analysis_trending_advertising_videos.ipynb

{
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Analysis of trending advertising videos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Table of Contents"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "toc": true
   },
   "source": [
    "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Table-of-Contents\" data-toc-modified-id=\"Table-of-Contents-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>Table of Contents</a></span></li><li><span><a href=\"#Project-settings\" data-toc-modified-id=\"Project-settings-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>Project settings</a></span><ul class=\"toc-item\"><li><span><a href=\"#Importing-libraries\" data-toc-modified-id=\"Importing-libraries-2.1\"><span class=\"toc-item-num\">2.1&nbsp;&nbsp;</span>Importing libraries</a></span></li><li><span><a href=\"#Data-Sources-/-Directories\" data-toc-modified-id=\"Data-Sources-/-Directories-2.2\"><span class=\"toc-item-num\">2.2&nbsp;&nbsp;</span>Data Sources / Directories</a></span></li></ul></li><li><span><a href=\"#Functions---helpers-:)\" data-toc-modified-id=\"Functions---helpers-:)-3\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>Functions - helpers :)</a></span><ul class=\"toc-item\"><li><span><a href=\"#overview_df()\" data-toc-modified-id=\"overview_df()-3.1\"><span class=\"toc-item-num\">3.1&nbsp;&nbsp;</span>overview_df()</a></span></li><li><span><a href=\"#db_connection()\" data-toc-modified-id=\"db_connection()-3.2\"><span class=\"toc-item-num\">3.2&nbsp;&nbsp;</span>db_connection()</a></span></li><li><span><a href=\"#select_table()\" data-toc-modified-id=\"select_table()-3.3\"><span class=\"toc-item-num\">3.3&nbsp;&nbsp;</span>select_table()</a></span></li><li><span><a href=\"#write_df_to_csv()\" data-toc-modified-id=\"write_df_to_csv()-3.4\"><span class=\"toc-item-num\">3.4&nbsp;&nbsp;</span>write_df_to_csv()</a></span></li><li><span><a href=\"#check_file_exist()\" data-toc-modified-id=\"check_file_exist()-3.5\"><span class=\"toc-item-num\">3.5&nbsp;&nbsp;</span>check_file_exist()</a></span></li></ul></li><li><span><a href=\"#Connecting-to-the-database-and-loading-data\" data-toc-modified-id=\"Connecting-to-the-database-and-loading-data-4\"><span class=\"toc-item-num\">4&nbsp;&nbsp;</span>Connecting to the database and loading data</a></span></li><li><span><a href=\"#Prepare-the-data-for-analysis\" data-toc-modified-id=\"Prepare-the-data-for-analysis-5\"><span class=\"toc-item-num\">5&nbsp;&nbsp;</span>Prepare the data for analysis</a></span><ul class=\"toc-item\"><li><span><a href=\"#Overview\" data-toc-modified-id=\"Overview-5.1\"><span class=\"toc-item-num\">5.1&nbsp;&nbsp;</span>Overview</a></span></li><li><span><a href=\"#Data-preprocessing\" data-toc-modified-id=\"Data-preprocessing-5.2\"><span class=\"toc-item-num\">5.2&nbsp;&nbsp;</span>Data preprocessing</a></span></li></ul></li><li><span><a href=\"#Store-data-to-the-*csv-file:\" data-toc-modified-id=\"Store-data-to-the-*csv-file:-6\"><span class=\"toc-item-num\">6&nbsp;&nbsp;</span>Store data to the *csv file:</a></span></li></ul></div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Project settings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Importing libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "import os \n",
    "import sys \n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "from sqlalchemy import create_engine\n",
    "from scipy import stats\n",
    "\n",
    "# visualization & EDA\n",
    "from pandas_profiling import ProfileReport\n",
    "import plotly\n",
    "import plotly.express as px\n",
    "import plotly.io as pio\n",
    "pio.templates.default = \"none\"\n",
    "\n",
    "# to show warnings only once:\n",
    "import warnings; warnings.filterwarnings(action='once')\n",
    "\n",
    "# avoid warnings (if necessary)\n",
    "import warnings\n",
    "if not sys.warnoptions:\n",
    "       warnings.simplefilter(\"ignore\")\n",
    "\n",
    "# to print all the outputs in the cell\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\"\n",
    "\n",
    "# set pandas max number of columns and rows to print\n",
    "pd.set_option('display.max_columns', 50)\n",
    "pd.set_option('display.max_rows', 50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Sources / Directories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# directories for saving files:\n",
    "\n",
    "target_dir = 'datasets/'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Functions - helpers :)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  overview_df()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def overview_df(df):\n",
    "    \"\"\"\n",
    "    The function uses the pandas_profiling library to create a report and display it in a Jupyter notebook using widgets.\n",
    "    \"\"\"\n",
    "    \n",
    "    profile = ProfileReport(df,\n",
    "                            title='Pandas Profiling Report',\n",
    "                            plot={'histogram': {'bins': 8}},\n",
    "                            explorative=True)\n",
    "    \n",
    "    return profile.to_widgets()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  db_connection()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def db_connection(connection_string):\n",
    "    \"\"\"\n",
    "    The function establishes a connection to the database and returns engine.\n",
    "    \"\"\"\n",
    "    try:\n",
    "        connection = create_engine(connection_string)\n",
    "        print('The database connection is established successfully :)')\n",
    "        return connection\n",
    "\n",
    "    except:\n",
    "        print('No connection!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  select_table()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def select_table(engine, query):\n",
    "    \"\"\"\n",
    "    The function selects and returns a table from the database upon request. \n",
    "    \"\"\"\n",
    "    try:    \n",
    "        table = pd.io.sql.read_sql(query, con=engine)\n",
    "        print('The table was loaded successfully :)')\n",
    "        return table\n",
    "\n",
    "    except:\n",
    "        print('Table not loaded!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  write_df_to_csv()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def write_df_to_csv(df, target_dir, file_name):\n",
    "    \"\"\"\n",
    "    The function writes object to a comma-separated values (csv) file. \n",
    "    \"\"\"\n",
    "    try:\n",
    "        df.to_csv(os.path.join(target_dir, file_name), index=False, sep='\\t')\n",
    "        print('Success: file {} was created.'.format(file_name))\n",
    "\n",
    "    except:\n",
    "        print('File not created!')    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  check_file_exist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def check_file_exist(target_dir, file_name):\n",
    "    \"\"\"\n",
    "    The function also checks that the file has been written.\n",
    "    \"\"\"\n",
    "    try:\n",
    "        os.path.exists(target_dir + file_name)\n",
    "        print('File exist.')\n",
    "        \n",
    "    except:\n",
    "        FileNotFoundError    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Connecting to the database and loading data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Defining parameters and connecting to the database*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The database connection is established successfully :)\n"
     ]
    }
   ],
   "source": [
    "db_config = {\n",
    "    'user': 'practicum_student',  # user name\n",
    "    'pwd': '',  # password\n",
    "    'host': '', # host\n",
    "    'port': ,  # connection port\n",
    "    'db': ''  # the name of the database\n",
    "}\n",
    "\n",
    "# Creating the database connection string:\n",
    "connection_string = 'postgresql://{}:{}@{}:{}/{}'.format(db_config['user'], \n",
    "                                                         db_config['pwd'], \n",
    "                                                         db_config['host'], \n",
    "                                                         db_config['port'],\n",
    "                                                         db_config['db'])\n",
    "engine = db_connection(connection_string)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Loading data*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The table was loaded successfully :)\n"
     ]
    }
   ],
   "source": [
    "# SQL query\n",
    "query = '''SELECT * FROM trending_by_time'''\n",
    "\n",
    "data_raw = select_table(engine, query)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prepare the data for analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Overview"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
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   "source": [
    "overview_df(data_raw)"
   ]
  },
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   "cell_type": "code",
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   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>category_title</th>\n",
       "      <th>record_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>People &amp; Blogs</td>\n",
       "      <td>942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Entertainment</td>\n",
       "      <td>942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>940</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>News &amp; Politics</td>\n",
       "      <td>939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Film &amp; Animation</td>\n",
       "      <td>938</td>\n",
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       "      <td>938</td>\n",
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       "      <td>933</td>\n",
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       "      <td>767</td>\n",
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       "      <td>681</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Pets &amp; Animals</td>\n",
       "      <td>674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Travel &amp; Events</td>\n",
       "      <td>489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Shows</td>\n",
       "      <td>406</td>\n",
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       "      <th>10</th>\n",
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       "      <td>49</td>\n",
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       "      <td>Movies</td>\n",
       "      <td>22</td>\n",
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       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Trailers</td>\n",
       "      <td>2</td>\n",
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       "           category_title  record_id\n",
