Skip to content

Instantly share code, notes, and snippets.

@mikeskaug
Created February 22, 2016 20:01
Show Gist options
  • Save mikeskaug/8984e8110c9dd7fcc84c to your computer and use it in GitHub Desktop.
Save mikeskaug/8984e8110c9dd7fcc84c to your computer and use it in GitHub Desktop.
Analysis and Visualization of Data from Accidents in North American Mountaineering 1951-2014
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#Analysis of Accidents in North American Mountineering\n",
"Analysis and visual summary of accident data collected in [Accidents in North American Mountaineering](https://www.americanalpineclub.org/p/anam) (ANAM) from 1951 to 2014. ANAM is published annualy by the [American Alpine Club](https://www.americanalpineclub.org/). The data is included here in three Excel spreadsheets. Have fun and come up with your own analysis!\n",
"\n",
"###Dependencies:\n",
"```\n",
"Python 3\n",
"```\n",
"Python libraries:\n",
"```\n",
"math\n",
"pandas\n",
"matplotlib\n",
"numpy\n",
"shapefile\n",
"shapely\n",
"squarify\n",
"windrose\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Load Libraries\n",
"Load python libraries for plotting (matplotlib), data analysis (numpy, pandas), mapping (Basemap) and spatial manipulation (shapefile, shapely)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import math\n",
"import numpy as np\n",
"import pandas as pd\n",
"%run pretty_breaks.py\n",
"\n",
"import matplotlib as mpl\n",
"import matplotlib.colors as mcolors\n",
"from matplotlib.patches import Polygon as plt_poly\n",
"from matplotlib.collections import PatchCollection\n",
"from matplotlib.patches import PathPatch\n",
"from mpl_toolkits.basemap import Basemap\n",
"import shapefile\n",
"\n",
"from shapely.geometry import Polygon as Shp_poly\n",
"from shapely.ops import unary_union"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Data Munge\n",
"Import the spreadsheet data into a pandas dataframe, extract the relavent columns and label them\n",
"Aggregate the data across all years 1951-2014\n",
"Join two regions to form a more sensible group\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#load data and reshape into Pandas dataframe\n",
"tb2 = pd.ExcelFile('ANAM_1951-2014_byregion.xlsx')\n",
"tb2 = tb2.parse('Sheet1')\n",
"can_thru2013 = tb2[['Unnamed: 0','Unnamed: 1','Unnamed: 2','Unnamed: 3']].loc[4:12]\n",
"usa_thru2013 = tb2[['Unnamed: 0','Unnamed: 1','Unnamed: 2','Unnamed: 3']].loc[15:26]\n",
"can_2014 = tb2[['Unnamed: 0','Unnamed: 4','Unnamed: 5','Unnamed: 6']].loc[4:12]\n",
"usa_2014 = tb2[['Unnamed: 0','Unnamed: 4','Unnamed: 5','Unnamed: 6']].loc[15:26]\n",
"can_thru2013.columns = ['region','accidents','deaths','persons']\n",
"usa_thru2013.columns = ['region','accidents','deaths','persons']\n",
"can_2014.columns = ['region','accidents','deaths','persons']\n",
"usa_2014.columns = ['region','accidents','deaths','persons']\n",
"states = [['Alaska'],\n",
" ['Arizona','Nevada','Texas'],\n",
" ['Indiana','Ohio','Maine','New Hampshire','Vermont','Massachusetts','New York','Pennsylvania','Rhode Island','Connecticut','New Jersey','Delaware','Maryland'],\n",
" ['Virginia','South Carolina','North Carolina','Kentucky','Georgia','Florida','West Virginia','Tennessee','Alabama'],\n",
" ['California'],\n",
" ['Minnesota','South Dakota','Michigan','Wisconsin','North Dakota','Iowa','Illinois','Kansas','Nebraska','Missouri','Oklahoma','Mississippi','Arkansas','Louisiana'],\n",
" ['Colorado'],\n",
" ['Montana','Idaho'],\n",
" ['Oregon'],\n",
" ['Utah','New Mexico'],\n",
" ['Washington'],\n",
" ['Wyoming']]\n",
"usa_thru2013['states'] = states\n",
"usa_2014['states'] = states\n",
"\n",
"provinces = [['Alberta'],['British Columbia'],['Yukon'],['New Brunswick'],['Ontario'],['Québec'],['Nunavut','Newfoundland and Labrador','Nova Scotia'],['Northwest Territories'],['practice']]\n",
"can_thru2013['states'] = provinces\n",
"can_2014['states'] = provinces\n",
"\n",
"thru2013 = pd.concat([usa_thru2013,can_thru2013])\n",
"thru2013 = thru2013.convert_objects(convert_numeric=True) #convert 'n/a' string to python NaN\n",
"year_2014 = pd.concat([usa_2014,can_2014])\n",
"year_2014 = year_2014.convert_objects(convert_numeric=True)\n",
"\n",
"allDates = thru2013.copy()\n",
"allDates['accidents'] = thru2013.accidents + year_2014.accidents.fillna(0)\n",
"allDates['deaths'] = thru2013.deaths + year_2014.deaths.fillna(0)\n",
"allDates['persons'] = thru2013.persons + year_2014.persons.fillna(0)\n",
"\n",
"#join AZ,NV, TX with UT, NM\n",
"allDatesJoin = allDates.copy()\n",
"allDatesJoin.iloc[1] = allDatesJoin.iloc[1] + allDatesJoin.iloc[9]\n",
"allDatesJoin = allDatesJoin.drop(allDatesJoin.index[[9]])\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Draw a chloropleth map \n",
"Color indicates the number of accidents in each geographic region"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAsEAAAJ6CAYAAADJvJ/CAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCFUnkuAQQgghhFB1/h/o1ZUHx2LzDAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10a04af28>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"map = Basemap(llcrnrlon=-135,llcrnrlat=5,urcrnrlon=-5,urcrnrlat=70,projection='aea',lat_1=33,lat_2=45,lon_0=-95)\n",
" \n",
"fig = plt.figure(figsize=(12,12))\n",
"ax = fig.add_axes([0.1,0.1,0.8,0.8])\n",
"\n",
"map.readshapefile('./countries/ne_50m_admin_0_countries', 'countries', drawbounds = True)\n",
"map.readshapefile('./states/ne_50m_admin_1_states_provinces_lakes', 'states', drawbounds = False)\n",
