From 3f169623bb38f7e461097177f3957316c698cdec Mon Sep 17 00:00:00 2001 From: marjoleinpnnl <87781337+marjoleinpnnl@users.noreply.github.com> Date: Mon, 1 Apr 2024 15:23:29 -0700 Subject: [PATCH] Myo map heatmap (#519) * heatmap draft * add data * improve heatmap * pre changing data to signals * transfer data to signals * visualize map * add modified map schema * html option * update heatmap * Renaming key variables to be more semantically clear (lat/lon vs. x/y) * Changing map+heatmap interactive output handling to write at user-specified location * add test for heatmap Co-authored-by: Joseph Cottam --- pyciemss/visuals/data/country_names.csv | 250 + pyciemss/visuals/data/world-110m.json | 1 + pyciemss/visuals/histogram.py | 35 + pyciemss/visuals/html/visualize_map.html | 20 + pyciemss/visuals/plots.py | 45 +- pyciemss/visuals/schemas/map_heatmap.vg.json | 295 + .../modified_map_heatmap.json | 48121 ++++++++++++++++ tests/visuals/test_plots.py | 37 + tests/visuals/test_schemas.py | 7 +- 9 files changed, 48804 insertions(+), 7 deletions(-) create mode 100644 pyciemss/visuals/data/country_names.csv create mode 100644 pyciemss/visuals/data/world-110m.json create mode 100644 pyciemss/visuals/html/visualize_map.html create mode 100644 pyciemss/visuals/schemas/map_heatmap.vg.json create mode 100644 tests/visuals/modified_schemas/modified_map_heatmap.json diff --git a/pyciemss/visuals/data/country_names.csv b/pyciemss/visuals/data/country_names.csv new file mode 100644 index 000000000..f9b67f9df --- /dev/null +++ b/pyciemss/visuals/data/country_names.csv @@ -0,0 +1,250 @@ +name,alpha-2,alpha-3,country-code,iso_3166-2,region,sub-region,intermediate-region,region-code,sub-region-code,intermediate-region-code +Afghanistan,AF,AFG,004,ISO 3166-2:AF,Asia,Southern Asia,"",142,034,"" +Åland Islands,AX,ALA,248,ISO 3166-2:AX,Europe,Northern Europe,"",150,154,"" +Albania,AL,ALB,008,ISO 3166-2:AL,Europe,Southern Europe,"",150,039,"" +Algeria,DZ,DZA,012,ISO 3166-2:DZ,Africa,Northern Africa,"",002,015,"" +American Samoa,AS,ASM,016,ISO 3166-2:AS,Oceania,Polynesia,"",009,061,"" +Andorra,AD,AND,020,ISO 3166-2:AD,Europe,Southern Europe,"",150,039,"" +Angola,AO,AGO,024,ISO 3166-2:AO,Africa,Sub-Saharan Africa,Middle Africa,002,202,017 +Anguilla,AI,AIA,660,ISO 3166-2:AI,Americas,Latin America and the Caribbean,Caribbean,019,419,029 +Antarctica,AQ,ATA,010,ISO 3166-2:AQ,"","","","","","" +Antigua and Barbuda,AG,ATG,028,ISO 3166-2:AG,Americas,Latin America and the Caribbean,Caribbean,019,419,029 +Argentina,AR,ARG,032,ISO 3166-2:AR,Americas,Latin America and the Caribbean,South America,019,419,005 +Armenia,AM,ARM,051,ISO 3166-2:AM,Asia,Western Asia,"",142,145,"" +Aruba,AW,ABW,533,ISO 3166-2:AW,Americas,Latin America and the Caribbean,Caribbean,019,419,029 +Australia,AU,AUS,036,ISO 3166-2:AU,Oceania,Australia and New Zealand,"",009,053,"" +Austria,AT,AUT,040,ISO 3166-2:AT,Europe,Western Europe,"",150,155,"" +Azerbaijan,AZ,AZE,031,ISO 3166-2:AZ,Asia,Western Asia,"",142,145,"" +Bahamas,BS,BHS,044,ISO 3166-2:BS,Americas,Latin America and the Caribbean,Caribbean,019,419,029 +Bahrain,BH,BHR,048,ISO 3166-2:BH,Asia,Western Asia,"",142,145,"" +Bangladesh,BD,BGD,050,ISO 3166-2:BD,Asia,Southern Asia,"",142,034,"" +Barbados,BB,BRB,052,ISO 3166-2:BB,Americas,Latin America and the Caribbean,Caribbean,019,419,029 +Belarus,BY,BLR,112,ISO 3166-2:BY,Europe,Eastern Europe,"",150,151,"" +Belgium,BE,BEL,056,ISO 3166-2:BE,Europe,Western Europe,"",150,155,"" +Belize,BZ,BLZ,084,ISO 3166-2:BZ,Americas,Latin America and the Caribbean,Central America,019,419,013 +Benin,BJ,BEN,204,ISO 3166-2:BJ,Africa,Sub-Saharan Africa,Western Africa,002,202,011 +Bermuda,BM,BMU,060,ISO 3166-2:BM,Americas,Northern America,"",019,021,"" +Bhutan,BT,BTN,064,ISO 3166-2:BT,Asia,Southern Asia,"",142,034,"" +Bolivia (Plurinational State of),BO,BOL,068,ISO 3166-2:BO,Americas,Latin America and the Caribbean,South America,019,419,005 +"Bonaire, Sint Eustatius and Saba",BQ,BES,535,ISO 3166-2:BQ,Americas,Latin America and the Caribbean,Caribbean,019,419,029 +Bosnia and Herzegovina,BA,BIH,070,ISO 3166-2:BA,Europe,Southern Europe,"",150,039,"" +Botswana,BW,BWA,072,ISO 3166-2:BW,Africa,Sub-Saharan Africa,Southern Africa,002,202,018 +Bouvet Island,BV,BVT,074,ISO 3166-2:BV,Americas,Latin America and the Caribbean,South America,019,419,005 +Brazil,BR,BRA,076,ISO 3166-2:BR,Americas,Latin America and the Caribbean,South America,019,419,005 +British Indian Ocean Territory,IO,IOT,086,ISO 3166-2:IO,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014 +Brunei Darussalam,BN,BRN,096,ISO 3166-2:BN,Asia,South-eastern Asia,"",142,035,"" +Bulgaria,BG,BGR,100,ISO 3166-2:BG,Europe,Eastern Europe,"",150,151,"" +Burkina Faso,BF,BFA,854,ISO 3166-2:BF,Africa,Sub-Saharan Africa,Western Africa,002,202,011 +Burundi,BI,BDI,108,ISO 3166-2:BI,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014 +Cabo Verde,CV,CPV,132,ISO 3166-2:CV,Africa,Sub-Saharan Africa,Western Africa,002,202,011 +Cambodia,KH,KHM,116,ISO 3166-2:KH,Asia,South-eastern Asia,"",142,035,"" +Cameroon,CM,CMR,120,ISO 3166-2:CM,Africa,Sub-Saharan Africa,Middle Africa,002,202,017 +Canada,CA,CAN,124,ISO 3166-2:CA,Americas,Northern America,"",019,021,"" +Cayman Islands,KY,CYM,136,ISO 3166-2:KY,Americas,Latin America and the Caribbean,Caribbean,019,419,029 +Central African Republic,CF,CAF,140,ISO 3166-2:CF,Africa,Sub-Saharan Africa,Middle Africa,002,202,017 +Chad,TD,TCD,148,ISO 3166-2:TD,Africa,Sub-Saharan Africa,Middle Africa,002,202,017 +Chile,CL,CHL,152,ISO 3166-2:CL,Americas,Latin America and the Caribbean,South America,019,419,005 +China,CN,CHN,156,ISO 3166-2:CN,Asia,Eastern Asia,"",142,030,"" +Christmas Island,CX,CXR,162,ISO 3166-2:CX,Oceania,Australia and New Zealand,"",009,053,"" +Cocos (Keeling) Islands,CC,CCK,166,ISO 3166-2:CC,Oceania,Australia and New Zealand,"",009,053,"" +Colombia,CO,COL,170,ISO 3166-2:CO,Americas,Latin America and the Caribbean,South America,019,419,005 +Comoros,KM,COM,174,ISO 3166-2:KM,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014 +Congo,CG,COG,178,ISO 3166-2:CG,Africa,Sub-Saharan Africa,Middle Africa,002,202,017 +"Congo, Democratic Republic of the",CD,COD,180,ISO 3166-2:CD,Africa,Sub-Saharan Africa,Middle Africa,002,202,017 +Cook Islands,CK,COK,184,ISO 3166-2:CK,Oceania,Polynesia,"",009,061,"" +Costa Rica,CR,CRI,188,ISO 3166-2:CR,Americas,Latin America and the Caribbean,Central America,019,419,013 +Côte d'Ivoire,CI,CIV,384,ISO 3166-2:CI,Africa,Sub-Saharan Africa,Western Africa,002,202,011 +Croatia,HR,HRV,191,ISO 3166-2:HR,Europe,Southern Europe,"",150,039,"" +Cuba,CU,CUB,192,ISO 3166-2:CU,Americas,Latin America and the Caribbean,Caribbean,019,419,029 +Curaçao,CW,CUW,531,ISO 3166-2:CW,Americas,Latin America and the Caribbean,Caribbean,019,419,029 +Cyprus,CY,CYP,196,ISO 3166-2:CY,Asia,Western Asia,"",142,145,"" +Czechia,CZ,CZE,203,ISO 3166-2:CZ,Europe,Eastern Europe,"",150,151,"" +Denmark,DK,DNK,208,ISO 3166-2:DK,Europe,Northern Europe,"",150,154,"" +Djibouti,DJ,DJI,262,ISO 3166-2:DJ,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014 +Dominica,DM,DMA,212,ISO 3166-2:DM,Americas,Latin America and the Caribbean,Caribbean,019,419,029 +Dominican Republic,DO,DOM,214,ISO 3166-2:DO,Americas,Latin America and the Caribbean,Caribbean,019,419,029 +Ecuador,EC,ECU,218,ISO 3166-2:EC,Americas,Latin America and the Caribbean,South America,019,419,005 +Egypt,EG,EGY,818,ISO 3166-2:EG,Africa,Northern Africa,"",002,015,"" +El Salvador,SV,SLV,222,ISO 3166-2:SV,Americas,Latin America and the Caribbean,Central America,019,419,013 +Equatorial Guinea,GQ,GNQ,226,ISO 3166-2:GQ,Africa,Sub-Saharan Africa,Middle Africa,002,202,017 +Eritrea,ER,ERI,232,ISO 3166-2:ER,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014 +Estonia,EE,EST,233,ISO 3166-2:EE,Europe,Northern Europe,"",150,154,"" +Eswatini,SZ,SWZ,748,ISO 3166-2:SZ,Africa,Sub-Saharan Africa,Southern Africa,002,202,018 +Ethiopia,ET,ETH,231,ISO 3166-2:ET,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014 +Falkland Islands (Malvinas),FK,FLK,238,ISO 3166-2:FK,Americas,Latin America and the Caribbean,South America,019,419,005 +Faroe Islands,FO,FRO,234,ISO 3166-2:FO,Europe,Northern Europe,"",150,154,"" +Fiji,FJ,FJI,242,ISO 3166-2:FJ,Oceania,Melanesia,"",009,054,"" +Finland,FI,FIN,246,ISO 3166-2:FI,Europe,Northern Europe,"",150,154,"" +France,FR,FRA,250,ISO 3166-2:FR,Europe,Western Europe,"",150,155,"" +French Guiana,GF,GUF,254,ISO 3166-2:GF,Americas,Latin America and the Caribbean,South America,019,419,005 +French Polynesia,PF,PYF,258,ISO 3166-2:PF,Oceania,Polynesia,"",009,061,"" +French Southern Territories,TF,ATF,260,ISO 3166-2:TF,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014 +Gabon,GA,GAB,266,ISO 3166-2:GA,Africa,Sub-Saharan Africa,Middle Africa,002,202,017 +Gambia,GM,GMB,270,ISO 3166-2:GM,Africa,Sub-Saharan Africa,Western Africa,002,202,011 +Georgia,GE,GEO,268,ISO 3166-2:GE,Asia,Western Asia,"",142,145,"" +Germany,DE,DEU,276,ISO 3166-2:DE,Europe,Western Europe,"",150,155,"" +Ghana,GH,GHA,288,ISO 3166-2:GH,Africa,Sub-Saharan Africa,Western Africa,002,202,011 +Gibraltar,GI,GIB,292,ISO 3166-2:GI,Europe,Southern Europe,"",150,039,"" +Greece,GR,GRC,300,ISO 3166-2:GR,Europe,Southern