{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Compare stream count over time for Youtube, soundcloud and spotify"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/IPython/core/magics/pylab.py:160: UserWarning: pylab import has clobbered these variables: ['xlim', 'ylim', 'arrow', 'annotate']\n",
      "`%matplotlib` prevents importing * from pylab and numpy\n",
      "  \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "%pylab inline\n",
    "pylab.rcParams['figure.figsize'] = (12, 7)\n",
    "import pandas as pd\n",
    "import os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from plotnine import *\n",
    "\n",
    "from plotnine import options\n",
    "options.set_option('figure_size' , (16,8))\n",
    "theme_set(theme_minimal)\n",
    "\n",
    "import warnings\n",
    "warnings.simplefilter(action='ignore', category=FutureWarning)\n",
    "\n",
    "pd.options.display.max_columns=500\n",
    "\n",
    "data_dir = '../data/'\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Youtube"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def exploreStreamCounts(yt, stream_type): \n",
    "    #print(yt.head())\n",
    "    #print(yt.describe())\n",
    "\n",
    "    by_day = yt.groupby('days_after_first_seen')['view_count_day'].agg([np.mean, np.median, np.std]).reset_index()\n",
    "    print(ggplot(by_day[(by_day['days_after_first_seen']<=100)], aes('days_after_first_seen', 'median')) + geom_line() + ggtitle(f'Median number of streams after first seen for {stream_type}'))\n",
    "    print(ggplot(by_day[(by_day['days_after_first_seen']<=100) & (by_day['days_after_first_seen']>=0)] , aes('days_after_first_seen', 'median')) + geom_line() + ggtitle(f'Median number of streams after first seen for {stream_type}'))\n",
    "    print(ggplot(by_day[(by_day['days_after_first_seen']<=100) & (by_day['days_after_first_seen']>=0)] , aes('days_after_first_seen', 'mean')) + geom_line()+ ggtitle(f'Mean number of plays on {stream_type} after first seen'))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/plotnine/geoms/geom_path.py:76: UserWarning: geom_path: Removed 1 rows containing missing values.\n",
      "  warn(msg.format(n1-n2))\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<ggplot: (-9223363308670673159)>\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<ggplot: (-9223363308670717615)>\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<ggplot: (-9223363308916411041)>\n"
     ]
    }
   ],
   "source": [
    "yt = pd.read_feather('../data/yt_streams_with_diff.feather')\n",
    "exploreStreamCounts(yt, 'Youtube')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/plotnine/geoms/geom_path.py:76: UserWarning: geom_path: Removed 1 rows containing missing values.\n",
      "  warn(msg.format(n1-n2))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<ggplot: (8728175146255)>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/plotnine/geoms/geom_path.py:76: UserWarning: geom_path: Removed 1 rows containing missing values.\n",
      "  warn(msg.format(n1-n2))\n"
     ]
    },
    {
     "data": {
      "image/png": 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LFo77h3Rzjm1GHXyXJF1wtTpf5LvTBawXp+t5uTqP4VqXW/hgBAc6xmDta3vzDdrf7+gDHXt/9230fLU1t6O+Z98YYt/V2tY7Fwc6PxvSWntLvxDG3dLNh3rndGHsU6rqtq21A4VAa4+13utaPUcPSzfP6nqWku/0nntbuiDweenmdT0v3ft293TzRg5zTW7oOmutPbyqnp1uPr7bp1t867eq6nmttd84wDFSVY9N14PtHelCzKV082DuStdrdLOjeVYf/+4cuLfZ2vdpmGtsVOs+R2vtj6rqlenes9un64X7qKp6Q5J7rdNLd0P6YPq2SX4syU/2x35Kumv1Aa21v8/w5+uQdMPE73uAfdcGeBttv4ZVGf4zvan3uXWL9rw2yWur6jXp/jPr7unmDx627Vm39lpn4bMBkzqX6zkj3dymN083rciohnmfRvkddqDnBYD9EmACsFkvSRdwrH6/P59J11vvSq21f9nAcT+b5HpVdYV1QtEfXO8Bg/rhzwvphko/fM19B+29uUXOTZKqOnZwCGM//POEdOdsUn5onW0/3N+uLpI07Hs2itXXeKN0C4cMWh2muNFFm9bVWtubbrqDv0uSqnp0ugDxkbksBBo1LF3tIXbeBs7RjdMt6vNHrbU/GLyjqn5yxOffkNbaJ9ItOPOcvmfyW5M8pqqe1Vo70CJLv5JuPta7Dg5jr6qDfgbXlrCf7eekC3GPmeA1Nnb99AvPT/L8PsB6Vbpw7Pa5bIj/KMe9NF2PzvcmSVV9b7ow6mnpFn4a9nx9Kt0CQ//VWpv2IimfSfIDVXVca+2sNffdqL/d1Gf9IN6X7j265kA9q8+9kbbn3Kw/7ch119k2jNXnuFybXFXXTDe1xEa8NskfpFvA6CWjBukZ7n1avabW64m99rycnW7O0fVe5xX7/ad9jQIww8yBCcBmvTLd6tWPa62tNxQvSdL/8fzmdHPx3Xm9fapqcCjjqemGkz1qzT6/mA0MH89lQ5u/q1dHv7r5b23g8Vvhk/3tT6zZ/tuZ/O/oX+7DkSTfmZ/s9/ofT01Ges9G8fZ0c5/9elUdM3DcXelWtE66xSmGVlW7Bo854D/728E/ui9IckzfS3IY/5BuYYuTB+adHKzhSv01l1zWG2vtNXnNdD04x66f9/W7rqW+J+nqStwHGwK+WvN3jtGfoz9Yf/f9umC1njW1XJquN9yNq+qB6z1wDNfY2FTVUWvnp+znTPxo/+Paa2rDQ+z7uRDX+kK60PLY/rmGPV+v6G+fud61vcXn9tT+9slrarheurkqP53LzuNIquon15s/tG9PFvofV4cwD9v2fDLJ7qq61ZrD/85mau57gb83yd2qW4180O8PcZyPpVvp/FZJnr32c58kVXVkVZ1ykENt+H3q5zpeTnKXweurn9v3IWvquzTdFDM/VFX3XPOcj003HykA7JcemABsSt9z8OQN7v5r6f5Qe3tV/U2SD6ULGr833fxk/5FurrIk+bMk90v3h9hNkvx7ut4fD043VO6Aiwi01vZV1VuT3L+qLkrywXS9Gh+aZG2vkml5TZI/SfKiqvrhJF9JN8z5lumGu0/SJ5J8sKqen65n0b3SDa9+dWttsAfZMO/Z0Fpr5/fDlF+UbqGNl6ZbIf2+SW6X5EWttfeOePjdSZar6o3pVuf+SrreV7