj\nteTSi9JdNfhWbeeLxcm257qNXSlkpoAt4aApypNbu9FQE8BJRzUBSB7L2S4utLVG8E/vm2/+rL6/\nly2YPOK5vaQ6XE4eV1OQdejaWiP49384AdZP83kLp2Q8R1kD72iWi1nFtGN/H2Y0htFgnGdHvw6d\ncT6RpakWimsSzeP0gC5ryeUYPd9R5fAyQzcdwONCiI0AXgTwiJTyIQBfA/AVIcQ26EsX/NLD5xyV\n0+ZOAgB85f3H4JnVy8tiYFdOkmVgPFEVQntHJ5bduB5zVz+MZTeuL4tui4pZcjli2QJnX1wqQ6eu\not/57M6Cv85EjoAO0AdMV753nvnzURPrC7ItblkHxLmyZH1RvemAaogCwJx3pKQ/RFtrBGdYBru/\n//wZ5vku6ipDp5nzIpUFU/XtUJ0uMy2BUM7HuxtelO6qz4fbDN1o30Mn257rNm7m0KnYL9M5Q0qJ\nv27pxrIFkxE0KmbUfNBcS3icPk8/nr/2wWPN729rgFOIjI7K0M1orHV1odPNwuJnt0yBBPDN8xcC\nAI6ZNj7jbVO7XBb34kAmO7r7Ma+5HiHj3O/VsgVAabJ0w1oC4ZAfDTUBHMqWoWNARyXmZZfLjVLK\nVinlYinlCVLK7xq/3yGlXCqlXCClvFhKGc31WMWiPoD9w/Ect6xODOgKp5xb6APJgYK1AYa5sLiL\nOXTPbN+PhNSDkEK/znhCIp6QOQcQ0bgGo1IRf3/nkOfbkY+UDF2Ogex2o7xxwZTMGTq7AbT1fbFm\n5VwtWxC1KblUSxcY26UGONbzRrkf7254UbqrSi7dZOi8eA9XrWhBMK0lavq253p9tssWZDhmzZLL\nDN8h27v7sOfwkFluCTibQwdY29knj1/r+1mYgE7P0E1rrHWXoTNeS1NdMGdAp5qKzJ1cn3PO8lBM\ng/roR8tgDp2UEju6+zC/eZw5pWW0TVGsVQOlKGuMJxII+n2YUB+yzdDlOsaJiqUgc+gqhfoAFrvs\npVKM9bkwpVTOLfQBPXMQCvhS5pmKPLpc3vXszhF/K9TrVMdprixdNJ5AfSiAec316CiTgM4a/OTq\ndGkuWdCcOUOXa9BtveptzdBlC4allLYZuhmNtRhXE8C2tAyddRvK/Xh3Q5XuqsAjn3J9cw6dizI5\nL97DttYIPnDcVPNnu21va43gB23HZ7yNXTYuY1OUHAvW//XN/QCAs45JZo+Tc+iyvzd2yxMMFDig\n6+6NoqE2gPqagMtlC/TbTqwL5Qzo3j6gB3RzJtfDJ7IHCkOxBMaH9XnO5dAUpbs3iv5hDXMn1yNo\nZuhG2RTF8j6XYiwS1yQCPoEJ9SEctGmKYl7A4jiJSszTZQsqjfoA9kcZ0NlR3yM8T3mvnFvoA3qG\nrTbgMwMF679OSmhUSVnXEfuEfCFep3mBJqahwdLMxW7bagI+nDxrAta/0QUppdlcpFTiLgYt27v7\nEPAJzJ5UZ/4uV8kloAdrQb9ATJMZs3XZnntYSyCekCMydH98eQ+icQ13Pfc2Ht3chU+eOmvEY5X7\n8e5WW2sEN/1lC5rqgnjoC2e6vn8yoHP+3ZPpvep0+R5Oa9RLJ0+IjM+47ecdPw347UacPm8SfnP1\naSl/sxu4ZroIoT6T6fdRyyJ09gwi4BPYsPMQZk7Qj2cnc+iA5Nws63GWUnJZgIzJviNDmDq+Fn4h\nXFWuqNcyoT5kliZnsnN/P3wCOGpCHXwie4ZuMKahMRxEz0CsLAI6tZzKvOZ6MxM86jl0LioICmFY\nSyAY8GFCXRAH+jLPoRtl3Eo0aszQARiMseTSDpctKJxybqEP6APNcMiPgPGlrOIFn3BYcml8CU9t\nrLX9u9evU0ppbleu5gDRWAIhI6A72D+Mtw8MeLot+bAO2nINZLd19WHO5HpzzhGQfdkCxdp+2zr4\nc7oOnbrwZV3KQpUBqqvwnT2DuPmxrcY2JO9b7sd7PuKazFhqmIsa5LoJ6DK9VwJwVXZ5oE+/yPLu\n4aGMtxkyMl12F2/cZOjsOiVbS0fV41lLR/0OulwCyWPYmgEatEyfKETGZN+RIUxpqHFceq6o206s\nD6F3KJ71vjsPDCAyIYyQcUEt222HjIAOKI8ulzv269UD85rHIWjMhRxtoJnSAbhEGbqgT2BiXch2\nDh2bolC5qO6AzvgADrDk0hZLLgunnFvoA/qV39qg3xxcWdvjOxnDqqDqS+cePeJvhXid1kM021p0\ngD7wqQn4cPJsvateOcyjsw5acgUJ27r7ML85tZlL+rIFdp/ZmJYws2vWwd+Qw0YS/VF9sFxnydDZ\nlQFGbdaNWrWiBbXBsbVMTMzIWLqVSEgzCMl1rFqtWtECuzyyBFyVXR4w5gHt7xs2M+np1HeiXZBg\nW86bKaCTI79DcpWO+oW7gM5amlnoksuu3iimjq+Fz+cuQ6duO7EuBADoHcpcdrnzQD/mTNI/3/4c\nJe5DMQ3ja8un5HJHdz9qgz5MN96jgMOKjmxK3RQlriUQyDKHLllWXPr3n6pbVQd06iQ7wJJLW1y2\noHDUPBy1SPP0xtqyWjZjKKahNuA3r7KqeMFtl8v/956ZaLAsfTC+NlCQ12n9Ms05hy6WQE3Aj6On\nNGBcTaAsAjrrmCfbwCCmJfDOgYGUhiiAswxdPCHNh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dvJaSc9QqepipuLUL3C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apHoedXj45rGdJb11ulHRcjC+VWdqOvKJd+FytGslz6F2AqUZJvGJVOX0guG4EJae93c5d1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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1136dcbe0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plt.subplots(2, sharex=True, figsize=(15,10))\n",
"\n",
"nielson[nielson.show == \"Late Show with Stephen Colbert\"].set_index('start_date')[\"2016\":].plot(y='viewers_week', ax=axs[0], marker='o', label='colbert')\n",
"nielson[nielson.show == \"The Tonight Show Starring Jimmy Fallon\"].set_index('start_date')[\"2016\":].plot(y='viewers_week', ax=axs[0], marker='o', label='fallon')\n",
"\n",
"colbert_trump_mentions.set_index('air_date')[\"2016\":].plot(y='count', ax=axs[1], marker='o', label='colbert')\n",
"fallon_trump_mentions.set_index('air_date')[\"2016\":].plot(y='count', ax=axs[1], marker='o', label='fallon')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Average Viewers in Millions vs Trump Mentions by Month"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x113f52ef0>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
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77zGjfV2R+EpaGiz8DD5vDYe2Q7dv4ebBEJKrCVZZC68APce51/qmM+zfcO6v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\ndtc90VGogBwAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x113d0b668>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"start_date = \"2015-10-01\"\n",
"fig, (ax1, ax2) = plt.subplots(2, sharex=True, figsize=(17,9))\n",
"ax1.set_title('Viewers in Millions')\n",
"nielson[nielson.show == \"Late Show with Stephen Colbert\"].set_index('start_date')[start_date:].resample('M').mean().plot(y='viewers_week', ax=ax1, marker='o', label='colbert')\n",
"nielson[nielson.show == \"The Tonight Show Starring Jimmy Fallon\"].set_index('start_date')[start_date:].resample('M').mean().plot(y='viewers_week', ax=ax1, marker='o', label='fallon')\n",
"ax2.set_title('Trump Mentions')\n",
"colbert_trump_mentions.set_index('air_date')[start_date:].resample('M').mean().plot(y='count', ax=ax2, marker='o', label='colbert')\n",
"fallon_trump_mentions.set_index('air_date')[start_date:].resample('M').mean().plot(y='count', ax=ax2, marker='o', label='fallon')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"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": "3.6.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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