Europe,"",150,039,"" +Greenland,GL,GRL,304,ISO 3166-2:GL,Americas,Northern America,"",019,021,"" +Grenada,GD,GRD,308,ISO 3166-2:GD,Americas,Latin America and the Caribbean,Caribbean,019,419,029 +Guadeloupe,GP,GLP,312,ISO 3166-2:GP,Americas,Latin America and the Caribbean,Caribbean,019,419,029 +Guam,GU,GUM,316,ISO 3166-2:GU,Oceania,Micronesia,"",009,057,"" +Guatemala,GT,GTM,320,ISO 3166-2:GT,Americas,Latin America and the Caribbean,Central America,019,419,013 +Guernsey,GG,GGY,831,ISO 3166-2:GG,Europe,Northern Europe,Channel Islands,150,154,830 +Guinea,GN,GIN,324,ISO 3166-2:GN,Africa,Sub-Saharan Africa,Western Africa,002,202,011 +Guinea-Bissau,GW,GNB,624,ISO 3166-2:GW,Africa,Sub-Saharan Africa,Western Africa,002,202,011 +Guyana,GY,GUY,328,ISO 3166-2:GY,Americas,Latin America and the Caribbean,South America,019,419,005 +Haiti,HT,HTI,332,ISO 3166-2:HT,Americas,Latin America and the Caribbean,Caribbean,019,419,029 +Heard Island and McDonald Islands,HM,HMD,334,ISO 3166-2:HM,Oceania,Australia and New Zealand,"",009,053,"" +Holy See,VA,VAT,336,ISO 3166-2:VA,Europe,Southern Europe,"",150,039,"" +Honduras,HN,HND,340,ISO 3166-2:HN,Americas,Latin America and the Caribbean,Central America,019,419,013 +Hong Kong,HK,HKG,344,ISO 3166-2:HK,Asia,Eastern Asia,"",142,030,"" +Hungary,HU,HUN,348,ISO 3166-2:HU,Europe,Eastern Europe,"",150,151,"" +Iceland,IS,ISL,352,ISO 3166-2:IS,Europe,Northern Europe,"",150,154,"" +India,IN,IND,356,ISO 3166-2:IN,Asia,Southern Asia,"",142,034,"" +Indonesia,ID,IDN,360,ISO 3166-2:ID,Asia,South-eastern Asia,"",142,035,"" +Iran (Islamic Republic of),IR,IRN,364,ISO 3166-2:IR,Asia,Southern Asia,"",142,034,"" +Iraq,IQ,IRQ,368,ISO 3166-2:IQ,Asia,Western Asia,"",142,145,"" +Ireland,IE,IRL,372,ISO 3166-2:IE,Europe,Northern Europe,"",150,154,"" +Isle of Man,IM,IMN,833,ISO 3166-2:IM,Europe,Northern Europe,"",150,154,"" +Israel,IL,ISR,376,ISO 3166-2:IL,Asia,Western Asia,"",142,145,"" +Italy,IT,ITA,380,ISO 3166-2:IT,Europe,Southern Europe,"",150,039,"" +Jamaica,JM,JAM,388,ISO 3166-2:JM,Americas,Latin America and the Caribbean,Caribbean,019,419,029 +Japan,JP,JPN,392,ISO 3166-2:JP,Asia,Eastern Asia,"",142,030,"" +Jersey,JE,JEY,832,ISO 3166-2:JE,Europe,Northern Europe,Channel Islands,150,154,830 +Jordan,JO,JOR,400,ISO 3166-2:JO,Asia,Western Asia,"",142,145,"" +Kazakhstan,KZ,KAZ,398,ISO 3166-2:KZ,Asia,Central Asia,"",142,143,"" +Kenya,KE,KEN,404,ISO 3166-2:KE,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014 +Kiribati,KI,KIR,296,ISO 3166-2:KI,Oceania,Micronesia,"",009,057,"" +Korea (Democratic People's Republic of),KP,PRK,408,ISO 3166-2:KP,Asia,Eastern Asia,"",142,030,"" +"Korea, Republic of",KR,KOR,410,ISO 3166-2:KR,Asia,Eastern Asia,"",142,030,"" +Kuwait,KW,KWT,414,ISO 3166-2:KW,Asia,Western Asia,"",142,145,"" +Kyrgyzstan,KG,KGZ,417,ISO 3166-2:KG,Asia,Central Asia,"",142,143,"" +Lao People's Democratic Republic,LA,LAO,418,ISO 3166-2:LA,Asia,South-eastern Asia,"",142,035,"" +Latvia,LV,LVA,428,ISO 3166-2:LV,Europe,Northern Europe,"",150,154,"" +Lebanon,LB,LBN,422,ISO 3166-2:LB,Asia,Western Asia,"",142,145,"" +Lesotho,LS,LSO,426,ISO 3166-2:LS,Africa,Sub-Saharan Africa,Southern Africa,002,202,018 +Liberia,LR,LBR,430,ISO 3166-2:LR,Africa,Sub-Saharan Africa,Western Africa,002,202,011 +Libya,LY,LBY,434,ISO 3166-2:LY,Africa,Northern Africa,"",002,015,"" +Liechtenstein,LI,LIE,438,ISO 3166-2:LI,Europe,Western Europe,"",150,155,"" +Lithuania,LT,LTU,440,ISO 3166-2:LT,Europe,Northern Europe,"",150,154,"" +Luxembourg,LU,LUX,442,ISO 3166-2:LU,Europe,Western Europe,"",150,155,"" +Macao,MO,MAC,446,ISO 3166-2:MO,Asia,Eastern Asia,"",142,030,"" +Madagascar,MG,MDG,450,ISO 3166-2:MG,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014 +Malawi,MW,MWI,454,ISO 3166-2:MW,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014 +Malaysia,MY,MYS,458,ISO 3166-2:MY,Asia,South-eastern Asia,"",142,035,"" +Maldives,MV,MDV,462,ISO 3166-2:MV,Asia,Southern Asia,"",142,034,"" +Mali,ML,MLI,466,ISO 3166-2:ML,Africa,Sub-Saharan Africa,Western Africa,002,202,011 +Malta,MT,MLT,470,ISO 3166-2:MT,Europe,Southern Europe,"",150,039,"" +Marshall Islands,MH,MHL,584,ISO 3166-2:MH,Oceania,Micronesia,"",009,057,"" +Martinique,MQ,MTQ,474,ISO 3166-2:MQ,Americas,Latin America and the Caribbean,Caribbean,019,419,029 +Mauritania,MR,MRT,478,ISO 3166-2:MR,Africa,Sub-Saharan Africa,Western Africa,002,202,011 +Mauritius,MU,MUS,480,ISO 3166-2:MU,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014 +Mayotte,YT,MYT,175,ISO 3166-2:YT,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014 +Mexico,MX,MEX,484,ISO 3166-2:MX,Americas,Latin America and the Caribbean,Central America,019,419,013 +Micronesia (Federated States of),FM,FSM,583,ISO 3166-2:FM,Oceania,Micronesia,"",009,057,"" +"Moldova, Republic of",MD,MDA,498,ISO 3166-2:MD,Europe,Eastern Europe,"",150,151,"" +Monaco,MC,MCO,492,ISO 3166-2:MC,Europe,Western Europe,"",150,155,"" +Mongolia,MN,MNG,496,ISO 3166-2:MN,Asia,Eastern Asia,"",142,030,"" +Montenegro,ME,MNE,499,ISO 3166-2:ME,Europe,Southern Europe,"",150,039,"" +Montserrat,MS,MSR,500,ISO 3166-2:MS,Americas,Latin America and the Caribbean,Caribbean,019,419,029 +Morocco,MA,MAR,504,ISO 3166-2:MA,Africa,Northern Africa,"",002,015,"" +Mozambique,MZ,MOZ,508,ISO 3166-2:MZ,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014 +Myanmar,MM,MMR,104,ISO 3166-2:MM,Asia,South-eastern Asia,"",142,035,"" +Namibia,NA,NAM,516,ISO 3166-2:NA,Africa,Sub-Saharan Africa,Southern Africa,002,202,018 +Nauru,NR,NRU,520,ISO 3166-2:NR,Oceania,Micronesia,"",009,057,"" +Nepal,NP,NPL,524,ISO 3166-2:NP,Asia,Southern Asia,"",142,034,"" +Netherlands,NL,NLD,528,ISO 3166-2:NL,Europe,Western Europe,"",150,155,"" +New Caledonia,NC,NCL,540,ISO 3166-2:NC,Oceania,Melanesia,"",009,054,"" +New Zealand,NZ,NZL,554,ISO 3166-2:NZ,Oceania,Australia and New Zealand,"",009,053,"" +Nicaragua,NI,NIC,558,ISO 3166-2:NI,Americas,Latin America and the Caribbean,Central America,019,419,013 +Niger,NE,NER,562,ISO 3166-2:NE,Africa,Sub-Saharan Africa,Western Africa,002,202,011 +Nigeria,NG,NGA,566,ISO 3166-2:NG,Africa,Sub-Saharan Africa,Western Africa,002,202,011 +Niue,NU,NIU,570,ISO 3166-2:NU,Oceania,Polynesia,"",009,061,"" +Norfolk Island,NF,NFK,574,ISO 3166-2:NF,Oceania,Australia and New Zealand,"",009,053,"" +North Macedonia,MK,MKD,807,ISO 3166-2:MK,Europe,Southern Europe,"",150,039,"" +Northern Mariana Islands,MP,MNP,580,ISO 3166-2:MP,Oceania,Micronesia,"",009,057,"" +Norway,NO,NOR,578,ISO 3166-2:NO,Europe,Northern Europe,"",150,154,"" +Oman,OM,OMN,512,ISO 3166-2:OM,Asia,Western Asia,"",142,145,"" +Pakistan,PK,PAK,586,ISO 3166-2:PK,Asia,Southern Asia,"",142,034,"" +Palau,PW,PLW,585,ISO 3166-2:PW,Oceania,Micronesia,"",009,057,"" +"Palestine, State of",PS,PSE,275,ISO 3166-2:PS,Asia,Western Asia,"",142,145,"" +Panama,PA,PAN,591,ISO 3166-2:PA,Americas,Latin America and the Caribbean,Central America,019,419,013 +Papua New Guinea,PG,PNG,598,ISO 3166-2:PG,Oceania,Melanesia,"",009,054,"" +Paraguay,PY,PRY,600,ISO 3166-2:PY,Americas,Latin America and the Caribbean,South America,019,419,005 +Peru,PE,PER,604,ISO 3166-2:PE,Americas,Latin America and the Caribbean,South America,019,419,005 +Philippines,PH,PHL,608,ISO 3166-2:PH,Asia,South-eastern Asia,"",142,035,"" +Pitcairn,PN,PCN,612,ISO 3166-2:PN,Oceania,Polynesia,"",009,061,"" +Poland,PL,POL,616,ISO 3166-2:PL,Europe,Eastern Europe,"",150,151,"" +Portugal,PT,PRT,620,ISO 3166-2:PT,Europe,Southern Europe,"",150,039,"" +Puerto Rico,PR,PRI,630,ISO 3166-2:PR,Americas,Latin America and the Caribbean,Caribbean,019,419,029 +Qatar,QA,QAT,634,ISO 3166-2:QA,Asia,Western Asia,"",142,145,"" +Réunion,RE,REU,638,ISO 3166-2:RE,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014 +Romania,RO,ROU,642,ISO 3166-2:RO,Europe,Eastern Europe,"",150,151,"" +Russian Federation,RU,RUS,643,ISO 3166-2:RU,Europe,Eastern Europe,"",150,151,"" +Rwanda,RW,RWA,646,ISO 3166-2:RW,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014 +Saint Barthélemy,BL,BLM,652,ISO 3166-2:BL,Americas,Latin America and the Caribbean,Caribbean,019,419,029 +"Saint Helena, Ascension and Tristan da Cunha",SH,SHN,654,ISO 3166-2:SH,Africa,Sub-Saharan Africa,Western Africa,002,202,011 +Saint Kitts and Nevis,KN,KNA,659,ISO 3166-2:KN,Americas,Latin America and the Caribbean,Caribbean,019,419,029 +Saint Lucia,LC,LCA,662,ISO 3166-2:LC,Americas,Latin America and the Caribbean,Caribbean,019,419,029 +Saint Martin (French part),MF,MAF,663,ISO 3166-2:MF,Americas,Latin America and the Caribbean,Caribbean,019,419,029 +Saint Pierre and Miquelon,PM,SPM,666,ISO 3166-2:PM,Americas,Northern America,"",019,021,"" +Saint Vincent and the Grenadines,VC,VCT,670,ISO 3166-2:VC,Americas,Latin America and the Caribbean,Caribbean,019,419,029 +Samoa,WS,WSM,882,ISO 3166-2:WS,Oceania,Polynesia,"",009,061,"" +San Marino,SM,SMR,674,ISO 3166-2:SM,Europe,Southern Europe,"",150,039,"" +Sao Tome and Principe,ST,STP,678,ISO 3166-2:ST,Africa,Sub-Saharan Africa,Middle Africa,002,202,017 +Saudi Arabia,SA,SAU,682,ISO 3166-2:SA,Asia,Western Asia,"",142,145,"" +Senegal,SN,SEN,686,ISO 3166-2:SN,Africa,Sub-Saharan Africa,Western Africa,002,202,011 +Serbia,RS,SRB,688,ISO 3166-2:RS,Europe,Southern Europe,"",150,039,"" +Seychelles,SC,SYC,690,ISO 3166-2:SC,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014 +Sierra