12-graphing-with-mongoDB.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n"
     ]
    }
   ],
   "source": [
    "a = [num for num in range(0,11)]\n",
    "print(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0, 1, 4, 9, 16, 25, 36, 49, 64, 81, 100]\n"
     ]
    }
   ],
   "source": [
    "b = [x**2 for x in a]\n",
    "print(b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.clf() # clearing the plot\n",
    "fig, ax = plt.subplots() \n",
    "# plt.subplots() returns a tuple, fig is a figure that we can use it to save the figure generated\n",
    "# ax are the both axis (x , y) \n",
    "\n",
    "\n",
    "ax.scatter(a,b)\n",
    "\n",
    "plt.show()\n",
    "\n",
    "# this was a basic use of matplotlib in drawing figue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pymongo\n",
    "import pprint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Replace XXXX with your connection URI from the Atlas UI\n",
    "client = pymongo.MongoClient(XXX)\n",
    "movies = client.sample_mflix.movies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "query = {\n",
    "    \"runtime\": {\"$exists\": True},\n",
    "    \"metacritic\": {\"$exists\": True}\n",
    "}\n",
    "\n",
    "# displaying only runtime and metacritic\n",
    "projection = {\n",
    "    '_id':0,\n",
    "    'runtime':1,\n",
    "    'metacritic': 1,\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# casting the result into a python list\n",
    "rm = list(movies.find(query, projection))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'metacritic': 98, 'runtime': 153}\n"
     ]
    }
   ],
   "source": [
    "# displaying a sample of the result\n",
    "pprint.pprint(rm[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# extracting a list of runtimes\n",
    "runtimes = [movie['runtime'] for movie in rm]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[153,\n",
      " 87,\n",
      " 100,\n",
      " 102,\n",
      " 102,\n",
      " 118,\n",
      " 102,\n",
      " 85,\n",
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      " 172,\n",
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      " 174,\n",
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      " 94,\n",
      " 93,\n",
      " 87,\n",
      " 115,\n",
      " 105,\n",
      " 122,\n",
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      " 100,\n",
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      " 123,\n",
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      " 105,\n",
      " 80,\n",
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      " 103,\n",
      " 145,\n",
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      " 90,\n",
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      " 93,\n",
      " 90,\n",
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      " 110,\n",
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      " 110,\n",
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      " 119,\n",
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      " 131,\n",
      " 112,\n",
      " 105,\n",
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      " 107,\n",
      " 86,\n",
      " 105,\n",
      " 88,\n",
      " 79,\n",
      " 108,\n",
      " 90,\n",
      " 90,\n",
      " 111,\n",
      " 123,\n",
      " 94,\n",
      " 122,\n",
      " 104,\n",
      " 80,\n",
      " 87,\n",
      " 90,\n",
      " 85,\n",
      " 87,\n",
      " 90,\n",
      " 103,\n",
      " 106,\n",
      " 110,\n",
      " 67,\n",
      " 106,\n",
      " 141,\n",
      " 114,\n",
      " 95,\n",
      " 99,\n",
      " 101,\n",
      " 90,\n",
      " 140,\n",
      " 113,\n",
      " 108,\n",
      " 90,\n",
      " 105]\n"
     ]
    }
   ],
   "source": [
    "pprint.pprint(runtimes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# doing the same thing for metacritic ratings\n",
    "metacritic_ratings = [movie[\"metacritic\"] for movie in rm]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      " 79,\n",
      " 54,\n",
      " 68,\n",
      " 56,\n",
      " 64,\n",
      " 85,\n",
      " 77,\n",
      " 68,\n",
      " 78,\n",
      " 80,\n",
      " 48,\n",
      " 66,\n",
      " 66,\n",
      " 69,\n",
      " 59,\n",
      " 91,\n",
      " 75,\n",
      " 95,\n",
      " 83,\n",
      " 51,\n",
      " 92,\n",
      " 61,\n",
      " 65,\n",
      " 72,\n",
      " 69,\n",
      " 67,\n",
      " 59,\n",
      " 74,\n",
      " 56,\n",
      " 87,\n",
      " 69,\n",
      " 76,\n",
      " 54,\n",
      " 55,\n",
      " 83,\n",
      " 85,\n",
      " 70,\n",
      " 86,\n",
      " 62,\n",
      " 67,\n",
      " 89,\n",
      " 57,\n",
      " 72,\n",
      " 71,\n",
      " 54,\n",
      " 85,\n",
      " 68,\n",
      " 18,\n",
      " 78,\n",
      " 68,\n",
      " 67,\n",
      " 77,\n",
      " 83,\n",
      " 96,\n",
      " 80,\n",
      " 65,\n",
      " 77,\n",
      " 76,\n",
      " 87,\n",
      " 64,\n",
      " 75,\n",
      " 67,\n",
      " 70,\n",
      " 89,\n",
      " 72,\n",
      " 65,\n",
      " 55,\n",
      " 63,\n",
      " 51,\n",
      " 83,\n",
      " 66,\n",
      " 76,\n",
      " 83,\n",
      " 70,\n",
      " 55,\n",
      " 56,\n",
      " 67,\n",
      " 61,\n",
      " 68,\n",
      " 68,\n",
      " 59,\n",
      " 73,\n",
      " 86,\n",
      " 77,\n",
      " 53,\n",
      " 90,\n",
      " 66,\n",
      " 73,\n",
      " 86,\n",
      " 65,\n",
      " 45,\n",
      " 72,\n",
      " 47,\n",
      " 55,\n",
      " 88,\n",
      " 78,\n",
      " 82,\n",
      " 68,\n",
      " 80,\n",
      " 67,\n",
      " 90,\n",
      " 87,\n",
      " 63,\n",
      " 56,\n",
      " 75,\n",
      " 64,\n",
      " 85,\n",
      " 65,\n",
      " 16,\n",
      " 61,\n",
      " 88,\n",
      " 62,\n",
      " 72,\n",
      " 58,\n",
      " 65,\n",
      " 76,\n",
      " 80,\n",
      " 90,\n",
      " 51,\n",
      " 32]\n"
     ]
    }
   ],
   "source": [
    "pprint.pprint(metacritic_ratings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.clf()\n",
    "\n",
    "fig , ax = plt.subplots() \n",
    "\n",
    "# the alpha parameter is used to handle the opacity\n",
    "ax.scatter(runtimes, metacritic_ratings, alpha=0.5)\n",
    "\n",
    "# adding the labels for our resulting graph\n",
    "plt.title(\"Metacritic Movie Ratings vs. Movie Runtime\")\n",
    "plt.xlabel('Movie Runtime (minutes)')\n",
    "plt.ylabel('Movie Rating (metacritic)')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# we will using 3D projecting by adding the year axis\n",
    "query = {\n",
    "    \"runtime\": {\"$exists\": True},\n",
    "    \"metacritic\": {\"$exists\": True},\n",
    "    \"year\": {\"$exists\": True}\n",
    "}\n",
    "\n",
    "projection = {\n",
    "    '_id':0,\n",
    "    'runtime':1,\n",
    "    'metacritic':1,\n",
    "    'year':1,\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "rmy = list(movies.find(query, projection))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "runtimes = [ float(movie['runtime']) for movie in rmy]\n",
    "metacritic_ratings = [ float(movie['metacritic']) for movie in rmy]\n",
    "years = [float(movie['year'])  for movie in rmy]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.clf()\n",
    "\n",
    "fig = plt.figure()\n",
    "\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "ax.scatter(runtimes, metacritic_ratings, years)\n",
    "\n",
    "plt.title(\"Runtimes, Metacritics and Years\")\n",
    "ax.set_xlabel(\"Runtimes\")\n",
    "ax.set_ylabel(\"Metacritic\")\n",
    "ax.set_zlabel(\"Years\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "client = pymongo.MongoClient(\"mongodb://buildapp-student:buildapp-password@cluster0-shard-00-00-jxeqq.mongodb.net:27017,cluster0-shard-00-01-jxeqq.mongodb.net:27017,cluster0-shard-00-02-jxeqq.mongodb.net:27017/?ssl=true&replicaSet=Cluster0-shard-0&authSource=admin\")\n",
