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@mikepqr
Created October 19, 2021 22:17
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{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"id": "4a5c1636",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"id": "189117d7",
"metadata": {},
"source": [
"https://data.gov.uk/dataset/cb7ae6f0-4be6-4935-9277-47e5ce24a11f/road-safety-data"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5c3a36d6",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"casualties = pd.read_csv(\"./dft-road-casualty-statistics-casualty-1979-2020.csv\")\n",
"table = pd.read_excel(\"./Road-Safety-Open-Dataset-Data-Guide.xlsx\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "977a65be",
"metadata": {},
"outputs": [],
"source": [
"accidents = pd.read_csv(\n",
" \"./dft-road-casualty-statistics-accident-1979-2020.csv\",\n",
" usecols=['accident_index', 'date']\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "06ffb928",
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"# according to table:\n",
"# casualty_class == 3 == pedestrian\n",
"# casualty_severity == 1 == death\n",
"\n",
"cc = casualties.query(\n",
" \"casualty_class == 3 and 0 <= age_of_casualty < 18 and casualty_severity in [1]\"\n",
")\n",
"\n",
"cc = (\n",
" cc[['age_of_casualty', 'accident_index']].set_index(\"accident_index\")\n",
" .join(\n",
" accidents[['accident_index', 'date']].set_index(\"accident_index\")\n",
" )\n",
").dropna()\n",
"\n",
"cc.index = pd.to_datetime(cc['date'], format=\"%d/%m/%Y\")\n",
"cc = cc.drop(\"date\", axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "941d4f88",
"metadata": {},
"outputs": [],
"source": [
"count = cc.groupby(cc.index.dayofyear).size()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "f9ba8ca3",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(10,7))\n",
"\n",
"ax = count.plot(ax=ax, label=\"\", color=\"gray\")\n",
"ax.set_xlabel(\"day of year\")\n",
"ax.set_ylabel(\"deaths\")\n",
"ax.set_title(\"Pedestrians age 0 to 18 fatally struck by motor vehicles\\nin the UK 1979-2020\")\n",
"ax.plot( 305, count[305], marker=\"*\", markersize=10, label=\"Halloween\")\n",
"ax.legend()\n",
"ax.set_xlim(0, 365)\n",
"ax.set_ylim(0, None)\n",
"\n",
"fig.savefig(\"uk.png\", bbox_inches=\"tight\", facecolor='white')"
]
}
],
"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": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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