Created
March 13, 2020 23:11
-
-
Save fransua/ab5099a4baeeaa0944faedbbb0f69470 to your computer and use it in GitHub Desktop.
Graph-and-Stats/Basemap.ipynb
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"cells": [ | |
{ | |
"metadata": { | |
"toc": true | |
}, | |
"cell_type": "markdown", | |
"source": "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Draw-part-of-Africa\" data-toc-modified-id=\"Draw-part-of-Africa-1\">Draw part of Africa</a></span></li><li><span><a href=\"#Plot-country-specific-data\" data-toc-modified-id=\"Plot-country-specific-data-2\">Plot country specific data</a></span><ul class=\"toc-item\"><li><span><a href=\"#Load-coordinates-from-google-tsv-file\" data-toc-modified-id=\"Load-coordinates-from-google-tsv-file-2.1\">Load coordinates from google tsv file</a></span></li></ul></li><li><span><a href=\"#Plot-Ebola-data\" data-toc-modified-id=\"Plot-Ebola-data-3\">Plot Ebola data</a></span></li></ul></div>" | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "## Draw part of Africa" | |
}, | |
{ | |
"metadata": { | |
"trusted": false | |
}, | |
"cell_type": "code", | |
"source": "from mpl_toolkits.basemap import Basemap\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport math\n# set up orthographic map projection with\n# perspective of satellite looking down at 50N, 100W.\n# use low resolution coastlines.\n# don't plot features that are smaller than 1000 square km.\nplt.figure(figsize=(14,14))\n\nmap = Basemap(projection='lcc',lat_0 = 3, lon_0 = 0, width=5000000,height=4000000,\n area_thresh = 2000., resolution='l')\n\nshp_info_path = \"/Users/fransua/Downloads/basemap-1.0.7/examples/st99_d00\"\nshp_info = map.readshapefile(shp_info_path,'states',drawbounds=True)\n\n# draw coastlines, country boundaries, fill continents.\nmap.drawcoastlines()\nmap.drawcountries()\nmap.drawmapscale(-15, -13, -15, -13, 1000)\nmap.fillcontinents(color = 'lightgrey')\n#map.drawrivers()\n#map.etopo()\n\n# draw the edge of the map projection region (the projection limb)\nmap.drawmapboundary()\n# draw lat/lon grid lines every 30 degrees.\nmap.drawmeridians(np.arange(0, 360, 10))\nmap.drawparallels(np.arange(-90, 90, 10))\n", | |
"execution_count": 2, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": "{-10: ([<matplotlib.lines.Line2D at 0x109441d10>], []),\n 0: ([<matplotlib.lines.Line2D at 0x10944c310>], []),\n 10: ([<matplotlib.lines.Line2D at 0x10944c8d0>], []),\n 20: ([<matplotlib.lines.Line2D at 0x10944ce90>], [])}" | |
}, | |
"execution_count": 2, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAxsAAAJ/CAYAAAAQzM4xAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAW5Epc7Wtk1kAAAAAElFTkSuQmCC\n", | |
"text/plain": "<matplotlib.figure.Figure at 0x107d56610>" | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
] | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "## Plot country specific data" | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "### Load coordinates from google tsv file" | |
}, | |
{ | |
