SANE case - Speaker and Face analysis for elections.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This fictitious case study is based on a real-life study of election data. It allows you to explore a sample of data. Think carefully about what you see. Can you trust the results? What questions do you need to ask about the code and the data?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 449,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import json\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as mticker\n",
    "import operator\n",
    "from ArchiveAnalysis import PersonAnalyser\n",
    "from datetime import datetime, timedelta, timezone\n",
    "import csv\n",
    "import locale\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 450,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotYAgainstXAsBarChart(x_values, y_values, chart_title, x_axis_label, y_axis_label, vertical_labels):\n",
    "    fig = plt.figure(figsize=(15, 5))\n",
    "    ax = fig.add_subplot(111)\n",
    "    bar_colors = ['tab:blue']\n",
    "    \n",
    "    ax.bar(x_values, y_values, color=bar_colors)\n",
    "    ax.set_xlabel(x_axis_label)   \n",
    "    ax.set_ylabel(y_axis_label)\n",
    "    ax.set_title(chart_title)\n",
    "    plt.xticks(range(len(x_values)), x_values, rotation='vertical' if vertical_labels else 'horizontal')\n",
    "    \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 451,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotStackedBarChart(x_values, lists_of_y_values, category_labels, chart_title, x_axis_label, y_axis_label, vertical_labels):\n",
    "    stacked_data = {}\n",
    "    for i, label in enumerate(category_labels):\n",
    "        stacked_data[label] = lists_of_y_values[i]\n",
    "    width = 0.5\n",
    "    \n",
    "    fig = plt.figure(figsize=(15, 5))\n",
    "    ax = fig.add_subplot(111)\n",
    "    bottom = np.zeros(len(x_values))\n",
    "    for category, count in stacked_data.items():\n",
    "        p = ax.bar(range(len(x_values)), count, width, label=category, bottom=bottom)\n",
    "        bottom += count\n",
    "    \n",
    "    ax.set_title(chart_title)\n",
    "    ax.set_xlabel(x_axis_label)   \n",
    "    ax.set_ylabel(y_axis_label)\n",
    "    ax.legend(loc=\"upper right\")\n",
    "    plt.xticks(range(len(x_values)), x_values, rotation='vertical' if vertical_labels else 'horizontal')\n",
    "    \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 452,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotAppearancesPerCategoryValue(category, categoryLabel, vertical_labels):\n",
    "    \"\"\"Function to plot the counts per value in the given category. categoryLabel is used in the graph titles\"\"\"\n",
    "    categoryValues, counts = personAnalyser.countAppearancesPerColumnValue(category, \"Date\", sortColumn=\"Date\")\n",
    "    plotYAgainstXAsBarChart(\n",
    "        categoryValues, \n",
    "        counts, \"Number of appearances per %s\"%categoryLabel, \n",
    "        categoryLabel.capitalize(), \"Number of appearances\", vertical_labels)  \n",
    "    return categoryValues, counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 453,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotAveragesPerCategoryValue(valueLabel, category, categoryLabel, vertical_labels):\n",
    "    \"\"\"Function to plot the averages of the values in the valueLabel column per value in the given category. \n",
    "    categoryLabel is used in the graph titles\"\"\"\n",
    "    categoryValues, averages = personAnalyser.calculateAverageTimePerColumnValue(category, [valueLabel], sortColumn=valueLabel)\n",
    "    plotYAgainstXAsBarChart(\n",
    "    categoryValues, \n",
    "    averages[0], \"Average %s per %s\"%(valueLabel, categoryLabel), categoryLabel.capitalize(), \"Average %s\"%(valueLabel), vertical_labels)  \n",
    "    return categoryValues, averages[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 454,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotTotalsPerCategoryValue(valueLabel, category, categoryLabel, vertical_labels):\n",
    "    \"\"\"Function to plot the totals of the values in the valueLabel column per value in the given category. \n",
    "    categoryLabel is used in the graph titles\"\"\"\n",
    "    categoryValues, totals = personAnalyser.calculateTotalTimePerColumnValue(category, [valueLabel], sortColumn=valueLabel)\n",
    "    plotYAgainstXAsBarChart(\n",
    "    categoryValues, \n",
    "    totals[0], \"Total %s per %s\"%(valueLabel, categoryLabel), categoryLabel.capitalize(), \"Total %s\"%(valueLabel), vertical_labels)  \n",
    "    return categoryValues, totals[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Read in the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 455,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    Unnamed: 0                                  Name Gender             Party  \\\n",
      "0            0  Veldhoven-van der Meer, Stientje van      V               D66   \n",
      "1            1                        Zanen, Jan van      M               VVD   \n",
      "2            2                       Dijkhoff, Klaas      M               VVD   \n",
      "3            3                        Jonge, Hugo de      M               CDA   \n",
      "4            4                        Blokhuis, Paul      M                CU   \n",
      "..         ...                                   ...    ...               ...   \n",
      "66          66                       Mos, Richard de      M       CODE ORANJE   \n",
      "67          67                      Aboutaleb, Ahmed      M              PvdA   \n",
      "68          68                        Wilders, Geert      M               PVV   \n",
      "69          69                     Nanninga, Annabel      V  Fractie-Nanninga   \n",
      "70          70                      Aboutaleb, Ahmed      M              PvdA   \n",
      "\n",
      "           Party ideology           Party role       Programme        Date  \\\n",
      "0                centrism           government          1 op 1  2021-02-03   \n",
      "1            centre-right           government          1 op 1  2021-02-10   \n",
      "2            centre-right           government          1 op 1  2021-02-11   \n",
      "3            centre-right           government          1 op 1  2021-02-12   \n",
      "4                centrism           government          1 op 1  2021-02-16   \n",
      "..                    ...                  ...             ...         ...   \n",
      "66               centrism                other  De nieuwe maan  2021-03-05   \n",
      "67            centre-left  leftwing opposition  De nieuwe maan  2021-03-05   \n",
      "68  right-wing (populist)  populist opposition  De nieuwe maan  2021-03-05   \n",
      "69  right-wing (populist)                other  De nieuwe maan  2021-03-12   \n",
      "70            centre-left  leftwing opposition  De nieuwe maan  2021-03-12   \n",
      "\n",
      "                                            Week  Time face recognised (s)  \\\n",
      "0    woensdag 03 februari t/m dinsdag 9 februari                      0.00   \n",
      "1   woensdag 10 februari t/m dinsdag 16 februari                      0.00   \n",
      "2   woensdag 10 februari t/m dinsdag 16 februari                      0.00   \n",
      "3   woensdag 10 februari t/m dinsdag 16 februari                      0.00   \n",
      "4   woensdag 10 februari t/m dinsdag 16 februari                      0.00   \n",
      "..                                           ...                       ...   \n",
      "66               woensdag 03 t/m dinsdag 9 maart                    263.12   \n",
      "67               woensdag 03 t/m dinsdag 9 maart                      2.08   \n",
      "68               woensdag 03 t/m dinsdag 9 maart                      0.52   \n",
      "69              woensdag 10 t/m dinsdag 16 maart                    432.12   \n",
      "70              woensdag 10 t/m dinsdag 16 maart                     37.44   \n",
      "\n",
      "    Time voice recognised (s)  Total time recognised (s)   Type  \n",
      "0                       55.00                      55.00  audio  \n",
      "1                      911.00                     911.00  audio  \n",
      "2                      940.04                     940.04  audio  \n",
      "3                       60.00                      60.00  audio  \n",
      "4                      780.56                     780.56  audio  \n",
      "..                        ...                        ...    ...  \n",
      "66                       0.00                     263.12  video  \n",
      "67                       0.00                       2.08  video  \n",
      "68                       0.00                       0.52  video  \n",
      "69                     480.56                     912.68  video  \n",
      "70                      45.00                      82.44  video  \n",
      "\n",
      "[71 rows x 13 columns]\n"
     ]
    }
   ],
   "source": [
    "appearances = pd.read_csv(\"appearances.csv\", sep=';')\n",
    "personAnalyser = PersonAnalyser.PersonAnalyser(appearances)\n",
    "totalNumberOfAppearances = personAnalyser.countRowsInDataframe()\n",
    "totalFaceTime = personAnalyser.getColumnTotal(\"Time face recognised (s)\")\n",
    "totalSpeakerTime = personAnalyser.getColumnTotal(\"Time voice recognised (s)\")\n",
    "totalTime = personAnalyser.getColumnTotal(\"Total time recognised (s)\")\n",
    "print(appearances)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Number of appearances by a politician"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 456,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "category = \"Name\"\n",
    "categoryLabel = \"person\"\n",
    "names, appearanceCounts = plotAppearancesPerCategoryValue(category, categoryLabel, True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Length of appearance time for politician"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 457,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "keysList, valuesLists = personAnalyser.calculateTimeBreakdownPerColumnValue(\"Name\", [\"Time face recognised (s)\", \"Time voice recognised (s)\"], sortColumn=\"Total time recognised (s)\")\n",
    "namesList = [\"Face\", \"Speaker\"]\n",
    "plotStackedBarChart(keysList, valuesLists, namesList, \"Time appeared (s) for all politicians\", \"Person\", \"Time appeared (s)\", True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Number of appearances per gender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 458,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "category = \"Gender\"\n",
    "categoryLabel = \"gender\"\n",
    "genders, counts = plotAppearancesPerCategoryValue(category, categoryLabel, False)\n",
    "maleAppearanceCounts = counts[genders.index(\"M\")]   \n",
    "femaleAppearanceCounts = counts[genders.index(\"V\")]  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Average onscreen time per gender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 459,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "valueLabel = \"Time face recognised (s)\"\n",
    "category = \"Gender\"\n",
    "categoryLabel = \"Gender\"\n",
    "genders, averages = plotAveragesPerCategoryValue(valueLabel, category, categoryLabel, False)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Average speaking time per gender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 460,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "valueLabel = \"Time voice recognised (s)\"\n",
    "category = \"Gender\"\n",
    "categoryLabel = \"Gender\"\n",
    "genders, averages = plotAveragesPerCategoryValue(valueLabel, category, categoryLabel, False)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Speaking time along the political spectrum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 461,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "valueLabel = \"Time voice recognised (s)\"\n",
    "category = categoryLabel = \"Party\"\n",
    "parties, partyTimes = plotTotalsPerCategoryValue(valueLabel, category, categoryLabel, True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 462,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "valueLabel = \"Time voice recognised (s)\"\n",
    "category = categoryLabel = \"Party ideology\"\n",
    "ideologies, ideologyTimes = plotTotalsPerCategoryValue(valueLabel, category, categoryLabel, True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "task-oriented-notebooks",
   "language": "python",
   "name": "task-oriented-notebooks"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}