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Add african data and align API responses

jmacura há 4 anos atrás
pai
commit
c379f54cfd

+ 183 - 0
data/africa/ke+ug_normalized_input.csv

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+district_code,name,hotels,otherAccomodation,atms,exchangeOffices,banks,supermarkets,restaurants,cafesAndBars,airports,airportdistance,ferry,unescoSites,NationalParks,naturalReserves
+KE030,Baringo - Rift Valley - Kenya,0.0896860986547085,0.0761904761904762,0,0,0.0334190231362468,0.0585365853658537,0.0147058823529412,0.0187265917602996,0.111111111111111,0.88318178299315,0,0.0833333333333333,0,0.0555555555555556
+KE036,Bomet - Rift Valley - Kenya,0.0403587443946188,0.00952380952380952,0,0,0.0359897172236504,0.0195121951219512,0.00630252100840336,0.00374531835205992,0.0555555555555556,0.824496975921916,0,0,0,0
+KE039,Bungoma - Western - Kenya,0.10762331838565,0.0238095238095238,0.0128755364806867,0.00490196078431373,0.025706940874036,0.0292682926829268,0.0241596638655462,0.00936329588014981,0,0.895405855331781,0,0,0.25,0
+KE040,Busia - Western - Kenya,0.0717488789237668,0.0190476190476191,0.00429184549356223,0,0.025706940874036,0.0195121951219512,0.0105042016806723,0,0.0555555555555556,0.83690259571399,0,0,0,0
+KE028,Elgeyo-Marakwet - Rift Valley - Kenya,0.0179372197309417,0.0238095238095238,0,0,0,0,0.00525210084033613,0.00561797752808989,0.111111111111111,0.926491960775102,0,0,0,0
+KE014,Embu - Eastern - Kenya,0.0762331838565022,0.0666666666666667,0,0,0.0308483290488432,0.0439024390243902,0.0115546218487395,0.0149812734082397,0.0555555555555556,0.844040906826972,0,0.0833333333333333,0.25,0
+KE007,Garissa - North Eastern - Kenya,0.0403587443946188,0.0333333333333333,0,0,0.012853470437018,0.00975609756097561,0.00315126050420168,0.00374531835205992,0.166666666666667,0.448636674271343,0,0,0,0.0555555555555556
+KE043,Homa Bay - Nyanza - Kenya,0.112107623318386,0.0190476190476191,0.00858369098712446,0.00490196078431373,0.0359897172236504,0.024390243902439,0.00420168067226891,0.0280898876404494,0.166666666666667,0.796760559517652,0,0,0.25,0
+KE011,Isiolo - Eastern - Kenya,0.0852017937219731,0.0666666666666667,0,0,0.0231362467866324,0.00487804878048781,0.00735294117647059,0,0.166666666666667,0.540926857007852,0,0,0,0.166666666666667
+KE034,Kajiado - Rift Valley - Kenya,0.197309417040359,0.295238095238095,0.0300429184549356,0,0.143958868894602,0.126829268292683,0.0672268907563025,0.0655430711610487,0.388888888888889,0.876971149473869,0,0,0.5,0.0555555555555556
+KE037,Kakamega - Western - Kenya,0.121076233183857,0.080952380952381,0.00858369098712446,0,0.038560411311054,0.0682926829268293,0.0252100840336134,0.0131086142322097,0.0555555555555556,0.928088143205926,0,0,0,0
+KE035,Kericho - Rift Valley - Kenya,0.0403587443946188,0.00952380952380952,0,0,0.0102827763496144,0.024390243902439,0.0210084033613445,0.0112359550561798,0.0555555555555556,0.894447286532392,0,0,0,0
+KE022,Kiambu - Central - Kenya,0.237668161434978,0.142857142857143,0.0515021459227468,0.00980392156862745,0.161953727506427,0.331707317073171,0.133403361344538,0.119850187265918,0.111111111111111,0.964156296335773,0,0,0.25,0
+KE003,Kilifi - Coast - Kenya,0.318385650224215,0.10952380952381,0,0.00490196078431373,0.0539845758354756,0.0536585365853659,0.0483193277310924,0.0112359550561798,0.555555555555556,0.866969954121328,0,0.0833333333333333,0.75,0.0555555555555556
+KE020,Kirinyaga - Central - Kenya,0.0582959641255605,0.00476190476190476,0,0,0.0205655526992288,0.00975609756097561,0.00630252100840336,0.00374531835205992,0.0555555555555556,0.863080356794878,0,0.0833333333333333,0.25,0