    "pings = client['mflix']['watching_pings']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'_id': ObjectId('5994c875cfa9a33630f7a65b'),\n",
      "  'ts': datetime.datetime(2016, 2, 8, 10, 48, 9),\n",
      "  'user_id': 'e619f91f75',\n",
      "  'video_id': 'a49af92904'},\n",
      " {'_id': ObjectId('5994c875cfa9a33630f7a65c'),\n",
      "  'ts': datetime.datetime(2016, 2, 8, 10, 48, 24),\n",
      "  'user_id': 'e619f91f75',\n",
      "  'video_id': 'a49af92904'},\n",
      " {'_id': ObjectId('5994c875cfa9a33630f7a65d'),\n",
      "  'ts': datetime.datetime(2016, 2, 8, 10, 48, 39),\n",
      "  'user_id': 'e619f91f75',\n",
      "  'video_id': 'a49af92904'},\n",
      " {'_id': ObjectId('5994c875cfa9a33630f7a65e'),\n",
      "  'ts': datetime.datetime(2016, 2, 8, 10, 48, 54),\n",
      "  'user_id': 'e619f91f75',\n",
      "  'video_id': 'a49af92904'},\n",
      " {'_id': ObjectId('5994c875cfa9a33630f7a65f'),\n",
      "  'ts': datetime.datetime(2016, 2, 8, 10, 49, 9),\n",
      "  'user_id': 'e619f91f75',\n",
      "  'video_id': 'a49af92904'},\n",
      " {'_id': ObjectId('5994c875cfa9a33630f7a660'),\n",
      "  'ts': datetime.datetime(2016, 2, 8, 10, 49, 24),\n",
      "  'user_id': 'e619f91f75',\n",
      "  'video_id': 'a49af92904'},\n",
      " {'_id': ObjectId('5994c875cfa9a33630f7a661'),\n",
      "  'ts': datetime.datetime(2016, 2, 8, 10, 49, 39),\n",
      "  'user_id': 'e619f91f75',\n",
      "  'video_id': 'a49af92904'},\n",
      " {'_id': ObjectId('5994c875cfa9a33630f7a662'),\n",
      "  'ts': datetime.datetime(2016, 2, 8, 10, 49, 54),\n",
      "  'user_id': 'e619f91f75',\n",
      "  'video_id': 'a49af92904'},\n",
      " {'_id': ObjectId('5994c875cfa9a33630f7a663'),\n",
      "  'ts': datetime.datetime(2016, 2, 8, 10, 50, 9),\n",
      "  'user_id': 'e619f91f75',\n",
      "  'video_id': 'a49af92904'},\n",
      " {'_id': ObjectId('5994c875cfa9a33630f7a664'),\n",
      "  'ts': datetime.datetime(2016, 2, 8, 10, 50, 24),\n",
      "  'user_id': 'e619f91f75',\n",
      "  'video_id': 'a49af92904'}]\n"
     ]
    }
   ],
   "source": [
    "# exploring the pings collection\n",
    "pprint.pprint(list(pings.find().limit(10)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "cursor = pings.aggregate([\n",
    "    {\n",
    "        # selecting 5000 random sample from the pings collection\n",
    "        \"$sample\": {\"size\": 5000},\n",
    "    },\n",
    "    {\n",
    "        \"$addFields\":{\n",
    "            \"dayOfWeek\": {\"$dayOfWeek\": \"$ts\"}, # returns the day of week corresponding to the datetime object\n",
    "            \"hourOfDay\": {\"$hour\": \"$ts\"} # returns the hour corresponding to the datetime object\n",
    "        }\n",
    "        # adding these fields that we will need later on\n",
    "    },\n",
    "    {\n",
    "        \"$group\": {\"_id\": \"$dayOfWeek\", \"pings\": {\"$push\": \"$$ROOT\"} }\n",
    "        # we will group the results in document that contains an id which is the day of the week (ex ts)\n",
    "        # the new field \"pings\" is an array of documents with grouped based on the id\n",
    "        # which is (in our case) the date \n",
    "        # {\"$push\": \"$$ROOT\"} will push any item with similar id to the pings array\n",
    "    },\n",
    "    {\n",
    "        # sorting ascendingly according to the id (i.e: according to the date)\n",
    "        \"$sort\":{ \"_id\": 1 }\n",
    "    }\n",
    "])\n",
    "\n",
    "# the following aggregation returns an array of an array of groups (classified according to the dates)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'_id': ObjectId('5994c9cacfa9a336300c97bb'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 1,\n",
      "  'ts': datetime.datetime(2016, 1, 31, 1, 34, 43),\n",
      "  'user_id': '16d60ba623',\n",
      "  'video_id': '224d54230e'},\n",
      " {'_id': ObjectId('5994ca5dcfa9a33630171be2'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 13,\n",
      "  'ts': datetime.datetime(2016, 2, 28, 13, 27, 58),\n",
      "  'user_id': 'e131ccdec6',\n",
      "  'video_id': 'a6fb468188'},\n",
      " {'_id': ObjectId('5994ca5bcfa9a3363016f617'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 21,\n",
      "  'ts': datetime.datetime(2016, 2, 28, 21, 9, 59),\n",
      "  'user_id': '54b8abdb18',\n",
      "  'video_id': '8996737eaf'},\n",
      " {'_id': ObjectId('5994c90bcfa9a33630feec82'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 0,\n",
      "  'ts': datetime.datetime(2016, 1, 3, 0, 53, 45),\n",
      "  'user_id': 'd067d024b9',\n",
      "  'video_id': '224d54230e'},\n",
      " {'_id': ObjectId('5994c8a8cfa9a33630f7c790'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 18,\n",
      "  'ts': datetime.datetime(2016, 2, 7, 18, 38, 50),\n",
      "  'user_id': '84c39f5712',\n",
      "  'video_id': '707b3866ec'},\n",
      " {'_id': ObjectId('5994ca64cfa9a3363017a4b6'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 22,\n",
      "  'ts': datetime.datetime(2016, 2, 28, 22, 29, 15),\n",
      "  'user_id': '1543312d1e',\n",
      "  'video_id': 'be0d95758f'},\n",
      " {'_id': ObjectId('5994c9e1cfa9a336300e3201'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 22,\n",
      "  'ts': datetime.datetime(2016, 1, 31, 22, 8, 50),\n",
      "  'user_id': '95afbe142e',\n",
      "  'video_id': '8a178d4e79'},\n",
      " {'_id': ObjectId('5994c979cfa9a3363006d8e7'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 16,\n",
      "  'ts': datetime.datetime(2016, 1, 17, 16, 19, 23),\n",
      "  'user_id': 'fb8524ff8e',\n",
      "  'video_id': 'cfe2ed3cde'},\n",
      " {'_id': ObjectId('5994c90dcfa9a33630ff1195'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 18,\n",
      "  'ts': datetime.datetime(2016, 1, 3, 18, 38, 29),\n",
      "  'user_id': '21d21a0da0',\n",
      "  'video_id': '9915bb7e95'},\n",
      " {'_id': ObjectId('5994ca54cfa9a33630167c10'),\n",
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      " {'_id': ObjectId('5994ca5dcfa9a336301717e8'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 20,\n",
      "  'ts': datetime.datetime(2016, 2, 28, 20, 3, 17),\n",
      "  'user_id': 'd383f0bcf3',\n",
      "  'video_id': '72da83eb49'},\n",
      " {'_id': ObjectId('5994c945cfa9a336300313ea'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 18,\n",
      "  'ts': datetime.datetime(2016, 1, 10, 18, 10, 13),\n",
      "  'user_id': '9dcf4e7d52',\n",
      "  'video_id': '0615d2f8ea'},\n",
      " {'_id': ObjectId('5994c997cfa9a3363008fda9'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 12,\n",
      "  'ts': datetime.datetime(2016, 1, 17, 12, 11, 8),\n",
      "  'user_id': '6a348d8197',\n",
      "  'video_id': '5a925c6898'},\n",
      " {'_id': ObjectId('5994c908cfa9a33630feb110'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 11,\n",
      "  'ts': datetime.datetime(2016, 1, 3, 11, 48, 22),\n",
      "  'user_id': 'af04056cbd',\n",
      "  'video_id': '92a21542ae'},\n",
      " {'_id': ObjectId('5994c93acfa9a336300256d1'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 18,\n",
      "  'ts': datetime.datetime(2016, 1, 10, 18, 16, 30),\n",
      "  'user_id': '99bc59edf3',\n",
      "  'video_id': '6e6c1c76b7'},\n",
      " {'_id': ObjectId('5994c8c1cfa9a33630f98d27'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 23,\n",
      "  'ts': datetime.datetime(2016, 2, 14, 23, 20, 57),\n",
      "  'user_id': '0259282c77',\n",
      "  'video_id': 'da120a5a55'},\n",
      " {'_id': ObjectId('5994ca5dcfa9a33630172198'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 16,\n",
      "  'ts': datetime.datetime(2016, 2, 28, 16, 47, 18),\n",
      "  'user_id': '0f0d8f111a',\n",
      "  'video_id': '9915bb7e95'},\n",
      " {'_id': ObjectId('5994ca5fcfa9a33630174309'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 22,\n",
      "  'ts': datetime.datetime(2016, 2, 28, 22, 13),\n",
      "  'user_id': 'f0e0642fba',\n",
      "  'video_id': 'fd3f01fc9e'},\n",
      " {'_id': ObjectId('5994c980cfa9a3363007525e'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 18,\n",
      "  'ts': datetime.datetime(2016, 1, 17, 18, 38, 47),\n",
      "  'user_id': '3f27e60d66',\n",
      "  'video_id': '69cb6e2e33'},\n",
      " {'_id': ObjectId('5994ca5bcfa9a3363016fe12'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 16,\n",
      "  'ts': datetime.datetime(2016, 2, 28, 16, 25, 9),\n",
      "  'user_id': '62fee04ea1',\n",
      "  'video_id': '82db4fdc44'},\n",
      " {'_id': ObjectId('5994c8f6cfa9a33630fd5c08'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 9,\n",
      "  'ts': datetime.datetime(2016, 2, 21, 9, 0, 5),\n",
      "  'user_id': '4a5e0ab58e',\n",
      "  'video_id': '0615d2f8ea'},\n",
      " {'_id': ObjectId('5994c942cfa9a3363002ddc6'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 16,\n",
      "  'ts': datetime.datetime(2016, 1, 10, 16, 39, 25),\n",
      "  'user_id': 'a28f8cc14a',\n",
      "  'video_id': '256a8dc2c3'},\n",
      " {'_id': ObjectId('5994ca4fcfa9a336301622f4'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 13,\n",
      "  'ts': datetime.datetime(2016, 2, 28, 13, 29),\n",
      "  'user_id': 'd605dcf7d1',\n",
      "  'video_id': '9915bb7e95'},\n",
      " {'_id': ObjectId('5994c9d4cfa9a336300d4c95'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 16,\n",
      "  'ts': datetime.datetime(2016, 1, 31, 16, 47, 35),\n",
      "  'user_id': 'c710188842',\n",
      "  'video_id': 'f01671c025'},\n",
      " {'_id': ObjectId('5994c8f4cfa9a33630fd3aa9'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 16,\n",
      "  'ts': datetime.datetime(2016, 2, 21, 16, 34, 34),\n",
      "  'user_id': '82e02a72c7',\n",
      "  'video_id': 'da120a5a55'},\n",
      " {'_id': ObjectId('5994c994cfa9a3363008c36e'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 23,\n",
      "  'ts': datetime.datetime(2016, 1, 17, 23, 41, 40),\n",
      "  'user_id': '7568d2b9e7',\n",
      "  'video_id': 'd26bed474e'},\n",
      " {'_id': ObjectId('5994c980cfa9a33630075c28'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 20,\n",
      "  'ts': datetime.datetime(2016, 1, 17, 20, 27, 47),\n",
      "  'user_id': '55f5bebc14',\n",
      "  'video_id': '69cb6e2e33'},\n",
      " {'_id': ObjectId('5994c8a7cfa9a33630f7bbda'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 18,\n",
      "  'ts': datetime.datetime(2016, 2, 7, 18, 43, 10),\n",
      "  'user_id': '1f72495779',\n",
      "  'video_id': 'fd6a4725e7'},\n",
      " {'_id': ObjectId('5994c9e0cfa9a336300e16e9'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 23,\n",
      "  'ts': datetime.datetime(2016, 1, 31, 23, 48, 31),\n",
      "  'user_id': '8b5ec876b6',\n",
      "  'video_id': '4712eecec5'},\n",
      " {'_id': ObjectId('5994ca5fcfa9a336301740dc'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 19,\n",
      "  'ts': datetime.datetime(2016, 2, 28, 19, 53, 45),\n",
      "  'user_id': 'f0e0642fba',\n",
      "  'video_id': 'fd3f01fc9e'},\n",
      " {'_id': ObjectId('5994ca5ecfa9a33630173697'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 8,\n",
      "  'ts': datetime.datetime(2016, 2, 28, 8, 12, 1),\n",
      "  'user_id': '1414a87aaf',\n",
      "  'video_id': 'df4c99f507'},\n",
      " {'_id': ObjectId('5994c90ccfa9a33630fefd8b'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 14,\n",
      "  'ts': datetime.datetime(2016, 1, 3, 14, 28, 25),\n",
      "  'user_id': '9f94c727f4',\n",
      "  'video_id': '119f046bec'},\n",
      " {'_id': ObjectId('5994c8fbcfa9a33630fdc1b7'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 16,\n",
      "  'ts': datetime.datetime(2016, 2, 21, 16, 40, 41),\n",
      "  'user_id': 'da744b1e01',\n",
      "  'video_id': '0b13cae5b4'},\n",
      " {'_id': ObjectId('5994ca08cfa9a3363010f0f7'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 14,\n",
      "  'ts': datetime.datetime(2016, 2, 7, 14, 51, 26),\n",
      "  'user_id': '08d6d49ecf',\n",
      "  'video_id': '29a06e618d'},\n",
      " {'_id': ObjectId('5994c98dcfa9a3363008432e'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 13,\n",
      "  'ts': datetime.datetime(2016, 1, 17, 13, 25, 12),\n",
      "  'user_id': '473536fe85',\n",
      "  'video_id': 'd8b894c27e'},\n",
      " {'_id': ObjectId('5994c9d3cfa9a336300d381f'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 0,\n",
      "  'ts': datetime.datetime(2016, 1, 31, 0, 55, 21),\n",
      "  'user_id': 'a9737b3af4',\n",
      "  'video_id': 'd8ed5202e4'},\n",
      " {'_id': ObjectId('5994c96bcfa9a3363005d885'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 1,\n",
      "  'ts': datetime.datetime(2016, 1, 17, 1, 15, 49),\n",
      "  'user_id': 'c44e019265',\n",
      "  'video_id': '37e2e95979'},\n",
      " {'_id': ObjectId('5994ca68cfa9a3363017f01b'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 20,\n",
      "  'ts': datetime.datetime(2016, 2, 28, 20, 3, 44),\n",
      "  'user_id': '1ed1292745',\n",
      "  'video_id': '320981a924'},\n",
      " {'_id': ObjectId('5994c8a7cfa9a33630f7bf8f'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 16,\n",
      "  'ts': datetime.datetime(2016, 2, 7, 16, 33, 14),\n",
      "  'user_id': 'b21124e9cc',\n",
      "  'video_id': 'e0cff0f13e'},\n",
      " {'_id': ObjectId('5994ca62cfa9a336301773f3'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 18,\n",
      "  'ts': datetime.datetime(2016, 2, 28, 18, 45, 40),\n",
      "  'user_id': 'dcf1fc8b11',\n",
      "  'video_id': '4712eecec5'},\n",
      " {'_id': ObjectId('5994c9d8cfa9a336300d823e'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 16,\n",
      "  'ts': datetime.datetime(2016, 1, 31, 16, 37, 34),\n",
      "  'user_id': 'a0d052ef5e',\n",
      "  'video_id': 'fd6a4725e7'},\n",
      " {'_id': ObjectId('5994c93acfa9a336300253a2'),\n",
      "  'dayOfWeek': 1,\n",
      "  'hourOfDay': 14,\n",
      "  'ts': datetime.datetime(2016, 1, 10, 14, 52, 45),\n",
      "  'user_id': '99bc59edf3',\n",
      "  'video_id': '6e6c1c76b7'}]\n"
     ]
    }
   ],
   "source": [
    "pings_by_day = [group['pings'] for group in cursor]\n",
    "# this will return the array of groups (of dictionnaries)\n",
    "\n",
    "pprint.pprint(pings_by_day[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      " 16,\n",
      " 14]\n"
     ]
    }
   ],
   "source": [
    "# getting an array of hourOfDay from the result of the aggregation\n",
    "pings_by_hour_by_day = [ [ping['hourOfDay'] for ping in pings] for pings in pings_by_day ]\n",
    "\n",
    "# as if we have gathered all the 'hourOfDay' values into a one array\n",
    "pprint.pprint(pings_by_hour_by_day[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# drawing the box plot\n",
    "plt.clf()\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax.boxplot(pings_by_hour_by_day, notch= True)\n",
    "\n",
    "ax.set_title('When People Watch Movies')\n",
    "ax.yaxis.grid(True)\n",
    "ax.set_xticklabels(['Sun', 'Mon', 'Tues', 'Wed', 'Thur', 'Fri', 'Sat'])\n",
    "ax.set_xlabel('Day of Week')\n",
    "ax.set_ylabel('Hour of Day')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10.6 64-bit",
   "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": "3.10.6"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "12d2c2d3923c7307a4e154db21fd62efd3624ebe6ee91bf0174fbeadb14239a8"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}