Leone,SL,SLE,694,ISO 3166-2:SL,Africa,Sub-Saharan Africa,Western Africa,002,202,011 +Singapore,SG,SGP,702,ISO 3166-2:SG,Asia,South-eastern Asia,"",142,035,"" +Sint Maarten (Dutch part),SX,SXM,534,ISO 3166-2:SX,Americas,Latin America and the Caribbean,Caribbean,019,419,029 +Slovakia,SK,SVK,703,ISO 3166-2:SK,Europe,Eastern Europe,"",150,151,"" +Slovenia,SI,SVN,705,ISO 3166-2:SI,Europe,Southern Europe,"",150,039,"" +Solomon Islands,SB,SLB,090,ISO 3166-2:SB,Oceania,Melanesia,"",009,054,"" +Somalia,SO,SOM,706,ISO 3166-2:SO,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014 +South Africa,ZA,ZAF,710,ISO 3166-2:ZA,Africa,Sub-Saharan Africa,Southern Africa,002,202,018 +South Georgia and the South Sandwich Islands,GS,SGS,239,ISO 3166-2:GS,Americas,Latin America and the Caribbean,South America,019,419,005 +South Sudan,SS,SSD,728,ISO 3166-2:SS,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014 +Spain,ES,ESP,724,ISO 3166-2:ES,Europe,Southern Europe,"",150,039,"" +Sri Lanka,LK,LKA,144,ISO 3166-2:LK,Asia,Southern Asia,"",142,034,"" +Sudan,SD,SDN,729,ISO 3166-2:SD,Africa,Northern Africa,"",002,015,"" +Suriname,SR,SUR,740,ISO 3166-2:SR,Americas,Latin America and the Caribbean,South America,019,419,005 +Svalbard and Jan Mayen,SJ,SJM,744,ISO 3166-2:SJ,Europe,Northern Europe,"",150,154,"" +Sweden,SE,SWE,752,ISO 3166-2:SE,Europe,Northern Europe,"",150,154,"" +Switzerland,CH,CHE,756,ISO 3166-2:CH,Europe,Western Europe,"",150,155,"" +Syrian 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\ No newline at end of file diff --git a/pyciemss/visuals/histogram.py b/pyciemss/visuals/histogram.py index 30dd1d617..9a81006ec 100644 --- a/pyciemss/visuals/histogram.py +++ b/pyciemss/visuals/histogram.py @@ -1,4 +1,6 @@ +import json from numbers import Number +from pathlib import Path from typing import Callable, List, Literal, Optional, Tuple, Union, overload import numpy as np @@ -6,6 +8,8 @@ from . import vega +_output_root = Path(__file__).parent / "data" + def sturges_bin(data): """Determine number of bin susing sturge's rule. @@ -209,3 +213,34 @@ def _mesh_to_heatmap(mesh_data): ) return schema + + +def map_heatmap(mesh: pd.DataFrame = None) -> vega.VegaSchema: + """ + mesh -- (Optional) pd.DataFrame with columns + lon_start, lon_end, lat_start, lat_end, count for each grid + """ + + schema = vega.load_schema("map_heatmap.vg.json") + mesh_array = mesh.to_json(orient="records") + # load heatmap data + schema["data"] = vega.replace_named_with( + schema["data"], "mesh", ["values"], json.loads(mesh_array) + ) + # + # add in map topology data + world_path = _output_root / "world-110m.json" + f = open(world_path) + world_data = json.load(f) + schema["data"] = vega.replace_named_with( + schema["data"], "world", ["values"], world_data + ) + + # add in country names + country_names_path = _output_root / "country_names.csv" + + name_data = pd.read_csv(country_names_path).to_json(orient="records") + schema["data"] = vega.replace_named_with( + schema["data"], "names", ["values"], json.loads(name_data) + ) + return schema diff --git a/pyciemss/visuals/html/visualize_map.html b/pyciemss/visuals/html/visualize_map.html new file mode 100644 index 000000000..ef7fb03ff --- /dev/null +++ b/pyciemss/visuals/html/visualize_map.html @@ -0,0 +1,20 @@ + + + + + + + + + + +
+ + + + \ No newline at end of file diff --git a/pyciemss/visuals/plots.py b/pyciemss/visuals/plots.py index 13d0d35ec..d555355fa 100644 --- a/pyciemss/visuals/plots.py +++ b/pyciemss/visuals/plots.py @@ -1,5 +1,7 @@ import json -from typing import Any, Dict, Literal, Optional +import shutil +from pathlib import Path +from typing import Any, Dict, Literal, Optional, Union import IPython.display import vl_convert @@ -7,7 +9,7 @@ from .barycenter import triangle_contour from .calibration import calibration from .graphs import attributed_graph, spring_force_graph -from .histogram import heatmap_scatter, histogram_multi +from .histogram import heatmap_scatter, histogram_multi, map_heatmap from .trajectories import trajectories from .vega import VegaSchema, orient_legend, pad, rescale, resize, set_title @@ -25,21 +27,34 @@ "attributed_graph", "spring_force_graph", "heatmap_scatter", + "map_heatmap", ] -def save_schema(schema: Dict[str, Any], path: str): +def save_schema(schema: Dict[str, Any], path: Path): """Save the schema using common convention""" with open(path, "w") as f: json.dump(schema, f, indent=3) +def check_geoscale(schema): + geoscale = False + if "signals" in schema.keys(): + for i in range(len(schema["signals"])): + signal = schema["signals"][i] + if "on" in signal.keys(): + if "geoscale" in signal["on"][0]["update"].lower(): + geoscale = True + return geoscale + + def ipy_display( schema: Dict[str, Any], *, format: Literal["png", "svg", "PNG", "SVG", "interactive", "INTERACTIVE"] = "png", force_clear: bool = False, dpi: Optional[int] = None, + output_root: Union[str, Path, None] = None, **kwargs, ): """Wrap for dispaly in an ipython notebook. @@ -49,6 +64,7 @@ def ipy_display( Format specifier is case-insensitive. force_clear -- Force clear the result cell (sometimes required after an error) dpi -- approximates DPI for output (other factors apply) + output_root -- Location of output files. String name of new folder will be converted to Pathlib Path **kwargs -- Passed on to the selected vl_convert function The vlc_convert PNG export function takes a 'scale' factor, @@ -71,7 +87,28 @@ def ipy_display( if force_clear: IPython.display.clear_output(wait=True) - if format in ["interactive", "INTERACTIVE"]: + if isinstance(output_root, str): + output_root = Path(output_root) + + if check_geoscale(schema): + if output_root is None: + raise ValueError( + "Must supply an writeable output directory when visualizing this type of schema" + ) + + output_schema = output_root / "modified_map_heatmap.json" + output_html = output_root / "visualize_map.html" + input_html = Path(__file__).parent / "html" / "visualize_map.html" + + if not output_root.exists(): + output_root.mkdir(parents=True) + + shutil.copy(input_html, output_html) + save_schema(schema, output_schema) + print( + f"Schema includes 'geoscale' which can't be interactively rendered. View at {output_html}" + ) + elif format in ["interactive", "INTERACTIVE"]: bundle = {"application/vnd.vega.v5+json": schema} print("", end=None) IPython.display.display(bundle, raw=True) diff --git a/pyciemss/visuals/schemas/map_heatmap.vg.json b/pyciemss/visuals/schemas/map_heatmap.vg.json new file mode 100644 index 000000000..6300e183a --- /dev/null +++ b/pyciemss/visuals/schemas/map_heatmap.vg.json @@ -0,0 +1,295 @@ +{ + "$schema": "https://vega.github.io/schema/vega/v5.27.json", + "description": "A configurable map of countries of the world.", + "width": 400, + "height": 400, + "autosize": "none", + "signals": [ + {"name": "translate0", "update": "width / 2"}, + {"name": "translate1", "update": "height / 2"}, + { + "name": "CountryName", + "value": "Afghanistan", + "bind": { + "input": "select", + "options": ["Austria", "Australia", "Antarctica"] + } + }, + { + "name": "IndexSelectedName", + "on": [ + { + "events": {"signal": "CountryName"}, + "update": "indexof(pluck(data('names'),'name'), CountryName)" + } + ] + }, + { + "name": "CountryID", + "on": [ + { + "events": {"signal": "IndexSelectedName"}, + "update": "pluck(data('names'),'country-code')[IndexSelectedName]" + } + ] + }, + { + "name": "IndexSelectedGeometry", + "on": [ + { + "events": {"signal": "CountryID"}, + "update": "indexof(pluck(data('world'),'id'), CountryID)" + } + ] + }, + { + "name": "SelectedGeometry", + "on": [ + { + "events": {"signal": "CountryID"}, + "update": "pluck(data('world'),'geometry')[IndexSelectedGeometry]" + } + ] + }, + { + "name": "centroid_country_px", + "on": [ + { + "events": {"signal": "SelectedGeometry"}, + "update": "geoCentroid('projection_original', SelectedGeometry)" + } + ] + }, + { + "name": "centroid_country_degree", + "on": [ + { + "events": {"signal": "centroid_country_px"}, + "update": "invert('projection_original', centroid_country_px)" + } + ] + }, + { + "name": "bounds_country_px", + "on": [ + { + "events": {"signal": "centroid_country_degree"}, + "update": "geoBounds('projection_original', SelectedGeometry)" + } + ] + }, + { + "name": "country_scale_px", + "on": [ + { + "events": {"signal": "bounds_country_px"}, + "update": "max(bounds_country_px[1][0] - bounds_country_px[0][0], bounds_country_px[1][1] - bounds_country_px[0][1])" + } + ] + }, + { + "name": "country_width_degrees", + "on": [ + { + "events": {"signal": "country_scale_px"}, + "update": "invert('projection_original', [country_scale_px + scale('projection_original', [-180, 0])[0], 0])[0] + 180" + } + ] + }, + { + "name": "degree_width_pixels", + "on": [ + { + "events": {"signal": "CountryID"}, + "update": "scale('projection_original', [-180 + longitude_width, 0])[0]- scale('projection_original', [-180, 0])[0]" + } + ] + }, + { + "name": "manual_width_ratio", + "on": [ + { + "events": {"signal": "degree_width_pixels"}, + "update": "width/degree_width_pixels" + } + ] + }, + { + "name": "manual_scale", + "on": [ + { + "events": {"signal": "manual_width_ratio"}, + "update": "geoScale('projection_original')*manual_width_ratio" + } + ] + }, + { + "name": "longitude", + "value": 