+KE045,Kisii - Nyanza - Kenya,0.139013452914798,0.0571428571428571,0,0,0.0565552699228792,0.0292682926829268,0.00840336134453782,0.0112359550561798,0,0.80125198081524,0,0,0,0
+KE042,Kisumu - Nyanza - Kenya,0.385650224215247,0.123809523809524,0.00858369098712446,0.00490196078431373,0.0668380462724936,0.0536585365853659,0.0388655462184874,0.0543071161048689,0.0555555555555556,0.894276470915543,0.0102040816326531,0,0.25,0
+KE015,Kitui - Eastern - Kenya,0.0448430493273543,0.0238095238095238,0,0,0.0154241645244216,0.00975609756097561,0.0105042016806723,0.00749063670411985,0.111111111111111,0.762414611615477,0.0204081632653061,0,0.25,0.0555555555555556
+KE002,Kwale - Coast - Kenya,0.349775784753363,0.123809523809524,0.0128755364806867,0.0441176470588235,0.0539845758354756,0.0439024390243902,0.0535714285714286,0.0131086142322097,0.111111111111111,0.932307224838436,0,0.0833333333333333,0.25,0
+KE031,Laikipia - Rift Valley - Kenya,0.237668161434978,0.123809523809524,0,0,0.0179948586118252,0.0487804878048781,0.0157563025210084,0.00936329588014981,0.888888888888889,0.754045849538487,0,0,0,0.111111111111111
+KE005,Lamu - Coast - Kenya,0.0941704035874439,0.233333333333333,0,0,0.0102827763496144,0,0.0252100840336134,0.00749063670411985,0,0.628590730678062,0,0.0833333333333333,0,0.111111111111111
+KE016,Machakos - Eastern - Kenya,0.179372197309417,0.0904761904761905,0.0128755364806867,0.00490196078431373,0.06426735218509,0.0634146341463415,0.0577731092436975,0.0299625468164794,0.222222222222222,0.928806031405823,0,0,0,0
+KE017,Makueni - Eastern - Kenya,0.179372197309417,0.0666666666666667,0,0.00490196078431373,0.0694087403598972,0.0634146341463415,0.0304621848739496,0.052434456928839,0.111111111111111,0.810784007285887,0,0,0.5,0
+KE009,Mandera - North Eastern - Kenya,0.0179372197309417,0.00952380952380952,0,0,0.0025706940874036,0,0.00210084033613445,0,0.166666666666667,0,0.0204081632653061,0,0.25,0
+KE010,Marsabit - Eastern - Kenya,0.0538116591928251,0.157142857142857,0,0,0.012853470437018,0.00975609756097561,0.0115546218487395,0.00561797752808989,0.777777777777778,0.434957006589678,0,0.0833333333333333,1,0
+KE012,Meru - Eastern - Kenya,0.219730941704036,0.119047619047619,0,0,0.0539845758354756,0.024390243902439,0.0241596638655462,0.0280898876404494,0.833333333333333,0.727786943692265,0,0.0833333333333333,0.5,0.0555555555555556
+KE044,Migori - Nyanza - Kenya,0.0224215246636771,0.00952380952380952,0,0,0.0154241645244216,0.0146341463414634,0.00630252100840336,0.00374531835205992,0,0.738752666892544,0,0.0833333333333333,0,0
+KE001,Mombasa - Coast - Kenya,0.434977578475336,0.195238095238095,0.0171673819742489,0.0294117647058823,0.182519280205656,0.102439024390244,0.0840336134453782,0.0880149812734082,0.111111111111111,1,0,0.166666666666667,0.25,0
+KE021,Murang'a - Central - Kenya,0.0582959641255605,0.0190476190476191,0,0,0.012853470437018,0.0341463414634146,0.0178571428571429,0.00936329588014981,0,0.92339311659083,0,0,0.25,0
+KE047,Nairobi - Nairobi - Kenya,1,1,0.59656652360515,0.303921568627451,0.825192802056555,1,1,1,0.166666666666667,0.997941146854967,0,0,0.25,0
+KE032,Nakuru - Rift Valley - Kenya,0.538116591928251,0.333333333333333,0.0300429184549356,0,0.0874035989717224,0.0878048780487805,0.0913865546218487,0.0711610486891386,1,0.968234768120452,0,0.0833333333333333,0.75,0
+KE029,Nandi - Rift Valley - Kenya,0.00896860986547085,0,0,0,0,0,0,0,0.111111111111111,0.784454034418129,0,0,0,0
+KE033,Narok - Rift Valley - Kenya,0.246636771300448,0.195238095238095,0,0,0.0179948586118252,0.0195121951219512,0.0220588235294118,0.0318352059925094,0.944444444444444,0.831690842342726,0,0.0833333333333333,0,1
