Merge branch 'master' into hot-iterrows

Author: iansedano

folium-web-maps/README.md

@@ -0,0 +1,36 @@
+# Python Folium: Create Web Maps From Your Data
+
+This directory contains code associated with the Real Python tutorial [Python Folium: Create Web Maps From Your Data](https://realpython.com/python-folium-web-maps-from-data/). For additional information, please visit the tutorial link.
+
+## Installation
+
+Create and activate a virtual environment, then install `folium` and `pandas`. For the specific versions used in the tutorial, you can install from `requirements.txt`:
+
+```sh
+$ python -m venv venv
+$ source venv/bin/activate
+# PS> venv\Scripts\activate
+(venv) $ python -m pip install -r requirements.txt
+```
+
+If you also want to work with the included [Jupyter notebook file](footprint.ipynb), then you need to additionally install `jupyter`:
+
+```sh
+(venv) $ python -m pip install jupyter
+```
+
+## Usage
+
+You can re-create [the HTML file](footprint.html) by running [`footprint.py`](footprint.py) from within your virtual environment.
+
+You can modify the code to make it work with your own dataset.
+
+Additionally, you can take a look at how Jupyter renders Folium maps directly inside of a notebook by checking out [`footprint.ipynb`](footprint.ipynb).
+
+## About the Author
+
+Martin Breuss - Email: martin@realpython.com
+
+## License
+
+Distributed under the MIT license. See `LICENSE` in the root directory of this `materials` repo for more information.

folium-web-maps/footprint.csv

@@ -0,0 +1,191 @@
+Rank,Country/region,Ecological footprint,Biocapacity,Biocapacity deficit or reserve,Population (millions),Total biocapacity deficit or reserve (gMha),Population (millions) for biocapacity to equal ecological footprint *(gha/person)
+0,World,2.75,1.63,-1.12,7753,-10400,2500
+1,Luxembourg,15.82,1.68,-14.14,0.63,-7.35,0.055221
+2,Aruba,11.88,0.57,-11.31,0.17,-1.13,0.004798
+3,Qatar,10.8,1.24,-9.56,2.05,-19.60,0.23537
+4,Australia,9.31,16.57,7.26,23.05,167.34,41.02454
+5,United States,8.22,3.76,-4.46,329.5,-1416.05,145.2311
+6,Canada,8.17,16.01,7.83,38,272.80,68.27275
+7,Kuwait,8.13,0.55,-7.58,3.25,-24.64,0.219865
+8,Singapore,7.97,0.05,-7.92,5.3,-41.98,0.03325
+9,United Kingdom,7.93,0.56,-7.37,65.648,-483.83,4.635924
+10,Trinidad and Tobago,7.92,1.56,-6.36,1.34,-8.52,0.263939
+11,Montserrat,7.78,1.36,-6.42,0.005,-0.03,0.000874
+12,Oman,7.52,1.92,-5.6,3.31,-18.54,0.845106
+13,Bahrain,7.49,0.58,-6.91,1.32,-9.12,0.102216
+14,Belgium,7.44,1.19,-6.25,11.6,-69.13,1.769005
+15,Sweden,7.25,10.62,3.38,9.51,32.14,13.93051
+16,Estonia,6.86,10.53,3.67,1.29,4.73,1.980131
+17,Bahamas,6.84,9.55,2.71,0.37,1.00,0.516594
+18,Latvia,6.29,9.55,3.26,2.06,6.72,3.127663
+19,Israel,6.22,0.35,-5.87,9.1,-44.85,0.429904
+20,Mongolia,6.08,15.66,9.58,2.8,26.82,7.211842