0, + "on": [ + { + "events": {"signal": "centroid_country_degree"}, + "update": "centroid_country_degree[0]" + } + ], + "bind": {"input": "range", "min": -180, "max": 180, "step": 1} + }, + { + "name": "latitude", + "value": 0, + "on": [ + { + "events": {"signal": "centroid_country_degree"}, + "update": "centroid_country_degree[1]" + } + ], + "bind": {"input": "range", "min": -90, "max": 90, "step": 1} + }, + { + "name": "longitude_width", + "on": [ + { + "events": {"signal": "country_width_degrees"}, + "update": "country_width_degrees" + } + ], + "value": 360, + "bind": {"input": "range", "min": 1, "max": 360, "step": 1} + }, + { + "name": "scale_projection", + "value": 63.66, + "on": [ + { + "events": {"signal": "longitude_width"}, + "update": "geoScale('projection_original')*width/(scale('projection_original', [-180 + longitude_width, 0])[0]- scale('projection_original', [-180, 0])[0])" + } + ] + }, + { + "name": "SelectedName", + "on": [ + { + "events": {"signal": "CountryName"}, + "update": "indexof(pluck(data('names'),'name'), CountryName)" + } + ] + } + ], + "projections": [ + { + "name": "projection_updated", + "scale": {"signal": "scale_projection"}, + "center": [{"signal": "longitude"}, {"signal": "latitude"}], + "translate": [{"signal": "translate0"}, {"signal": "translate1"}] + }, + { + "name": "projection_original", + "translate": [{"signal": "translate0"}, {"signal": "translate1"}] + } + ], + "scales": [ + { + "name": "color", + "type": "linear", + "domain": {"data": "mesh", "field": "count"}, + "range": "heatmap", + "interpolate": "hcl", + "zero": true + } + ], + "data": [ + { + "name": "mesh", + "values": [ + {"lon_start": 0, "lon_end": 50, "lat_start": 0, "lat_end": 50, "count": 10}, + { + "lon_start": 50, + "lon_end": 60, + "lat_start": 50, + "lat_end": 70, + "count": 3000 + } + ] + }, + { + "name": "world", + "values": [], + "format": {"type": "topojson", "feature": "countries"} + }, + { + "name": "names", + "values": [] + }, + { + "name": "graticule", + "transform": [{"type": "graticule", "stepMinor": [10, 10]}] + } + ], + "marks": [ + { + "name": "marks", + "type": "rect", + "style": ["rect"], + "from": {"data": "mesh"}, + "encode": { + "update": { + "fill": {"scale": "color", "field": "count"}, + "x2": { + "signal": "scale('projection_updated', [datum.lon_start, datum.lat_start])[0]" + }, + "x": { + "signal": "scale('projection_updated', [datum.lon_end, datum.lat_end])[0]" + }, + "y2": { + "signal": "scale('projection_updated', [datum.lon_start, datum.lat_start])[1]" + }, + "y": { + "signal": "scale('projection_updated', [datum.lon_end, datum.lat_end])[1]" + } + } + } + }, + { + "type": "shape", + "from": {"data": "graticule"}, + "encode": { + "update": { + "strokeWidth": {"value": 1}, + "strokeDash": "[+1, +1]", + "stroke": "#444", + "fill": {"value": null} + } + }, + "transform": [{"type": "geoshape", "projection": "projection_updated"}] + }, + { + "type": "shape", + "from": {"data": "world"}, + "encode": { + "update": { + "strokeWidth": 1, + "opacity": [ + {"test": "datum['id'] == CountryID", "value": 1}, + {"value": 0.2} + ], + "zindex": {"value": 0} + } + }, + "transform": [{"type": "geoshape", "projection": "projection_updated"}] + }, + { + "type": "shape", + "from": {"data": "graticule"}, + "encode": { + "update": { + "strokeWidth": {"value": 1}, + "strokeDash": {"value": 1}, + "stroke": {"value": "#444"}, + "fill": {"value": null} + } + }, + "transform": [{"type": "geoshape", "projection": "projection_updated"}] + } + ] +} \ No newline at end of file diff --git a/tests/visuals/modified_schemas/modified_map_heatmap.json b/tests/visuals/modified_schemas/modified_map_heatmap.json new file mode 100644 index 000000000..3ae68520e --- /dev/null +++ b/tests/visuals/modified_schemas/modified_map_heatmap.json @@ -0,0 +1,48121 @@ +{ + "$schema": "https://vega.github.io/schema/vega/v5.25.json", + "description": "A configurable map of countries of the world.", + "width": 400, + "height": 400, + "autosize": "none", + "signals": [ + { + "name": "translate0", + "update": "width / 2" + }, + { + "name": "translate1", + "update": "height / 2" + }, + { + "name": "CountryName", + "value": "Afghanistan", + "bind": { + "input": "select", + "options": [ + "Austria", + "Australia", + "Antarctica" + ] + } + }, + { + "name": "IndexSelectedName", + "on": [ + { + "events": { + "signal": "CountryName" + }, + "update": "indexof(pluck(data('names'),'name'), CountryName)" + } + ] + }, + { + "name": "CountryID", + "on": [ + { + "events": { + "signal": "IndexSelectedName" + }, + "update": "pluck(data('names'),'country-code')[IndexSelectedName]" + } + ] + }, + { + "name": "IndexSelectedGeometry", + "on": [ + { + "events": { + "signal": "CountryID" + }, + "update": "indexof(pluck(data('world'),'id'), CountryID)" + } + ] + }, + { + "name": "SelectedGeometry", + "on": [ + { + "events": { + "signal": "CountryID" + }, + "update": "pluck(data('world'),'geometry')[IndexSelectedGeometry]" + } + ] + }, + { + "name": "centroid_country_px", + "on": [ + { + "events": { + "signal": "SelectedGeometry" + }, + "update": "geoCentroid('projection_original', SelectedGeometry)" + } + ] + }, + { + "name": "centroid_country_degree", + "on": [ + { + "events": { + "signal": "centroid_country_px" + }, + "update": "invert('projection_original', centroid_country_px)" + } + ] + }, + { + "name": "bounds_country_px", + "on": [ + { + "events": { + "signal": "centroid_country_degree" + }, + "update": "geoBounds('projection_original', SelectedGeometry)" + } + ] + }, + { + "name": "country_scale_px", + "on": [ + { + "events": { + "signal": "bounds_country_px" + }, + "update": "max(bounds_country_px[1][0] - bounds_country_px[0][0], bounds_country_px[1][1] - bounds_country_px[0][1])" + } + ] + }, + { + "name": "country_width_degrees", + "on": [ + { + 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and Herzegovina", + "alpha-2": "BA", + "alpha-3": "BIH", + "country-code": 70, + "iso_3166-2": "ISO 3166-2:BA", + "region": "Europe", + "sub-region": "Southern Europe", + "intermediate-region": null, + "region-code": 150.0, + "sub-region-code": 39.0, + "intermediate-region-code": null + }, + { + "name": "Botswana", + "alpha-2": "BW", + "alpha-3": "BWA", + "country-code": 72, + "iso_3166-2": "ISO 3166-2:BW", + "region": "Africa", + "sub-region": "Sub-Saharan Africa", + "intermediate-region": "Southern Africa", + "region-code": 2.0, + "sub-region-code": 202.0, + "intermediate-region-code": 18.0 + }, + { + "name": "Bouvet Island", + "alpha-2": "BV", + "alpha-3": "BVT", + "country-code": 74, + "iso_3166-2": "ISO 3166-2:BV", + "region": "Americas", + "sub-region": "Latin America and the Caribbean", + "intermediate-region": "South America", + "region-code": 19.0, + "sub-region-code": 419.0, + "intermediate-region-code": 5.0 + }, + { + "name": "Brazil", + "alpha-2": "BR", + "alpha-3": "BRA", 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"sub-region": "Sub-Saharan Africa", + "intermediate-region": "Western Africa", + "region-code": 2.0, + "sub-region-code": 202.0, + "intermediate-region-code": 11.0 + }, + { + "name": "Cambodia", + "alpha-2": "KH", + "alpha-3": "KHM", + "country-code": 116, + "iso_3166-2": "ISO 3166-2:KH", + "region": "Asia", + "sub-region": "South-eastern Asia", + "intermediate-region": null, + "region-code": 142.0, + "sub-region-code": 35.0, + "intermediate-region-code": null + }, + { + "name": "Cameroon", + "alpha-2": "CM", + "alpha-3": "CMR", + "country-code": 120, + "iso_3166-2": "ISO 3166-2:CM", + "region": "Africa", + "sub-region": "Sub-Saharan Africa", + "intermediate-region": "Middle Africa", + "region-code": 2.0, + "sub-region-code": 202.0, + "intermediate-region-code": 17.0 + }, + { + "name": "Canada", + "alpha-2": "CA", + "alpha-3": "CAN", + "country-code": 124, + "iso_3166-2": "ISO 3166-2:CA", + "region": "Americas", + "sub-region": "Northern America", + "intermediate-region": null, + 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"intermediate-region-code": null + }, + { + "name": "El Salvador", + "alpha-2": "SV", + "alpha-3": "SLV", + "country-code": 222, + "iso_3166-2": "ISO 3166-2:SV", + "region": "Americas", + "sub-region": "Latin America and the Caribbean", + "intermediate-region": "Central America", + "region-code": 19.0, + "sub-region-code": 419.0, + "intermediate-region-code": 13.0 + }, + { + "name": "Equatorial Guinea", + "alpha-2": "GQ", + "alpha-3": "GNQ", + "country-code": 226, + "iso_3166-2": "ISO 3166-2:GQ", + "region": "Africa", + "sub-region": "Sub-Saharan Africa", + "intermediate-region": "Middle Africa", + "region-code": 2.0, + "sub-region-code": 202.0, + "intermediate-region-code": 17.0 + }, + { + "name": "Eritrea", + "alpha-2": "ER", + "alpha-3": "ERI", + "country-code": 232, + "iso_3166-2": "ISO 3166-2:ER", + "region": "Africa", + "sub-region": "Sub-Saharan Africa", + "intermediate-region": "Eastern Africa", + "region-code": 2.0, + "sub-region-code": 202.0, + "intermediate-region-code": 14.0 + }, + { + "name": "Estonia", + "alpha-2": "EE", + "alpha-3": "EST", + "country-code": 233, + "iso_3166-2": "ISO 3166-2:EE", + "region": "Europe", + "sub-region": "Northern