+aZCXdCsWrPpBu/sFTqup96YK7d7bWzj5I/V+uqkekCw4+WVWvSDfv3bHpegrfK918l6enO+cfS/KEPuz873QLeTwiXY+mzc4nuZ5fSTdc/LR0Pau+me76eli6IPeMAzw2Sf4xyTOS/HNVvTbJldMNU73CkHV8IMmjk/xVVb053fn/YD+34++ne69fXlU/m+56+0aS70ny4/336wboU3DndJ/XU9MFWuen67n8yHRh4zsH9v1Akp+oqt/t72v9ImT788Kq+p50c7T+b7p/py+kW9jpOQP7bfh8tdZOHZgD9Sb9dXBWkhPTXQc/lW5Bma3winSLCv36wOs8Pl0bU0kesYleg6ueleSEqnpTujka96Vr9++brvfzO9L3thyh7fnrdP+5dFpV/b905/keGc+8jY9LNy3A6VX1l+lWRr9ruqlZhvld8Oi+nscm+an+M/v5JIcnuWm6BXqO7Pfbn2Hfp79I8qfp2ojXp5t/9eH9864NyH8/3XQef19VL0jXJt4m3XX+2fjbFIAD8EsCgC3Thz03T/KEdKHOLyT5droFJt6TgSHo/R+Xd0jyzH7fX0wXQv10kgdmY6ug/nK6oZc/3X9/ZrqFMj6cZOrDVfuQ9aeS/Hm6c/KtdEN775huuOMkPS+X/SH7fenCvZPTBaqDNW74PRtVa+0lVbWU5HfT9QI9LF049Jgkf7mJQ38jybOT3CVdoLM73TDGD6RbUfxDA/s+N90QxvumC6MO6R9zwACzr/+VVfXJJI9P1+vo2HSh8OfSBfGrvZUuqap7pAsEfyndYhufTHduL03ysk281v05PV1wcbd0oVXShWlPS/Lna1Y3X8+f9bcPSxeifS1dL6onpZ8CYYNeky5A+sUkP5fu/D44yedba1+vqtunC11+oa+1pZtv84PpennPij3phureMd1rOSzdZ+FF6a6pfQP7Pird9fukdNde0k9jsB+vShc4PyDJ1dNdv59OFwYNto1Dna9+DtR3pgvKfyfdoj5npQvTHzPUq9+E/vq/e7rP+P2S/J90r/G9SZ7aWvuPMTzN45P8bLqh/AtJjkkXYn483fl6/uA1P0zb01r736r6mXSfnaemC69f1z9u72aKbq19qKrulK5t+I10Af870v2H1ulDHOdbSe7b1/ng/uvq6drsT6ULYV9wkGMM+z49K931/aC+3k/nst6bt1lz7P+tqtul+73+4HSB6PvTtbXPzfqL7QFAkqQ2/x+dAAAAAACTYQ5MAAAAAGBmCTABAAAAgJklwAQAAAAAZpYAEwAAAACYWQJMAAAAAGBmCTABAAAAgJklwAQAAAAAZpYAEwAAAACYWQJMAAAAAGBmCTABAAAAgJklwAQAAAAAZpYAc4dYWlo6fGlp6eSlpaXDp10Ls29lZeWElZWVk1dWVk6Ydi3MB20Mw9LOMCztDMPSzjAs7QzD0s4wLO3M6ASYO8fhSZ7S38LBnJDuevGLmI3SxjAs7QzD0s4wLO0Mw9LOMCztDMPSzoxIgAkAAAAAzCwBJgAAAAAwswSYAAAAAMDMEmACAAAAADNLgAkAAAAAzCwBJgAAAAAwswSYAAAAAMDMEmACAAAAADNLgAkAAAAAzCwBJgAAAAAwswSYAAAAAMDMEmACAAAAADNLgAkAAAAAzCwBJgAAAAAwswSYAAAAAMDMEmACAAAAADNLgAkAAAAAzCwBJgAAAAAwswSYAAAAAMDMEmACAAAAADNLgAkAAAAAzCwBJgAAAAAwswSYAAAAAMDMEmACAAAAADNLgAkAAAAAzCwBJptSVXeoql+edh0AAAAAbE+HTrsA5ldVHZrkRUm+nuTVUy4HAAAAgG1ID0w24/5JfiDJCdMuBAAAAIDtSYDJSKrqCkmekuRfkxxfVa4lAAAAAMZO6MSoHpzk6CRPSDcVwdWmWw4AAAAA25EAk6FV1RWT/H6SZyX5RL/ZMHIAAAAAxk6AySgenuTwJM9Lsi/JN5KcONWKAAAAANiWrELOUKrqiCT/N8mfttYu6LctRQ9MAAAAACZAD0yG9etJLknygoFty9EDEwAAAIAJEGCyYVV1lSS/m+SPW2vfHLhLD0wAAAAAJkKAyTAem27Oy5es2b4cASYAAAAAEyDAZEOq6tgkv53kD1tr315ztyHkAAAAAEyEAJONenySs5K8ap37DCEHAAAAYCKsQs5BVdU1kvxmkoe11i5eZ5flJCdUVbXW2tZWBwAAAMB2pgcmG/F7ST6X5O/3c/9yksOSXHXLKgIAAABgR9ADkwOqqmsmeVSS+7XWLt3Pbkv97QlJvrolhQEAAACwI+iBycE8Kcl/JzntAPucn+RbsZAPAAAAAGOmByb7VVXfl+RhSX72QHNbttZaVVnIBwAAAICx0wOTA3lykv9I8tYN7LscASYAAAAAY6YHJuuqqhskeWCSn9jgyuLLMYQcAAAAgDHTA5P9eUqS01tr79rg/oaQAwAAADB2emByOVV1oyT3S3L7IR62nOSWk6kIAAAAgJ1KD0zW85NJ3tJae98QjzGEHAAAAICxE2ByOa215yS515APW0pyQlXVBEoCAAAAYIcSYLKu1trKkA9ZTnJ4kqMnUA4AAAAAO5QAk3FZ7m8NIwcAAABgbASYjMu5Sb4dK5EDAAAAMEYCTMaitdZiIR8AAAAAxkyAyTgtRQ9MAAAAAMZIgMk4LUeACQAAAMAYCTAZJ0PIAQAAABgrASbjZAg5AAAAAGMlwGScDCEHAAAAYKwEmIzTcpITq6qmXQgAAAAA24MAk3FaSnKlJFeZdiEAAAAAbA8CTMZpub+1kA8AAAAAYyHAZJy+lmQl5sEEAAAAYEwEmIxNa+3SJF+JABMAAACAMRFgMm7LMYQcAAAAgDERYDJuS9EDEwAAAIAxEWAybssRYAIAAAAwJgJMxs0QcgAAAADGRoDJuBlCDgAAAMDYCDAZN0PIAQAAABgbASbjtpzkyKraPe1CAAAAAJh/AkzGbam/1QsTAAAAgE0TYDJu5yS5JBbyAQAAAGAMBJiMVWvt0iRfiR6YAAAAAIzBodMuYNXCwsJ9kvxhku9L8tUkj1tcXDx1YWHhRklenOQmST6X5NcWFxffM71K2QAL+QAAAAAwFjPRA3NhYeEuSZ6b5JFJdif50SQfWVhYOCzJYpLXJzkmydOTvGFhYeGYadXKhizHEHIAAAAAxmBWemA+NclTFxcX39v/fHaSsxcWFn4yyZWTPGtxcfHSJK9eWFh4XJJ7J3nJdEplA5aiByYAAAAAYzD1AHNhYWFXklslefPCwsJn0gWWb0/y2CQ3SnJGH16u+ki/ndm1nOQG0y4CAAAAgPk39QAzyXFJDkvy80lOSnJBkr9NN6T8M0nOX7P/3iRHjbuIpaWlw5McPu7jzpDdq7dLS0sTfaJjjjnmvPPPP/9aS0tLV5noEzExRx999BG7du3KJZdccsQ555zjfWQjtqyNYXvQzjAC7QxD0c4wAu0MQ9HOMIJt386ceOKJX5/EcWchwPxGf3vK4uLil5JkYWHhT5KcluRpSdY2Akcl2TeBOp6Y5CkTOO6s+dKkn+A5z3lOHvOYxySXD5+ZE3v37l399t3TrIO5NPE2hu1BO8MmaGfYEO0Mm6CdYUO0M2zCdm5nahIHnXqAubi4uHdhYeGLSdo6d38syRMWFhYOGRhGfrMkz59AKX+a5NkTOO6s2J3uA3KtTCYA/o5nPOMZN9u3b9+/vuAFLzjhkY985DcO/ghmzdFHH33TXbt2vfuSSy654969e/dMux7mwpa1MWwP2hlGoJ1hKNoZRqCdYSjaGUagnRlRtbZebri1FhYW/iDJPZPcPcmF6YaQn51uVfJPJfmrJH+R5D5JTklyvcXFxXOnU+186odzn5/kqEl1511VVSekW8jn+q21z0zyuZiMlZWVmyf5zyS3OOywwz487XqYfVvZxrA9aGcYlnaGYWlnGJZ2hmFpZxiWdmZ0h0y7gN7Tkrw3yceTfDbJV5M8bnFxcSXJQpL7ppv78klJ7im8nHlnJ7k0ViIHAAAAYJOmPoQ8SRYXFy9O8hv919r7zkhy6y0vipG11i6pqrOTnDjtWgAAAACYb7PSA5PtZyl6YAIAAACwSQJMJmU5AkwAAAAANkmAyaQsxxByAAAAADZJgMmkGEIOAAAAwKYJMJkUQ8gBAAAA2DQBJpNiCDkAAAAAmybAZFKWkhxdVVeadiEAAAAAzC8BJpOy3N8aRg4AAADAyASYTMpZSVoEmAAAAABsggCTiWitrSQ5JwJMAAAAADZBgMkkWcgHAAAAgE0RYDJJS9EDEwAAAIBNEGAyScsRYAIAAACwCQJMJskQcgAAAAA2RYDJJBlCDgAAAMCmCDCZJD0wAQAAANgUASaTtJTk2Ko6fNqFAAAAADCfBJhM0nJ/e/xUqwAAAABgbgkwmaSv9LeGkQMAAAAwEgEmE9Na+3aSr8ZCPgALVhcnAAAgAElEQVQAAACMSIDJpC1HgAkAAADAiASYTJqVyAEAAAAYmQCTSVuKHpgAAAAAjEiAyaQZQg4AAADAyASYTJoh5AAAAACMTIDJpBlCDgAAAMDIBJhM2nKSq1fVFaZdCAAAAADzR4DJpC31t8dNtQoAAAAA5pIAk0n7Sn9rGDkAAAAAQxNgMlGttW8lOS8W8gEAAABgBAJMtoKFfAAAAAAYiQCTrbAcASYAAAAAIxBgshWWYwg5AAAAACMQYLIVDCEHAAAAYCQCTLaCHpgAAAAAjESAyVbQAxMAAACAkQgw2QrLSa5RVYdOuxAAAAAA5osAk62wnKSSHDftQgAAAACYLwJMtsJyf2sYOQAAAABDEWAyca21byQ5PwJMAAAAAIYkwGSrWIkcAAAAgKEJMNkqViIHAAAAYGgCTLbKcgSYAAAAAAxJgMlWMYQcAAAAgKEJMNkqhpADAAAAMDQBJltFD0wAAAAAhibAZKssJTmuqnZNuxAAAAAA5ocAk62ynO56u/q0CwEAAABgfggw2SrL/a1h5AAAAABsmACTLdFauyDJvljIBwAAAIAhCDDZSssRYAIAAAAwBAEmW8lK5AAAAAAMRYDJVlqKHpgAAAAADEGAyVbSAxMAAACAoQgw2Up6YAIAAAAwFAEmW8kiPgAAAAAMRYDJVlpKckJVHT7tQgAAAACYDwJMttJ/JFlJ8uPTLgQAAACA+SDAZMu01i5M8tYk95l2LQAAAADMBwEmW+3UJD9bVYdOuxAAAAAAZp8Ak632xiRHJbnDtAsBAAAAYPYJMNlSrbW9Sd4Rw8gBAAAA2AABJtPwuiT3qirXHwAAAAAHJEBiGt6Q5Pgkt552IQAAAADMNgEmW661dnaS9yS597RrAQAAAGC2CTCZllOT3KeqatqFAAAAADC7BJhMy+uTfF+Sm067EAAAAABmlwCTqWitfTHJv8dq5AAAAAAcgACTaXpdzIMJAAAAwAEIMJmmU5P8UFXdcNqFAAAAADCbBJhMTWvtM0k+Gr0wAQAAANgPASbTdmrMgwkAAADAfggwmbZTk9y8qq4z5ToAAAAAmEECTKbtY0k+neRe0y4EAAAAgNkjwGSqWmsthpEDAAAAsB8CTGbB65L8WFWdMO1CAAAAAJgtAkxmwYeSfCnJPaddCAAAAACzRYDJ1A0MI7/3tGsBAAAAYLYIMJkVpya5c1VdddqFAAAAADA7BJjMin9L8rUkPzPtQgAAAACYHQJMZkJr7ZIkp8Vq5AAAAAAMEGAyS16X5K5VtXvahQAAAAAwGw6ddgGzYmVl5YQkJ0y7jkk55phjjti3b192795905WVlQunXc96Pve5z+29/vWvf9FJJ5306ysrK2+bdj073A1Xb1dWVqZaCPNhHtoYZo52hqFoZxiBdoahaGcYgXaGoeyEduawww778CSOW90C0KysrJyc5CnTrmOne8hDHpJvfvObec1rXjPtUgAAAAAYwmGHHVaTOK4emJf56ySL0y5iUi6++OIj9u3b9+7du3ff8dBDD53ZlH/v3r13estb3vInn/jEJ378hje84UXTrmcHu2GSv0ly/ySfmHItzIF5aWOYKdoZhqKdYQTaGYainWEE2hmGop0ZnR6YO8TS0tJVkpyf5KgTTzzx69OuZ3+q6kpJzkly/9baG6Zdz061srJy8yT/meQWk+r+zfYyL20Ms0M7w7C0MwxLO8OwtDMMSzvDsLQzo7OIDzOltfbNJG9Jcu9p1wIAAADA9AkwmUWnJlmoqitMuxAAAAAApkuAySx6c5IrJzlpynUAAAAAMGUCTGZOa21fkrcluc+0awEAAABgugSYzKrXJblnVe2adiEAAAAATI8Ak1n1xiRXTXKraRcCAAAAwPQIMJlJrbWvJflykutOuxYAAAAApkeAySxbTnLitIsAAAAAYHoEmMyypSQnTLsIAAAAAKZHgMksW44AEwAAAGBHE2AyywwhBwAAANjhBJjMMkPIAQAAAHY4ASazTA9MAAAAgB1OgMksW05yRFXtnnYhAAAAAEyHAJNZttTfGkYOAAAAsEMJMJllX01ycQwjBwAAANixBJjMrNbapUm+Ej0wAQAAAHYsASazbjkCTAAAAIAdS4DJrLMSOQAAAMAOJsBk1i1FD0wAAACAHUuAyazTAxMAAABgBxNgMuvMgQkAAACwgwkwmXWGkAMAAADsYAJMZt1ykqtU1RHTLgQAAACArSfAZNYt97d6YQIAAADsQAJMZt3ZSS6NABMAAABgRxJgMtNaa5ckOStWIgcAAADYkQSYzAML+QAAAADsUAJM5sFy9MAEAAAA2JEEmMyD5eiBCQAAALAjCTCZB4aQAwAAAOxQAkzmgSHkAAAAADuUAJN5YAg5AAAAwA4lwGQeLCU5uqquNO1CAAAAANhaAkzmwXJ/qxcmAAAAwA4jwGQenJWkRYAJAAAAsOMIMJl5rbWLk5wdC/kAAAAA7DgCTOaFhXwAAAAAdiABJvNiKQJMAAAAgB1HgMm8WI4h5AAAAAA7jgCTeWEIOQAAAMAOJMBkXixFD0wAAACAHUeAybzQAxMAAABgBxJgMi+WkxxbVYdPuxAAAAAAto4Ak3mx1N/qhQkAAACwgwgwmRdn9bcCTAAAAIAdRIDJXGitfTvJVyPABAAAANhRBJjMEyuRAwAAAOwwAkzmiZXIAQAAAHYYASbzRA9MAAAAgB1GgMk80QMTAAAAYIcRYDJPBJgAAAAAO4wAk3liCDkAAADADiPAZJ4sJ7laVV1h2oUAAAAAsDUEmMyT5f72uKlWAQAAAMCWEWAyT1YDTMPIAQAAAHYIASZzo7V2UZJzYyEfAAAAgB1DgMm8WY4emAAAAAA7hgCTebMUPTABAAAAdgwBJvNmOQJMAAAAgB1DgMm8WYoh5AAAAAA7hgCTeaMHJgAAAMAOIsBk3ggwAQAAAHYQASbzZinJNarq0GkXAgAAAMDkCTCZN8tJKslx0y4EAAAAgMkTYDJvlvtbC/kAAAAA7AACTOZKa+2bSfbGPJgAAAAAO4IAk3lkIR8AAACAHUKAyTxajiHkAAAAADuCAJN5tBQ9MAEAAAB2BAEm88gQcgAAAIAdQoDJPDKEHAAAAGCHEGAyjwwhBwAAANghBJjMo+Ukx1XVrmkXAgAAAMBkCTCZR0vprt1rTLsQAAAAACZLgMk8Wu5vDSMHAAAA2OYEmMyd1tqFSfbFQj4AAAAA254Ak3llIR8AAACAHUCAybxajgATAAAAYNs7dNoFDFpYWLhqkk8m+czi4uJt+m03SvLiJDdJ8rkkv7a4uPie6VXJjFiOIeQAAAAA296s9cD88yRnrP6wsLBwWJLFJK9PckySpyd5w8LCwjHTKY8ZYgg5AAAAwA4wMwHmwsLCSUm+P8krBzaflOTKSZ61uLh40eLi4quTfD7Jvbe8QGaNHpgAAAAAO8BMBJgLCwuHJzklyaOStIG7bpTkjMXFxUsHtn2k387OZg5MAAAAgB1gVubAfGKSf15cXDxjYWHhFgPbj0xy/pp99yY5atwFLC0tHZ7k8HEfd4bsXr1dWlqaaiHjcJ3rXGfvmWeeefwHP/jBo6597Wu3gz+CYRx99NFH7Nq1K5dccskR55xzzlWmXQ9zYVu1MUyedoYRaGcYinaGEWhnGIp2hhFs+3bmxBNP/Pokjjv1AHNhYeH6SR6Q5Kbr3H1BkrWNwFFJ9k2glCcmecoEjjtrvjTtAsbhFa94Re50pzvlile84t5p17Id7d37ndP67mnWwVzaFm0Mk6edYRO0M2yIdoZN0M6wIdoZNmE7tzM1iYNOPcBMcrsk10xy5sLCQtL1grziwsLCV5M8NMmNFxYWDhkYRn6zJM+fQB1/muTZEzjurNid7gNyrUwmAN5Si4uLRyb58v3vf//bv+1tbzvjoA9gKEcfffRNd+3a9e5LLrnkjnv37t0z7XqYC9uqjWHytDOMQDvDULQzjEA7w1C0M4xAOzOiam26o28XFhaunOTYgU0/l65H5kKSs5J8KslfJfmLJPdJN1fm9RYXF8/d4lLn2tLS0lXSDcc/alLdebdaVV2Q5Odaa/807Vq2m5WVlZsn+c8ktzjssMM+PO16mH3bsY1hsrQzDEs7w7C0MwxLO8OwtDMMSzszuqn3wFxcXPxGkm+s/rywsHBekm8vLi5+qf95IcmLkzw1yeeS3FN4Sc9K5AAAAADb3NQDzLUWFxdfnuTlAz+fkeTW06qHmbYUK5EDAAAAbGuHTLsA2AQ9MAEAAAC2OQEm82w5emACAAAAbGsCTOaZIeQAAAAA25wAk3lmCDkAAADANifAZJ4tJzm+qmrahQAAAAAwGQJM5tlSksOSXHXahQAAAAAwGQJM5tlyf2sYOQAAAMA2JcBknp2f5JuxkA8AAADAtiXAZG611los5AMAAACwrQkwmXfL0QMTAAAAYNsSYDLvliLABAAAANi2BJjMO0PIAQAAALYxASbzzhByAAAAgG1MgMm8M4QcAAAAYBsTYDLvlpOcWFU17UIAAAAAGD8BJvNuOckVkhwz7UIAAAAAGD8BJvNuqb+1kA8AAADANiTAZN6dl+SimAcTAAAAYFsSYDLXWmstViIHAAAA2LYO3cyDq+rEJNdKcsW197XW3r2ZY8MQlmMIOQAAAMC2NFKAWVXXTfKqJLdZ3dTftv77lmTXpquDjdEDEwAAAGCbGrUH5ouSfE+Shyf5eJJvj60iGN5SBJgAAAAA29KoAeatkjywtXbqOIuBES0n+ZFpFwEAAADA+I26iM+Xk1wyzkJgEwwhBwAAANimRg0wfz/J71XVseMsBka0lOTEqqqD7gkAAADAXBl1CPkD060+fmZVfSTJ3jX3t9baz26qMti45SRXTHJULn8tAgAAADDHRg0wj0zymYGfd4+hFhjVcn97QgSYAAAAANvKSAFma+3O4y4ENuFrSVaSnJjkf6ZcCwAAAABjNOocmDAzWmuXJvlKLOQDAAAAsO2MOoQ8VXVIkrskuUG6+Qe/S2vt2ZuoC4a1lK4HJgAAAADbyEgBZlUdn+T0dOFlS7K6+nMb2E2AyVb6cpLvmXYRAAAAAIzXqEPIn51u3sFrpwsvb53kOkmenOTT6YJN2EofS3LjaRcBAAAAwHiNGmDeMcmf57LVn6u19oXW2tOSvCrJKeMoDoawJ8lNq6oOuicAAAAAc2PUAPOoJOf0i6d8Pck1Bu57f5Lbb7YwGNKedNelYeQAAAAA28ioAebnc9mKz/+d5AED990rybmbKQpG8PkkFyS56bQLAQAAAGB8Rg0w35zkrv33f5zkXlV1dlV9OcmjkjxvHMXBRvW9gT8aASYAAADAtjLSKuSttScOfP9PVfVj6XpeXinJ21tr/zSm+mAYeyLABAAAANhWRgow12qtfSjJh8ZxLNiEPUkeP+0iAAAAABifDQeYVXVskr2ttUv77w+otWYeTLbaR5J8f1Xtbq3tm3YxAAAAAGzeMD0wz0ly2yT/nuSrSdpB9t81alEwoo/1tzdO8r5pFgIAAADAeAwTYD4kyWcHvj9YgAlbqrV2YVV9Ot08mAJMAAAAgG1gwwFma+0VA9+/fCLVwOZZyAcAAABgGzlk2gXAmAkwAQAAALaRYRbxeecwB26t3WX4cmDT9iR5YlUd0lq7dNrFAAAAALA5w/TA/EaSCwe+fiDJnZJcNcnF/e2dktwgyQXjLRM2bE+SI5J8/7QLAQAAAGDzhpkD86dXv6+qByS5fpI7t9Y+NbD9B5KcluR14ywShvClJOelG0b+6SnXAgAAAMAmjToH5h8kedJgeJkkrbVP9vc9ebOFwShaay3JR2IeTAAAAIBtYdQA81pJ2n7uuzTJNUc8LoyDhXwAAAAAtolRA8x/T/LHVXXdwY1V9f1J/jjJBzdbGGzCniQ3m3YRAAAAAGzehufAXOMRSd6e5JNV9bEkZye5RpIbJTkryb3HUx6MZE+Sa1fVsa21c6ddDAAAAACjG6kHZmvtE0mul+QxSf4r3bDx/+p/vl5r7X/GViEM7+NJLk5yk2kXAgAAAMDmjNoDM621i5K8oP+CmdFau6iqPpFuHszTp1wOAAAAAJswcoCZJFX1g0lumeTaSV7aWvtKVV0vyVmttX3jKBBGZCEfAAAAgG1gpACzqq6c5MVJfiHdauSV5K1JvpLkT5N8PskTxlQjjGJPkl+cdhEAAAAAbM6oq5D/WZK7JLlHkqPSBZir3pLkbpusCzZrT5IfrqpN9TIGAAAAYLpGDTDvm+R3W2tvTfKtNfedmeQ6m6gJxmFPksOT/MC0CwEAAABgdKMGmEcmWd7PfUeMeEwYm9baWemmNDAPJgAAAMAcGzXA/GiS++znvnsk+dCIx4VxspAPAAAAwJwbdX7AP0ryhn4xn39Mt5DPrarqfkkekuTuY6oPNmNPkptNuwgAAAAARjdSD8zW2pvTrfB8+ySnpVvE56/SrUp+/9baO8ZWIYxOD0wAAACAOTfyCs2ttdcmeW1V3SDJ1ZKc21r7xNgqg83bk+S4qjqunxMTAAAAgDkzcoBZVddOcs8k105yxX7b6t2ttfabm64ONueTSS5K1wvzbVOuBQAAAIARjBRgVtXPJ3lVuiHoZyf59ppdWhIBJlPVWru4qv47AkwAAACAuTVqD8ynpZv78uGttfPHWA+Mm3kwAQAAAObYSIv4JLl6khcKL5kDH4kAEwAAAGBujRpg/lOS24yzEJiQPUluWFWHT7sQAAAAAIY36hDyX0vyd1V15STvSLJ37Q6ttQ9vpjAYk4+mu85/KMl/TbkWAAAAAIY0aoB5lSRHJnlikt9bc1+lW8Rn1ybqgrForZ1XVV9IcrMIMAEAAADmzqgB5quSXDvJY5J8KpdfhRxmiYV8AAAAAObUqAHmLZP8UmvttHEWAxOyJ8ntp10EAAAAAMMbdRGfz8QQcebHniQ3raqadiEAAAAADGfUAPPxSZ5UVTcYZzEwIXuSHJPkWtMuBAAAAIDhjDqE/M+TnJDk41W1lMuvQt5aa+YcZFZ8NsmF6ebB/OKUawEAAABgCKMGmP+ZbqVxmHmttUur6qPpAsw3TbseAAAAADZupACztfagMdcBk2YlcgAAAIA5NOocmDBvBJgAAAAAc0iAyU6xJ8n1q+qIaRcCAAAAwMYJMNkpzuhvbzzVKgAAAAAYigCTHaG1dkG61cgNIwcAAACYIwJMdhLzYAIAAADMGQEmO4kAEwAAAGDOCDDZST6S5CZV5boHAAAAmBOHTruAWbGysnJCkhOmXcekHHPMMUfs27cvu3fvvunKysqF065nGk455ZRLHv3oRx/5zGc+86dXVla+NO16ZtwNV29XVlamWsj/b+/Owywp6/Ph399ZAGURfmD8Oa5xi0ZFRUE0QVATEyNWFHeNiStG3F63vCoR3CDGEI2ARgUixt0YjMdXUCIjIm5BERCXGOLuoGJg2FSmGZ73j3MmNiMz093T3XVO9+dzXXN1d1WdOvcUzMPhnqeeYjIYY5gD4wyzYpxhDowzzIpxhjkwzjAry2GcWb169bkLcd5qrS3EeSfO1NTUq5Ic2XcOFk5rLTe72c3y9re/PY985CP7jgMAAACwpKxevboW4rwKzJGlPgPz2muv3fnKK688a9ddd33AqlWrlmTLPxM3velN33Hzm9/8KxdccMHb+84y5u6c5L1JnpTkWz1nYQIYY5gD4wyzYpxhDowzzIpxhjkwzjAry2GcWagZmG4hH1m9evXFSS7uO8dCueSSS3ZLkssuu+z8NWvWXNF3nr5cfvnln7v88stvs1B/oJaKabc/fMu1YiaMMcyWcYbZMs4wW8YZZss4w2wZZ5gt48zceZgJy835Se7ZdwgAAAAAZkaByXJzfpLbVNXufQcBAAAAYNsUmCw3X0+yMcnefQcBAAAAYNsUmCwrrbVfJfnPJPfoOwsAAAAA26bAZDk6LwpMAAAAgImgwGQ5Oj/JvfoOAQAAAMC2KTBZjs5Ocs+quknfQQAAAADYOgUmy9E5SX6Z5AF9BwEAAABg6xSYLDuttakkn03yoL6zAAAAALB1CkyWq7VRYAIAAACMPQUmy9XaJHtX1U37DgIAAADAlikwWa7OS7I+yUE95wAAAABgKxSYLEuttY1JzozbyAEAAADGmgKT5cw6mAAAAABjToHJcrY2yZ2q6pZ9BwEAAADghikwWc6+keRnSR7YdxAAAAAAbpgCk2WrtdbiNnIAAACAsabAZLlbm+RBVVV9BwEAAADgNykwWe7WJrl1ktv1HQQAAACA36TAZLn7TpIfxG3kAAAAAGNJgcmyZh1MAAAAgPGmwATrYAIAAACMLQUmJJ9O8ltJfrfvIAAAAABcnwKTZa+19qMk347byAEAAADGjgIThqyDCQAAADCGFJgwtDbJQVW1su8gAAAAAPyaAhOGzkyye5J79pwDAAAAgGkUmJCktXZJkgviNnIAAACAsaLAhF+zDiYAAADAmFFgwq+tTXJAVa3uOwgAAAAAQwpM+LWzktwoyb59BwEAAABgSIEJI621y5N8OW4jBwAAABgbCky4PutgAgAAAIwRBSZc39ok96+qG/UdBAAAAAAFJmzucxn+ubhf30EAAAAAUGDC9bTWfpHkC3EbOQAAAMBYUGDCb7IOJgAAAMCYUGDCb1qbZL+q2rXvIAAAAADLnQITftOXkmxIckDfQQAAAACWOwUmbKa1tiHJZ+M2cgAAAIDeKTDhhlkHEwAAAGAMKDDhhq1Ncs+q2rPvIAAAAADLmQITbthXk1yR5MC+gwAAAAAsZwpMuAGttWuTfCZuIwcAAADolQITtsw6mAAAAAA9U2DClq1NcpequnnfQQAAAACWKwUmbNnXk1yS5IF9BwEAAABYrhSYsAWtteuSfDpuIwcAAADojQITts46mAAAAAA9UmDC1p2R5Ler6u59BwEAAABYjhSYsBWttYuSnJnkOT1HAQAAAFiWFJiwbccm+fOq2qPvIAAAAADLjQITtu1jSX6W5Ol9BwEAAABYbhSYsA2ttWuTvDXJc6tqZd95AAAAAJYTBSbMzIlJfivJw/sOAgAAALCcKDBhBlprlyZ5T5Ln950FAAAAYDlRYMLMHZfkgVV1976DAAAAACwXCkyYodba15J8Osnz+s4CAAAAsFwoMGF2jk3yZ1W1Z99BAAAAAJYDBSbMzseS/CzJ0/sOAgAAALAcKDBhFlprG5Mcn+Q5VbWq7zwAAAAAS50CE2bvpCR7Jen6DgIAAACw1CkwYZZaa5cleXeS5/edBQAAAGCpU2DC3ByX5MCqukffQQAAAACWMgUmzEFr7etJzkjyvL6zAAAAACxlCkyYu2OTPKmq9uw7CAAAAMBSpcCEuft4kouTPKPvIAAAAABLlQIT5qi1tjHJ8UmeU1Wr+s4DAAAAsBQpMGH7/FOSPZP8ad9BAAAAAJYiBSZsh9ba+iTvSvL8vrMAAAAALEUKTNh+xyd5QFXds+8gAAAAAEuNAhO2U2vtG0k+leR5fWcBAAAAWGoUmDA/jk3ypKraq+8gAAAAAEuJAhPmx6lJfpzkmX0HAQAAAFhKFJgwD1prGzNcC/Owqlrddx4AAACApUKBCfPnnUn2SPLIvoMAAAAALBUKTJgnrbX1Sd4VD/MBAAAAmDcKTJhfxyf5/arap+8gAAAAAEuBAhPmUWvtm0lOj1mYAAAAAPNiVd8Buq7bMclbkjw4yV5JfpDk6MFg8N7R/rslOTHJ3km+k+TZg8Hgsz3FhZk4NskpVfX/ttZ+1ncYAAAAgEk2DjMwVyVZl2GBeZMkz0ry1q7r7td13eokgyQfyfDhKK9P8tGu6/boKyzMwGlJfpjkmX0HAQAAAJh0vc/AHAwGVyc5Ytqms7uu+1yS+yfZJcmNk/zdYDC4Lsl7uq57YZJDkpy06GFhBlpr11XVcUleWlVvaK1N9Z0JAAAAYFKNwwzM6+m6buck90lyYZK7JfnaqLzc5LzRdhhnJ2c4o/iRPecAAAAAmGi9z8Ccruu6SvLOJP+R4YNQ9kty+WaHrc+wGJpX69at2zHJjvN93jGy66av69at6zXIcvDjH/