+21,Austria,6.06,3.07,-3,8.46,-25.38,4.285842
+22,Taiwan,5.93,1.0,-4.13,23.6,1.00,3.979764
+22,Finland,5.87,13.44,7.57,5.41,40.95,12.38678
+23,Lithuania,5.83,5.67,-0.17,3.03,-0.52,2.946844
+24,Slovenia,5.81,2.35,-3.47,2.07,-7.18,0.837263
+25,Switzerland,5.79,1.3,-4.48,8,-35.84,1.7962
+26,Bermuda,5.77,0.13,-5.64,0.06,-0.34,0.001352
+27,South Korea,5.69,0.68,-5.01,49,-245.49,5.855888
+28,Russia,5.69,6.79,1.1,143.17,157.49,170.8479
+29,Cayman Islands,5.65,0.32,-5.33,0.06,-0.32,0.003398
+30,Saudi Arabia,5.61,0.5,-5.12,28.29,-144.84,2.52139
+31,New Zealand,5.6,10.14,4.54,4.46,20.25,8.075786
+32,Ireland,5.57,3.73,-1.83,4.58,-8.38,3.067038
+33,Kazakhstan,5.55,3.41,-2.14,16.27,-34.82,9.996523
+34,Denmark,5.51,4.78,-0.73,5.6,-4.09,4.858076
+35,Turkmenistan,5.47,2.79,-2.68,5.17,-13.86,2.636984
+36,Antigua and Barbuda,5.38,0.94,-4.44,0.09,-0.40,0.015725
+37,Germany,5.3,2.27,-3.02,82.8,-250.06,35.4634
+38,Netherlands,5.28,1.17,-4.11,16.71,-68.68,3.702784
+39,Czech Republic,5.19,2.46,-2.73,10.66,-29.10,5.052717
+40,France,5.14,3.11,-2.04,63.98,-130.52,38.71163
+41,Belarus,5.09,3.64,-1.45,9.4,-13.63,6.7222
+42,Japan,5.02,0.72,-4.3,127.25,-547.18,18.251
+43,Norway,4.98,8.18,3.19,4.99,15.92,8.196426
+44,Saint Kitts and Nevis,4.94,0.62,-4.31,0.05,-0.22,0.006275
+45,United Arab Emirates,4.94,1.32,-3.62,6.30,-22.82,1.683401
+46,Bhutan,4.84,5.27,0.43,0.74,0.32,0.805744
+47,French Polynesia,4.73,1.37,-3.36,0.27,-0.91,0.078203
+48,Italy,4.61,1.08,-3.53,60.92,-215.05,14.27193
+49,Barbados,4.48,0.19,-4.29,0.28,-1.20,0.011875
+50,Poland,4.44,2.08,-2.36,38.21,-90.18,17.90018
+51,Greece,4.38,1.61,-2.77,11.12,-30.80,4.087489
+52,Chile,4.36,3.63,-0.73,17.46,-12.75,14.53665
+53,Suriname,4.25,89.33,85.08,0.54,45.94,11.35016
+54,Cyprus,4.21,0.34,-3.87,1.13,-4.37,0.091259
+55,Paraguay,4.16,10.52,6.36,6.69,42.55,16.91798
+56,Brunei,4.06,2.87,-1.19,0.41,-0.49,0.289828
+57,Slovakia,4.06,2.71,-1.35,5.45,-7.36,3.637808
+58,Equatorial Guinea,3.97,4.4,0.44,0.74,0.33,0.820151
+59,Croatia,3.92,2.8,-1.12,4.31,-4.83,3.078571
+60,Portugal,3.88,1.51,-2.37,10.6,-25.12,4.125258
+61,Lebanon,3.84,0.33,-3.51,4.65,-16.32,0.399609
+62,Botswana,3.83,3.47,-0.35,2,-0.70,1.81201
+63,Montenegro,3.78,3.24,-0.54,0.62,-0.33,0.531429
+64,Malaysia,3.71,2.41,-1.3,29.24,-38.01,18.99418
+65,Libya,3.69,0.7,-3,6.16,-18.48,1.168564
+66,Spain,3.67,1.25,-2.42,46.76,-113.16,15.92643
+67,Réunion,3.65,0.18,-3.47,0.86,-2.98,0.042411
+68,New Caledonia,3.58,7.67,4.09,0.25,1.02,0.535615
+69,Venezuela,3.57,2.78,-0.79,29.96,-23.67,23.3302
+70,Mauritius,3.46,0.71,-2.75,1.24,-3.41,0.254451
+71,China,3.38,0.94,-2.44,1402,-3435.62,391.5851
+72,Turkey,3.33,1.52,-1.81,74,-133.94,33.77778
+73,Bulgaria,3.32,2.86,-0.46,7.28,-3.35,6.271325
+74,South Africa,3.31,1.15,-2.16,52.39,-113.16,18.20196
+75,Macedonia,3.26,1.51,-1.75,2.11,-3.69,0.977331
+76,Guadeloupe,3.23,0.45,-2.77,0.46,-1.27,0.064087
+77,Argentina,3.14,6.92,3.78,41.09,155.32,90.55503
+78,Bosnia and Herzegovina,3.12,1.63,-1.49,3.83,-5.71,2.000929
+79,Brazil,3.11,9.08,5.97,198.66,1186.00,580.0105
+80,Saint Vincent and the Grenadines,3.11,1.26,-1.85,0.11,-0.20,0.044566
+81,Guyana,3.07,66.58,63.51,0.8,50.81,17.34984
+82,Grenada,2.98,1.96,-1.01,0.1,-0.10,0.065772
+83,Bolivia,2.96,16.73,13.77,10.5,144.59,59.34628
+84,Nauru,2.94,0.19,-2.76,0.01,-0.03,0.000646
+85,Hungary,2.92,2.17,-0.75,9.98,-7.49,7.416644
+86,Uruguay,2.91,10.32,7.41,3.4,25.19,12.05773
+87,Fiji,2.9,2.37,-0.52,0.88,-0.46,0.719172
+88,Mexico,2.89,1.27,-1.62,120.85,-195.78,53.10709
+89,British Virgin Islands,2.86,2.05,-0.81,0.03,-0.02,0.021503
+90,Costa Rica,2.84,1.53,-1.31,4.8,-6.29,2.585915
+91,Ukraine,2.84,2.27,-0.58,45.53,-26.41,36.39194
+92,Iran,2.79,0.9,-1.89,76.42,-144.43,24.65161
+93,Panama,2.79,2.94,0.15,3.8,0.57,4.004301
+94,Samoa,2.77,1.93,-0.85,0.19,-0.16,0.132383
+95,Romania,2.71,2.32,-0.39,21.76,-8.49,18.62849
+96,Serbia,2.7,1.25,-1.44,9.55,-13.75,4.421296
+97,Tonga,2.7,1.48,-1.22,0.1,-0.12,0.054815
+98,Thailand,2.66,1.24,-1.42,66.78,-94.83,31.13053
+99,Dominica,2.57,1.03,-1.54,0.07,-0.11,0.028054
+100,Mauritania,2.54,4.48,1.93,3.8,7.33,6.702362
+101,Cape Verde,2.52,0.62,-1.9,0.49,-0.93,0.120556
+102,Namibia,2.48,6.88,4.4,2.26,9.94,6.269677
+103,Saint Lucia,2.45,0.34,-2.1,0.18,-0.38,0.02498
+104,French Guiana,2.34,111.35,109.01,0.24,26.16,11.42051
+105,Tunisia,2.34,0.93,-1.4,10.88,-15.23,4.324103
+106,Uzbekistan,2.32,0.92,-1.4,28.54,-39.96,11.31759
+107,Azerbaijan,2.31,0.85,-1.46,9.31,-13.59,3.425758
+108,Peru,2.28,3.97,1.69,29.99,50.68,52.21943
+109,Armenia,2.23,0.89,-1.35,2.97,-4.01,1.185336
+110,Albania,2.21,1.18,-1.03,3.16,-3.25,1.68724
+111,Djibouti,2.19,0.77,-1.42,0.86,-1.22,0.302374
+112,Ecuador,2.17,2.2,0.03,15.49,0.46,15.70415
+113,Egypt,2.15,0.56,-1.59,80.72,-128.34,21.02474
+114,Algeria,2.12,0.59,-1.53,38.48,-58.87,10.70906
+115,Jordan,2.1,0.21,-1.89,7.01,-13.25,0.701
+116,Martinique,2.08,0.39,-1.7,0.4,-0.68,0.075
+117,El Salvador,2.07,0.61,-1.46,6.3,-9.20,1.856522
+118,Wallis and Futuna,2.07,1.51,-0.56,0.01,-0.01,0.007295
+119,Gabon,2.02,26.31,24.29,1.63,39.59,21.23035
+120,Swaziland,2.01,0.88,-1.14,1.23,-1.40,0.538507
+121,Ghana,1.97,1.35,-0.62,25.37,-15.73,17.38553
+122,Cuba,1.95,0.76,-1.19,11.27,-13.41,4.39241
+123,Kyrgyzstan,1.91,1.3,-0.61,5.47,-3.34,3.723037
+124,Papua New Guinea,1.91,3.92,2.01,7.17,14.41,14.71539
+125,Guatemala,1.89,0.99,-0.9,15.08,-13.57,7.899048
+126,Jamaica,1.89,0.43,-1.46,2.77,-4.04,0.630212
+127,Iraq,1.88,0.29,-1.59,32.78,-52.12,5.056489
+128,Colombia,1.87,3.6,1.72,47.7,82.04,91.82888
+129,Moldova,1.78,0.8,-0.98,3.51,-3.44,1.577528
+130,Honduras,1.68,1.77,0.09,7.94,0.71,8.365357
+131,Morocco,1.68,0.71,-0.96,32.52,-31.22,13.74357
+132,Lesotho,1.66,0.78,-0.87,2.05,-1.78,0.963253
+133,Vietnam,1.65,1,-0.65,90.8,-59.02,55.0303
+134,Georgia,1.58,1.17,-0.41,4.36,-1.79,3.228608
+135,Indonesia,1.58,1.26,-0.32,246.86,-79.00,196.863
+136,Niger,1.56,1.24,-0.32,17.16,-5.49,13.64
+137,Dominican Republic,1.53,0.56,-0.97,10.28,-9.97,3.762614
+138,Guinea-Bissau,1.53,3.03,1.49,1.66,2.47,3.287451
+139,Mali,1.53,1.58,0.05,14.85,0.74,15.33529
+140,Syria,1.51,0.6,-0.91,21.89,-19.92,8.698013
+141,Sao Tome and Principe,1.49,0.87,-0.61,0.19,-0.12,0.11094
+142,Chad,1.46,2.03,0.57,12.45,7.10,17.31062
+143,Myanmar,1.43,1.84,0.41,52.8,21.65,67.93846
+144,Benin,1.41,0.88,-0.53,10.05,-5.33,6.27234
+145,Guinea,1.41,2.09,0.68,11.45,7.79,16.97199
+146,Nicaragua,1.39,2.25,0.87,5.99,5.21,9.696043
+147,Zimbabwe,1.37,0.62,-0.75,13.72,-10.29,6.209051
+148,Sri Lanka,1.32,0.44,-0.88,21.1,-18.57,7.033333
+149,Tanzania,1.32,1.08,-0.24,47.78,-11.47,39.09273
+150,Congo,1.29,10.91,9.63,4.34,41.97,36.70496
+151,Solomon Islands,1.29,4.36,3.08,0.55,1.69,1.858915
+152,Côte d'Ivoire,1.27,1.78,0.51,19.84,10.12,27.80724
+153,Central African Republic,1.24,7.87,6.62,4.53,29.99,28.75089
+154,Sierra Leone,1.24,1.24,0,5.98,0.00,5.98
+155,Somalia,1.24,1.27,0.03,10.2,0.31,10.44677
+156,Uganda,1.24,0.59,-0.66,36.35,-23.99,17.29556
+157,Laos,1.22,1.62,0.4,6.65,2.66,8.830328
+158,Burkina Faso,1.21,0.98,-0.22,16.46,-3.62,13.33124
+159,Cambodia,1.21,1.09,-0.11,14.86,-1.63,13.38628
+160,Liberia,1.21,2.57,1.35,4.19,5.66,8.899421
+161,Senegal,1.21,1.05,-0.16,13.73,-2.20,11.91446
+162,Cameroon,1.17,1.69,0.52,21.7,11.28,31.34444
+163,North Korea,1.17,0.6,-0.57,24.76,-14.11,12.69744
+164,India,1.16,0.45,-0.71,1380,-878.05,479.7504
+165,Nigeria,1.16,0.7,-0.47,168.83,-79.35,101.8802
+166,Togo,1.13,0.53,-0.6,6.64,-3.98,3.114336
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+171,Yemen,1.03,0.5,-0.53,23.85,-12.64,11.57767
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+173,Madagascar,0.99,2.63,1.64,22.29,36.56,59.21485
+174,Zambia,0.99,2.23,1.24,14.08,17.46,31.71556
+175,Nepal,0.98,0.59,-0.38,27.47,-10.44,16.53806
+176,Angola,0.93,2.55,1.61,20.82,35.52,57.0871
+177,Tajikistan,0.91,0.53,-0.38,8.01,-3.04,4.665165
+178,Mozambique,0.87,2.06,1.19,25.2,29.99,59.66897
+179,Rwanda,0.87,0.54,-0.32,11.46,-3.67,7.113103
+180,Democratic Republic of the Congo,0.82,3.07,2.25,65.7,147.83,245.9744
+181,Malawi,0.81,0.66,-0.15,15.91,-2.39,12.9637
+182,Burundi,0.8,0.32,-0.48,9.85,-4.73,3.94
+183,Afghanistan,0.79,0.5,-0.3,29.82,-8.95,18.87342
+184,Pakistan,0.79,0.35,-0.44,179.16,-78.83,79.37468
+185,Bangladesh,0.72,0.38,-0.35,154.7,-54.15,81.64722
+186,Haiti,0.61,0.27,-0.34,10.17,-3.46,4.501475
+187,Timor-Leste,0.48,1.78,1.3,1.11,1.44,4.11625
+188,Eritrea,0.49,1.3,0.88,6.13,5.39,16.26327