Europe", + "intermediate-region": null, + "region-code": 150.0, + "sub-region-code": 154.0, + "intermediate-region-code": null + }, + { + "name": "Eswatini", + "alpha-2": "SZ", + "alpha-3": "SWZ", + "country-code": 748, + "iso_3166-2": "ISO 3166-2:SZ", + "region": "Africa", + "sub-region": "Sub-Saharan Africa", + "intermediate-region": "Southern Africa", + "region-code": 2.0, + "sub-region-code": 202.0, + "intermediate-region-code": 18.0 + }, + { + "name": "Ethiopia", + "alpha-2": "ET", + "alpha-3": "ETH", + "country-code": 231, + "iso_3166-2": "ISO 3166-2:ET", + "region": "Africa", + "sub-region": "Sub-Saharan Africa", + "intermediate-region": "Eastern Africa", + "region-code": 2.0, + "sub-region-code": 202.0, + "intermediate-region-code": 14.0 + }, + { + "name": "Falkland Islands (Malvinas)", + "alpha-2": 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3166-2:FI", + "region": "Europe", + "sub-region": "Northern Europe", + "intermediate-region": null, + "region-code": 150.0, + "sub-region-code": 154.0, + "intermediate-region-code": null + }, + { + "name": "France", + "alpha-2": "FR", + "alpha-3": "FRA", + "country-code": 250, + "iso_3166-2": "ISO 3166-2:FR", + "region": "Europe", + "sub-region": "Western Europe", + "intermediate-region": null, + "region-code": 150.0, + "sub-region-code": 155.0, + "intermediate-region-code": null + }, + { + "name": "French Guiana", + "alpha-2": "GF", + "alpha-3": "GUF", + "country-code": 254, + "iso_3166-2": "ISO 3166-2:GF", + "region": "Americas", + "sub-region": "Latin America and the Caribbean", + "intermediate-region": "South America", + "region-code": 19.0, + "sub-region-code": 419.0, + "intermediate-region-code": 5.0 + }, + { + "name": "French Polynesia", + "alpha-2": "PF", + "alpha-3": "PYF", + "country-code": 258, + "iso_3166-2": "ISO 3166-2:PF", + "region": "Oceania", + "sub-region": 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"Western Europe", + "intermediate-region": null, + "region-code": 150.0, + "sub-region-code": 155.0, + "intermediate-region-code": null + }, + { + "name": "Mongolia", + "alpha-2": "MN", + "alpha-3": "MNG", + "country-code": 496, + "iso_3166-2": "ISO 3166-2:MN", + "region": "Asia", + "sub-region": "Eastern Asia", + "intermediate-region": null, + "region-code": 142.0, + "sub-region-code": 30.0, + "intermediate-region-code": null + }, + { + "name": "Montenegro", + "alpha-2": "ME", + "alpha-3": "MNE", + "country-code": 499, + "iso_3166-2": "ISO 3166-2:ME", + "region": "Europe", + "sub-region": "Southern Europe", + "intermediate-region": null, + "region-code": 150.0, + "sub-region-code": 39.0, + "intermediate-region-code": null + }, + { + "name": "Montserrat", + "alpha-2": "MS", + "alpha-3": "MSR", + "country-code": 500, + "iso_3166-2": "ISO 3166-2:MS", + "region": "Americas", + "sub-region": "Latin America and the Caribbean", + "intermediate-region": "Caribbean", + "region-code": 19.0, + "sub-region-code": 419.0, + "intermediate-region-code": 29.0 + }, + { + "name": "Morocco", + "alpha-2": "MA", + "alpha-3": "MAR", + "country-code": 504, + "iso_3166-2": "ISO 3166-2:MA", + "region": "Africa", + "sub-region": "Northern Africa", + "intermediate-region": null, + "region-code": 2.0, + "sub-region-code": 15.0, + "intermediate-region-code": null + }, + { + "name": "Mozambique", + "alpha-2": "MZ", + "alpha-3": "MOZ", + "country-code": 508, + "iso_3166-2": "ISO 3166-2:MZ", + "region": "Africa", + "sub-region": "Sub-Saharan Africa", + "intermediate-region": "Eastern Africa", + "region-code": 2.0, + "sub-region-code": 202.0, + "intermediate-region-code": 14.0 + }, + { + "name": "Myanmar", + "alpha-2": "MM", + "alpha-3": "MMR", + "country-code": 104, + "iso_3166-2": "ISO 3166-2:MM", + "region": "Asia", + "sub-region": "South-eastern Asia", + "intermediate-region": null, + "region-code": 142.0, + "sub-region-code": 35.0, + "intermediate-region-code": null + }, + { + "name": "Namibia", + "alpha-2": null, + "alpha-3": "NAM", + "country-code": 516, + "iso_3166-2": "ISO 3166-2:NA", + "region": "Africa", + "sub-region": "Sub-Saharan Africa", + "intermediate-region": "Southern Africa", + "region-code": 2.0, + "sub-region-code": 202.0, + "intermediate-region-code": 18.0 + }, + { + "name": "Nauru", + "alpha-2": "NR", + "alpha-3": "NRU", + "country-code": 520, + "iso_3166-2": "ISO 3166-2:NR", + "region": "Oceania", + "sub-region": "Micronesia", + "intermediate-region": null, + "region-code": 9.0, + "sub-region-code": 57.0, + "intermediate-region-code": null + }, + { + "name": "Nepal", + "alpha-2": "NP", + "alpha-3": "NPL", + "country-code": 524, + "iso_3166-2": "ISO 3166-2:NP", + "region": "Asia", + "sub-region": "Southern Asia", + "intermediate-region": null, + "region-code": 142.0, + "sub-region-code": 34.0, + "intermediate-region-code": null + }, + { + "name": "Netherlands", + "alpha-2": "NL", + "alpha-3": "NLD", + "country-code": 528, + "iso_3166-2": "ISO 3166-2:NL", + "region": "Europe", + "sub-region": "Western Europe", + "intermediate-region": null, + "region-code": 150.0, + "sub-region-code": 155.0, + "intermediate-region-code": null + }, + { + "name": "New Caledonia", + "alpha-2": "NC", + "alpha-3": "NCL", + "country-code": 540, + "iso_3166-2": "ISO 3166-2:NC", + "region": "Oceania", + "sub-region": "Melanesia", + "intermediate-region": null, + "region-code": 9.0, + "sub-region-code": 54.0, + "intermediate-region-code": null + }, + { + "name": "New Zealand", + "alpha-2": "NZ", + "alpha-3": "NZL", + "country-code": 554, + "iso_3166-2": "ISO 3166-2:NZ", + "region": "Oceania", + "sub-region": "Australia and New Zealand", + "intermediate-region": null, + "region-code": 9.0, + "sub-region-code": 53.0, + "intermediate-region-code": null + }, + { + "name": "Nicaragua", + "alpha-2": "NI", + "alpha-3": "NIC", + "country-code": 558, + "iso_3166-2": "ISO 3166-2:NI", + "region": "Americas", + "sub-region": "Latin America and the Caribbean", + "intermediate-region": "Central America", + "region-code": 19.0, + "sub-region-code": 419.0, + "intermediate-region-code": 13.0 + }, + { + "name": "Niger", + "alpha-2": "NE", + "alpha-3": "NER", + "country-code": 562, + "iso_3166-2": "ISO 3166-2:NE", + "region": "Africa", + "sub-region": "Sub-Saharan Africa", + "intermediate-region": "Western Africa", + "region-code": 2.0, + "sub-region-code": 202.0, + "intermediate-region-code": 11.0 + }, + { + "name": "Nigeria", + "alpha-2": "NG", + "alpha-3": "NGA", + "country-code": 566, + "iso_3166-2": "ISO 3166-2:NG", + "region": "Africa", + "sub-region": "Sub-Saharan Africa", + "intermediate-region": "Western Africa", + "region-code": 2.0, + "sub-region-code": 202.0, + "intermediate-region-code": 11.0 + }, + { + "name": "Niue", + "alpha-2": "NU", + "alpha-3": "NIU", + "country-code": 570, + "iso_3166-2": "ISO 3166-2:NU", + "region": "Oceania", + "sub-region": "Polynesia", + "intermediate-region": null, + "region-code": 9.0, + "sub-region-code": 61.0, + "intermediate-region-code": null + }, + { + "name": "Norfolk Island", + "alpha-2": "NF", + "alpha-3": "NFK", + "country-code": 574, + "iso_3166-2": "ISO 3166-2:NF", + "region": "Oceania", + "sub-region": "Australia and New Zealand", + "intermediate-region": null, + "region-code": 9.0, + "sub-region-code": 53.0, + "intermediate-region-code": null + }, + { + "name": "North Macedonia", + "alpha-2": "MK", + "alpha-3": "MKD", + "country-code": 807, + "iso_3166-2": "ISO 3166-2:MK", + "region": "Europe", + "sub-region": "Southern Europe", + "intermediate-region": null, + "region-code": 150.0, + "sub-region-code": 39.0, + "intermediate-region-code": null + }, + { + "name": "Northern Mariana Islands", + "alpha-2": "MP", + "alpha-3": "MNP", + "country-code": 580, + "iso_3166-2": "ISO 3166-2:MP", + "region": "Oceania", + "sub-region": "Micronesia", + "intermediate-region": null, + "region-code": 9.0, + "sub-region-code": 57.0, + "intermediate-region-code": null + }, + { + "name": "Norway", + "alpha-2": "NO", + "alpha-3": "NOR", + "country-code": 578, + "iso_3166-2": "ISO 3166-2:NO", + "region": "Europe", + "sub-region": "Northern Europe", + "intermediate-region": null, + "region-code": 150.0, + "sub-region-code": 154.0, + "intermediate-region-code": null + }, + { + "name": "Oman", + "alpha-2": "OM", + "alpha-3": "OMN", + "country-code": 512, + "iso_3166-2": "ISO 3166-2:OM", + "region": "Asia", + "sub-region": "Western Asia", + "intermediate-region": null, + "region-code": 142.0, + "sub-region-code": 145.0, + "intermediate-region-code": null + }, + { + "name": "Pakistan", + "alpha-2": "PK", + "alpha-3": "PAK", + "country-code": 586, + "iso_3166-2": "ISO 3166-2:PK", + "region": "Asia", + "sub-region": "Southern Asia", + "intermediate-region": null, + "region-code": 142.0, + "sub-region-code": 34.0, + "intermediate-region-code": null + }, + { + "name": "Palau", + "alpha-2": "PW", + "alpha-3": "PLW", + "country-code": 585, + "iso_3166-2": "ISO 3166-2:PW", + "region": "Oceania", + "sub-region": "Micronesia", + "intermediate-region": null, + "region-code": 9.0, + "sub-region-code": 57.0, + "intermediate-region-code": null + }, + { + "name": "Palestine, State of", + "alpha-2": "PS", + "alpha-3": "PSE", + "country-code": 275, + "iso_3166-2": "ISO 3166-2:PS", + "region": "Asia", + "sub-region": "Western Asia", + "intermediate-region": null, + "region-code": 142.0, + "sub-region-code": 145.0, + "intermediate-region-code": null + }, + { + "name": "Panama", + "alpha-2": "PA", + "alpha-3": "PAN", + "country-code": 591, + "iso_3166-2": "ISO 3166-2:PA", + "region": "Americas", + "sub-region": "Latin America and the Caribbean", + "intermediate-region": "Central America", + "region-code": 19.0, + "sub-region-code": 419.0, + "intermediate-region-code": 13.0 + }, + { + "name": "Papua New Guinea", + "alpha-2": "PG", + "alpha-3": "PNG", + "country-code": 598, + "iso_3166-2": "ISO 3166-2:PG", + "region": "Oceania", + "sub-region": "Melanesia", + "intermediate-region": null, + "region-code": 9.0, + "sub-region-code": 54.0, + "intermediate-region-code": null + }, + { + "name": "Paraguay", + "alpha-2": "PY", + "alpha-3": "PRY", + "country-code": 600, + "iso_3166-2": "ISO 3166-2:PY", + "region": "Americas", + "sub-region": "Latin America and the Caribbean", + "intermediate-region": "South America", + "region-code": 19.0, + "sub-region-code": 419.0, + "intermediate-region-code": 5.0 + }, + { + "name": "Peru", + "alpha-2": "PE", + "alpha-3": "PER", + "country-code": 604, + "iso_3166-2": "ISO 3166-2:PE", + "region": "Americas", + "sub-region": "Latin America and the Caribbean", + "intermediate-region": "South America", + "region-code": 19.0, + "sub-region-code": 419.0, + "intermediate-region-code": 5.0 + }, + { + "name": "Philippines", + "alpha-2": "PH", + "alpha-3": "PHL", + "country-code": 608, + "iso_3166-2": "ISO 3166-2:PH", + "region": "Asia", + "sub-region": "South-eastern Asia", + "intermediate-region": null, + "region-code": 142.0, + "sub-region-code": 35.0, + "intermediate-region-code": null + }, + { + "name": "Pitcairn", + "alpha-2": "PN", + "alpha-3": "PCN", + "country-code": 612, + "iso_3166-2": "ISO 3166-2:PN", + "region": "Oceania", + "sub-region": "Polynesia", + "intermediate-region": null, + "region-code": 9.0, + "sub-region-code": 61.0, + "intermediate-region-code": null + }, + { + "name": "Poland", + "alpha-2": "PL", + "alpha-3": "POL", + "country-code": 616, + "iso_3166-2": "ISO 3166-2:PL", + "region": "Europe", + "sub-region": "Eastern Europe", + "intermediate-region": null, + "region-code": 150.0, + "sub-region-code": 151.0, + "intermediate-region-code": null + }, + { + "name": "Portugal", + "alpha-2": "PT", + "alpha-3": "PRT", + "country-code": 620, + "iso_3166-2": "ISO 3166-2:PT", + "region": "Europe", + "sub-region": "Southern Europe", + "intermediate-region": null, + "region-code": 150.0, + "sub-region-code": 39.0, + "intermediate-region-code": null + }, + { + "name": "Puerto Rico", + "alpha-2": "PR", + "alpha-3": "PRI", + "country-code": 630, + "iso_3166-2": "ISO 3166-2:PR", + "region": "Americas", + "sub-region": "Latin America and the Caribbean", + "intermediate-region": "Caribbean", + "region-code": 19.0, + "sub-region-code": 419.0, + "intermediate-region-code": 29.0 + }, + { + "name": "Qatar", + "alpha-2": "QA", + "alpha-3": "QAT", + "country-code": 634, + "iso_3166-2": "ISO 3166-2:QA", + "region": "Asia", + "sub-region": "Western Asia", + "intermediate-region": null, + "region-code": 142.0, + "sub-region-code": 145.0, + "intermediate-region-code": null + }, + { + "name": "R\u00e9union", + "alpha-2": "RE", + "alpha-3": "REU", + "country-code": 638, + "iso_3166-2": "ISO 3166-2:RE", + "region": "Africa", + "sub-region": "Sub-Saharan Africa", + "intermediate-region": "Eastern Africa", + "region-code": 2.0, + "sub-region-code": 202.0, + "intermediate-region-code": 14.0 + }, + { + "name": "Romania", + "alpha-2": "RO", + "alpha-3": "ROU", + "country-code": 642, + "iso_3166-2": "ISO 3166-2:RO", + "region": "Europe", + "sub-region": "Eastern Europe", + "intermediate-region": null, + "region-code": 150.0, + "sub-region-code": 151.0, + "intermediate-region-code": null + }, + { + "name": "Russian Federation", + "alpha-2": "RU", + "alpha-3": "RUS", + "country-code": 643, + "iso_3166-2": "ISO 3166-2:RU", + "region": "Europe", + "sub-region": "Eastern Europe", + "intermediate-region": null, + "region-code": 150.0, + "sub-region-code": 151.0, + "intermediate-region-code": null + }, + { + "name": "Rwanda", + "alpha-2": "RW", + "alpha-3": "RWA", + "country-code": 646, + "iso_3166-2": "ISO 3166-2:RW", + "region": "Africa", + "sub-region": "Sub-Saharan Africa", + "intermediate-region": "Eastern Africa", + "region-code": 2.0, + "sub-region-code": 202.0, + "intermediate-region-code": 14.0 + }, + { + "name": "Saint Barth\u00e9lemy", + "alpha-2": "BL", + "alpha-3": "BLM", + "country-code": 652, + "iso_3166-2": "ISO 3166-2:BL", + "region": "Americas", + "sub-region": "Latin America and the Caribbean", + "intermediate-region": "Caribbean", + "region-code": 19.0, + "sub-region-code": 419.0, + "intermediate-region-code": 29.0 + }, + { + "name": "Saint Helena, Ascension and Tristan da Cunha", + "alpha-2": "SH", + "alpha-3": "SHN", + "country-code": 654, + "iso_3166-2": "ISO 3166-2:SH", + "region": "Africa", + "sub-region": "Sub-Saharan Africa", + "intermediate-region": "Western Africa", + "region-code": 2.0, + "sub-region-code": 202.0, + "intermediate-region-code": 11.0 + }, + { + "name": "Saint Kitts and Nevis", + "alpha-2": "KN", + "alpha-3": "KNA", + "country-code": 659, + "iso_3166-2": "ISO 3166-2:KN", + "region": "Americas", + "sub-region": "Latin America and the Caribbean", + "intermediate-region": "Caribbean", + "region-code": 19.0, + "sub-region-code": 419.0, + "intermediate-region-code": 29.0 + }, + { + "name": "Saint Lucia", + "alpha-2": "LC", + "alpha-3": "LCA", + "country-code": 662, + "iso_3166-2": "ISO 3166-2:LC", + "region": "Americas", + "sub-region": "Latin America and the Caribbean", + "intermediate-region": "Caribbean", + "region-code": 19.0, + "sub-region-code": 419.0, + "intermediate-region-code": 29.0 + }, + { + "name": "Saint Martin (French part)", + "alpha-2": "MF", + "alpha-3": "MAF", + "country-code": 663, + "iso_3166-2": "ISO 3166-2:MF", + "region": "Americas", + "sub-region": "Latin America and the Caribbean", + "intermediate-region": "Caribbean", + "region-code": 19.0, + "sub-region-code": 419.0, + "intermediate-region-code": 29.0 + }, + { + "name": "Saint Pierre and Miquelon", + "alpha-2": "PM", + "alpha-3": "SPM", + "country-code": 666, + "iso_3166-2": "ISO 3166-2:PM", + "region": "Americas", + "sub-region": "Northern America", + "intermediate-region": null, + "region-code": 19.0, + "sub-region-code": 21.0, + "intermediate-region-code": null + }, + { + "name": "Saint Vincent and the Grenadines", + "alpha-2": "VC", + "alpha-3": "VCT", + "country-code": 670, + "iso_3166-2": "ISO 3166-2:VC", + "region": "Americas", + "sub-region": "Latin America and the Caribbean", + "intermediate-region": "Caribbean", + "region-code": 19.0, + "sub-region-code": 419.0, + "intermediate-region-code": 29.0 + }, + { + "name": "Samoa", + "alpha-2": "WS", + "alpha-3": "WSM", + "country-code": 882, + "iso_3166-2": "ISO 3166-2:WS", + "region": "Oceania", + "sub-region": "Polynesia", + "intermediate-region": null, + "region-code": 9.0, + "sub-region-code": 61.0, + "intermediate-region-code": null + }, + { + "name": "San Marino", + "alpha-2": "SM", + "alpha-3": "SMR", + "country-code": 674, + "iso_3166-2": "ISO 3166-2:SM", + "region": "Europe", + "sub-region": "Southern Europe", + "intermediate-region": null, + "region-code": 150.0, + "sub-region-code": 39.0, + "intermediate-region-code": null + }, + { + "name": "Sao Tome and Principe", + "alpha-2": "ST", + "alpha-3": "STP", + "country-code": 678, + "iso_3166-2": "ISO 3166-2:ST", + "region": "Africa", + "sub-region": "Sub-Saharan 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"sub-region-code": 39.0, + "intermediate-region-code": null + }, + { + "name": "Seychelles", + "alpha-2": "SC", + "alpha-3": "SYC", + "country-code": 690, + "iso_3166-2": "ISO 3166-2:SC", + "region": "Africa", + "sub-region": "Sub-Saharan Africa", + "intermediate-region": "Eastern Africa", + "region-code": 2.0, + "sub-region-code": 202.0, + "intermediate-region-code": 14.0 + }, + { + "name": "Sierra Leone", + "alpha-2": "SL", + "alpha-3": "SLE", + "country-code": 694, + "iso_3166-2": "ISO 3166-2:SL", + "region": "Africa", + "sub-region": "Sub-Saharan Africa", + "intermediate-region": "Western Africa", + "region-code": 2.0, + "sub-region-code": 202.0, + "intermediate-region-code": 11.0 + }, + { + "name": "Singapore", + "alpha-2": "SG", + "alpha-3": "SGP", + "country-code": 702, + "iso_3166-2": "ISO 3166-2:SG", + "region": "Asia", + "sub-region": "South-eastern Asia", + "intermediate-region": null, + "region-code": 142.0, + "sub-region-code": 35.0, + "intermediate-region-code": null + }, + { + "name": "Sint Maarten (Dutch part)", + "alpha-2": "SX", + "alpha-3": "SXM", + "country-code": 534, + "iso_3166-2": "ISO 3166-2:SX", + "region": "Americas", + "sub-region": "Latin America and the Caribbean", + "intermediate-region": "Caribbean", + "region-code": 19.0, + "sub-region-code": 419.0, + "intermediate-region-code": 29.0 + }, + { + "name": "Slovakia", + "alpha-2": "SK", + "alpha-3": "SVK", + "country-code": 703, + "iso_3166-2": "ISO 3166-2:SK", + "region": "Europe", + "sub-region": "Eastern Europe", + "intermediate-region": null, + "region-code": 150.0, + "sub-region-code": 151.0, + "intermediate-region-code": null + }, + { + "name": "Slovenia", + "alpha-2": "SI", + "alpha-3": "SVN", + "country-code": 705, + "iso_3166-2": "ISO 3166-2:SI", + "region": "Europe", + "sub-region": "Southern Europe", + "intermediate-region": null, + "region-code": 150.0, + "sub-region-code": 39.0, + "intermediate-region-code": null + }, + { + "name": "Solomon Islands", + "alpha-2": "SB", + "alpha-3": "SLB", + "country-code": 90, + "iso_3166-2": "ISO 3166-2:SB", + "region": "Oceania", + "sub-region": "Melanesia", + "intermediate-region": null, + "region-code": 9.0, + "sub-region-code": 54.0, + "intermediate-region-code": null + }, + { + "name": "Somalia", + "alpha-2": "SO", + "alpha-3": "SOM", + "country-code": 706, + "iso_3166-2": "ISO 3166-2:SO", + "region": "Africa", + "sub-region": "Sub-Saharan Africa", + "intermediate-region": "Eastern Africa", + "region-code": 2.0, + "sub-region-code": 202.0, + "intermediate-region-code": 14.0 + }, + { + "name": "South Africa", + "alpha-2": "ZA", + "alpha-3": "ZAF", + "country-code": 710, + "iso_3166-2": "ISO 3166-2:ZA", + "region": "Africa", + "sub-region": "Sub-Saharan Africa", + "intermediate-region": "Southern Africa", + "region-code": 2.0, + "sub-region-code": 202.0, + "intermediate-region-code": 18.0 + }, + { + "name": "South Georgia and the South Sandwich Islands", + "alpha-2": "GS", + "alpha-3": "SGS", + "country-code": 239, + "iso_3166-2": "ISO 3166-2:GS", + "region": "Americas", + "sub-region": "Latin America and the Caribbean", + "intermediate-region": "South America", + "region-code": 19.0, + "sub-region-code": 419.0, + "intermediate-region-code": 5.0 + }, + { + "name": "South Sudan", + "alpha-2": "SS", + "alpha-3": "SSD", + "country-code": 728, + "iso_3166-2": "ISO 3166-2:SS", + "region": "Africa", + "sub-region": "Sub-Saharan Africa", + "intermediate-region": "Eastern Africa", + "region-code": 2.0, + "sub-region-code": 202.0, + "intermediate-region-code": 14.0 + }, + { + "name": "Spain", + "alpha-2": "ES", + "alpha-3": "ESP", + "country-code": 724, + "iso_3166-2": "ISO 3166-2:ES", + "region": "Europe", + "sub-region": "Southern Europe", + "intermediate-region": null, + "region-code": 150.0, + "sub-region-code": 39.0, + "intermediate-region-code": null + }, + { + "name": "Sri Lanka", + "alpha-2": "LK", + "alpha-3": "LKA", + "country-code": 144, + "iso_3166-2": "ISO 3166-2:LK", + "region": "Asia", + "sub-region": "Southern Asia", + "intermediate-region": null, + "region-code": 142.0, + "sub-region-code": 34.0, + "intermediate-region-code": null + }, + { + "name": "Sudan", + "alpha-2": "SD", + "alpha-3": "SDN", + "country-code": 729, + "iso_3166-2": "ISO 3166-2:SD", + "region": "Africa", + "sub-region": "Northern Africa", + "intermediate-region": null, + "region-code": 2.0, + "sub-region-code": 15.0, + "intermediate-region-code": null + }, + { + "name": "Suriname", + "alpha-2": "SR", + "alpha-3": "SUR", + "country-code": 740, + "iso_3166-2": "ISO 3166-2:SR", + "region": "Americas", + "sub-region": "Latin America and the Caribbean", + "intermediate-region": "South America", + "region-code": 19.0, + "sub-region-code": 419.0, + "intermediate-region-code": 5.0 + }, + { + "name": "Svalbard and Jan Mayen", + "alpha-2": "SJ", + "alpha-3": "SJM", + "country-code": 744, + "iso_3166-2": "ISO 3166-2:SJ", + "region": "Europe", + "sub-region": "Northern Europe", + "intermediate-region": null, + "region-code": 150.0, + "sub-region-code": 154.0, + "intermediate-region-code": null + }, + { + "name": "Sweden", + "alpha-2": "SE", + "alpha-3": "SWE", + "country-code": 752, + "iso_3166-2": "ISO 3166-2:SE", + "region": "Europe", + "sub-region": "Northern Europe", + "intermediate-region": null, + "region-code": 150.0, + "sub-region-code": 154.0, + "intermediate-region-code": null + }, + { + "name": "Switzerland", + "alpha-2": "CH", + "alpha-3": "CHE", + "country-code": 756, + "iso_3166-2": "ISO 3166-2:CH", + "region": "Europe", + "sub-region": "Western Europe", + "intermediate-region": null, + "region-code": 150.0, + "sub-region-code": 155.0, + "intermediate-region-code": null + }, + { + "name": "Syrian Arab Republic", + "alpha-2": "SY", + "alpha-3": "SYR", + "country-code": 760, + "iso_3166-2": "ISO 3166-2:SY", + "region": "Asia", + "sub-region": "Western Asia", + "intermediate-region": null, + "region-code": 142.0, + "sub-region-code": 145.0, + "intermediate-region-code": null + }, + { + "name": "Taiwan, Province of China", + "alpha-2": "TW", + "alpha-3": "TWN", + "country-code": 158, + "iso_3166-2": "ISO 3166-2:TW", + "region": "Asia", + "sub-region": "Eastern Asia", + "intermediate-region": null, + "region-code": 142.0, + "sub-region-code": 30.0, + "intermediate-region-code": null + }, + { + "name": "Tajikistan", + "alpha-2": "TJ", + "alpha-3": "TJK", + "country-code": 762, + "iso_3166-2": "ISO 3166-2:TJ", + "region": "Asia", + "sub-region": "Central Asia", + "intermediate-region": null, + "region-code": 142.0, + "sub-region-code": 143.0, + "intermediate-region-code": null + }, + { + "name": "Tanzania, United Republic of", + "alpha-2": "TZ", + "alpha-3": "TZA", + "country-code": 834, + "iso_3166-2": "ISO 3166-2:TZ", + "region": "Africa", + "sub-region": "Sub-Saharan Africa", + "intermediate-region": "Eastern Africa", + "region-code": 2.0, + "sub-region-code": 202.0, + "intermediate-region-code": 14.0 + }, + { + "name": "Thailand", + "alpha-2": "TH", + "alpha-3": "THA", + "country-code": 764, + "iso_3166-2": "ISO 3166-2:TH", + "region": "Asia", + "sub-region": "South-eastern Asia", + "intermediate-region": null, + "region-code": 142.0, + "sub-region-code": 35.0, + "intermediate-region-code": null + }, + { + "name": "Timor-Leste", + "alpha-2": "TL", + "alpha-3": "TLS", + "country-code": 626, + "iso_3166-2": "ISO 3166-2:TL", + "region": "Asia", + "sub-region": "South-eastern Asia", + "intermediate-region": null, + "region-code": 142.0, + "sub-region-code": 35.0, + "intermediate-region-code": null + }, + { + "name": "Togo", + "alpha-2": "TG", + "alpha-3": "TGO", + "country-code": 768, + "iso_3166-2": "ISO 3166-2:TG", + "region": "Africa", + "sub-region": "Sub-Saharan Africa", + "intermediate-region": "Western Africa", + "region-code": 2.0, + "sub-region-code": 202.0, + "intermediate-region-code": 11.0 + }, + { + "name": "Tokelau", + "alpha-2": "TK", + "alpha-3": "TKL", + "country-code": 772, + "iso_3166-2": "ISO 3166-2:TK", + "region": "Oceania", + "sub-region": "Polynesia", + "intermediate-region": null, + "region-code": 9.0, + "sub-region-code": 61.0, + "intermediate-region-code": null + }, + { + "name": "Tonga", + "alpha-2": "TO", + "alpha-3": "TON", + "country-code": 776, + "iso_3166-2": "ISO 3166-2:TO", + "region": "Oceania", + "sub-region": "Polynesia", + "intermediate-region": null, + "region-code": 9.0, + "sub-region-code": 61.0, + "intermediate-region-code": null + }, + { + "name": "Trinidad and Tobago", + "alpha-2": "TT", + "alpha-3": "TTO", + "country-code": 780, + "iso_3166-2": "ISO 3166-2:TT", + "region": "Americas", + "sub-region": "Latin America and the Caribbean", + "intermediate-region": "Caribbean", + "region-code": 19.0, + "sub-region-code": 419.0, + "intermediate-region-code": 29.0 + }, + { + "name": "Tunisia", + "alpha-2": "TN", + "alpha-3": "TUN", + "country-code": 788, + "iso_3166-2": "ISO 3166-2:TN", + "region": "Africa", + "sub-region": "Northern Africa", + "intermediate-region": null, + "region-code": 2.0, + "sub-region-code": 15.0, + "intermediate-region-code": null + }, + { + "name": "Turkey", + "alpha-2": "TR", + "alpha-3": "TUR", + "country-code": 792, + "iso_3166-2": "ISO 3166-2:TR", + "region": "Asia", + "sub-region": "Western Asia", + "intermediate-region": null, + "region-code": 142.0, + "sub-region-code": 145.0, + "intermediate-region-code": null + }, + { + "name": "Turkmenistan", + "alpha-2": "TM", + "alpha-3": "TKM", + "country-code": 795, + "iso_3166-2": "ISO 3166-2:TM", + "region": "Asia", + "sub-region": "Central Asia", + "intermediate-region": null, + "region-code": 142.0, + "sub-region-code": 143.0, + "intermediate-region-code": null + }, + { + "name": "Turks and Caicos Islands", + "alpha-2": "TC", + "alpha-3": "TCA", + "country-code": 796, + "iso_3166-2": "ISO 3166-2:TC", + "region": "Americas", + "sub-region": "Latin America and the Caribbean", + "intermediate-region": "Caribbean", + "region-code": 19.0, + "sub-region-code": 419.0, + "intermediate-region-code": 29.0 + }, + { + "name": "Tuvalu", + "alpha-2": "TV", + "alpha-3": "TUV", + "country-code": 798, + "iso_3166-2": "ISO 3166-2:TV", + "region": "Oceania", + "sub-region": "Polynesia", + "intermediate-region": null, + "region-code": 9.0, + "sub-region-code": 61.0, + "intermediate-region-code": null + }, + { + "name": "Uganda", + "alpha-2": "UG", + "alpha-3": "UGA", + "country-code": 800, + "iso_3166-2": "ISO 3166-2:UG", + "region": "Africa", + "sub-region": "Sub-Saharan Africa", + "intermediate-region": "Eastern Africa", + "region-code": 2.0, + "sub-region-code": 202.0, + "intermediate-region-code": 14.0 + }, + { + "name": "Ukraine", + "alpha-2": "UA", + "alpha-3": "UKR", + "country-code": 804, + "iso_3166-2": "ISO 3166-2:UA", + "region": "Europe", + "sub-region": "Eastern Europe", + "intermediate-region": null, + "region-code": 150.0, + "sub-region-code": 151.0, + "intermediate-region-code": null + }, + { + "name": "United Arab Emirates", + "alpha-2": "AE", + "alpha-3": "ARE", + "country-code": 784, + "iso_3166-2": "ISO 3166-2:AE", + "region": "Asia", + "sub-region": "Western Asia", + "intermediate-region": null, + "region-code": 142.0, + "sub-region-code": 145.0, + "intermediate-region-code": null + }, + { + "name": "United Kingdom of Great Britain and Northern Ireland", + "alpha-2": "GB", + "alpha-3": "GBR", + "country-code": 826, + "iso_3166-2": "ISO 3166-2:GB", + "region": "Europe", + "sub-region": "Northern Europe", + "intermediate-region": null, + "region-code": 150.0, + "sub-region-code": 154.0, + "intermediate-region-code": null + }, + { + "name": "United States of America", + "alpha-2": "US", + "alpha-3": "USA", + "country-code": 840, + "iso_3166-2": "ISO 3166-2:US", + "region": "Americas", + "sub-region": "Northern America", + "intermediate-region": null, + "region-code": 19.0, + "sub-region-code": 21.0, + "intermediate-region-code": null + }, + { + "name": "United States Minor Outlying Islands", + "alpha-2": "UM", + "alpha-3": "UMI", + "country-code": 581, + "iso_3166-2": "ISO 3166-2:UM", + "region": "Oceania", + "sub-region": "Micronesia", + "intermediate-region": null, + "region-code": 9.0, + "sub-region-code": 57.0, + "intermediate-region-code": null + }, + { + "name": "Uruguay", + "alpha-2": "UY", + "alpha-3": "URY", + "country-code": 858, + "iso_3166-2": "ISO 3166-2:UY", + "region": "Americas", + "sub-region": "Latin America and the Caribbean", + "intermediate-region": "South America", + "region-code": 19.0, + "sub-region-code": 419.0, + "intermediate-region-code": 5.0 + }, + { + "name": "Uzbekistan", + "alpha-2": "UZ", + "alpha-3": "UZB", + "country-code": 860, + "iso_3166-2": "ISO 3166-2:UZ", + "region": "Asia", + "sub-region": "Central Asia", + "intermediate-region": null, + "region-code": 142.0, + "sub-region-code": 143.0, + "intermediate-region-code": null + }, + { + "name": "Vanuatu", + "alpha-2": "VU", + "alpha-3": "VUT", + "country-code": 548, + "iso_3166-2": "ISO 3166-2:VU", + "region": "Oceania", + "sub-region": "Melanesia", + "intermediate-region": null, + "region-code": 9.0, + "sub-region-code": 54.0, + "intermediate-region-code": null + }, + { + "name": "Venezuela (Bolivarian Republic of)", + "alpha-2": "VE", + "alpha-3": "VEN", + "country-code": 862, + "iso_3166-2": "ISO 3166-2:VE", + "region": "Americas", + "sub-region": "Latin America and the Caribbean", + "intermediate-region": "South America", + "region-code": 19.0, + "sub-region-code": 419.0, + "intermediate-region-code": 5.0 + }, + { + "name": "Viet Nam", + "alpha-2": "VN", + "alpha-3": "VNM", + "country-code": 704, + "iso_3166-2": "ISO 3166-2:VN", + "region": "Asia", + "sub-region": "South-eastern Asia", + "intermediate-region": null, + "region-code": 142.0, + "sub-region-code": 35.0, + "intermediate-region-code": null + }, + { + "name": "Virgin Islands (British)", + "alpha-2": "VG", + "alpha-3": "VGB", + "country-code": 92, + "iso_3166-2": "ISO 3166-2:VG", + "region": "Americas", + "sub-region": "Latin America and the Caribbean", + "intermediate-region": "Caribbean", + "region-code": 19.0, + "sub-region-code": 419.0, + "intermediate-region-code": 29.0 + }, + { + "name": "Virgin Islands (U.S.)", + "alpha-2": "VI", + "alpha-3": "VIR", + "country-code": 850, + "iso_3166-2": "ISO 3166-2:VI", + "region": "Americas", + "sub-region": "Latin America and the Caribbean", + "intermediate-region": "Caribbean", + "region-code": 19.0, + "sub-region-code": 419.0, + "intermediate-region-code": 29.0 + }, + { + "name": "Wallis and Futuna", + "alpha-2": "WF", + "alpha-3": "WLF", + "country-code": 876, + "iso_3166-2": "ISO 3166-2:WF", + "region": "Oceania", + "sub-region": "Polynesia", + "intermediate-region": null, + "region-code": 9.0, + "sub-region-code": 61.0, + "intermediate-region-code": null + }, + { + "name": "Western Sahara", + "alpha-2": "EH", + "alpha-3": "ESH", + "country-code": 732, + "iso_3166-2": "ISO 3166-2:EH", + "region": "Africa", + "sub-region": "Northern Africa", + "intermediate-region": null, + "region-code": 2.0, + "sub-region-code": 15.0, + "intermediate-region-code": null + }, + { + "name": "Yemen", + "alpha-2": "YE", + "alpha-3": "YEM", + "country-code": 887, + "iso_3166-2": "ISO 3166-2:YE", + "region": "Asia", + "sub-region": "Western Asia", + "intermediate-region": null, + "region-code": 142.0, + "sub-region-code": 145.0, + "intermediate-region-code": null + }, + { + "name": "Zambia", + "alpha-2": "ZM", + "alpha-3": "ZMB", + "country-code": 894, + "iso_3166-2": "ISO 3166-2:ZM", + "region": "Africa", + "sub-region": "Sub-Saharan Africa", + "intermediate-region": "Eastern Africa", + "region-code": 2.0, + "sub-region-code": 202.0, + "intermediate-region-code": 14.0 + }, + { + "name": "Zimbabwe", + "alpha-2": "ZW", + "alpha-3": "ZWE", + "country-code": 716, + "iso_3166-2": "ISO 3166-2:ZW", + "region": "Africa", + "sub-region": "Sub-Saharan Africa", + "intermediate-region": "Eastern Africa", + "region-code": 2.0, + "sub-region-code": 202.0, + "intermediate-region-code": 14.0 + } + ] + }, + { + "name": "graticule", + "transform": [ + { + "type": "graticule", + "stepMinor": [ + 10, + 10 + ] + } + ] + } + ], + "marks": [ + { + "name": "marks", + "type": "rect", + "style": [ + "rect" + ], + "from": { + "data": "mesh" + }, + "encode": { + "update": { + "fill": { + "scale": "color", + "field": "__count" + }, + "x2": { + "signal": "scale('projection_updated', [datum.x_start, datum.y_start])[0]" + }, + "x": { + "signal": "scale('projection_updated', [datum.x_end, datum.y_end])[0]" + }, + "y2": { + "signal": "scale('projection_updated', [datum.x_start, datum.y_start])[1]" + }, + "y": { + "signal": "scale('projection_updated', [datum.x_end, datum.y_end])[1]" + } + } + } + }, + { + "type": "shape", + "from": { + "data": "graticule" + }, + "encode": { + "update": { + "strokeWidth": { + "value": 1 + }, + "strokeDash": "[+1, +1]", + "stroke": "#444", + "fill": { + "value": null + } + } + }, + "transform": [ + { + "type": "geoshape", + "projection": "projection_updated" + } + ] + }, + { + "type": "shape", + "from": { + "data": "world" + }, + "encode": { + "update": { + "strokeWidth": 1, + "opacity": [ + { + "test": "datum['id'] == CountryID", + "value": 1 + }, + { + "value": 0.2 + } + ], + "zindex": { + "value": 0 + } + } + }, + "transform": [ + { + "type": "geoshape", + "projection": "projection_updated" + } + ] + }, + { + "type": "shape", + "from": { + "data": "graticule" + }, + "encode": { + "update": { + "strokeWidth": { + "value": 1 + }, + "strokeDash": { + "value": 1 + }, + "stroke": { + "value": "#444" + }, + "fill": { + "value": null + } + } + }, + "transform": [ + { + "type": "geoshape", + "projection": "projection_updated" + } + ] + } + ] +} \ No newline at end of file diff --git a/tests/visuals/test_plots.py b/tests/visuals/test_plots.py index d25ff8e49..3dbe2566c 100644 --- a/tests/visuals/test_plots.py +++ b/tests/visuals/test_plots.py @@ -1,5 +1,7 @@ +import json import random from itertools import chain +from pathlib import Path import networkx as nx import numpy as np @@ -488,3 +490,38 @@ def test_provided_layout(self, test_graph): n = [n for n in nodes if n["label"] == id][0] assert n["inputX"] == x, f"Layout lost for {id}" assert n["inputY"] == y, f"Layout lost for {id}" + + +class TestHeatmap: + def test_heatmap(self): + # load the heatmap with mesh data + output_root = "heatmap" + mesh_input = pd.DataFrame( + [ + { + "lon_start": 0, + "lon_end": 50, + "lat_start": 0, + "lat_end": 50, + "count": 10, + }, + { + "lon_start": 50, + "lon_end": 60, + "lat_start": 50, + "lat_end": 70, + "count": 3000, + }, + ] + ) + schema = plots.map_heatmap(mesh_input) + plots.ipy_display(schema, format="interactive", output_root=output_root) + if isinstance(output_root, str): + output_root = Path(output_root) + + # check output schema matches mesh input + output_schema_file = output_root / "modified_map_heatmap.json" + with open(output_schema_file, "r") as json_data: + output_schema = json.load(json_data) + mesh_output = vega.find_named(output_schema["data"], "mesh")["values"] + assert pd.DataFrame.from_dict(mesh_output).equals(mesh_input) diff --git a/tests/visuals/test_schemas.py b/tests/visuals/test_schemas.py index 88d179d36..af845e2ba 100644 --- a/tests/visuals/test_schemas.py +++ b/tests/visuals/test_schemas.py @@ -1,8 +1,10 @@ +import argparse import difflib import io import json import os import re +import sys from pathlib import Path import IPython @@ -98,6 +100,8 @@ def schemas(ref_ext=None): Find all schema files. If ref_ext is not None, figure out names for it """ schemas = [*_schema_root.glob("*.vg.json")] + schemas = [x for x in schemas if x.stem != "map_heatmap.vg"] + assert len(schemas) > 0, "No schemas found" if ref_ext is not None: @@ -287,9 +291,6 @@ def test_nested_mark_sources(schema_file): if __name__ == "__main__": - import argparse - import sys - from pathlib import Path parser = argparse.ArgumentParser("Utility to generate reference images") parser.add_argument(