TalkingAndSeeingScience.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               Frequency  responded yes to Q6  responded no to Q6\n",
      "0              Every day                  624                   2\n",
      "1   Once or twice a week                  429                   2\n",
      "2  Once or twice a month                   82                   2\n",
      "3   Once or twice a year                   17                   2\n",
      "4                  Never                   11                   1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ymq56388\\AppData\\Local\\Temp\\ipykernel_32572\\66067063.py:13: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  df['responded yes to Q6'][i] = qrdf[qrdf['Q4']==df['Frequency'][i]][qrdf['Q6']=='Yes'].count()['Q6']\n",
      "C:\\Users\\ymq56388\\AppData\\Local\\Temp\\ipykernel_32572\\66067063.py:13: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['responded yes to Q6'][i] = qrdf[qrdf['Q4']==df['Frequency'][i]][qrdf['Q6']=='Yes'].count()['Q6']\n",
      "C:\\Users\\ymq56388\\AppData\\Local\\Temp\\ipykernel_32572\\66067063.py:14: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  df['responded no to Q6'][i] = qrdf[qrdf['Q4']==df['Frequency'][i]][qrdf['Q6']=='No'].count()['Q6']\n",
      "C:\\Users\\ymq56388\\AppData\\Local\\Temp\\ipykernel_32572\\66067063.py:14: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['responded no to Q6'][i] = qrdf[qrdf['Q4']==df['Frequency'][i]][qrdf['Q6']=='No'].count()['Q6']\n",
      "C:\\Users\\ymq56388\\AppData\\Local\\Temp\\ipykernel_32572\\66067063.py:13: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  df['responded yes to Q6'][i] = qrdf[qrdf['Q4']==df['Frequency'][i]][qrdf['Q6']=='Yes'].count()['Q6']\n",
      "C:\\Users\\ymq56388\\AppData\\Local\\Temp\\ipykernel_32572\\66067063.py:13: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['responded yes to Q6'][i] = qrdf[qrdf['Q4']==df['Frequency'][i]][qrdf['Q6']=='Yes'].count()['Q6']\n",
      "C:\\Users\\ymq56388\\AppData\\Local\\Temp\\ipykernel_32572\\66067063.py:14: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  df['responded no to Q6'][i] = qrdf[qrdf['Q4']==df['Frequency'][i]][qrdf['Q6']=='No'].count()['Q6']\n",
      "C:\\Users\\ymq56388\\AppData\\Local\\Temp\\ipykernel_32572\\66067063.py:14: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['responded no to Q6'][i] = qrdf[qrdf['Q4']==df['Frequency'][i]][qrdf['Q6']=='No'].count()['Q6']\n",
      "C:\\Users\\ymq56388\\AppData\\Local\\Temp\\ipykernel_32572\\66067063.py:13: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  df['responded yes to Q6'][i] = qrdf[qrdf['Q4']==df['Frequency'][i]][qrdf['Q6']=='Yes'].count()['Q6']\n",
      "C:\\Users\\ymq56388\\AppData\\Local\\Temp\\ipykernel_32572\\66067063.py:13: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['responded yes to Q6'][i] = qrdf[qrdf['Q4']==df['Frequency'][i]][qrdf['Q6']=='Yes'].count()['Q6']\n",
      "C:\\Users\\ymq56388\\AppData\\Local\\Temp\\ipykernel_32572\\66067063.py:14: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  df['responded no to Q6'][i] = qrdf[qrdf['Q4']==df['Frequency'][i]][qrdf['Q6']=='No'].count()['Q6']\n",
      "C:\\Users\\ymq56388\\AppData\\Local\\Temp\\ipykernel_32572\\66067063.py:14: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['responded no to Q6'][i] = qrdf[qrdf['Q4']==df['Frequency'][i]][qrdf['Q6']=='No'].count()['Q6']\n",
      "C:\\Users\\ymq56388\\AppData\\Local\\Temp\\ipykernel_32572\\66067063.py:13: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  df['responded yes to Q6'][i] = qrdf[qrdf['Q4']==df['Frequency'][i]][qrdf['Q6']=='Yes'].count()['Q6']\n",
      "C:\\Users\\ymq56388\\AppData\\Local\\Temp\\ipykernel_32572\\66067063.py:13: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['responded yes to Q6'][i] = qrdf[qrdf['Q4']==df['Frequency'][i]][qrdf['Q6']=='Yes'].count()['Q6']\n",
      "C:\\Users\\ymq56388\\AppData\\Local\\Temp\\ipykernel_32572\\66067063.py:14: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  df['responded no to Q6'][i] = qrdf[qrdf['Q4']==df['Frequency'][i]][qrdf['Q6']=='No'].count()['Q6']\n",
      "C:\\Users\\ymq56388\\AppData\\Local\\Temp\\ipykernel_32572\\66067063.py:14: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['responded no to Q6'][i] = qrdf[qrdf['Q4']==df['Frequency'][i]][qrdf['Q6']=='No'].count()['Q6']\n",
      "C:\\Users\\ymq56388\\AppData\\Local\\Temp\\ipykernel_32572\\66067063.py:13: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  df['responded yes to Q6'][i] = qrdf[qrdf['Q4']==df['Frequency'][i]][qrdf['Q6']=='Yes'].count()['Q6']\n",
      "C:\\Users\\ymq56388\\AppData\\Local\\Temp\\ipykernel_32572\\66067063.py:13: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['responded yes to Q6'][i] = qrdf[qrdf['Q4']==df['Frequency'][i]][qrdf['Q6']=='Yes'].count()['Q6']\n",
      "C:\\Users\\ymq56388\\AppData\\Local\\Temp\\ipykernel_32572\\66067063.py:14: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  df['responded no to Q6'][i] = qrdf[qrdf['Q4']==df['Frequency'][i]][qrdf['Q6']=='No'].count()['Q6']\n",
      "C:\\Users\\ymq56388\\AppData\\Local\\Temp\\ipykernel_32572\\66067063.py:14: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['responded no to Q6'][i] = qrdf[qrdf['Q4']==df['Frequency'][i]][qrdf['Q6']=='No'].count()['Q6']\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "# Load Print and play data\n",
    "qrdf = pd.read_csv(\"data/Questionaire_Responces.csv\")\n",
    "\n",
    "# Build new database\n",
    "d = {'Frequency': ['Every day', 'Once or twice a week', 'Once or twice a month', 'Once or twice a year', 'Never'],\n",
    "     'responded yes to Q6': [-1,-1,-1,-1,-1],\n",
    "     'responded no to Q6': [-1,-1,-1,-1,-1]}\n",
    "df = pd.DataFrame(data=d)\n",
    "\n",
    "\n",
    "for i in range(5):\n",
    "    df['responded yes to Q6'][i] = qrdf[qrdf['Q4']==df['Frequency'][i]][qrdf['Q6']=='Yes'].count()['Q6']\n",
    "    df['responded no to Q6'][i] = qrdf[qrdf['Q4']==df['Frequency'][i]][qrdf['Q6']=='No'].count()['Q6']\n",
    "\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                Frequency  responded yes to Q6  responded no to Q6\n",
      "0               Every day                  624                   2\n",
      "1   Once or twice\\na week                  429                   2\n",
      "2  Once or twice\\na month                   82                   2\n",
      "3   Once or twice\\na year                   17                   2\n",
      "4                   Never                   11                   1\n"
     ]
    }
   ],
   "source": [
    "df['Frequency'] = df['Frequency'].str.replace('twice ','twice\\n')\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import math\n",
    "def autolabel(rects):\n",
    "    \"\"\"Attach a text label above each bar in *rects*, displaying its height.\"\"\"\n",
    "    for rect in rects:\n",
    "        height = rect.get_height()\n",
    "        ax.annotate('{}'.format(height),\n",
    "                    xy=(rect.get_x() + rect.get_width() / 2, height),\n",
    "                    xytext=(0, 3),  # 3 points vertical offset\n",
    "                    textcoords=\"offset points\",\n",
    "                    ha='center', va='bottom')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.pylab as pl\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6, 4), dpi=300)\n",
    "\n",
    "x = np.arange(len(df['Frequency']))  # the label locations\n",
    "width = 0.40  # the width of the bars\n",
    "\n",
    "bar1 = ax.bar(x - width/2, df['responded yes to Q6'], width=width, color=pl.cm.viridis(0.25), label='Did see science day to day')\n",
    "bar2 = ax.bar(x + width/2, df['responded no to Q6'], width=width, color=pl.cm.viridis(0.75), label='Did not see science day to day')\n",
    "ax.set_xlabel('Frequency of Talking about Science')\n",
    "ax.set_xticks(x)\n",
    "ax.set_xticklabels(df['Frequency'], rotation=35, ha='right')\n",
    "\n",
    "ax.set_ylabel('Number of respondents')\n",
    "ax.set_ylim(-25,700)\n",
    "ax.set_title(\"How often people talk about science and whether they\\nsee science in their day to day lives\")\n",
    "\n",
    "# Tweak spacing to prevent clipping of ylabel\n",
    "fig.tight_layout()\n",
    "\n",
    "#Set labeles out at the moment\n",
    "autolabel(bar1)\n",
    "autolabel(bar2)\n",
    "\n",
    "\n",
    "#legend\n",
    "handles, labels = ax.get_legend_handles_labels()\n",
    "plt.legend(handles, labels)\n",
    "plt.tight_layout()\n",
    "plt.savefig('figures/TalkingandSeeingScience.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}