V_UM_top_10_Intersection_lolipop_chart.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "i = pd.read_excel('C:/Users/mjc341/desktop/Plotly/PY_2011-18_by_Intersection.xlsx', dtype =object)"
   ]
  },
  {
   "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>Intersection</th>\n",
       "      <th>LAT</th>\n",
       "      <th>LONG</th>\n",
       "      <th>Frequency of Accidents</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NW 183RD ST &amp; NW MIAMI GARDENS DR</td>\n",
       "      <td>25.9408</td>\n",
       "      <td>-80.2452</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>US 1 &amp; BISCAYNE BLVD</td>\n",
       "      <td>25.8827</td>\n",
       "      <td>-80.1662</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>S DIXIE HWY &amp; US 1</td>\n",
       "      <td>25.679</td>\n",
       "      <td>-80.3173</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Intersection      LAT     LONG Frequency of Accidents\n",
       "0  NW 183RD ST & NW MIAMI GARDENS DR  25.9408 -80.2452                     34\n",
       "1               US 1 & BISCAYNE BLVD  25.8827 -80.1662                     34\n",
       "2                 S DIXIE HWY & US 1   25.679 -80.3173                     23"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "i.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "ordered_i = i.sort_values(by = 'Frequency of Accidents', ascending =False)\n",
    "ordered_i = ordered_i[:10]\n",
    "my_range = range(1,len(ordered_i)+1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "range(1, 11)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_range"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x25a376a7128>]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(figsize = (8,10))\n",
    "import seaborn as sns\n",
    "sns.set_style('darkgrid')\n",
    "plt.hlines(y = my_range, xmin =10,  xmax=ordered_i['Frequency of Accidents'], color='skyblue', linewidth = 6 )\n",
    "plt.yticks(my_range, ordered_i['Intersection'], size = 15)\n",
    "plt.title(\"Top 10 Intersections for Pedestrian and Vehicle Accidents\", loc='center', size = 20)\n",
    "plt.xlabel('Count of Incidents', size = 20)\n",
    "plt.ylabel('Intersection', size = 20)\n",
    "srt = plt.plot(ordered_i['Frequency of Accidents'], my_range, 'o',markersize = 20, markeredgecolor = 'skyblue', markeredgewidth = 1)\n",
    "srt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "f.savefig('V_UM_top10.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:Anaconda3]",
   "language": "python",
   "name": "conda-env-Anaconda3-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}