       "11         People & Blogs        942\n",
       "3           Entertainment        942\n",
       "1                  Comedy        940\n",
       "9         News & Politics        939\n",
       "4        Film & Animation        938\n",
       "8                   Music        938\n",
       "6           Howto & Style        937\n",
       "15                 Sports        933\n",
       "13   Science & Technology        881\n",
       "2               Education        863\n",
       "5                  Gaming        767\n",
       "0        Autos & Vehicles        681\n",
       "12         Pets & Animals        674\n",
       "17        Travel & Events        489\n",
       "14                  Shows        406\n",
       "10  Nonprofits & Activism         49\n",
       "7                  Movies         22\n",
       "16               Trailers          2"
      ]
     },
     "execution_count": 11,
     "metadata": {},
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    }
   ],
   "source": [
    "data_raw.groupby(\n",
    "    'category_title')['record_id'].count().reset_index().sort_values(\n",
    "        by='record_id', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
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   ],
   "source": [
    "# the value that appears most often:\n",
    "\n",
    "data_raw.videos_count.mode()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> ***Preliminary overview:***\n",
    "\n",
    "* The dataset has 12343 records and 5 variables.\n",
    "* The dataset contains data on the number of videos collected from November 14, 2017, to June 16, 2018, inclusive.\n",
    "* There are 5 unique regions (number of records in descending order): 'Russia', 'United States', 'France', 'India', 'Japan'.\n",
    "* There are 18 video categories defined in the dataset. \n",
    "* The top 5 categories by the number of records: \n",
    "    - Entertainment\n",
    "    - People & Blogs\n",
    "    - Comedy\n",
    "    - News & Politics\n",
    "    - Film & Animation\n",
    "* The minimum records of 2 belong to the 'Trailers' category.\n",
    "* The dataset contains no duplicates or missing records.\n",
    "* The distribution of the `video_counts` variable has a positive skew of 2.33. The minimum and the mode, the value that appears most often, of the `video_counts` is equal to 2. This means that this variable has outliers and needs preprocessing."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data preprocessing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The distribution of the number of videos in the trending section by the category."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
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font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;\">200</text></g></g><g class=\"overaxes-above\"/></g></g><g class=\"polarlayer\"/><g class=\"ternarylayer\"/><g class=\"geolayer\"/><g class=\"funnelarealayer\"/><g class=\"pielayer\"/><g class=\"treemaplayer\"/><g class=\"sunburstlayer\"/><g class=\"glimages\"/><defs id=\"topdefs-da314a\"><g class=\"clips\"/><clipPath id=\"legendda314a\"><rect width=\"176\" height=\"270\" x=\"0\" y=\"0\"/></clipPath></defs><g class=\"layer-above\"><g class=\"imagelayer\"/><g class=\"shapelayer\"/></g><g class=\"infolayer\"><g class=\"legend\" pointer-events=\"all\" transform=\"translate(512.48, 100)\"><rect class=\"bg\" shape-rendering=\"crispEdges\" style=\"stroke: rgb(68, 68, 68); stroke-opacity: 1; fill: rgb(255, 255, 255); fill-opacity: 1; stroke-width: 0px;\" width=\"176\" height=\"270\" x=\"0\" y=\"0\"/><g class=\"scrollbox\" transform=\"translate(0, 0)\" clip-path=\"url('#legendda314a')\"><text class=\"legendtitletext user-select-none\" text-anchor=\"start\" x=\"2\" y=\"15.600000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;\">Video Categories</text><g class=\"groups\" transform=\"translate(0, 0)\"><g class=\"traces\" transform=\"translate(0, 30.1)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;\">Entertainment</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"legendbox\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 2px; fill: rgb(31, 119, 180); fill-opacity: 0.5; stroke: rgb(31, 119, 180); stroke-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-9.5\" width=\"170.28125\" height=\"19\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g><g class=\"groups\" transform=\"translate(0, 0)\"><g class=\"traces\" transform=\"translate(0, 49.1)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; 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Blogs</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"legendbox\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 2px; fill: rgb(44, 160, 44); fill-opacity: 0.5; stroke: rgb(44, 160, 44); stroke-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-9.5\" width=\"170.28125\" height=\"19\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g><g class=\"groups\" transform=\"translate(0, 0)\"><g class=\"traces\" transform=\"translate(0, 87.1)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;\">Gaming</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"legendbox\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 2px; 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Style</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"legendbox\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 2px; fill: rgb(127, 127, 127); fill-opacity: 0.5; stroke: rgb(127, 127, 127); stroke-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-9.5\" width=\"170.28125\" height=\"19\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g><g class=\"groups\" transform=\"translate(0, 0)\"><g class=\"traces\" transform=\"translate(0, 182.1)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;\">Pets &amp; Animals</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"legendbox\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 2px; fill: rgb(188, 189, 34); fill-opacity: 0.5; stroke: rgb(188, 189, 34); stroke-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-9.5\" width=\"170.28125\" height=\"19\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g><g class=\"groups\" transform=\"translate(0, 0)\"><g class=\"traces\" transform=\"translate(0, 201.1)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;\">Film &amp; Animation</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"legendbox\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 2px; fill: rgb(23, 190, 207); fill-opacity: 0.5; stroke: rgb(23, 190, 207); stroke-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-9.5\" width=\"170.28125\" height=\"19\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g><g class=\"groups\" transform=\"translate(0, 0)\"><g class=\"traces\" transform=\"translate(0, 220.1)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;\">Science &amp; Technology</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"legendbox\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 2px; fill: rgb(31, 119, 180); fill-opacity: 0.5; stroke: rgb(31, 119, 180); stroke-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-9.5\" width=\"170.28125\" height=\"19\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g><g class=\"groups\" transform=\"translate(0, 0)\"><g class=\"traces\" transform=\"translate(0, 239.1)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;\">Autos &amp; Vehicles</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"legendbox\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 2px; fill: rgb(255, 127, 14); fill-opacity: 0.5; stroke: rgb(255, 127, 14); stroke-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-9.5\" width=\"170.28125\" height=\"19\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g><g class=\"groups\" transform=\"translate(0, 0)\"><g class=\"traces\" transform=\"translate(0, 258.1)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;\">Education</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"legendbox\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 2px; fill: rgb(44, 160, 44); fill-opacity: 0.5; stroke: rgb(44, 160, 44); stroke-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-9.5\" width=\"170.28125\" height=\"19\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g><g class=\"groups\" transform=\"translate(0, 0)\"><g class=\"traces\" transform=\"translate(0, 277.1)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;\">Travel &amp; Events</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"legendbox\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 2px; fill: rgb(214, 39, 40); fill-opacity: 0.5; stroke: rgb(214, 39, 40); stroke-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-9.5\" width=\"170.28125\" height=\"19\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g><g class=\"groups\" transform=\"translate(0, 0)\"><g class=\"traces\" transform=\"translate(0, 296.1)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;\">Shows</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"legendbox\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 2px; fill: rgb(148, 103, 189); fill-opacity: 0.5; stroke: rgb(148, 103, 189); stroke-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-9.5\" width=\"170.28125\" height=\"19\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g><g class=\"groups\" transform=\"translate(0, 0)\"><g class=\"traces\" transform=\"translate(0, 315.1)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;\">Nonprofits &amp; Activism</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"legendbox\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 2px; fill: rgb(140, 86, 75); fill-opacity: 0.5; stroke: rgb(140, 86, 75); stroke-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-9.5\" width=\"170.28125\" height=\"19\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g><g class=\"groups\" transform=\"translate(0, 0)\"><g class=\"traces\" transform=\"translate(0, 334.1)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;\">Movies</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"legendbox\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 2px; fill: rgb(227, 119, 194); fill-opacity: 0.5; stroke: rgb(227, 119, 194); stroke-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-9.5\" width=\"170.28125\" height=\"19\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g><g class=\"groups\" transform=\"translate(0, 0)\"><g class=\"traces\" transform=\"translate(0, 353.1)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;\">Trailers</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"legendbox\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 2px; fill: rgb(127, 127, 127); fill-opacity: 0.5; stroke: rgb(127, 127, 127); stroke-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-9.5\" width=\"170.28125\" height=\"19\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g></g><rect class=\"scrollbar\" rx=\"20\" ry=\"3\" width=\"0\" height=\"0\" style=\"fill: rgb(128, 139, 164); fill-opacity: 1;\" x=\"0\" y=\"0\"/></g><g class=\"g-gtitle\"><text class=\"gtitle\" x=\"350\" y=\"50\" text-anchor=\"middle\" dy=\"0em\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 17px; fill: rgb(68, 68, 68); opacity: 1; font-weight: normal; white-space: pre;\">The distribution of the number of videos in the trending section by the category</text></g><g class=\"g-xtitle\" transform=\"translate(0,24.796875)\"><text class=\"xtitle\" x=\"292\" y=\"422\" text-anchor=\"middle\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 14px; fill: rgb(68, 68, 68); opacity: 1; font-weight: normal; white-space: pre;\">Video Categories</text></g><g class=\"g-ytitle\"><text class=\"ytitle\" transform=\"rotate(-90,42,235)\" x=\"42\" y=\"235\" text-anchor=\"middle\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 14px; fill: rgb(68, 68, 68); opacity: 1; font-weight: normal; white-space: pre;\">Number of videos</text></g></g></svg>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = px.box(data_raw.sort_values(by='videos_count', ascending=False),\n",
    "             x=\"category_title\",\n",
    "             y=\"videos_count\",\n",
    "             color='category_title',\n",
    "             hover_name='category_title',\n",
    "             labels={\n",
    "                 'category_title': 'Video Categories',\n",
    "                 'videos_count': 'Number of videos',\n",
    "             },\n",
    "             title=\"The distribution of the number of videos in the trending section by the category\")\n",
    "fig.show('svg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*As the boxplot shows, our dataset has outliers, especially 'Gaming', 'News & Politics' and 'Entertainment' categories.*\n",
    "\n",
    "*And now let's examine / define outliers using Z-Score.*\n",
    "\n",
    "*Z-Score tells how far a point is from the mean of session_duration_sec in terms of standard deviation.* "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.65604796, 0.85744238, 0.72317943, ..., 0.85744238, 0.85744238,\n",
       "       0.85744238])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "z_score = np.abs(stats.zscore(data_raw['videos_count']))\n",
    "z_score"
   ]
  },
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   "metadata": {},
   "source": [
    "*We can consider the absolute value of z-score above 3 as Outliers.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
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      "text/plain": [
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     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
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     "execution_count": 15,
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   ],
   "source": [
    "# number of rows with outliers\n",
    "n_outliers = len(data_raw[z_score > 3]) \n",
    "n_outliers\n",
    "\n",
    "# % of rows with outliers\n",
    "p_outliers = round(n_outliers / data_raw.shape[0] * 100, 2)\n",
    "p_outliers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*The dataset contains 248 entities - outliers that equals to 2.01% of all the records.*\n",
    "\n",
    "*Let's remove them from the dataset:*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12343"
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     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
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     "execution_count": 16,
     "metadata": {},
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     "execution_count": 16,
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   ],
   "source": [
    "data_raw.shape[0]\n",
    "\n",
    "data_raw = data_raw[z_score <= 3]\n",
    "\n",
    "# verifying the result\n",
    "data_raw.shape[0]\n",
    "\n",
    "data_raw.videos_count.skew(skipna=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*As we can see, after removing the outliers, the skewness significantly decreased from 2.33 to 1.6.*\n",
    "\n",
    "*Let's now take a look at the updated distribution of the `video_counts` variable by video category:*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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Animals</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"legendbox\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 2px; fill: rgb(188, 189, 34); fill-opacity: 0.5; stroke: rgb(188, 189, 34); stroke-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-9.5\" width=\"170.28125\" height=\"19\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g><g class=\"groups\" transform=\"translate(0, 0)\"><g class=\"traces\" transform=\"translate(0, 201.1)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;\">Film &amp; Animation</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"legendbox\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 2px; 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Events</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"legendbox\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 2px; fill: rgb(214, 39, 40); fill-opacity: 0.5; stroke: rgb(214, 39, 40); stroke-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-9.5\" width=\"170.28125\" height=\"19\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g><g class=\"groups\" transform=\"translate(0, 0)\"><g class=\"traces\" transform=\"translate(0, 296.1)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;\">Shows</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"legendbox\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 2px; fill: rgb(148, 103, 189); fill-opacity: 0.5; stroke: rgb(148, 103, 189); stroke-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-9.5\" width=\"170.28125\" height=\"19\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g><g class=\"groups\" transform=\"translate(0, 0)\"><g class=\"traces\" transform=\"translate(0, 315.1)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;\">Nonprofits &amp; Activism</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"legendbox\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 2px; fill: rgb(140, 86, 75); fill-opacity: 0.5; stroke: rgb(140, 86, 75); stroke-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-9.5\" width=\"170.28125\" height=\"19\" style=\"cursor: pointer; 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font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;\">Trailers</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"legendbox\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 2px; fill: rgb(127, 127, 127); fill-opacity: 0.5; stroke: rgb(127, 127, 127); stroke-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-9.5\" width=\"170.28125\" height=\"19\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g></g><rect class=\"scrollbar\" rx=\"20\" ry=\"3\" width=\"0\" height=\"0\" x=\"0\" y=\"0\" style=\"fill: rgb(128, 139, 164); fill-opacity: 1;\"/></g><g class=\"g-gtitle\"><text class=\"gtitle\" x=\"350\" y=\"50\" text-anchor=\"middle\" dy=\"0em\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 17px; fill: rgb(68, 68, 68); opacity: 1; font-weight: normal; white-space: pre;\">The distribution of the number of videos in the trending section by the category</text></g><g class=\"g-xtitle\" transform=\"translate(0,24.796875)\"><text class=\"xtitle\" x=\"292\" y=\"422\" text-anchor=\"middle\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 14px; fill: rgb(68, 68, 68); opacity: 1; font-weight: normal; white-space: pre;\">Video Categories</text></g><g class=\"g-ytitle\"><text class=\"ytitle\" transform=\"rotate(-90,42,235)\" x=\"42\" y=\"235\" text-anchor=\"middle\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 14px; fill: rgb(68, 68, 68); opacity: 1; font-weight: normal; white-space: pre;\">Number of videos</text></g></g></svg>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = px.box(data_raw.sort_values(by='videos_count', ascending=False),\n",
    "             x=\"category_title\",\n",
    "             y=\"videos_count\",\n",
    "             color='category_title',\n",
    "             hover_name='category_title',\n",
    "             labels={\n",
    "                 'category_title': 'Video Categories',\n",
    "                 'videos_count': 'Number of videos',\n",
    "             },\n",
    "             title=\"The distribution of the number of videos in the trending section by the category\")\n",
    "fig.show('svg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*We can see from the interactive graphical view that the 'Gaming' category still has explicit outliers.*\n",
    "\n",
    "*Let's take a closer look at them:*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>record_id</th>\n",
       "      <th>region</th>\n",
       "      <th>trending_date</th>\n",
       "      <th>category_title</th>\n",
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       "      <th>5605</th>\n",
       "      <td>5606</td>\n",
       "      <td>Japan</td>\n",
       "      <td>2018-03-13</td>\n",
       "      <td>Gaming</td>\n",
       "      <td>102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5606</th>\n",
       "      <td>5607</td>\n",
       "      <td>Japan</td>\n",
       "      <td>2018-03-14</td>\n",
       "      <td>Gaming</td>\n",
       "      <td>102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7685</th>\n",
       "      <td>7686</td>\n",
       "      <td>Russia</td>\n",
       "      <td>2018-03-13</td>\n",
       "      <td>Gaming</td>\n",
       "      <td>114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7686</th>\n",
       "      <td>7687</td>\n",
       "      <td>Russia</td>\n",
       "      <td>2018-03-14</td>\n",
       "      <td>Gaming</td>\n",
       "      <td>114</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      record_id  region trending_date category_title  videos_count\n",
       "5605       5606   Japan    2018-03-13         Gaming           102\n",
       "5606       5607   Japan    2018-03-14         Gaming           102\n",
       "7685       7686  Russia    2018-03-13         Gaming           114\n",
       "7686       7687  Russia    2018-03-14         Gaming           114"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "767"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Filter all rows for which the video_count' in 'Gaming' is more than 48\n",
    "\n",
    "row_filtered = data_raw[(data_raw['category_title'] == 'Gaming')\n",
    "                        & (data_raw['videos_count'] > 48)]\n",
    "row_filtered\n",
    "\n",
    "# Total records of 'Gaming' category title:\n",
    "data_raw.query('category_title == \"Gaming\"').shape[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*4 entries out of 767 \"Gaming\" are emissions. I consider dropping them from the dataset.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "criteria_to_drop = ((data_raw['category_title'] == 'Gaming') &\n",
    "                    (data_raw['videos_count'] > 48))\n",
    "\n",
    "data_raw.drop(data_raw[criteria_to_drop].index, inplace=True)\n",
    "\n",
    "# verifying the result:\n",
    "len(data_raw[(data_raw['category_title'] == 'Gaming')\n",
    "             & (data_raw['videos_count'] > 48)])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*After preprocessing the distribution of the `video_counts` variable by video category looks like:*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g><g class=\"groups\" transform=\"translate(0, 0)\"><g class=\"traces\" transform=\"translate(0, 220.1)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;\">Science &amp; Technology</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"legendbox\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 2px; fill: rgb(31, 119, 180); fill-opacity: 0.5; stroke: rgb(31, 119, 180); stroke-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-9.5\" width=\"170.28125\" height=\"19\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g><g class=\"groups\" transform=\"translate(0, 0)\"><g class=\"traces\" transform=\"translate(0, 239.1)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; 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fill: rgb(227, 119, 194); fill-opacity: 0.5; stroke: rgb(227, 119, 194); stroke-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-9.5\" width=\"170.28125\" height=\"19\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g><g class=\"groups\" transform=\"translate(0, 0)\"><g class=\"traces\" transform=\"translate(0, 353.1)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;\">Trailers</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"legendbox\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 2px; fill: rgb(127, 127, 127); fill-opacity: 0.5; stroke: rgb(127, 127, 127); stroke-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-9.5\" width=\"170.28125\" height=\"19\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g></g><rect class=\"scrollbar\" rx=\"20\" ry=\"3\" width=\"0\" height=\"0\" x=\"0\" y=\"0\" style=\"fill: rgb(128, 139, 164); fill-opacity: 1;\"/></g><g class=\"g-gtitle\"><text class=\"gtitle\" x=\"350\" y=\"50\" text-anchor=\"middle\" dy=\"0em\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 17px; fill: rgb(68, 68, 68); opacity: 1; font-weight: normal; white-space: pre;\">The distribution of the number of videos in the trending section by the category</text></g><g class=\"g-xtitle\" transform=\"translate(0,24.796875)\"><text class=\"xtitle\" x=\"292\" y=\"422\" text-anchor=\"middle\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 14px; fill: rgb(68, 68, 68); opacity: 1; font-weight: normal; white-space: pre;\">Video Categories</text></g><g class=\"g-ytitle\"><text class=\"ytitle\" transform=\"rotate(-90,42,235)\" x=\"42\" y=\"235\" text-anchor=\"middle\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 14px; fill: rgb(68, 68, 68); opacity: 1; font-weight: normal; white-space: pre;\">Number of videos</text></g></g></svg>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = px.box(data_raw.sort_values(by='videos_count', ascending=False),\n",
    "             x=\"category_title\",\n",
    "             y=\"videos_count\",\n",
    "             color='category_title',\n",
    "             hover_name='category_title',\n",
    "             labels={\n",
    "                 'category_title': 'Video Categories',\n",
    "                 'videos_count': 'Number of videos',\n",
    "             },\n",
    "             title=\"The distribution of the number of videos in the trending section by the category\")\n",
    "fig.show('svg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">***Conclusion:***\n",
    "* The dataset has been processed and still has outliers in the `videos_count` variable. But now I'm not sure that we have to continue to clean our dataset of them. I'd rather ask the management what to do with them.\n",
    "* Meanwhile, let's consider our dataset as if it is ready for further exploration and preparation of dashboards for decision making.\n",
    "\n",
    "* According to the assignment, dashboards should be created on the Tableau platform. For this, we need a a comma-separated values (*csv) file.\n",
    "\n",
    " So let's write our dataset to a csv file."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Store data to the *csv file:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success: file trending_by_time.csv was created.\n"
     ]
    }
   ],
   "source": [
    "file_name = 'trending_by_time.csv'\n",
    "\n",
    "write_df_to_csv(data_raw, target_dir, file_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File exist.\n"
     ]
    }
   ],
   "source": [
    "# checking the result:\n",
    "check_file_exist(target_dir, file_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">***Now, let's continue exploring our dataset and create a dashboard in Tableau public.***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Link to the Dashboard on the Tableau Public Platform](https://public.tableau.com/profile/aliona808#!/vizhome/VideoTrendsonYouTube/VideoTrendsonYouTubeNov2017-Jun2018)"
   ]
  }
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