+KE046,Nyamira - Nyanza - Kenya,0,0,0,0,0.0077120822622108,0.00487804878048781,0.00105042016806723,0.00374531835205992,0,0.828915028787823,0,0,0,0
+KE018,Nyandarua - Central - Kenya,0.0224215246636771,0.0333333333333333,0,0,0.012853470437018,0.00487804878048781,0.00630252100840336,0.00187265917602996,0,0.848182831328109,0,0,0.25,0
+KE019,Nyeri - Central - Kenya,0.210762331838565,0.223809523809524,0,0,0.0668380462724936,0.0292682926829268,0.0304621848739496,0.0168539325842697,0.0555555555555556,0.662474747205569,0,0.0833333333333333,0.5,0
+KE025,Samburu - Rift Valley - Kenya,0.062780269058296,0.147619047619048,0.00429184549356223,0,0.0025706940874036,0.00487804878048781,0.00315126050420168,0.00374531835205992,0.611111111111111,0.828920700900193,0,0.0833333333333333,0,0
+KE041,Siaya - Nyanza - Kenya,0.0358744394618834,0.0333333333333333,0,0.00490196078431373,0.0154241645244216,0.00487804878048781,0.00525210084033613,0.0187265917602996,0.0555555555555556,0.78943407454921,0.0306122448979592,0,0,0
+KE006,Taita-Taveta - Coast - Kenya,0.147982062780269,0.080952380952381,0.00858369098712446,0,0.0205655526992288,0.024390243902439,0.0126050420168067,0.0205992509363296,1,0.594548392475598,0,0,0.5,0
+KE004,Tana River - Coast - Kenya,0.0134529147982063,0.0142857142857143,0,0,0.0077120822622108,0,0.00105042016806723,0.00374531835205992,0.388888888888889,0.76838258927442,0,0,0.5,0
+KE013,Tharaka-Nithi - Eastern - Kenya,0.0358744394618834,0.00952380952380952,0,0,0.0102827763496144,0.00487804878048781,0.00840336134453782,0.0262172284644195,0,0.892918592524178,0,0.0833333333333333,0.25,0
+KE026,Trans-Nzoia - Rift Valley - Kenya,0.0762331838565022,0.0285714285714286,0,0,0.0359897172236504,0.0390243902439024,0.013655462184874,0.00187265917602996,0.0555555555555556,0.510796646577988,0,0,0.5,0
+KE023,Turkana - Rift Valley - Kenya,0.0538116591928251,0.0238095238095238,0.00429184549356223,0,0.0102827763496144,0.00975609756097561,0.0189075630252101,0.0112359550561798,0.833333333333333,0.984000451684529,0,0.0833333333333333,0.5,0.0555555555555556
+KE027,Uasin Gishu - Rift Valley - Kenya,0.192825112107623,0.0904761904761905,0.00429184549356223,0,0.0616966580976864,0.0439024390243902,0.0315126050420168,0.0318352059925094,0.277777777777778,0.908872587719138,0,0,0,0
+KE038,Vihiga - Western - Kenya,0.0269058295964126,0.00476190476190476,0,0,0.0051413881748072,0.00975609756097561,0.00525210084033613,0.00187265917602996,0,0.279100401261686,0,0,0,0
+KE008,Wajir - North Eastern - Kenya,0.0448430493273543,0.0333333333333333,0,0,0.012853470437018,0.00975609756097561,0.00420168067226891,0,0.111111111111111,0.789158061118053,0,0,0,0
+KE024,West Pokot - Rift Valley - Kenya,0.00896860986547085,0.0333333333333333,0,0,0.0154241645244216,0.00487804878048781,0.00945378151260504,0.0112359550561798,0.111111111111111,0.809620741138587,0,0,0,0
+UG3064,Abim - Northern Region - Uganda,0,0,0,0,0,0,0,0,0,0.521447127680336,0,0,0,0
+UG3065,Adjumani - Northern Region - Uganda,0.0224215246636771,0.0238095238095238,0,0,0.0077120822622108,0,0.00525210084033613,0.00187265917602996,0.0555555555555556,0.473872843224171,0.244897959183673,0.166666666666667,0,0
+UG3066,Agago - Northern Region - Uganda,0,0,0,0,0,0,0,0,0,0.515500342123316,0.520408163265306,0,0,0
+UG3067,Alebtong - Northern Region - Uganda,0,0,0,0,0,0,0,0,0,0.621055785760431,0.908163265306122,0,0,0
+UG3068,Amolatar - Northern Region - Uganda,0,0,0,0,0,0,0,0,0,0.745938282457863,0.571428571428571,0,0,0
+UG3069,Amudat - Northern Region - Uganda,0.00448430493273543,0,0,0,0,0,0,0,0,0.515500342123316,0.602040816326531,0,0,0