"metadata": { | |
"trusted": false | |
}, | |
"cell_type": "code", | |
"source": "country_coords = \"\"\"\nAD \t42.546245 \t1.601554 \tAndorra\nAE \t23.424076 \t53.847818 \tUnited Arab Emirates\nAF \t33.93911 \t67.709953 \tAfghanistan\nAG \t17.060816 \t-61.796428 \tAntigua and Barbuda\nAI \t18.220554 \t-63.068615 \tAnguilla\nAL \t41.153332 \t20.168331 \tAlbania\nAM \t40.069099 \t45.038189 \tArmenia\nAN \t12.226079 \t-69.060087 \tNetherlands Antilles\nAO \t-11.202692 \t17.873887 \tAngola\nAQ \t-75.250973 \t-0.071389 \tAntarctica\nAR \t-38.416097 \t-63.616672 \tArgentina\nAS \t-14.270972 \t-170.132217 \tAmerican Samoa\nAT \t47.516231 \t14.550072 \tAustria\nAU \t-25.274398 \t133.775136 \tAustralia\nAW \t12.52111 \t-69.968338 \tAruba\nAZ \t40.143105 \t47.576927 \tAzerbaijan\nBA \t43.915886 \t17.679076 \tBosnia and Herzegovina\nBB \t13.193887 \t-59.543198 \tBarbados\nBD \t23.684994 \t90.356331 \tBangladesh\nBE \t50.503887 \t4.469936 \tBelgium\nBF \t12.238333 \t-1.561593 \tBurkina Faso\nBG \t42.733883 \t25.48583 \tBulgaria\nBH \t25.930414 \t50.637772 \tBahrain\nBI \t-3.373056 \t29.918886 \tBurundi\nBJ \t9.30769 \t2.315834 \tBenin\nBM \t32.321384 \t-64.75737 \tBermuda\nBN \t4.535277 \t114.727669 \tBrunei\nBO \t-16.290154 \t-63.588653 \tBolivia\nBR \t-14.235004 \t-51.92528 \tBrazil\nBS \t25.03428 \t-77.39628 \tBahamas\nBT \t27.514162 \t90.433601 \tBhutan\nBV \t-54.423199 \t3.413194 \tBouvet Island\nBW \t-22.328474 \t24.684866 \tBotswana\nBY \t53.709807 \t27.953389 \tBelarus\nBZ \t17.189877 \t-88.49765 \tBelize\nCA \t56.130366 \t-106.346771 \tCanada\nCC \t-12.164165 \t96.870956 \tCocos [Keeling] Islands\nCD \t-4.038333 \t21.758664 \tCongo [DRC]\nCF \t6.611111 \t20.939444 \tCentral African Republic\nCG \t-0.228021 \t15.827659 \tCongo [Republic]\nCH \t46.818188 \t8.227512 \tSwitzerland\nCI \t7.539989 \t-5.54708 \tCôte d'Ivoire\nCK \t-21.236736 \t-159.777671 \tCook Islands\nCL \t-35.675147 \t-71.542969 \tChile\nCM \t7.369722 \t12.354722 \tCameroon\nCN \t35.86166 \t104.195397 \tChina\nCO \t4.570868 \t-74.297333 \tColombia\nCR \t9.748917 \t-83.753428 \tCosta Rica\nCU \t21.521757 \t-77.781167 \tCuba\nCV \t16.002082 \t-24.013197 \tCape Verde\nCX \t-10.447525 \t105.690449 \tChristmas Island\nCY \t35.126413 \t33.429859 \tCyprus\nCZ \t49.817492 \t15.472962 \tCzech Republic\nDE \t51.165691 \t10.451526 \tGermany\nDJ \t11.825138 \t42.590275 \tDjibouti\nDK \t56.26392 \t9.501785 \tDenmark\nDM \t15.414999 \t-61.370976 \tDominica\nDO \t18.735693 \t-70.162651 \tDominican Republic\nDZ \t28.033886 \t1.659626 \tAlgeria\nEC \t-1.831239 \t-78.183406 \tEcuador\nEE \t58.595272 \t25.013607 \tEstonia\nEG \t26.820553 \t30.802498 \tEgypt\nEH \t24.215527 \t-12.885834 \tWestern Sahara\nER \t15.179384 \t39.782334 \tEritrea\nES \t40.463667 \t-3.74922 \tSpain\nET \t9.145 \t40.489673 \tEthiopia\nFI \t61.92411 \t25.748151 \tFinland\nFJ \t-16.578193 \t179.414413 \tFiji\nFK \t-51.796253 \t-59.523613 \tFalkland Islands [Islas Malvinas]\nFM \t7.425554 \t150.550812 \tMicronesia\nFO \t61.892635 \t-6.911806 \tFaroe Islands\nFR \t46.227638 \t2.213749 \tFrance\nGA \t-0.803689 \t11.609444 \tGabon\nGB \t55.378051 \t-3.435973 \tUnited Kingdom\nGD \t12.262776 \t-61.604171 \tGrenada\nGE \t42.315407 \t43.356892 \tGeorgia\nGF \t3.933889 \t-53.125782 \tFrench Guiana\nGG \t49.465691 \t-2.585278 \tGuernsey\nGH \t7.946527 \t-1.023194 \tGhana\nGI \t36.137741 \t-5.345374 \tGibraltar\nGL \t71.706936 \t-42.604303 \tGreenland\nGM \t13.443182 \t-15.310139 \tGambia\nGN \t9.945587 \t-9.696645 \tGuinea\nGP \t16.995971 \t-62.067641 \tGuadeloupe\nGQ \t1.650801 \t10.267895 \tEquatorial Guinea\nGR \t39.074208 \t21.824312 \tGreece\nGS \t-54.429579 \t-36.587909 \tSouth Georgia and the South Sandwich Islands\nGT \t15.783471 \t-90.230759 \tGuatemala\nGU \t13.444304 \t144.793731 \tGuam\nGW \t11.803749 \t-15.180413 \tGuinea-Bissau\nGY \t4.860416 \t-58.93018 \tGuyana\nGZ \t31.354676 \t34.308825 \tGaza Strip\nHK \t22.396428 \t114.109497 \tHong Kong\nHM \t-53.08181 \t73.504158 \tHeard Island and McDonald Islands\nHN \t15.199999 \t-86.241905 \tHonduras\nHR \t45.1 \t15.2 \tCroatia\nHT \t18.971187 \t-72.285215 \tHaiti\nHU \t47.162494 \t19.503304 \tHungary\nID \t-0.789275 \t113.921327 \tIndonesia\nIE \t53.41291 \t-8.24389 \tIreland\nIL \t31.046051 \t34.851612 \tIsrael\nIM \t54.236107 \t-4.548056 \tIsle of Man\nIN \t20.593684 \t78.96288 \tIndia\nIO \t-6.343194 \t71.876519 \tBritish Indian Ocean Territory\nIQ \t33.223191 \t43.679291 \tIraq\nIR \t32.427908 \t53.688046 \tIran\nIS \t64.963051 \t-19.020835 \tIceland\nIT \t41.87194 \t12.56738 \tItaly\nJE \t49.214439 \t-2.13125 \tJersey\nJM \t18.109581 \t-77.297508 \tJamaica\nJO \t30.585164 \t36.238414 \tJordan\nJP \t36.204824 \t138.252924 \tJapan\nKE \t-0.023559 \t37.906193 \tKenya\nKG \t41.20438 \t74.766098 \tKyrgyzstan\nKH \t12.565679 \t104.990963 \tCambodia\nKI \t-3.370417 \t-168.734039 \tKiribati\nKM \t-11.875001 \t43.872219 \tComoros\nKN \t17.357822 \t-62.782998 \tSaint Kitts and Nevis\nKP \t40.339852 \t127.510093 \tNorth Korea\nKR \t35.907757 \t127.766922 \tSouth Korea\nKW \t29.31166 \t47.481766 \tKuwait\nKY \t19.513469 \t-80.566956 \tCayman Islands\nKZ \t48.019573 \t66.923684 \tKazakhstan\nLA \t19.85627 \t102.495496 \tLaos\nLB \t33.854721 \t35.862285 \tLebanon\nLC \t13.909444 \t-60.978893 \tSaint Lucia\nLI \t47.166 \t9.555373 \tLiechtenstein\nLK \t7.873054 \t80.771797 \tSri Lanka\nLR \t6.428055 \t-9.429499 \tLiberia\nLS \t-29.609988 \t28.233608 \tLesotho\nLT \t55.169438 \t23.881275 \tLithuania\nLU \t49.815273 \t6.129583 \tLuxembourg\nLV \t56.879635 \t24.603189 \tLatvia\nLY \t26.3351 \t17.228331 \tLibya\nMA \t31.791702 \t-7.09262 \tMorocco\nMC \t43.750298 \t7.412841 \tMonaco\nMD \t47.411631 \t28.369885 \tMoldova\nME \t42.708678 \t19.37439 \tMontenegro\nMG \t-18.766947 \t46.869107 \tMadagascar\nMH \t7.131474 \t171.184478 \tMarshall Islands\nMK \t41.608635 \t21.745275 \tMacedonia [FYROM]\nML \t17.570692 \t-3.996166 \tMali\nMM \t21.913965 \t95.956223 \tMyanmar [Burma]\nMN \t46.862496 \t103.846656 \tMongolia\nMO \t22.198745 \t113.543873 \tMacau\nMP \t17.33083 \t145.38469 \tNorthern Mariana Islands\nMQ \t14.641528 \t-61.024174 \tMartinique\nMR \t21.00789 \t-10.940835 \tMauritania\nMS \t16.742498 \t-62.187366 \tMontserrat\nMT \t35.937496 \t14.375416 \tMalta\nMU \t-20.348404 \t57.552152 \tMauritius\nMV \t3.202778 \t73.22068 \tMaldives\nMW \t-13.254308 \t34.301525 \tMalawi\nMX \t23.634501 \t-102.552784 \tMexico\nMY \t4.210484 \t101.975766 \tMalaysia\nMZ \t-18.665695 \t35.529562 \tMozambique\nNA \t-22.95764 \t18.49041 \tNamibia\nNC \t-20.904305 \t165.618042 \tNew Caledonia\nNE \t17.607789 \t8.081666 \tNiger\nNF \t-29.040835 \t167.954712 \tNorfolk Island\nNG \t9.081999 \t8.675277 \tNigeria\nNI \t12.865416 \t-85.207229 \tNicaragua\nNL \t52.132633 \t5.291266 \tNetherlands\nNO \t60.472024 \t8.468946 \tNorway\nNP \t28.394857 \t84.124008 \tNepal\nNR \t-0.522778 \t166.931503 \tNauru\nNU \t-19.054445 \t-169.867233 \tNiue\nNZ \t-40.900557 \t174.885971 \tNew Zealand\nOM \t21.512583 \t55.923255 \tOman\nPA \t8.537981 \t-80.782127 \tPanama\nPE \t-9.189967 \t-75.015152 \tPeru\nPF \t-17.679742 \t-149.406843 \tFrench Polynesia\nPG \t-6.314993 \t143.95555 \tPapua New Guinea\nPH \t12.879721 \t121.774017 \tPhilippines\nPK \t30.375321 \t69.345116 \tPakistan\nPL \t51.919438 \t19.145136 \tPoland\nPM \t46.941936 \t-56.27111 \tSaint Pierre and Miquelon\nPN \t-24.703615 \t-127.439308 \tPitcairn Islands\nPR \t18.220833 \t-66.590149 \tPuerto Rico\nPS \t31.952162 \t35.233154 \tPalestinian Territories\nPT \t39.399872 \t-8.224454 \tPortugal\nPW \t7.51498 \t134.58252 \tPalau\nPY \t-23.442503 \t-58.443832 \tParaguay\nQA \t25.354826 \t51.183884 \tQatar\nRE \t-21.115141 \t55.536384 \tRéunion\nRO \t45.943161 \t24.96676 \tRomania\nRS \t44.016521 \t21.005859 \tSerbia\nRU \t61.52401 \t105.318756 \tRussia\nRW \t-1.940278 \t29.873888 \tRwanda\nSA \t23.885942 \t45.079162 \tSaudi Arabia\nSB \t-9.64571 \t160.156194 \tSolomon Islands\nSC \t-4.679574 \t55.491977 \tSeychelles\nSD \t12.862807 \t30.217636 \tSudan\nSE \t60.128161 \t18.643501 \tSweden\nSG \t1.352083 \t103.819836 \tSingapore\nSH \t-24.143474 \t-10.030696 \tSaint Helena\nSI \t46.151241 \t14.995463 \tSlovenia\nSJ \t77.553604 \t23.670272 \tSvalbard and Jan Mayen\nSK \t48.669026 \t19.699024 \tSlovakia\nSL \t8.460555 \t-11.779889 \tSierra Leone\nSM \t43.94236 \t12.457777 \tSan Marino\nSN \t14.497401 \t-14.452362 \tSenegal\nSO \t5.152149 \t46.199616 \tSomalia\nSR \t3.919305 \t-56.027783 \tSuriname\nST \t0.18636 \t6.613081 \tSão Tomé and Príncipe\nSV \t13.794185 \t-88.89653 \tEl Salvador\nSY \t34.802075 \t38.996815 \tSyria\nSZ \t-26.522503 \t31.465866 \tSwaziland\nTC \t21.694025 \t-71.797928 \tTurks and Caicos Islands\nTD \t15.454166 \t18.732207 \tChad\nTF \t-49.280366 \t69.348557 \tFrench Southern Territories\nTG \t8.619543 \t0.824782 \tTogo\nTH \t15.870032 \t100.992541 \tThailand\nTJ \t38.861034 \t71.276093 \tTajikistan\nTK \t-8.967363 \t-171.855881 \tTokelau\nTL \t-8.874217 \t125.727539 \tTimor-Leste\nTM \t38.969719 \t59.556278 \tTurkmenistan\nTN \t33.886917 \t9.537499 \tTunisia\nTO \t-21.178986 \t-175.198242 \tTonga\nTR \t38.963745 \t35.243322 \tTurkey\nTT \t10.691803 \t-61.222503 \tTrinidad and Tobago\nTV \t-7.109535 \t177.64933 \tTuvalu\nTW \t23.69781 \t120.960515 \tTaiwan\nTZ \t-6.369028 \t34.888822 \tTanzania\nUA \t48.379433 \t31.16558 \tUkraine\nUG \t1.373333 \t32.290275 \tUganda\nUM \t19.2784823\t166.653968\tU.S. Minor Outlying Islands\nUS \t37.09024 \t-95.712891 \tUnited States\nUY \t-32.522779 \t-55.765835 \tUruguay\nUZ \t41.377491 \t64.585262 \tUzbekistan\nVA \t41.902916 \t12.453389 \tVatican City\nVC \t12.984305 \t-61.287228 \tSaint Vincent and the Grenadines\nVE \t6.42375 \t-66.58973 \tVenezuela\nVG \t18.420695 \t-64.639968 \tBritish Virgin Islands\nVI \t18.335765 \t-64.896335 \tU.S. Virgin Islands\nVN \t14.058324 \t108.277199 \tVietnam\nVU \t-15.376706 \t166.959158 \tVanuatu\nWF \t-13.768752 \t-177.156097 \tWallis and Futuna\nWS \t-13.759029 \t-172.104629 \tSamoa\nXK \t42.602636 \t20.902977 \tKosovo\nYE \t15.552727 \t48.516388 \tYemen\nYT \t-12.8275 \t45.166244 \tMayotte\nZA \t-30.559482 \t22.937506 \tSouth Africa\nZM \t-13.133897 \t27.849332 \tZambia\nZW \t-19.015438 \t29.154857 \tZimbabwe\n\"\"\"\ncountry_coords = dict([(c.split('\\t')[3], (float(c.split('\\t')[1]), float(c.split('\\t')[2]))) if c.split('\\t')[1] \n else (c.split('\\t')[3], (0, 0)) for c in country_coords.split('\\n') if len(c.split('\\t'))>2])", | |
"execution_count": 3, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"trusted": false | |
}, | |
"cell_type": "code", | |
"source": "from mpl_toolkits.basemap import Basemap\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport math\n# set up orthographic map projection with\n# perspective of satellite looking down at 50N, 100W.\n# use low resolution coastlines.\n# don't plot features that are smaller than 1000 square km.\nplt.figure(figsize=(14,14))\n\nmap = Basemap(projection='lcc',lat_0 = 3, lon_0 = 0, width=5000000,height=4000000,\n area_thresh = 2000., resolution='l')\n\nshp_info_path = \"/Users/fransua/Downloads/basemap-1.0.7/examples/st99_d00\"\nshp_info = map.readshapefile(shp_info_path,'states',drawbounds=True)\n\n# draw coastlines, country boundaries, fill continents.\nmap.drawcoastlines()\nmap.drawcountries()\nmap.drawmapscale(-15, -13, -15, -13, 1000)\n#map.fillcontinents(color = 'lightgrey')\nmap.drawrivers(color='blue')\n#map.etopo()\nmap.shadedrelief()\n\n# draw the edge of the map projection region (the projection limb)\nmap.drawmapboundary()\n# draw lat/lon grid lines every 30 degrees.\nmap.drawmeridians(np.arange(0, 360, 10))\nmap.drawparallels(np.arange(-90, 90, 10))\n\nfor country in ['Guinea', 'Nigeria']:\n # some points on a circle cos,sin\n xo, yo = map(country_coords[country][1], country_coords[country][0])\n plt.plot(xo, yo, 'ro')\n plt.text(xo, yo + 20000, country, va='bottom', ha='center')", | |
"execution_count": 4, | |
"outputs": [ | |
{ | |
"data": { |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment