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@notionparallax
Created March 17, 2018 20:47
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I got a bit miffed that blenders cost so much more outside the USA, and got to thinking about power supply issues; 240v vs 120v etc.. There's a nice post that [explains the why of all this](http://thednetworks.com/2012/06/10/why-does-ukusa-use-110120v-and-others-use-220240v/), but I was interested in the where.\n",
"\n",
"Slightly related, someone did a map of plug types that related them to the various empires (English. Dutch etc.). There are a [few](https://www.wired.com/2008/04/gallery-of-the-2/) articles [about](https://gizmodo.com/5391271/giz-explains-why-every-country-has-a-different-fing-plug) this kind of thing, so people seem to care!\n",
"\n",
"I used some code from this gist: https://gist.github.com/aculich/b34868c098d94d614515 to get the [table from Wikipedia](https://en.wikipedia.org/wiki/Mains_electricity_by_country)."
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {
"code_folding": [],
"collapsed": true
},
"outputs": [],
"source": [
"import os\n",
"import geopandas as gp\n",
"import shapely\n",
"import fiona\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"from pandas.io.html import read_html\n",
"import re\n",
"\n",
"%matplotlib inline\n",
"plt.rcParams['figure.figsize'] = (20, 10)"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {
"code_folding": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"didn't find any infoboxes\n",
"Extracted 1 wikitables\n"
]
}
],
"source": [
"page = 'https://en.wikipedia.org/wiki/Mains_electricity_by_country'\n",
"try:\n",
" infoboxes = read_html(page, index_col=0, attrs={\"class\":\"infobox\"}) # infer_types=False,\n",
" print(\"Extracted {num} infoboxes\".format(num=len(infoboxes)))\n",
"except:\n",
" print(\"didn't find any infoboxes\")\n",
" \n",
"try:\n",
" wikitables = read_html(page, index_col=0, attrs={\"class\":\"wikitable\"})\n",
" print(\"Extracted {num} wikitables\".format(num=len(wikitables)))\n",
"except:\n",
" print(\"didn't find any wikitables\")"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [],
"source": [
"# for wt in wikitables:\n",
"# print(wt)"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [],
"source": [
"power_standards = wikitables[0]\n",
"# power_standards"
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Index(['Plug_type', 'Plug_standard', 'Residential_voltage', 'Frequency',\n",
" 'Comments'],\n",
" dtype='object')\n"
]
},
{
"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>Plug_type</th>\n",
" <th>Plug_standard</th>\n",
" <th>Residential_voltage</th>\n",
" <th>Frequency</th>\n",
" <th>Comments</th>\n",
" </tr>\n",
" <tr>\n",
" <th>0</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>Afghanistan</th>\n",
" <td>C, F</td>\n",
" <td>NaN</td>\n",
" <td>220 V</td>\n",
" <td>50 Hz</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Albania</th>\n",
" <td>C, F</td>\n",
" <td>NaN</td>\n",
" <td>230 V</td>\n",
" <td>50 Hz</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Algeria</th>\n",
" <td>C, F</td>\n",
" <td>NaN</td>\n",
" <td>230 V</td>\n",
" <td>50 Hz</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>American Samoa</th>\n",
" <td>A, B, F, I</td>\n",
" <td>NaN</td>\n",
" <td>120 V</td>\n",
" <td>60 Hz</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Andorra</th>\n",
" <td>C, F</td>\n",
" <td>NaN</td>\n",
" <td>230 V</td>\n",
" <td>50 Hz</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Plug_type Plug_standard Residential_voltage Frequency \\\n",
"0 \n",