"\n",
"cm = plt.get_cmap('Reds')\n",
"num_colors = 5\n",
"scheme = [cm(i / num_colors) for i in range(num_colors)]\n",
"\n",
"df = allDatesJoin #which data to map\n",
"values = df.accidents.astype('float64').values\n",
"#bins = np.linspace(values.min(), values.max(), num_colors).round() #for linearly spaced bins\n",
"bins = jenks(values,num_colors) #use jenks binning algorithm, note: jenks sorts the values list\n",
"bins[num_colors] = bins[num_colors]+1\n",
"df['bin'] = np.digitize(df.accidents.astype('float64').values, bins)\n",
"\n",
"\n",
"#draw colored patches\n",
"patches = []\n",
"colors = []\n",
"for info, shape in zip(map.states_info, map.states):\n",
" color = '#dddddd'\n",
" for idx,states in enumerate(df['states'].values):\n",
" if info['name'] in states:\n",
" color = scheme[df.iloc[idx]['bin']-1]\n",
"\n",
" patches = [plt_poly(np.array(shape), True)]\n",
" pc = PatchCollection(patches , edgecolor='none', alpha = 1.0, linewidths=1., zorder=2)\n",
" pc.set_facecolor(color)\n",
" ax.add_collection(pc)\n",
" \n",
"#draw borders around regions \n",
"for idx,states in enumerate(df['states'].values):\n",
" polygons = []\n",
" for info, shape in zip(map.states_info, map.states):\n",
" if info['name'] in states:\n",
" polygons.append(Shp_poly(np.array(shape)))\n",
" \n",
" try:\n",
" borders = polygons[0]\n",
" for poly in polygons[1:]:\n",
" borders = borders.union(poly)\n",
" except IndexError:\n",
" borders = polygons\n",
" \n",
" try:\n",
" for border in borders:\n",
" patches = [plt_poly(np.array(border.exterior), True)]\n",
" bc = PatchCollection(patches , edgecolor='k', facecolor='none', alpha = 1.0, linewidths=1., zorder=3)\n",
" ax.add_collection(bc)\n",
" except TypeError:\n",
" patches = [plt_poly(np.array(borders.exterior), True)]\n",
" bc = PatchCollection(patches , edgecolor='k', facecolor='none', alpha = 1.0, linewidths=1., zorder=3)\n",
" ax.add_collection(bc)\n",
"\n",
"# Draw color legend.\n",
"ax_legend = fig.add_axes([0.2, 0.2, 0.03, 0.3], zorder=3)\n",
"cmap = mpl.colors.ListedColormap(scheme)\n",
"cb = mpl.colorbar.ColorbarBase(ax_legend, cmap=cmap, ticks=None, boundaries=bins, orientation='vertical')\n",
"cb.ax.set_xticklabels([str(i) for i in bins])\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Save Map figure to pdf"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"fig.savefig('map_allDatesJoin_accidents_thru2014.pdf',dpi=150,orientation='landscape',transparent=True, format='pdf')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Create Treemap\n",
"Create a treemap visualization of the different causes of accidents. Import `squarify` library. Accident causes are in \"ANAM_1951-2014_bytype.xlsx\" and were manually transcribed into variables `sub` and `obj` for subjective and objective causes."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(0, 1000)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAVIAAAJhCAYAAAAT0zhxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10cb6f978>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAVIAAAJhCAYAAAAT0zhxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAFHtJREFUeJzt3G3M3fd91/HPt3GzrWtZFA05dxaxIJFiVNgNpLAbLYUS\nQjUlkSYlqdQqmqI+CdsKSGVJH1A/Ki0SW4dQkGDt5lVtkLVBlIqJxc1iaQjRrDShaV2TBMWizmZn\nGmU3QohE/fLg+psenNhpzte5bl8vKfL//zv/c87vd8V6+3eu65yrujsArO8tWz0BgJ1OSAGGhBRg\nSEgBhoQUYEhIAYYuGtKq+nRVna2qZ1bGrqyqY1X1bFU9VlVXrNz2YFU9V1Unq+rWlfEfrqpnltt+\n6c1ZCsDWeL0d6a8kue28sQeSHOvuG5M8vpynqg4luTvJoeU+D1VVLff5F0nu6+4bktxQVec/JsCO\nddGQdvfvJPnmecO3JzmyHB9JcudyfEeSh7v75e4+leT5JO+qqquTvKO7n1yu+7WV+wDseOt8j3R/\nd59djs8m2b8cX5Pk9Mp1p5Nc+xrjLy7jALvC6IdNvfH5Up8xBfa0fWvc52xVXdXdZ5aX7S8t4y8m\nObBy3XXZ2Im+uByvjr/4Wg9cVaIMbJnurte/6tXWCemjSe5N8onlz0dWxj9XVb+QjZfuNyR5sru7\nqv64qt6V5MkkH0jyzy704OsuZKeoqsPdfXir5/Fms87dYy+sMZlt5C4a0qp6OMlPJPn+qvpGkn+U\n5ONJjlbVfUlOJbkrSbr7RFUdTXIiyStJ7u9v/2qp+5P8apLvSfKb3f3v150wwHZz0ZB29/sucNN7\nLnD9x5J87DXG/3OSd77h2QHsAD7ZtPmOb/UENsnxrZ7AJjm+1RPYBMe3egLbXW2nX+xcVb3bv0cK\nbE+T/tiRAgwJKcCQkAIMCSnAkJACDAkpwJCQAgwJKcCQkAIMCSnAkJACDAkpwJCQAgwJKcCQkAIM\nCSnAkJACDAkpwJCQAgwJKcCQkAIMCSnAkJACDAkpwJCQAgwJKcCQkAIMCSnAkJACDAkpwJCQAgwJ\nKcCQkAIMCSnAkJACDAkpwJCQAgwJKcCQkAIMCSnAkJACDAkpwJCQAgwJKcCQkAIMCSnAkJACDAkp\nwJCQAgwJKcCQkAIMCSnAkJACDAkpwJCQAgwJKcCQkAIMCSnAkJACDAkpwJCQAgwJKcCQkAIMCSnA\nkJACDAkpwJCQAgwJKcCQkAIMCSnAkJACDAkpwJCQAgwJKcCQkAIMCSnAkJACDAkpwJCQAgwJKcCQ\nkAIMCSnAkJACDAkpwJCQAgwJKcCQkAIMCSnAkJACDAkpwJCQAgwJKcCQkAIMCSnAkJACDAkpwJCQ\nAgwJKcCQkAIMCSnAkJACDAkpwJCQAgwJKcDQ2iGtqger6mtV9UxVfa6qvquqrqyqY1X1bFU9VlVX\nnHf9c1V1sqpuvTTTB9h6a4W0qq5P8sEkP9Td70xyWZJ7kjyQ5Fh335jk8eU8VXUoyd1JDiW5LclD\nVWU3DOwK68bsj5O8nORtVbUvyduS/F6S25McWa45kuTO5fiOJA9398vdfSrJ80luXnfSANvJWiHt\n7v+R5J8m+e/ZCOj/7O5jSfZ399nlsrNJ9i/H1yQ5vfIQp5Ncu9aMAbaZdV/a//kkfy/J9dmI5Nur\n6v2r13R3J+mLPMzFbgPYMfateb+/kuQ/dvcfJklV/Zskfz3Jmaq6qrvPVNXVSV5arn8xyYGV+1+3\njL1KVR1eOT3e3cfXnCPABVXVLUluuSSPtbFxfMMT+MtJPpvkryb530l+NcmTSf5ckj/s7k9U1QNJ\nrujuB5YfNn0uG98XvTbJF5L8hT7vyauqu7sG6wFYy6Q/a+1Iu/u/VNWvJflSkm8l+XKSf5nkHUmO\nVtV9SU4luWu5/kRVHU1yIskrSe4/P6IAO9VaO9I3ix0psFUm/fFeToAhIQUYElKAISEFGBJSgCEh\nBRgSUoAhIQUYElKAISEFGBJSgCEhBRgSUoAhIQUYElKAISEFGBJSgCEhBRgSUoAhIQUYElKAISEF\nGBJSgCEhBRgSUoAhIQUYElKAISEFGBJSgCEhBRgSUoAhIQUYElKAISEFGBJSgCEhBRgSUoAhIQUY\nElKAISEFGBJSgCEhBRgSUoAhIQUYElKAISEFGBJSgCEhBRgSUoAhIQUYElKAISEFGBJSgCEhBRgS\nUoAhIQUYElKAISEFGBJSgCEhBRgSUoAhIQUYElKAISEFGBJSgCEhBRgSUoAhIQUYElKAISEFGBJS\ngCEhBRgSUoAhIQUYElKAISEFGBJSgCEhBRgSUoAhIQUYElKAISEFGBJSgCEhBRgSUoAhIQUYElKA\nISEFGBJSgCEhBRgSUoAhIQUYElKAISEFGBJSgCEhBRgSUoAhIQUYElKAISEFGBJSgCEhBRgSUoAh\nIQUYElKAISEFGBJSgKG1Q1pVV1TVr1fV16vqRFW9q6qurKpjVfVsVT1WVVesXP9gVT1XVSer6tZL\nM32ArTfZkf5Skt/s7puS/KUkJ5M8kORYd9+Y5PHlPFV1KMndSQ4luS3JQ1VlNwzsCmvFrKq+L8mP\nd/enk6S7X+nuP0pye5Ijy2VHkty5HN+R5OHufrm7TyV5PsnNk4kDbBfr7goPJvmDqvqVqvpyVf2r\nqvreJPu7++xyzdkk+5fja5KcXrn/6STXrvncANvKvsH9fijJz3T371bVJ7O8jD+nu7uq+iKP8Zq3\nVdXhldPj3X18zTkCXFBV3ZLklkvxWOuG9HSS0939u8v5ryd5MMmZqrqqu89U1dVJXlpufzHJgZX7\nX7eMvUp3H15zTgDfsWWTdvzceVV9dN3HWuulfXefSfKNqrpxGXpPkq8l+XySe5exe5M8shw/muSe\nqrq8qg4muSHJk+tOGmA7WXdHmiQ/m+SzVXV5kv+W5KeTXJbkaFXdl+RUkruSpLtPVNXRJCeSvJLk\n/u6+2Mt+gB2jtlPPqqq7u7Z6HsDeM+mP93ICDAkpwJCQAgwJKcCQkAIMCSnAkJACDAkpwJCQAgwJ\nKcCQkAIMCSnAkJACDAkpwJCQAgwJKcCQkAIMCSnAkJACDAkpwJCQAgwJKcCQkAIMCSnAkJACDAkp\nwJCQAgwJKcCQkAIMCSnAkJACDAkpwJCQAgwJKcCQkAIMCSnAkJACDAkpwJCQAgwJKcCQkAIMCSnA\nkJACDAkpwJCQAgwJKcCQkAIMCSnAkJACDAkpwJCQAgwJKcCQkAIMCSnAkJACDAkpwJCQAgwJKcCQ\nkAIMCSnAkJACDAkpwJCQAgwJKcCQkAIMCSnAkJACDAkpwJCQAgwJKcCQkAIMCSnAkJACDAkpwJCQ\nAgwJKcCQkAIMCSnAkJACDAkpwJCQAgwJKcCQkAIMCSnAkJACDAkpwJCQAgwJKcCQkAIMCSnAkJAC\nDAkpwJCQAgwJKcCQkAIMCSnAkJACDAkpwJCQAgwJKcCQkAIMCSnAkJACDAkpwJCQAgwJKcDQKKRV\ndVlVPVVVn1/Or6yqY1X1bFU9VlVXrFz7YFU9V1Unq+rW6cQBtovpjvRDSU4k6eX8gSTHuvvGJI8v\n56mqQ0nuTnIoyW1JHqoqu2FgV1g7ZlV1XZL3JvnlJLUM357kyHJ8JMmdy/EdSR7u7pe7+1SS55Pc\nvO5zA2wnk13hLyb5cJJvrYzt7+6zy/HZJPuX42uSnF657nSSawfPDbBt7FvnTlX1k0le6u6nquqW\n17qmu7uq+rVuO3fJBR778Mrp8e4+vs4cAS5madctl+Kx1gppkh9JcntVvTfJdyf5M1X1mSRnq+qq\n7j5TVVcneWm5/sUkB1buf90y9irdfXjNOQF8x5ZN2vFz51X10XUfa62X9t39ke4+0N0Hk9yT5Le7\n+wNJHk1y73LZvUkeWY4fTXJPVV1eVQeT3JDkyXUnDbCdrLsjPd+5l+kfT3K0qu5LcirJXUnS3Seq\n6mg2fsL/SpL7u/tiL/sBdozaTj2rqu7uev0rAS6tSX+8lxNgSEgBhoQUYEhIAYaEFGBISAGGhBRg\nSEgBhoQUYEhIAYaEFGBISAGGhBRgSEgBhoQUYEhIAYaEFGBISAGGhBRgSEgBhoQUYEhIAYaEFGBI\nSAGGhBRgSEgBhoQUYEhIAYaEFGBISAGGhBRgSEgBhoQUYEhIAYaEFGBISAGGhBRgSEgBhoQUYEhI\nAYaEFGBISAGGhBRgSEgBhoQUYEhIAYaEFGBISAGGhBRgSEgBhoQUYEhIAYaEFGBISAGGhBRgSEgB\nhoQUYEhIAYaEFGBISAGGhBRgSEgBhoQUYEhIAYaEFGBISAGGhBRgSEgBhoQUYEhIAYaEFGBISAGG\nhBRgSEgBhoQUYEhIAYaEFGBISAGGhBRgSEgBhoQUYEhIAYaEFGBISAGGhBRgSEgBhoQUYEhIAYaE\nFGBISAGGhBRgSEgBhoQUYEhIAYaEFGBISAGGhBRgSEgBhoQUYEhIAYb2bfUEzldVvdVzgNfT3bWX\n/q52d231HLazbRfSw4cPb/UUdqxzXztfwzfX6td3L3yt98Iap7y0BxgSUoAhIQUYElKAobVCWlUH\nquqJqvpaVX21qn5uGb+yqo5V1bNV9VhVXbFynwer6rmqOllVt16qBQBstXV3pC8n+fvd/ReT/LUk\nf7eqbkryQJJj3X1jkseX81TVoSR3JzmU5LYkD1WV3TCwK6wVs+4+091PL8d/muTrSa5NcnuSI8tl\nR5LcuRzfkeTh7n65u08leT7JzYN5A2wb411hVV2f5AeTfDHJ/u4+u9x0Nsn+5fiaJKdX7nY6G+EF\n2PFGIa2qtyf5jSQf6u4/Wb2tuzvJxT75sWc+FQLsbmt/sqmq3pqNiH6mux9Zhs9W1VXdfaaqrk7y\n0jL+YpIDK3e/bhl7lSeeeOL/HV9//fU5ePDgulMEuKCquiXJLZfisdYKaVVVkk8lOdHdn1y56dEk\n9yb5xPLnIyvjn6uqX8jGS/obkjz5Wo/97ne/e50pAbwh3X08yfFz51X10XUfa90d6Y8meX+Sr1TV