+43f72t3/v1NTUC9etW/eJvvPM1u67777zypUrs3Hjxp0vueSS3frOw0QwxjArxhnmwDjDrBhnmAPjDLNinGEOlvw4s2bNmisW4rxjU2COysu3JblFkocMBoPWdd1VSTYfBG6S5MoFiPDyJEcuwHnHzY/6DrBcfPKTn8yBBx6YCy644PK999677zizsn79+k3fntVnDiaSMYYZMc6wHYwzzIhxhu1gnGFGjDNsh6U8ztRCnHQsCsxRefmWJPdK8gejdTGT4W3kf9V13Yppt5HfM8k/LkCMv0nyxgU477jYNcM/ILfMwhTAbOYOd7hDVq1a9eFHPOIRl3znO995dt95ZmP33Xe/x8qVK8/auHHjA9avX39+33mYCMYYZsU4wxwYZ5gV4wxzYJxhVowzzIFxZo7GosBMcnyS/ZM8eDAYTJ9qemaSXyV5cdd1xyZ5VJLbZfhU8nm1Zs2aa5JcM9/nHRfTpiZfuVDTeflN11577Zuuvfbaf7vFLW7xwtbaz/rOM1NTU1NXJ8mKFSuu9u8LM2GMYbaMM8yWcYbZMs4wW8YZZss4w2wZZ+au9wKz67rbJDksw/Lwh13Xbdp19GAwOLobbjgxyWuSfCfJIwaDwaW9hIXZ+2SS7yc5NMnres4CAAAAMHF6LzAHg8H3s5X74weDwdeS3HfxEsH8aa1dV1XHJ3lZVf1ta22q70wAAAAAk2RF3wFgGTg5w3UuHtVzDgAAAICJo8CEBdZauyLJO5M8v+8sAAAAAJNGgQmL4/gk96uq+/QdBAAAAGCSKDBhEbTWvp3ktCTP6zsLAAAAwCRRYMLiOTbJ46vqZn0HAQAAAJgUCkxYPKcn+V6SQ3vOAQAAADAxFJiwSFpr1yU5Lsmzq2qHvgiQUQoAACAASURBVPMAAAAATAIFJiyudyXZJcmj+g4CAAAAMAkUmLCIWmtXJvmnJM/vOwsAAADAJFBgwuI7Psl9q2q/voMAAAAAjDsFJiyy1tpFSU5N8ry+swAAAACMOwUm9OPYJI+rqv/bdxAAAACAcabAhH78e5L/TnJY30EAAAAAxpkCE3rQWmtJXpfkpVV1x77zAAAAAIwrBSb0531JzkryjqqqvsMAAAAAjCMFJvRkNAvzWUn2TfL0nuMAAAAAjCUFJvSotfa9JIcnOaaq1vQcBwAAAGDsKDChf8cn+dboKwAAAADTKDChZ621jRneQn5wVT2q7zwAAAAA40SBCWOgtfb1JEcnOb6q9ug7DwAAAMC4UGDC+PibJJcmOabvIAAAAADjQoEJY6K1dk2SZyR5SlU9uO88AAAAAONAgQljpLX2hQwf5vOOqrpx33kAAAAA+qbAhPFzeJKVSV7TdxAAAACAvikwYcy01q5K8qwkL6yqffvOAwAAANAnBSaModbaJ5O8N8mJVbW67zwAAAAAfVFgwvh6UZI1SV7adxAAAACAvigwYUy11n6e5PlJjqiq3+k7DwAAAEAfFJgw3j6Q5FMZ3kruzysAAACw7ChEYIy11lqSZye5R4YP9gEAAABYVhSYMOZaaz9M8rIkf1tVt+o7DwAAAMBiUmDCZHhbkvOTvLWqqu8wAAAAAItFgQkToLV2XZJnJnlIksf1HAcAAABg0SgwYUK01r6V5DVJjq2qPfvOAwAAALAYFJgwWd6Q5OIkb+o7CAAAAMBiUGDCBGmtTSV5epInVdUf950HAAAAYKEpMGHCtNa+nOEMzLdV1S595wEAAABYSApMmExHJrkuyev6DgIAAACwkBSYMIFaa1cnOTTJ86pq/77zAAAAACwUBSZMqNbap5K8K8mJVbVD33kAAAAAFoICEybbi5PsleTlfQcBAAAAWAgKTJhgrbXLkjw3yeFVdde+8wAAAADMNwUmTL5/TfLxDG8lX9l3GAAAAID5pMCECddaa0mek+Quo68AAAAAS4YCE5aA1tq6JC9NcnRV3abvPAAAAADzRYEJS8eJSc5J8raqqr7DAAAAAMwHBSYsEaNbyZ+Z5KAkT+o3DQAAAMD8WNV3AGD+tNYuqqojkxxbVQ+b6cuSfKC1NljAaAAAAABzosCEpeeNSXZMcrMZHr9bklOq6u+THN5au3bBkgEAAADMkgITlphRAfna2bymqv45yfuT7FtVT9iwYcOCZAMAAACYLWtgAmmtfSrJPkl2TnLuYYcdtnfPkQAAAACSKDCBkdbaD5M8IMm/nXjiiSccf/zxmZqa6jsWAAAAsMwpMIH/1Vq7prX2nIMOOujVhx9+eG53u9sdVVW79J0LAAAAWL4UmMBvOP300089++yzs379+rsm+VJV3bnvTAAAAMDypMAEbtDd7373nHrqqX+W5NtJzqmqR/edCQAAAFh+FJjAFh1wwAFXJTkkw6eaf6Cqjqmq1T3HAgAAAJYRBSawVW3oDUn+MMmTk5xRVTfvORYAAACwTCgwgRlprX06yT5JViU5t6oO6DkSAAAAsAwoMIEZa639OMlBST6UZG1VvbCqqt9UAAAAwFKmwARmpbW2obX2giR/nuR1ST5YVbv2HAsAAABYohSYwJy01t6fZL8k90jyH1V1l54jAQAAAEuQAhOYs9ba15Psm+TrSc6pqsf2HAkAAABYYhSYwHZprV2R5DFJjkzyvqr6h6pa3XMsAAAAYIlQYALbrQ39fZIHJXlckk9X1ZqeYwEAAABLgAITmDettbOS7JOkJflqVR3UbyIAAABg0ikwgXnVWrs4w5mY70nyqap6SVVVz7EAAACACaXABOZda22qtfbiJE/IcG3MD1fVbj3HAgAAACaQAhNYMK21f0myX5K7JPlyVd2t50gAAADAhFFgAguqtfbNDEvMc5N8qaqe2HMkAAAAYIIoMIEF11q7KsPbyV+R5F1VdVxV7dBzLAAAAGACKDCBRdGG3pzkoCSPSnJmVd2y31QAAADAuFNgAouqtfa5JPsk2ZDk3Kp6UM+RAAAAgDGmwAQWXWvtJ0n+IMnJSU6vqpdVlfEIAAAA+A0KA6AXrbVrW2t/leSxGa6N+ZGq2r3nWAAAAMCYUWACvWqtnZLkPklun+TLVbV3z5EAAACAMaLABHrXWvt2kvsm+VKSL1bVn/ccCQAAABgTCkxgLLTWrk7yZ0lemuTEqvrHqtqx51gAAABAzxSYwNhoQ29JcmCShyc5q6pu3XMsAAAAoEcKTGDstNa+kGSfJFclObeqHtJzJAAAAKAnCkxgLLXWfpbkIUnekeTUqvrrqjJmAQAAwDKjDADGVmttY2vtFUkeleQlSQZVtUfPsQAAAIBFpMAExl5r7aNJ7pPkVkm+UlX36jkSAAAAsEhW9R1gXExNTd08yc37zrFQ9thjj52vvPLK7LrrrveYmpq6uu88jL07b/o6NTXVa5BNNmzYkAsvvPDZD3vYw17+k5/85AsHHHDA69euXTvoOxdDxhjmYOzGGcabcYY5MM4wK8YZ5sA4w6wsh3Fm9erV5y7Eeau1thDnnThTU1OvSnJk3zmArWut5YQTTsiLXvSiPPnJT86b3vSm7LTTTn3HAgAAgGVv9erVtRDnVWCOLPUZmNdee+3OV1555Vm77rrrA1atWrUkW37m1Z2TvDfJk5J8q+csN+gFL3jBXU866aQ3rF69+rKjjjrqpYcddtjFfWdazowxzMHYjzOMF+MMc2CcYVaMM8yBcYZZWQ7jjBmYbJd169btluTyJDdZs2bNFX3nYbxNTU3tk+QrSe69UIPPfKiqvZK8L8P1MZ/UWjut50jLljGG2ZqUcYbxYZxhtowzzJZxhtkyzjBbxpm58xAfYGK11n6e5KFJjk/y/1XVq6rKuAYAAABLiP/RByZaa21ja+2IJF2SFyT5eFXt2XMsAAAAYJ4oMIElobX28ST3TvJ/k3ylqu7dcyQAAABgHigwgSWjtfadJPdPsjbJ56vqmVW1IE9AAwAAABaHAhNYUlprv2ytPS3Jc5Icl+SkqrpRz7EAAACAOVJgAktSa+3EJL+X5IEZzsa8Xc+RAAAAgDlQYAJLVmvtKxmui3lxhutiHtxzJAAAAGCWFJjAktZauzTJwUn+IclHq+q1VbWy51gAAADADCkwgSWvtXZda+3VSR6W5LAkp1XVXj3HAgAAAGZAgQksG621T2R4S/n/SXJuVe3XcyQAAABgGxSYwLLSWvtekt9PclqSs6vqL6uq+k0FAAAAbIkCE1h2Wmu/aq09K8mhSd6U5OSqunHPsQAAAIAboMAElq3W2slJ7pfhjMwvVNUd+k0EAAAAbG5V3wEA+tRaO6+q7pPkn5N8paoOTXLeAr3dD1trv1igcwMAAMCSpMAElr3W2mVV9adJXp7kfVm42enfr6pHt9a+vEDnBwAAgCVHgQmQpLV2XZKjqurYJDsuwFusSvK6JJ+rquclOaG11hbgfQAAAGBJUWACTNNauzLJlQt0+mdU1ReSvCXJ/arqsNbaLxfovQAAAGBJ8BAfgEXUWjspye8lOSjDBwfdvt9EAAAAMN4UmACLrLX2lST3TvLjDB8c9PCeIwEAAMDYUmAC9KC1dmmShyf5+yQfqaqjqmplz7EAAABg7CgwAXrSWruutfbaJA9L8pdJPlFVN+05FgAAAIwVBSZAz1prn0yyT5LdM7yl/L49RwIAAICx4SnkAGOgtfb9qjogyZuTfLaqXp/hGpnz/lZJPtla+/4CnBsAAADmnQITYEy01n6V5FlV9fkkL8zCjNG7JPnbqnpSa+3UBTg/AAAAzCsFJsCYaa29K8m7FuLcowcFHZHkY1V1VJJXt9Y2LsR7AQAAwHywBibAMtJa29haOzLDJ6A/N8mpVbVXz7EAAABgixSYAMvQ6PbxeyfZK8MHB+3bcyQAAAC4QQpMgGWqtfbdJL+X5N+TnF1Vz6qq6jkWAAAAXI8CE2AZa639qrX2jCSHZfgE9HdW1Y17jgUAAAD/S4EJQFprJyW5f5IDk3y+qm7fcyQAAABIosAEYKS1dm6G62L+OMN1MR/ecyQAAADIqr4DADA+WmuXjorLw5P8W1V9PMnV23rdDjvssOqhD31oTjvttJM2bNhw7YIH3bqLkryutXZNzzkAAACYBwpMAK6ntXZdktdW1eeTPHImr1mxYsXqPfbYIytWrLg0ydSCBty2pyT5o6p6dGvtBz1nAQAAYDspMAG4Qa21M5KcMZNj161bt1uSQ4866qiXrlmz5oqFTbZ1VfXqJO9Pcm5VPbG1dnqfeQAAANg+1sAEYElprV2S5I+SvCPJaVX1yqry3zsAAIAJ5X/oAFhyWmsbW2uvSHJIkhcnGVTVHj3HAgAAYA4UmAAsWa21jya5T5JbZfhk9Xv1HAkAAIBZUmACsKS11i5Kcr8kn03yhap6Ws+RAAAAmAUFJgBLXmvtFxk+nfwFSf6xqk6oqp36TQUAAMBMKDABWBba0NuT/H6ShyT5XFXdttdQAAAAbNOqvgMAwGJqrZ1TVfdO8t4k36yq9X1nmlD/k+TQ1trn+w4CAAAsbQpMAJad1trPq+pPkvxRkhv3nWdCPTjJZ6rqxUmOa621vgMBAABLkwITgGWptbYxyal955hgH66qs5OckOR+VfXM1tpVfYcCAACWHmtgAgBz0lp7b5L7Jrl3ki9V1Z17jgQAACxBCkwAYM5aa19Lsm+S/0xyTlU9uudIAADAEqPABAC2S2vt8iSPSvLaJB+oqmOqanXPsQAAgCVCgQkAbLc29IYkf5DkyUnOqKqb9xwLAABYAhSYAMC8aa2dmWSfJCuTnFtVB/SbCAAAmHSeQg4AzKvW2o+r6oFJ/i7J2qp6eZKPTT/mNa95zW0e+chH5iMf+chtjjjiiKt7CcpE2XfffXc+5phj8pKXvOQO55xzzkz+nbm6tfajBQ8GAMCCU2ACAPOutbYhyQuq6gtJTsywzPxfRxxxRI444ogkOaWHeEygc845JwceeGCSfGWmr6mq1yd5ZWvt2gULBgDAglNgAgALprX2gaoaJLnx9O2nnHLK3vvvv/8ZX/ziFx98yCGHXNBTPCbIE57whF1e8YpXfPfoo4/+7fe///1XzeAl+yZ5d5L9quoJrbWfLXBEAAAWiAITAFhQrbVfJPnF9G1TU1Prk+Tggw9e31r7eS/BmCjr1q3bkCTHHHPMpe973/uumMFLTquqfZJ8OMP1WB/TWvvCgoYEAGBBeIgPAABLUmvtB0kOSDJI8pmqem5VVc+xAACYJQUmAABLVmvtmtbaYUmenuQNSd5TVTv3HAsAgFlQYAIAsOS11t6dZP8k+yX5UlXdqedIAADMkAITAIBlobV2QYYP97koyZer6pCeIwEAMAMKTAAAlo3W2vokhyQ5OsmHqurvqsqDLQEAxpgPawAALCutteuSvL6qzkny/iT7VtX7e47FPNt///1v9eQnPznvfve7D/niF7+4b995mFdXJflQa22q7yAALA4FJgAAy1Jr7Yyq2ifJ25I8r+88zK/zzz9/pyuuuCLf/e53H5/kV33nYV7dMslfVtVjW2sX9x0GgIWnwAQAYNlqrf0oycF952D+TU1N7ZPkK0keu3r16nP7zsP8qao1ST6U5Nyqelxr7ay+MwGwsKyBCQAAwMRora1L8sAkH0iytqpeXFXVcywAFpACEwAAgInSWptqrb0wyZOSvDrJv1TVbj3HAmCBKDABAACYSK21DybZL8ldk/xHVd2150gALAAFJgAAABOrtfaNDEvMr2VYYj6+50gAzDMFJgAAABOttXZlkscm+esk766qN1fVDj3HAmCeKDABAACYeG3oTUkelGGZ+emqukXPsQCYB6v6DgAAAADzpbX22araJ8kHk5xbVWtn8roddthh1UMf+tCcdtppJ23YsOHahU3JUnCzm91sjwMPPDCf+cxnjv7pT396Wd95GH83utGNfn7RRRf1HWMiKTABAABYUlprF1fVg5O8IMltZ/KaFStWrN5jjz2yYsWKS5NMLWQ+loaddtppxZ577pmddtrp8iT/03cext/KlSsv7zvDpFJgAgAAsOS01qaSHDPT49etW7dbkkOPOuqol65Zs+aKhUvGUjE1NbVPkse++c1v/tvVq1ef23cext9onDm87xyTyBqYAAAAAMDYUmACAAAAAGNLgQkAAAAAjC0FJgAAAAAwthSYAAAAAMDYUmACAAAAAGNLgQkAAAAAjC0FJgAAAAAwthSYAAAAAMDYUmACAAAAAGNrVd8BZqLrut2TvCPJQ5NckeSowWDw1n5TAQAAAAALbVJmYB6fYdm6JsnBSV7bdd0D+40EAAAAACy0sZ+B2XXdzkkek+Reg8HgyiRf7bru5CRPS/LpPrMBAAAAAAtrEmZg3ilJDQaDb0zbdl6Su/WUBwAAAABYJGM/AzPJLhmueznd+iS7zuebrFu3bsckO87nOcfMpuu167p163oNwvjbfffdd165cmU2bty48yWXXLJb33mYCMYYZsU4wxwYZ5gV4wxzYJxhVowzzMGSH2fWrFmzeYc3LyahwLwqyeYDwU2SXDnP7/PyJEfO8znH0Y/6DsD4W79+/aZvz+ozBxPJGMOMGGfYDsYZZsQ4w3YwzjAjxhm2w1IeZ2ohTjoJBea3k7Su6+4yGAy+Odp2zyQXzvP7/E2SN87zOcfJrhn+Abll5r/8ZYnZfffd77Fy5cqzNm7c+ID169ef33ceJoIxhlkxzjAHxhlmxTjDHBhnmBXjDHNgnJmjsS8wB4PB1V3XfTjDJ48/NcntkjwlyWPn833WrFlzTZJr5vOc42Ta1OQrF2o6L0vH1NTU1UmyYsWKq/37wkwYY5gt4wyzZZxhtowzzJZxhtkyzjBbxpm5m4SH+CTJc5K0JBcnOS3JEYPBYG2/kQAAAACAhTb2MzCTZDAYrE/ymL5zAAAAAACLa1JmYAIAAAAAy5ACEwAAAAAYWwpMAAAAAGBsKTABAAAAgLGlwAQAAAAAxpYCEwAAAAAYW9Va6zsDAAAAAMANMgMTAAAAABhbCkwAAAAAYGwpMAEAAACAsaXABAAAAADGlgITAAAAABhbCkwAAAAAYGwpMAEAAACAsaXABAAAAADGlgITAAAAABhbCkwAAAAAYGwpMAEAAACAsaXABAAAAADGlgITAAAAABhbCkwAAAAAYGwpMAEAAACAsaXABAAAAADGlgITAAAAABhbCkwAAAAAYGwpMAEAAACAsaXABAAAAADG1qq+A7Dwuq7bPck7kjw0yRVJjhoMBm/tNxUwibqu2zHJW5I8OMleSX6Q5OjBYPDe0f7vJblZko2jl3x/MBjctYeowITquu7kJE9MsmHa5t8dDAY/GO2/VZKTkvxekp8keelgMDhlsXMCk6vruqs227RTklMHg0E32v+9+DwDzFLXdc9N8pQkd0/ykcFg8Php++6W5MQkeyf5TpJnDwaDz2722pcn2S3JqUmeORgMrli89ONPgbk8HJ/hP+s1Se6Q5FNd131zMBh8ut9YwARalWRdhgXm95LcP8nHu677zmAw+MLomEcOBoNP9JQPWBreOBgMXraFfe9P8tUkf5rk95Oc0nXdhYPB4NuLlg6YaIPBYJdN33ddtzLDv5D90GaH+TwDzNa6JK9L8gcZTvZIknRdtzrJIMnbkxyY5DFJPtp13e0Hg8FlXdf9YZIjk/xhhuXmPyc5LslfLG788abAXOK6rts5wz8c9xoMBlcm+epoZsPTkigwgVkZDAZXJzli2qazu677XIZF5hdu+FUA86Prujsm2S/JwYPB4JdJ/r3rutOTPDnJK3sNB0yqP06yS5J/7TsIMNk23RHSdd09M63ATHJQkhsn+bvBYHBdkvd0XffCJIdkeFfJU5K8czAYnDd6/SuTnNN13bMHg8EvFu93MN4UmEvfnZLUYDD4xrRt5yV5UU95gCVk9Jck90ny5mmb39V13YokX09y+GAw+Fwv4YBJdmjXdYcm+WGSNw8Gg38abb9bhrdyrp927HlJ9lnsgMCS8dQkHxj9pch0Ps8A8+VuSb42Ki83OW+0fdP+U6ftuzDJyiR3THL+oiScAB7is/TtkuG6l9OtT7JrD1mAJaTrukryziT/keT00eY/S3LbJLdO8sEkp3Vdd5teAgKT6tgM/wL2pklekOQNXdc9arRvlySXb3a8zzXAnHRdt1eShyf5p812+TwDzKdtfX653v7BYNAy7HF8vpnGDMyl76oMF4Gd7iZJruwhC7BEjMrLtyW5RZKHjP4jm8FgcPa0w/6x67rHZ/gAsbctfkpgEg0Gg3On/Xhm13VvyXA5nH+NzzXA/HpSkosGg8GXpm/0eQaYZ9v6/HJD+3eLzzfXYwbm0vftJK3rurtM23bPDKckA8zaqLx8S5J7JXnoaF3MLbkuSS1KMGCpmj6OXJjktl3X3WTafp9rgLl6aoZ3k2yLzzPA9rgwyd1Hy1JsMv3zy4VJ7rFpx+iJ5RuT/NeiJZwAZmAucYPB4Oqu6z6c5LVd1z01ye0yXCD2sb0GAybZ8Un2T/LgwWDwv0tUdF136yS3SbJpFsNfJNk3yTMWPSEwsbque2yS05JcneEDwp6b5HlJMhgM/qvrunOSvKbrupeN9v9Rklf0FBeYUF3X7ZPkrknevdl2n2eAOem6blWGPduqJCu6rtspwyLyzCS/SvLiruuOTfKoDLuZj4xeenKS93Zd994k303y2iQf9ACf6zMDc3l4TpKW5OIM/4fgiMFgsLbfSMAkGq