"Afghanistan C, F NaN 220 V 50 Hz \n",
"Albania C, F NaN 230 V 50 Hz \n",
"Algeria C, F NaN 230 V 50 Hz \n",
"American Samoa A, B, F, I NaN 120 V 60 Hz \n",
"Andorra C, F NaN 230 V 50 Hz \n",
"\n",
" Comments \n",
"0 \n",
"Afghanistan NaN \n",
"Albania NaN \n",
"Algeria NaN \n",
"American Samoa NaN \n",
"Andorra NaN "
]
},
"execution_count": 97,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# make the top row be the column titles\n",
"new_col_names = [x.replace(\" \", \"_\") for x in power_standards.iloc[0]]\n",
"power_standards.columns = new_col_names\n",
"power_standards.drop(power_standards.index[0], inplace=True)\n",
"print(power_standards.columns)\n",
"power_standards.head()"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def to_numerical(string_voltage):\n",
" \"\"\"Remove any non numerical stuff.\"\"\"\n",
" try:\n",
" v = re.sub(r'V| |\\[\\d+\\]|-', \"\", string_voltage) \n",
" v = v.strip()\n",
" if len(v)>3:\n",
" v = v[:3] # TODO: revisit this and don't throw away the range\n",
" v = int(v)\n",
" return v\n",
" except:\n",
" # print(\"|{}|\".format(string_voltage))\n",
" # strange behaviour, deal with it in a one off way\n",
" return int(string_voltage[:3])"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [
{
"data": {
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VLhq+zI9W1c/WdFraszPtYx9J8rEkl1TVr9V0sekDquqHq+peaxnY/HvruCSvqOli1wdU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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe4ac6196d8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"power_standards[\"res_f\"] = power_standards.Frequency.apply(to_numerical)\n",
"power_standards[\"res_f\"].value_counts().plot(kind=\"bar\", title=\"Frequencies used globally (by number of countries, not per capita)\");"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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BAAAAAAYgAgEAAAAMYM0RqKquWFUfqKo3zT/fpKrOqKpPVtWrq+qgfTdMAAAA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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe4ac67ce80>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"power_standards[\"res_v\"] = power_standards[\"Residential_voltage\"].apply(to_numerical)\n",
"power_standards[\"res_v\"].value_counts().plot(kind=\"bar\", title=\"Voltages used globally (by number of countries, not per capita)\");"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {},
"outputs": [],
"source": [
"world = gp.read_file(gp.datasets.get_path('naturalearth_lowres'))\n",
"# world.plot();"
]
},
{
"cell_type": "code",
"execution_count": 102,
"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>pop_est</th>\n",
" <th>continent</th>\n",
" <th>name</th>\n",
" <th>iso_a3</th>\n",
" <th>gdp_md_est</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>28400000.0</td>\n",
" <td>Asia</td>\n",
" <td>Afghanistan</td>\n",
" <td>AFG</td>\n",
" <td>22270.0</td>\n",
" <td>POLYGON ((61.21081709172574 35.65007233330923,...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>12799293.0</td>\n",
" <td>Africa</td>\n",
" <td>Angola</td>\n",
" <td>AGO</td>\n",
" <td>110300.0</td>\n",
" <td>(POLYGON ((16.32652835456705 -5.87747039146621...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3639453.0</td>\n",
" <td>Europe</td>\n",
" <td>Albania</td>\n",
" <td>ALB</td>\n",
" <td>21810.0</td>\n",
" <td>POLYGON ((20.59024743010491 41.85540416113361,...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4798491.0</td>\n",
" <td>Asia</td>\n",
" <td>United Arab Emirates</td>\n",
" <td>ARE</td>\n",
" <td>184300.0</td>\n",
" <td>POLYGON ((51.57951867046327 24.24549713795111,...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>40913584.0</td>\n",
" <td>South America</td>\n",
" <td>Argentina</td>\n",
" <td>ARG</td>\n",
" <td>573900.0</td>\n",
" <td>(POLYGON ((-65.50000000000003 -55.199999999999...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" pop_est continent name iso_a3 gdp_md_est \\\n",
"0 28400000.0 Asia Afghanistan AFG 22270.0 \n",
"1 12799293.0 Africa Angola AGO 110300.0 \n",
"2 3639453.0 Europe Albania ALB 21810.0 \n",
"3 4798491.0 Asia United Arab Emirates ARE 184300.0 \n",
"4 40913584.0 South America Argentina ARG 573900.0 \n",
"\n",
" geometry \n",
"0 POLYGON ((61.21081709172574 35.65007233330923,... \n",
"1 (POLYGON ((16.32652835456705 -5.87747039146621... \n",
"2 POLYGON ((20.59024743010491 41.85540416113361,... \n",
"3 POLYGON ((51.57951867046327 24.24549713795111,... \n",
"4 (POLYGON ((-65.50000000000003 -55.199999999999... "
]
},
"execution_count": 102,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"world.head()"
]
},
{
"cell_type": "code",
"execution_count": 103,
"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>Plug_type</th>\n",
" <th>Plug_standard</th>\n",
" <th>Residential_voltage</th>\n",
" <th>Frequency</th>\n",
" <th>Comments</th>\n",
" <th>res_f</th>\n",
" <th>res_v</th>\n",
" <th>name</th>\n",
" </tr>\n",
" <tr>\n",
" <th>0</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>Afghanistan</th>\n",
" <td>C, F</td>\n",
" <td>NaN</td>\n",
" <td>220 V</td>\n",
" <td>50 Hz</td>\n",
" <td>NaN</td>\n",
" <td>50</td>\n",
" <td>220</td>\n",
" <td>Afghanistan</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Albania</th>\n",
" <td>C, F</td>\n",
" <td>NaN</td>\n",
" <td>230 V</td>\n",
" <td>50 Hz</td>\n",
" <td>NaN</td>\n",
" <td>50</td>\n",
" <td>230</td>\n",
" <td>Albania</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Algeria</th>\n",
" <td>C, F</td>\n",
" <td>NaN</td>\n",
" <td>230 V</td>\n",
" <td>50 Hz</td>\n",
" <td>NaN</td>\n",
" <td>50</td>\n",
" <td>230</td>\n",
" <td>Algeria</td>\n",
" </tr>\n",
" <tr>\n",
" <th>American Samoa</th>\n",
" <td>A, B, F, I</td>\n",
" <td>NaN</td>\n",
" <td>120 V</td>\n",
" <td>60 Hz</td>\n",
" <td>NaN</td>\n",
" <td>60</td>\n",
" <td>120</td>\n",
" <td>American Samoa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Andorra</th>\n",
" <td>C, F</td>\n",
" <td>NaN</td>\n",
" <td>230 V</td>\n",
" <td>50 Hz</td>\n",
" <td>NaN</td>\n",
" <td>50</td>\n",
" <td>230</td>\n",
" <td>Andorra</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Plug_type Plug_standard Residential_voltage Frequency \\\n",
"0 \n",
"Afghanistan C, F NaN 220 V 50 Hz \n",
"Albania C, F NaN 230 V 50 Hz \n",
"Algeria C, F NaN 230 V 50 Hz \n",
"American Samoa A, B, F, I NaN 120 V 60 Hz \n",
"Andorra C, F NaN 230 V 50 Hz \n",
"\n",
" Comments res_f res_v name \n",
"0 \n",
"Afghanistan NaN 50 220 Afghanistan \n",
"Albania NaN 50 230 Albania \n",
"Algeria NaN 50 230 Algeria \n",
"American Samoa NaN 60 120 American Samoa \n",
"Andorra NaN 50 230 Andorra "
]
},
"execution_count": 103,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def remove_citation_etc(country_name):\n",
" \"\"\"Remove citation required and whitespace.\"\"\"\n",
" c = country_name.replace(\"[citation needed]\", \"\")\n",
" c = c.strip()\n",
" if c == 'Congo, Democratic Republic of the':\n",
" c = 'Dem. Rep. Congo'\n",
" if c == 'Congo, Republic of the':\n",
" c = 'Congo'\n",
" if c == 'Central African Republic':\n",
" c = 'Central African Rep.'\n",
" if c == 'Czech Republic':\n",
" c = 'Czech Rep.'\n",
" return c \n",
"power_standards[\"name\"] = power_standards.index # fakey to get around indexing problems\n",
"power_standards.name = pd.Series(power_standards.name).apply(remove_citation_etc)\n",
"power_standards.head()"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The shapefile from geopandas gives us:\n",
"\n",
" ['Afghanistan', 'Angola', 'Albania', 'United Arab Emirates', 'Argentina', 'Armenia', 'Antarctica', 'Fr. S. Antarctic Lands', 'Australia', 'Austria', 'Azerbaijan', 'Burundi', 'Belgium', 'Benin', 'Burkina Faso', 'Bangladesh', 'Bulgaria', 'Bahamas', 'Bosnia and Herz.', 'Belarus', 'Belize', 'Bolivia', 'Brazil', 'Brunei', 'Bhutan', 'Botswana', 'Central African Rep.', 'Canada', 'Switzerland', 'Chile', 'China', \"Côte d'Ivoire\", 'Cameroon', 'Dem. Rep. Congo', 'Congo', 'Colombia', 'Costa Rica', 'Cuba', 'N. Cyprus', 'Cyprus', 'Czech Rep.', 'Germany', 'Djibouti', 'Denmark', 'Dominican Rep.', 'Algeria', 'Ecuador', 'Egypt', 'Eritrea', 'Spain', 'Estonia', 'Ethiopia', 'Finland', 'Fiji', 'Falkland Is.', 'France', 'Gabon', 'United Kingdom', 'Georgia', 'Ghana', 'Guinea', 'Gambia', 'Guinea-Bissau', 'Eq. Guinea', 'Greece', 'Greenland', 'Guatemala', 'Guyana', 'Honduras', 'Croatia', 'Haiti', 'Hungary', 'Indonesia', 'India', 'Ireland', 'Iran', 'Iraq', 'Iceland', 'Israel', 'Italy', 'Jamaica', 'Jordan', 'Japan', 'Kazakhstan', 'Kenya', 'Kyrgyzstan', 'Cambodia', 'Korea', 'Kosovo', 'Kuwait', 'Lao PDR', 'Lebanon', 'Liberia', 'Libya', 'Sri Lanka', 'Lesotho', 'Lithuania', 'Luxembourg', 'Latvia', 'Morocco', 'Moldova', 'Madagascar', 'Mexico', 'Macedonia', 'Mali', 'Myanmar', 'Montenegro', 'Mongolia', 'Mozambique', 'Mauritania', 'Malawi', 'Malaysia', 'Namibia', 'New Caledonia', 'Niger', 'Nigeria', 'Nicaragua', 'Netherlands', 'Norway', 'Nepal', 'New Zealand', 'Oman', 'Pakistan', 'Panama', 'Peru', 'Philippines', 'Papua New Guinea', 'Poland', 'Puerto Rico', 'Dem. Rep. Korea', 'Portugal', 'Paraguay', 'Palestine', 'Qatar', 'Romania', 'Russia', 'Rwanda', 'W. Sahara', 'Saudi Arabia', 'Sudan', 'S. Sudan', 'Senegal', 'Solomon Is.', 'Sierra Leone', 'El Salvador', 'Somaliland', 'Somalia', 'Serbia', 'Suriname', 'Slovakia', 'Slovenia', 'Sweden', 'Swaziland', 'Syria', 'Chad', 'Togo', 'Thailand', 'Tajikistan', 'Turkmenistan', 'Timor-Leste', 'Trinidad and Tobago', 'Tunisia', 'Turkey', 'Taiwan', 'Tanzania', 'Uganda', 'Ukraine', 'Uruguay', 'United States', 'Uzbekistan', 'Venezuela', 'Vietnam', 'Vanuatu', 'Yemen', 'South Africa', 'Zambia', 'Zimbabwe']\n"
]
}
],
"source": [
"print(\"The shapefile from geopandas gives us:\\n\\n\",list(world.name))"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"These countries are in the power dataset, but not in the world map:\n",
" ['American Samoa', 'Andorra', 'Anguilla', 'Antigua and Barbuda', 'Aruba', 'Bahrain', 'Barbados', 'Bermuda', 'Bosnia and Herzegovina', 'British Virgin Islands', 'Cape Verde', 'Caribbean Netherlands', 'Cayman Islands', 'Comoros', 'Cook Islands', 'Curaçao', 'Dominica', 'Dominican Republic', 'Equatorial Guinea', 'Falkland Islands', 'Faroe Islands', 'French Guiana', 'French Polynesia', 'Gibraltar', 'Grenada', 'Guadeloupe', 'Guam', 'Guernsey', 'Hong Kong', 'Isle of Man', 'Jersey', 'Kiribati', 'Laos', 'Liechtenstein', 'Macau', 'Maldives', 'Malta', 'Martinique', 'Mauritius', 'Micronesia', 'Monaco', 'Montserrat', 'Nauru', 'North Korea', 'Palau', 'Réunion', 'Saint Helena, Ascension and Tristan da Cunha', 'Saint Martin (French)', 'Sint Maarten (Dutch)', 'St. Kitts and Nevis', 'St. Lucia', 'Saint Pierre and Miquelon', 'St. Vincent and the Grenadines', 'Samoa', 'San Marino', 'São Tomé and Príncipe', 'Seychelles', 'Singapore', 'Solomon Islands', 'South Korea', 'Timor-Leste (East Timor)', 'Tonga', 'Trinidad & Tobago', 'Tuvalu', 'US Virgin Islands'] \n",
"Sorry if you live here. Maybe one day I'll find a shapefile\n"
]
}
],
"source": [
"not_covered = []\n",
"for country in list(power_standards.name):\n",
" if country not in list(world.name):\n",
" not_covered.append(country)\n",
"print(\"These countries are in the power dataset, but not in the world map:\\n\",\n",
" not_covered,\n",
" \"\\nSorry if you live here. Maybe one day I'll find a shapefile\")"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {},
"outputs": [],
"source": [
"world = world.merge(power_standards, on=\"name\")"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Residential Voltage')"
]
},
"execution_count": 107,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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OAU6gNnWkp2N1mp/FsrGDARr03Qe7UHgA9jOdjr2ePw5cnIjn1tZxelIjmWxsSzou5DYB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kFRGb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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe4b5417d68>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"vmin, vmax = 100, 240\n",
"\n",
"ax = world.plot(column='res_v')\n",
"\n",
"# add colorbar\n",
"fig = ax.get_figure()\n",
"cax = fig.add_axes([0.95, 0.25, 0.1, .5])\n",
"sm = plt.cm.ScalarMappable( norm=plt.Normalize(vmin=vmin, vmax=vmax))\n",
"# fake up the array of the scalar mappable. Urgh...\n",
"sm._A = []\n",
"fig.colorbar(sm, cax=cax)\n",
"ax.set_axis_off()\n",
"ax.set_title(\"Residential Voltage\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Roughly, purple is low voltage, and green is high. \n",
"\n",
"The imperial influence is visible. Look at French Guiana, in the middle of the top coast of South America, it's got French voltage and frequency. Liberia (West Africa) was settled some complicated movement of people (that I don't yet know much about) [from the USA as part of the abolition of slavery](). It seems to have brought it's electricity generation from there too.\n",
"\n",
"I'm going to make a very uninformed guess that Japan is the way it is because the USA gave (or sold) it infrastructure after the second world war."
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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IpCiK0gVcPvMZ4HzEg6avswx4DngUEYFmIr5EL9sgnltup6zNrQc8DmzfHYNsIrMRMas7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"text/plain": [
"<matplotlib.figure.Figure at 0x7fe4b58e67b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"world.plot(column='res_f');\n",
"plt.axis('off')\n",
"plt.title(\"Residential power frequency (Hz)\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This sort of thing is surprisingly intertwined with geopolitical history, and not just engineering!\n",
"\n",
"It's interesting that the maps show some correspondence, but not total overlap.\n",
"\n",
"Wikipedia doesn't have data for South Sudan, so if anyone knows, update it there and it'll update here."
]
}
],
"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": "3.6.3"
},
"toc": {
"colors": {
"hover_highlight": "#DAA520",
"navigate_num": "#000000",
"navigate_text": "#333333",
"running_highlight": "#FF0000",
"selected_highlight": "#FFD700",
"sidebar_border": "#EEEEEE",
"wrapper_background": "#FFFFFF"
},
"moveMenuLeft": true,
"nav_menu": {
"height": "12px",
"width": "252px"
},
"navigate_menu": true,
"number_sections": true,
"sideBar": true,
"threshold": 4,
"toc_cell": false,
"toc_section_display": "block",
"toc_window_display": false,
"widenNotebook": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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