\nU8vYg0k+nuRoVd2X5FSSu5Kku09U1dEkJ5K8kuT+5aU/wI63Vki7+z/kwt9ffc8F7vOxJB9b5/kA\ntrNt99ufYCfxm5FIfEQUYMyOFAb2wo50L6xxyo4UYEhIAYaEFGBISAGGhBRgSEgBhoQUYEhIAYaE\nFGBISAGGhBRgSEgBhoQUYEhIAYaEFGBISAGGhBRgSEgBhoQUYEhIAYaEFGBISAGGhBRgSEgBhoQU\nYEhIAYaEFGBISAGGhBRgSEgBhoQUYEhIAYaEFGBISAGGhBRgSEgBhoQUYEhIAYaEFGBISAGGhBRg\nSEgBhoQUYGjfVk+AS+/w4cNbPQXYU+xIAYbsSHchO9I3l68v5xNSGBBVEi/tAcbsSGFgL+xI98Ia\np+xIAYaEFGBISAGGhBRgSEgBhoQUYEhIAYaEFGBISAGGhBRgSEgBhoQUYEhIAYaEFGBISAGGhBRg\nSEgBhoQUYEhIAYaEFGBISAGGhBRgSEgBhoQUYEhIAYaEFGBISAGGhBRgSEgBhoQUYEhIAYaEFGBI\nSAGGhBRgSEgBhoQUYEhIAYaEFGBISAGGhBRgSEgBhoQUYEhIAYaEFGBISAGGhBRgSEgBhoQUYEhI\nAYaEFGBISAGGhBRgSEgBhoQUYGhTQ1pVt1XVyap6rqp+fjOfG+DNsmkhrarLkvzzJLclOZTkfVV1\n02Y9/3bxwgsvbPUUNoV1spds5o705iTPd/ep7n45yb9OcscmPv+2cOrUqa2ewqawTvaSzQzptUm+\nsXJ+ehkD2NGquzfniap+Kslt3f3B5fz9Sd7V3T+7cs3mTAaGurv20t/X7q6tnsObrap63XXuu9ST\nuYgXkxxYOT+QjV0p7Dh7KaLJ3lvvG7WZO9J9Sf5rkr+Z5PeSPJnkfd399U2ZAMCbZNN2pN39SlX9\nTJLfSnJZkk+JKLAbbNqOFGC32hafbNpNb9Svqk9X1dmqemZl7MqqOlZVz1bVY1V1xcptDy7rPllV\nt27NrN+YqjpQVU9U1deq6qtV9XPL+G5b53dX1Rer6umqOlFV/3gZ31XrTDbe511VT1XV55fz3bjG\nU1X1lWWdTy5jl2ad3b2l/2XjZf7zSa5P8tYkTye5aavnNVjPjyf5wSTPrIz9kyT/cDn++SQfX44P\nLet967L+55O8ZavX8B2s8aokP7Acvz0b3/u+abetc5n725Y/9yX5T0l+bJeu8x8k+WySR5fz3bjG\nF5Jced7YJVnndtiR7qo36nf37yT55nnDtyc5shwfSXLncnxHkoe7++XuPpWN/1k3b8Y8J7r7THc/\nvRz/aZKvZ+M9wbtqnUnS3f9rObw8G//ofzO7bJ1VdV2S9yb55STn3v6zq9a44vy3N12SdW6HkO6F\nN+rv7+6zy/HZJPuX42vy/78FbMetvaquz8YO/IvZheusqrdU1dPZWM8T3f217L51/mKSDyf51srY\nbltjknSSL1TVl6rqg8vYJVnnZr6P9EL21E+7urtf5z15O+brUVVvT/IbST7U3X9S9e1/7HfLOrv7\nW0l+oKq+L8lvVdW7z7t9R6+zqn4yyUvd/VRV3fJa1+z0Na740e7+/ar6s0mOVdXJ1Rsn69wOO9K9\n8Eb9s1V1VZJU1dVJXlrGz1/7dcvYtldVb81GRD/T3Y8sw7tuned09x8l+XdJfji7a50/kuT2qnoh\nycNJ/kZVfSa7a41Jku7+/eXPP0jyb7PxUv2SrHM7hPRLSW6oquur6vIkdyd5dIvndKk9muTe5fje\nJI+sjN9TVZdX1cEkN2TjgwrbWm1sPT+V5ER3f3Llpt22zu8/91PcqvqeJH8ryVPZRevs7o9094Hu\nPpjkniS/3d0fyC5aY5JU1duq6h3L8fcmuTXJM7lU69zqn6QtPyH7O9n4ye/zSR7c6vkM1/JwNj65\n9X+y8b3fn05yZZIvJHk2yWNJrli5/iPLuk8m+dtbPf/vcI0/lo3vpz2djbA8lY1fj7jb1vnOJF9e\n1vmVJB9exnfVOlfm/hP59k/td9Uakxxc/j8+neSr5zpzqdbpDfkAQ9vhpT3AjiakAENCCjAkpABD\nQgowJKQAQ0IKMCSkAEP/F1OtyWGPAZAgAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10d9d68d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import squarify as sq\n",
"\n",
"sub = [4340,1365,626,452,435,249,302,290,131,108,74,84,20] \n",
"obj = [832,477,455,296,240,75]\n",
"sub.sort(reverse=True)\n",
"obj.sort(reverse=True)\n",
"width = 400\n",
"height = 1000\n",
"\n",
"sub_height = height*sum(sub)/(sum(sub)+sum(obj))\n",
"obj_height = height*sum(obj)/(sum(sub)+sum(obj))\n",
"\n",
"sub[:] = [x / sum(sub) *width*sub_height for x in sub]\n",
"obj[:] = [x / sum(obj) *width*obj_height for x in obj]\n",
"\n",
"sub_rects = sq.padded_squarify(sub, 0, 0, width, sub_height)\n",
"obj_rects = sq.padded_squarify(obj, 0, 0, width, obj_height)\n",
"\n",
"#Plot subjective cause treemap\n",
"fig2 = plt.figure(figsize=(5,10))\n",
"ax = fig2.add_axes([0.1,0.1,0.8,0.8])\n",
"\n",
"for rect in sub_rects:\n",
" box = [ [rect['x'],rect['y']], [rect['x']+rect['dx'],rect['y']], [rect['x']+rect['dx'],rect['y']+rect['dy']], [rect['x'],rect['y']+rect['dy']] ]\n",
" patch = plt_poly(np.array(box), closed=True, edgecolor = 'k', facecolor='gray')\n",
" ax.add_patch(patch)\n",
"\n",
"ax.set_xlim(0,500)\n",
"ax.set_ylim(0,1000)\n",
"\n",
"#Plot objective cause treemap\n",
"fig3 = plt.figure(figsize=(5,10))\n",
"ax = fig3.add_axes([0.1,0.1,0.8,0.8])\n",
"\n",
"for rect in obj_rects:\n",
" box = [ [rect['x'],rect['y']], [rect['x']+rect['dx'],rect['y']], [rect['x']+rect['dx'],rect['y']+rect['dy']], [rect['x'],rect['y']+rect['dy']] ]\n",
" patch = plt_poly(np.array(box), closed=True, edgecolor = 'k', facecolor='gray')\n",
" ax.add_patch(patch)\n",
"\n",
"ax.set_xlim(0,500)\n",
"ax.set_ylim(0,1000)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Save figures to pdf"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"fig2.savefig('subjective_dangers_treemap_thru2014.pdf',dpi=150,orientation='portrait',transparent=True, format='pdf')\n",
"fig3.savefig('objective_dangers_treemap_thru2014.pdf',dpi=150,orientation='portrait',transparent=True, format='pdf')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Plot Windrose\n",
"Create windrose visualization of the number of accidents in each month of the year."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAApgAAAKRCAYAAADwPtkBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIfBhLEPdeYUAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10db1d710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from windrose import WindroseAxes\n",
"\n",
"accidents_per_month = [290,291,444,520,1086,1319,2355,1367,2129,556,257,153] #total accidents in each month\n",
"month_angle = 360/12\n",
"month = [(120-(i*month_angle))*np.pi/180 for i in [1,2,3,4,5,6,7,8,9,10,11,12]] \n",
"\n",
"fig4 = plt.figure(figsize=(10,10))\n",
"ax = fig4.add_axes([0.1,0.1,0.8,0.8],projection='polar')\n",
"\n",
"ax.plot(month, accidents_per_month,'ok', linewidth=3)\n",
"ax.set_rmax(3000.0)\n",
"ax.grid(True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Save figures to pdf"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"fig4.savefig('months_rose_thru2014.pdf',dpi=150,orientation='landscape',transparent=True, format='pdf')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"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": "3.4.3"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment