06 Capstone 1 plotting differences from average.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### This Notebook will <li> sort the values of differences from estimated submissions by state <li> draw a lollipop chart of the values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "## import packages and set to display charts in document\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from scipy import stats\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Read in the prepared data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#read in cleaned data comparing proportion\n",
    "FCC_pop_comments_perc2 =pd.read_csv('FCC_pop_comments_perc2.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>POPESTIMATE2016</th>\n",
       "      <th>perc_pop</th>\n",
       "      <th>name</th>\n",
       "      <th>abbreviation</th>\n",
       "      <th>State_Abbreviation</th>\n",
       "      <th>filers</th>\n",
       "      <th>perc_comments</th>\n",
       "      <th>diff_prop_pop_prop_com</th>\n",
       "      <th>diff_perc_pop_comments</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4863300</td>\n",
       "      <td>1.51</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>AL</td>\n",
       "      <td>AL</td>\n",
       "      <td>29970</td>\n",
       "      <td>1.53</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>741894</td>\n",
       "      <td>0.23</td>\n",
       "      <td>Alaska</td>\n",
       "      <td>AK</td>\n",
       "      <td>AK</td>\n",
       "      <td>4441</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6931071</td>\n",
       "      <td>2.14</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>AZ</td>\n",
       "      <td>AZ</td>\n",
       "      <td>36573</td>\n",
       "      <td>1.87</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2988248</td>\n",
       "      <td>0.92</td>\n",
       "      <td>Arkansas</td>\n",
       "      <td>AR</td>\n",
       "      <td>AR</td>\n",
       "      <td>15605</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>39250017</td>\n",
       "      <td>12.15</td>\n",
       "      <td>California</td>\n",
       "      <td>CA</td>\n",
       "      <td>CA</td>\n",
       "      <td>216119</td>\n",
       "      <td>11.06</td>\n",
       "      <td>1.09</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   POPESTIMATE2016  perc_pop        name abbreviation State_Abbreviation  \\\n",
       "0          4863300      1.51     Alabama           AL                 AL   \n",
       "1           741894      0.23      Alaska           AK                 AK   \n",
       "2          6931071      2.14     Arizona           AZ                 AZ   \n",
       "3          2988248      0.92    Arkansas           AR                 AR   \n",
       "4         39250017     12.15  California           CA                 CA   \n",
       "\n",
       "   filers  perc_comments  diff_prop_pop_prop_com  diff_perc_pop_comments  \n",
       "0   29970           1.53                   -0.02                   -0.02  \n",
       "1    4441           0.23                    0.00                    0.00  \n",
       "2   36573           1.87                    0.27                    0.27  \n",
       "3   15605           0.80                    0.12                    0.12  \n",
       "4  216119          11.06                    1.09                    1.09  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#explore dataframe\n",
    "FCC_pop_comments_perc2.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Order the data and draw the chart highest value to lowest vertically. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'State')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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OwcvLC3Z2dvj000+r1UTk6emJhg0b4sqVKwDKz8p98MEHsLe3R//+/bF69WqUlJQAKL/Z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\nEEwBAADgCgRTAAAAuMIvCmpTgPPykQ8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1f9e67fbeb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Order by value, highest to lowest\n",
    "ordered_df = FCC_pop_comments_perc2.sort_values(by='diff_perc_pop_comments')\n",
    "state_range = range(1,len(FCC_pop_comments_perc2.index)+1)\n",
    " \n",
    "sns.set()\n",
    "plt.figure( figsize=(10,10), dpi=80)\n",
    "\n",
    "#set color, hlines and lollipop head shape\n",
    "my_color=np.where(ordered_df['diff_perc_pop_comments']<=0, 'orange', 'skyblue')\n",
    "plt.hlines(y=state_range, xmin=0, xmax=ordered_df['diff_perc_pop_comments'], color=my_color)\n",
    "plt.plot(ordered_df['diff_perc_pop_comments'], state_range, \"o\")\n",
    " \n",
    "# Add titles and axis names\n",
    "plt.yticks(state_range, ordered_df['State_Abbreviation'])\n",
    "plt.title(\"Number of Filings by State \\nas they differ from Population Distribution\")\n",
    "plt.xlabel('Difference from National Average')\n",
    "plt.ylabel('State')\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
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