{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Basic charts in pandas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### documentation\n",
    "\n",
    "> https://pandas.pydata.org/pandas-docs/version/0.23.4/generated/pandas.DataFrame.plot.html\n",
    "\n",
    "> https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.plot.hist.html\n",
    "\n",
    "> Source (pubs): https://www.ons.gov.uk/businessindustryandtrade/business/activitysizeandlocation/datasets/publichousesandbarsbylocalauthority\n",
    "\n",
    "> Source (population): https://statswales.gov.wales/Catalogue/Population-and-Migration/Population/Estimates/Local-Authority/populationestimates-by-localauthority-year"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> plots available in pandas\n",
    "\n",
    "\n",
    "        ‘line’ : line plot (default)\n",
    "        ‘bar’ : vertical bar plot\n",
    "        ‘barh’ : horizontal bar plot\n",
    "        ‘hist’ : histogram\n",
    "        ‘box’ : boxplot\n",
    "        ‘kde’ : Kernel Density Estimation plot\n",
    "        ‘density’ : same as ‘kde’\n",
    "        ‘area’ : area plot\n",
    "        ‘pie’ : pie plot\n",
    "        ‘scatter’ : scatter plot\n",
    "        ‘hexbin’ : hexbin plot\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import population data in Wales for 2001, 2018\n",
    "\n",
    "path = '/Users/aidanair/Documents/DATA/ALL_DATASETS/'\n",
    "file = 'wales_population.csv'\n",
    "\n",
    "pop = pd.read_csv(path + file)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>area</th>\n",
       "      <th>pop_one</th>\n",
       "      <th>pop_eighteen</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Isle of Anglesey</td>\n",
       "      <td>67,806</td>\n",
       "      <td>69,961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Gwynedd</td>\n",
       "      <td>116,844</td>\n",
       "      <td>124,178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Conwy</td>\n",
       "      <td>109,674</td>\n",
       "      <td>117,181</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               area  pop_one pop_eighteen\n",
       "0  Isle of Anglesey   67,806       69,961\n",
       "1           Gwynedd  116,844      124,178\n",
       "2             Conwy  109,674      117,181"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pop[:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 22 entries, 0 to 21\n",
      "Data columns (total 3 columns):\n",
      " #   Column        Non-Null Count  Dtype \n",
      "---  ------        --------------  ----- \n",
      " 0   area          22 non-null     object\n",
      " 1   pop_one       22 non-null     object\n",
      " 2   pop_eighteen  22 non-null     object\n",
      "dtypes: object(3)\n",
      "memory usage: 656.0+ bytes\n"
     ]
    }
   ],
   "source": [
    "# check data types \n",
    "\n",
    "pop.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fix integers\n",
    "\n",
    "# remove the ,\n",
    "pop = pop.replace(',','', regex = True)\n",
    "\n",
    "# cast population columns to integers\n",
    "pop.pop_one = pop.pop_one.astype(int)\n",
    "pop.pop_eighteen = pop.pop_eighteen.astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 22 entries, 0 to 21\n",
      "Data columns (total 3 columns):\n",
      " #   Column        Non-Null Count  Dtype \n",
      "---  ------        --------------  ----- \n",
      " 0   area          22 non-null     object\n",
      " 1   pop_one       22 non-null     int64 \n",
      " 2   pop_eighteen  22 non-null     int64 \n",
      "dtypes: int64(2), object(1)\n",
      "memory usage: 656.0+ bytes\n",
      "None\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>area</th>\n",
       "      <th>pop_one</th>\n",
       "      <th>pop_eighteen</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Isle of Anglesey</td>\n",
       "      <td>67806</td>\n",
       "      <td>69961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Gwynedd</td>\n",
       "      <td>116844</td>\n",
       "      <td>124178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Conwy</td>\n",
       "      <td>109674</td>\n",
       "      <td>117181</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               area  pop_one  pop_eighteen\n",
       "0  Isle of Anglesey    67806         69961\n",
       "1           Gwynedd   116844        124178\n",
       "2             Conwy   109674        117181"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check datatypes again\n",
    "\n",
    "print(pop.info())\n",
    "pop[:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bar chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# use area names column as index (instead of row numbers) - this will label the x axis\n",
    "\n",
    "pop.set_index('area', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pop_one</th>\n",
       "      <th>pop_eighteen</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>area</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Isle of Anglesey</th>\n",
       "      <td>67806</td>\n",
       "      <td>69961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gwynedd</th>\n",
       "      <td>116844</td>\n",
       "      <td>124178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Conwy</th>\n",
       "      <td>109674</td>\n",
       "      <td>117181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Denbighshire</th>\n",
       "      <td>93070</td>\n",
       "      <td>95330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flintshire</th>\n",
       "      <td>148629</td>\n",
       "      <td>155593</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  pop_one  pop_eighteen\n",
       "area                                   \n",
       "Isle of Anglesey    67806         69961\n",
       "Gwynedd            116844        124178\n",
       "Conwy              109674        117181\n",
       "Denbighshire        93070         95330\n",
       "Flintshire         148629        155593"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pop.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# bar chart\n",
    "\n",
    "pop.pop_eighteen.plot(kind = 'bar')\n",
    "\n",
    "# this works a placeholder 'do nothing' but here stops the <AxesSubplot:title ETC. A semicolon also works\n",
    "pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br><br><br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# # horizontal bar chart, with adjusted opacity, title and figure size\n",
    "\n",
    "pop.pop_eighteen.plot(kind = 'barh', alpha = 0.5, figsize=(15,9));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# stacked barchart with title, grid and labels\n",
    "\n",
    "pop[['pop_one','pop_eighteen']].plot(kind = 'barh', \n",
    "                                     figsize=(15,9),\n",
    "                                     title = 'Population estimates mid-2001 & mid-2018 in Wales (by local authority)',\n",
    "                                     grid = True,\n",
    "                                     stacked = False,\n",
    "                                     xlabel = 'Area', \n",
    "                                     ylabel = 'Population');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br><br>\n",
    "## Linechart\n",
    "\n",
    "> using numbers of pubs in Wales by local authority 2001-18"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = '/Users/aidanair/Documents/DATA/ALL_DATASETS/'\n",
    "file = 'wales_pubs_area_2001_18.csv'\n",
    "\n",
    "# give the df a variable name 'years'\n",
    "years = pd.read_csv(path + file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>code</th>\n",
       "      <th>area</th>\n",
       "      <th>2001</th>\n",
       "      <th>2002</th>\n",
       "      <th>2003</th>\n",
       "      <th>2004</th>\n",
       "      <th>2005</th>\n",
       "      <th>2006</th>\n",
       "      <th>2007</th>\n",
       "      <th>2008</th>\n",
       "      <th>2009</th>\n",
       "      <th>2010</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>2016</th>\n",
       "      <th>2017</th>\n",
       "      <th>2018</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>W06000001</td>\n",
       "      <td>Isle of Anglesey</td>\n",
       "      <td>75</td>\n",
       "      <td>85</td>\n",
       "      <td>90</td>\n",
       "      <td>85</td>\n",
       "      <td>85</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>75</td>\n",
       "      <td>70</td>\n",
       "      <td>75</td>\n",
       "      <td>55</td>\n",
       "      <td>60</td>\n",
       "      <td>60</td>\n",
       "      <td>60</td>\n",
       "      <td>60</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>W06000002</td>\n",
       "      <td>Gwynedd</td>\n",
       "      <td>135</td>\n",
       "      <td>135</td>\n",
       "      <td>145</td>\n",
       "      <td>145</td>\n",
       "      <td>135</td>\n",
       "      <td>145</td>\n",
       "      <td>150</td>\n",
       "      <td>160</td>\n",
       "      <td>150</td>\n",
       "      <td>135</td>\n",
       "      <td>130</td>\n",
       "      <td>140</td>\n",
       "      <td>140</td>\n",
       "      <td>140</td>\n",
       "      <td>125</td>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        code              area  2001  2002  2003  2004  2005  2006  2007  \\\n",
       "0  W06000001  Isle of Anglesey    75    85    90    85    85    90    90   \n",
       "1  W06000002           Gwynedd   135   135   145   145   135   145   150   \n",
       "\n",
       "   2008  2009  2010  2011  2012  2013  2014  2015  2016  2017  2018  \n",
       "0    80    80    75    70    75    55    60    60    60    60    60  \n",
       "1   160   150   135   130   140   140   140   125   120   120   120  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "years[:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# delete the 'code' column\n",
    "\n",
    "del years['code']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# set the area name as the index\n",
    "\n",
    "years = years.set_index('area')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>2001</th>\n",
       "      <th>2002</th>\n",
       "      <th>2003</th>\n",
       "      <th>2004</th>\n",