3/dFiS303yw67rrhr9ekWGa7ccl+TSJD/J8AP/wYPB4L97CwxMoudm+PCey5O8PckrB4PBB6btf3yGY9D/JDkhyVMGg8G3Fz0lMOmemuTjg8Hgp5tt93kGmKu/TvLLJIdnuPzNL5OcMBgMppJ0SR6d4dqXhyd5xGAwuDRJBoPBv2dYWn4iw95mKqO/vOXXqrXWdwYAAAAAgBtkBiYAAAAAMLYUmAAAAADA2FJgAgAAAABjS4EJAAAAAIwtBSYAAAAAMLYUmAAAAADA2FJgAgAAAABjS4EJAAAAAIwtBSYAwCxV1V5V1arqKX1nmYuqemJV/VdVTVXVeVW1e1W9qqp+t4csL6yqH1TVxqr6t6q67ejaPnoezn1QVb1iPnICANAfBSYAwDJSVbsl+ackZyc5KMmTk+ye5Mgki1pgVtWdk7wxyXuTHJDkr5JcnOR+SdbOw1sclESBCQAw4Vb1HQAAgEV1uyQ7Jnl3a+1zSVJVt53PN6iqSrJDa+2abRx659HXE1pr35m2/YvbOP8OSa5trV23HTEBAJgQZmACAGxDVT2zqr5XVb+oqjOS3GGz/X9eVWdX1aVVdVlVnVlV+03bv/fotug/2Ox1K0a3T79x9PMtq+pDVfXTqvpVVX23qt40i5zbyvGqJF8d/XjGKNPJSb472vYvo21tU6lZVTtW1dFV9f2quqaqvllVT9zsfU+uqgur6k+q6vwk1yTptpH15CQfGf3435tuyb+hW8hH1/74qnppVX0/yS+T7Lm16zX6vR6ZZOdpv6czZ3gdu6r6clVdVVXrR9//yWbHPKWqLhi974+r6qiqWrXZMbesqvdU1c+r6pdVdVZV3XuzYzb93p47usaXj26lv+lMsgIALAdmYAIAbEVVHZzkHUlOTvKBJPcZfZ3utkn+Ocl/J9khyROTnFVVe7fWvt1au6CqvpTk6Uk+Ne11D0lyqyQnjX7+5yRrkjw/yU+T3Hr0fjO11RxJTkzyvSTvTPKcJOdmeMv2R5OckuHt1p8enevi0dcPJfn9JK9O8s0kf5LkPVV1WWvttGnvvSbJm5O8LskPR7+25rVJ/jPJ0UkOGb3ffyfZeQvHPyrJt5O8IMnGJL9I8sFs+XqdmOSWo2vwoNG2K7aRKVV1+yQfTvL+JC/P8C/875Fkj2nHvCjJG5K8KcmLk9wlyVFJViZ52eiYPTK8Tf+qJM9Lcvno69qqumNr7WfT3rZLcscM/5nsleQfkhyX5PHbygsAsBxUa63vDAAAY6uqvphkQ2vtAdO2HZ1hufXU1trJmx2/IsPS68Ikp7TWXjHa/vQkxydZ01q7bLTtQ0lu3Vrbf/TzVUle3lo7bh5ybynHfZKck+SBrbUzR9tum+EszMe01j487RwPzHAtyj9qrZ0+bfuHkty2tbbf6OeTk/xFkvu21v5jFhkfneRfkvx2a+17W8pSVd/LsNi8TWvtF9Nev9XrNZqF+ZLW2i5zyLRba+3KG9i/a5J1SY7bdE1H2w9LckySW7XW/qeqXp1h2XqnTWVlVe2Y5KIk72+t/dW039vKJHfYdMt9Vb0uw/VAd3KbPACAW8gBALaoqlYmuXd+favzJh/e7Li7VNVHquqnGc4OnEryO0nuNO2wD4y2P3H0mj0znHl30rRjzk3ykqp6dlVd7zb1GeadSY7ZeEiSSzOcNbhq068kZyS51+j6bPLz2ZSXc3Dm9PJyZLuu1xZckOG1e19VPbyqbrLZ/vsn2SXD2+2nX5O1SW6U5G6j4x6S4WzWS6cdszHJZ5Psu9k5P7PZeqHfSLI6yW/N0+8JAGCiKTABALbsphkuufOzzbb/dNM3oxl5pye5TZIXZfg07X2TnJ9kp03HtdauzvC25KePNv1Zkmtz/dvRH5dhOXhUkv+qqm9V1SEzCTrTHLO0V5L/k2EROv3X2zK8Ljefduzm12i+3dD553y9tmR0q/3BSW6SYXF9SVUNqurWo0P2Gn09N9e/Jt8cbb/VtOMekd+8dk+Ydswm6zf7ecPo61z/uQEALCnWwAQA2LJLMiwZN58Jd7Np398vw7UWD26tnb9p42jm3o82e90JSQ6tqnsmeWqSf5l+m3Jr7eIkT6uqZ2Q48/Ovk3ywqn5ns6d035DZ5JipSzO8Bn+yhf3TS8WFXpfoN86/nddrd07oLQAAA0tJREFUy2/U2ieSfKKqdkvyxxmudfnOJA/O8Jokw3U7b2idz00PRLo0ySeSvPIGjtnW09kBAJhGgQkAsAWttY1VdW6SR2ZYYm3y6Gnf32j0ddOsuVTV/TN8oM7XNzvfl6vqvAwfdnOPJM/dwvtel+ScqvrrDG8zv0OSbRVyM85xA7Y04+9TGa7FuKG1dsE2ztGbrVyvDUl23I7zXpHkQ1V13wxnTibJ5zN8gNAtW2ubLy0w3acynGX7zdHsWwAA5kiBCQCwdUcl+WhVvTO/fgr5E6ft/2KGT5p+S1W9PsktkrwqyY+3cL4Tkrwlybdba2dv2jiaKfnJJO/O8OncqzN8uvb6DG9X3pbZ5pjuJ6P3eUJVfTfDGYIXtNb+vao+luFsxDdkuD7kzknumuFDZ54xg3MviBler28mWVVVL8iweLyitfaf2zjvszJc5/K0DJ+M/tsZFpGnJ0lr7fKqOiLJG6rqlhmuc3ldktsl+dMkjxqt1fnGJE9K8pmqenOSH2S4JMF9k6xrrb0pAADMiDUwAQC2orU2SPKXGd4+/G9J/jC/no2X1tpPkzwmw9vMP5rk/xkdf9EWTrlp1t5Jm23/VZKvJXlekkGS92T4We0hrbWfzyDnbHNMf+11SZ6WYVl3RoZPKV8z2v3oDNe8PCzDUu+kDB9Q85ltnXeBzeR6fSzJWzN8YvyXkrx9Bue9IMmeGRaQpyd5dYZrlx626YDW2t9nuATAA5OckuFTyw/N8LptGB3zP0n2T3Jekr8dnetNGc6I/dKcfscAAMtUtbbQyxUBALBJVT0twyLtVq21n/SdBwAAxp1byAEAFkFV3TbJHTN8qMsHlZcAADAzZmACACyCqjo5w7UzP5/kcaNbvmfz+q39xXNrrW3cjnjzrqpWJqkt7W+tXbuIcf7XpF1HAAAUmAAAE6Gqtvah7futtdsuVpaZqKozkxy4lUN+u7X2vcVJ82uTdh0BAHALOQDApNh3K/uuWbQUM/esJLtuZf+6xQqymUm7jgAAy54ZmAAAAADA2FrRdwAAAAAAgC1RYAIAAAAAY0uBCQAAAACMLQUmAAAAADC2FJgAAAAAwNhSYAIAAAAAY0uBCQAAAACMLQUmAAAAADC2/n9tf/1dUNSOlwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<ggplot: (8728180730095)>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/plotnine/geoms/geom_path.py:76: UserWarning: geom_path: Removed 1 rows containing missing values.\n",
      "  warn(msg.format(n1-n2))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<ggplot: (-9223363308674045752)>\n"
     ]
    }
   ],
   "source": [
    "\n",
    "sc = pd.read_feather('../data/sound_cloud_streams_with_diff.feather')\n",
    "exploreStreamCounts(sc, 'Sound Cloud')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "spotify = pd.read_feather('../data/archive_as_of_friday_20_july/train_streams_with_release.feather')\n",
    "spotify.head()\n",
    "spotify['view_count_day'] = spotify['all_streams'] \n",
    "spotify['days_after_first_seen'] = spotify['days_from_release']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<ggplot: (-9223363308670628811)>\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<ggplot: (-9223363308679485475)>\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<ggplot: (8728070848190)>\n"
     ]
    }
   ],
   "source": [
    "exploreStreamCounts(spotify, 'Spotify')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "def normaliseStreams(yt, idfield,  stream_type, max_days = 100):\n",
    "    yt_n = yt.copy()\n",
    "    yt_n = yt_n[yt_n['days_after_first_seen'] <= max_days]\n",
    "    yt_n = yt_n[yt_n['days_after_first_seen'] >= 0]\n",
    "    \n",
    "    \n",
    "    total_count_per_track = yt_n.groupby(idfield)[['view_count_day']].sum().reset_index().rename(columns = {'view_count_day':'total_view_count'})\n",
    "    yt_n = pd.merge(yt_n, total_count_per_track, on= idfield)\n",
    "\n",
    "    yt_n['normalised_count_day'] = yt_n['view_count_day']/yt_n['total_view_count']\n",
    "    yt_n['stream_type'] = stream_type\n",
    "\n",
    "    return yt_n[['days_after_first_seen','normalised_count_day', 'stream_type']]\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "all_streams = pd.concat( [normaliseStreams(yt, 'ytid','Youtube'), normaliseStreams(spotify, 'track_id', 'Spotify'), normaliseStreams(sc, 'scid', 'Soundcloud')], ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>days_after_first_seen</th>\n",
       "      <th>normalised_count_day</th>\n",
       "      <th>stream_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Youtube</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.063257</td>\n",
       "      <td>Youtube</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.045799</td>\n",
       "      <td>Youtube</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>0.034030</td>\n",
       "      <td>Youtube</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>0.021478</td>\n",
       "      <td>Youtube</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   days_after_first_seen  normalised_count_day stream_type\n",
       "0                    0.0                   NaN     Youtube\n",
       "1                    1.0              0.063257     Youtube\n",
       "2                    2.0              0.045799     Youtube\n",
       "3                    3.0              0.034030     Youtube\n",
       "4                    4.0              0.021478     Youtube"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_streams.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_stream_agg = all_streams.groupby(['stream_type', 'days_after_first_seen'])['normalised_count_day'].agg([np.mean, np.median, np.std]).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>stream_type</th>\n",
       "      <th>days_after_first_seen</th>\n",
       "      <th>mean</th>\n",
       "      <th>median</th>\n",
       "      <th>std</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Soundcloud</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Soundcloud</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.148589</td>\n",
       "      <td>0.107533</td>\n",
       "      <td>0.140005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Soundcloud</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.124637</td>\n",
       "      <td>0.095177</td>\n",
       "      <td>0.115450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Soundcloud</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.102364</td>\n",
       "      <td>0.074074</td>\n",
       "      <td>0.105962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Soundcloud</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.087467</td>\n",
       "      <td>0.061203</td>\n",
       "      <td>0.097722</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  stream_type  days_after_first_seen      mean    median       std\n",
       "0  Soundcloud                    0.0       NaN       NaN       NaN\n",
       "1  Soundcloud                    1.0  0.148589  0.107533  0.140005\n",
       "2  Soundcloud                    2.0  0.124637  0.095177  0.115450\n",
       "3  Soundcloud                    3.0  0.102364  0.074074  0.105962\n",
       "4  Soundcloud                    4.0  0.087467  0.061203  0.097722"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_stream_agg.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/plotnine/geoms/geom_path.py:76: UserWarning: geom_path: Removed 1 rows containing missing values.\n",
      "  warn(msg.format(n1-n2))\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223363308660205091)>"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(all_stream_agg, aes('days_after_first_seen', 'mean')) + geom_line(aes(color = 'stream_type')) + ylab('Mean fraction of total streams over 100 total')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/plotnine/geoms/geom_path.py:76: UserWarning: geom_path: Removed 1 rows containing missing values.\n",
      "  warn(msg.format(n1-n2))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (8728194531718)>"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(all_stream_agg, aes('days_after_first_seen', 'median')) + geom_line(aes(color = 'stream_type'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_stream_agg"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [default]",
   "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": "3.6.6"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  },
  "widgets": {
   "state": {},
   "version": "1.1.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