       "      <th>2005</th>\n",
       "      <th>2006</th>\n",
       "      <th>2007</th>\n",
       "      <th>2008</th>\n",
       "      <th>2009</th>\n",
       "      <th>2010</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>2016</th>\n",
       "      <th>2017</th>\n",
       "      <th>2018</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>area</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Isle of Anglesey</th>\n",
       "      <td>75</td>\n",
       "      <td>85</td>\n",
       "      <td>90</td>\n",
       "      <td>85</td>\n",
       "      <td>85</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>75</td>\n",
       "      <td>70</td>\n",
       "      <td>75</td>\n",
       "      <td>55</td>\n",
       "      <td>60</td>\n",
       "      <td>60</td>\n",
       "      <td>60</td>\n",
       "      <td>60</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gwynedd</th>\n",
       "      <td>135</td>\n",
       "      <td>135</td>\n",
       "      <td>145</td>\n",
       "      <td>145</td>\n",
       "      <td>135</td>\n",
       "      <td>145</td>\n",
       "      <td>150</td>\n",
       "      <td>160</td>\n",
       "      <td>150</td>\n",
       "      <td>135</td>\n",
       "      <td>130</td>\n",
       "      <td>140</td>\n",
       "      <td>140</td>\n",
       "      <td>140</td>\n",
       "      <td>125</td>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  2001  2002  2003  2004  2005  2006  2007  2008  2009  2010  \\\n",
       "area                                                                           \n",
       "Isle of Anglesey    75    85    90    85    85    90    90    80    80    75   \n",
       "Gwynedd            135   135   145   145   135   145   150   160   150   135   \n",
       "\n",
       "                  2011  2012  2013  2014  2015  2016  2017  2018  \n",
       "area                                                              \n",
       "Isle of Anglesey    70    75    55    60    60    60    60    60  \n",
       "Gwynedd            130   140   140   140   125   120   120   120  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "years[:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# transpose to set the years as the y axis and rename the vertical axis as 'year'\n",
    "\n",
    "years = years.transpose().rename_axis('year', axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>year</th>\n",
       "      <th>Isle of Anglesey</th>\n",
       "      <th>Gwynedd</th>\n",
       "      <th>Conwy</th>\n",
       "      <th>Denbighshire</th>\n",
       "      <th>Flintshire</th>\n",
       "      <th>Wrexham</th>\n",
       "      <th>Ceredigion</th>\n",
       "      <th>Pembrokeshire</th>\n",
       "      <th>Carmarthenshire</th>\n",
       "      <th>Swansea</th>\n",
       "      <th>...</th>\n",
       "      <th>Vale of Glamorgan</th>\n",
       "      <th>Cardiff</th>\n",
       "      <th>Rhondda Cynon Taf</th>\n",
       "      <th>Caerphilly</th>\n",
       "      <th>Blaenau Gwent</th>\n",
       "      <th>Torfaen</th>\n",
       "      <th>Monmouthshire</th>\n",
       "      <th>Newport</th>\n",
       "      <th>Powys</th>\n",
       "      <th>Merthyr Tydfil</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2001</th>\n",
       "      <td>75</td>\n",
       "      <td>135</td>\n",
       "      <td>105</td>\n",
       "      <td>110</td>\n",
       "      <td>145</td>\n",
       "      <td>130</td>\n",
       "      <td>75</td>\n",
       "      <td>205</td>\n",
       "      <td>225</td>\n",
       "      <td>200</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>220</td>\n",
       "      <td>185</td>\n",
       "      <td>130</td>\n",
       "      <td>45</td>\n",
       "      <td>75</td>\n",
       "      <td>115</td>\n",
       "      <td>105</td>\n",
       "      <td>235</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>85</td>\n",
       "      <td>135</td>\n",
       "      <td>115</td>\n",
       "      <td>120</td>\n",
       "      <td>145</td>\n",
       "      <td>140</td>\n",
       "      <td>80</td>\n",
       "      <td>205</td>\n",
       "      <td>235</td>\n",
       "      <td>230</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>240</td>\n",
       "      <td>195</td>\n",
       "      <td>140</td>\n",
       "      <td>55</td>\n",
       "      <td>85</td>\n",
       "      <td>125</td>\n",
       "      <td>105</td>\n",
       "      <td>230</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "year  Isle of Anglesey  Gwynedd  Conwy  Denbighshire  Flintshire  Wrexham  \\\n",
       "2001                75      135    105           110         145      130   \n",
       "2002                85      135    115           120         145      140   \n",
       "\n",
       "year  Ceredigion  Pembrokeshire  Carmarthenshire  Swansea  ...  \\\n",
       "2001          75            205              225      200  ...   \n",
       "2002          80            205              235      230  ...   \n",
       "\n",
       "year  Vale of Glamorgan  Cardiff  Rhondda Cynon Taf  Caerphilly  \\\n",
       "2001                100      220                185         130   \n",
       "2002                100      240                195         140   \n",
       "\n",
       "year  Blaenau Gwent  Torfaen  Monmouthshire  Newport  Powys  Merthyr Tydfil  \n",
       "2001             45       75            115      105    235              55  \n",
       "2002             55       85            125      105    230              55  \n",
       "\n",
       "[2 rows x 22 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "years[:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot a single column by time\n",
    "\n",
    "years.Conwy.plot(title = 'Number of pubs in Conwy, 2001-18');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot a selection of columns\n",
    "\n",
    "years[['Cardiff', 'Newport', 'Swansea']].plot(figsize = (15, 9), title = 'Number of pubs in Cardiff, Newport & Swansea, 2001-18');\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot a period and several areas\n",
    "\n",
    "years['2008':'2016'][['Ceredigion', 'Pembrokeshire', 'Carmarthenshire']].plot(figsize = (15, 9), \n",
    "                                                                             title = 'Number of pubs in Ceredigion, Carmarthenshire & Pembrokeshire & Swansea, 2008-16');\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br><br>\n",
    "\n",
    "## Scatterplot\n",
    "\n",
    "> Wales pubs and population in 2018: gives a (dependent) variable to set against population: the number of pubs in local authorities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = '/Users/aidanair/Documents/DATA/ALL_DATASETS/'\n",
    "file = 'wales_all.csv'\n",
    "\n",
    "pp = pd.read_csv(path + file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>area</th>\n",
       "      <th>pubs</th>\n",
       "      <th>pop</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Isle of Anglesey</td>\n",
       "      <td>60</td>\n",
       "      <td>69961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Gwynedd</td>\n",
       "      <td>120</td>\n",
       "      <td>124178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Conwy</td>\n",
       "      <td>100</td>\n",
       "      <td>117181</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               area  pubs     pop\n",
       "0  Isle of Anglesey    60   69961\n",
       "1           Gwynedd   120  124178\n",
       "2             Conwy   100  117181"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pp[:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# scatterplot with dotsize (s) and dotcolour (c)\n",
    "\n",
    "pp.plot(kind = 'scatter', \n",
    "        x = 'pop', \n",
    "        y = 'pubs', \n",
    "        figsize=(15,9),\n",
    "        alpha = 0.9,\n",
    "        title = ('Population (mid-2018 estimate) and number of pubs in Wales (by local authority)'),\n",
    "        grid = True,\n",
    "        s = 165, \n",
    "        c = 'r',\n",
    "        xlabel = 'POPULATION',\n",
    "        ylabel = 'PUBS')\n",
    "\n",
    "# save to current directory\n",
    "plt.savefig('wales_pop_pub.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br><br>\n",
    "\n",
    "## Histogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# histogram on a single column\n",
    "\n",
    "pop.pop_eighteen.hist();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# histogram on both cols\n",
    "\n",
    "pop[['pop_one','pop_eighteen']].plot(kind = 'hist', \n",
    "                                     alpha = 0.5, \n",
    "                                     figsize=(15,9),\n",
    "                                     title = 'Population estimates mid-2001 & mid-2018 in Wales (by local authority)',\n",
    "                                     grid = True,\n",
    "                                     stacked = False,\n",
    "                                     bins = 12,\n",
    "                                     xlabel = 'Area', \n",
    "                                     ylabel = 'Population');\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br><br>\n",
    "\n",
    "## Piechart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# piechart\n",
    "\n",
    "pop['pop_one'].plot.pie(figsize=(20,12), title = 'Breakdown of Welsh population in 2001 by local authority');\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br><br>\n",
    "\n",
    "## Boxplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14, 5))\n",
    "\n",
    "pop.boxplot(vert=False, color = 'black')\n",
    "\n",
    "plt.xlabel('\\nxlabel', fontsize = 14)\n",
    "# plt.legend(topleft)\n",
    "\n",
    "plt.title('Population in Wales (2018, 2001)\\n', fontsize = 16)\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# box plots by single column...\n",
    "\n",
    "pop.boxplot('pop_one'); "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pop.boxplot('pop_eighteen');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ... and by df (with default vertical turned off) and colour selected\n",
    "\n",
    "pop.boxplot(vert = False, grid = False, color = 'red');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}