+UG2027,Amuria - Eastern Region - Uganda,0,0,0,0,0,0,0,0,0,0.631462660485217,0.377551020408163,0,0,0
+UG3070,Amuru - Northern Region - Uganda,0,0.0285714285714286,0,0,0,0,0,0.00187265917602996,0,0.50806686017704,0.316326530612245,0,0,0
+UG3071,Apac - Northern Region - Uganda,0,0,0,0,0,0,0,0,0,0.708770872726484,0.540816326530612,0,0,0
+UG3072,Arua - Northern Region - Uganda,0.0852017937219731,0.0380952380952381,0.0257510729613734,0,0.0565552699228792,0.0292682926829268,0.0147058823529412,0.0149812734082397,0,0.464952664888641,0.469387755102041,0,0,0
+UG2028,Budaka - Eastern Region - Uganda,0,0,0,0,0,0,0,0,0,0.705797479947974,0.602040816326531,0,0,0
+UG2029,Bududa - Eastern Region - Uganda,0,0,0,0,0,0,0,0,0,0.647816320767023,0.479591836734694,0,0,0
+UG2030,Bugiri - Eastern Region - Uganda,0.00896860986547085,0.00476190476190476,0,0,0.0154241645244216,0.00487804878048781,0.00105042016806723,0,0,0.777158906632221,0.602040816326531,0,0,0
+UG2031,Bugweri - Eastern Region - Uganda,0,0,0,0,0,0.00975609756097561,0,0,0,0.796485959692538,0.591836734693878,0,0,0
+UG4101,Buhweju - Western Region - Uganda,0,0,0,0,0,0,0,0,0,0.656736499102554,0.846938775510204,0,0,0
+UG1001,Buikwe - Central Region - Uganda,0.0224215246636771,0.0428571428571429,0.0171673819742489,0,0.0102827763496144,0,0.00840336134453782,0.00374531835205992,0,0.903528099718908,0.520408163265306,0.0833333333333333,0,0
+UG2032,Bukedea - Eastern Region - Uganda,0,0,0,0,0,0,0.00105042016806723,0,0,0.658223195491809,0.459183673469388,0,0,0
+UG1002,Bukomansimbi - Central Region - Uganda,0,0,0,0,0,0,0,0,0,0.870820779155295,0.897959183673469,0,0,0
+UG2033,Bukwo - Eastern Region - Uganda,0.00448430493273543,0.00952380952380952,0,0,0,0,0,0,0,0.588348465196818,0.622448979591837,0,0,0
+UG2034,Bulambuli - Eastern Region - Uganda,0.00896860986547085,0,0,0,0,0,0,0,0,0.627002571317451,0.683673469387755,0,0,0
+UG4102,Buliisa - Western Region - Uganda,0.0179372197309417,0.0285714285714286,0,0,0,0,0.00210084033613445,0,0,0.649303017156278,0.877551020408163,0.0833333333333333,0,0.0555555555555556
+UG4103,Bundibugyo - Western Region - Uganda,0.00448430493273543,0.0142857142857143,0,0,0,0,0.00105042016806723,0,0,0.598755339921604,0.795918367346939,0,0,0.0555555555555556
+UG4104,Bunyangabu - Western Region - Uganda,0.00448430493273543,0.00952380952380952,0,0,0,0,0,0,0,0.624029178538941,0.0816326530612245,0,0,0
+UG4105,Bushenyi - Western Region - Uganda,0.0134529147982063,0.0333333333333333,0,0,0.0154241645244216,0,0.00525210084033613,0.00749063670411985,0,0.619569089371176,0.86734693877551,0,0,0
+UG2035,Busia - Eastern Region - Uganda,0.00896860986547085,0.0619047619047619,0.0171673819742489,0.0196078431372549,0.0154241645244216,0.0341463414634146,0.00315126050420168,0.00749063670411985,0,0.745938282457863,0.377551020408163,0,0,0
+UG2036,Butaleja - Eastern Region - Uganda,0,0,0,0,0,0,0,0,0,0.728097925786801,0.23469387755102,0,0,0
+UG1003,Butambala - Central Region - Uganda,0,0,0,0,0,0,0,0,0,0.943668902228797,0.214285714285714,0,0,0
+UG2037,Butebo - Eastern Region - Uganda,0,0,0,0,0,0,0,0,0,0.699850694390953,0.846938775510204,0,0,0
+UG1004,Buvuma - Central Region - Uganda,0,0,0,0,0,0,0,0,0,0.866360689987529,0.418367346938776,0.0833333333333333,0,0
+UG2038,Buyende - Eastern Region - Uganda,0,0,0,0,0,0,0,0,0,0.778645603021476,0.469387755102041,0,0,0
+UG3073,Dokolo - Northern Region - Uganda,0,0,0,0,0,0,0,0,0,0.682010337719892,0.969387755102041,0,0,0
+UG1005,Gomba - Central Region - Uganda,0,0,0,0,0,0,0,0,0,0.882714350269336,0.540816326530612,0,0,0
+UG3074,Gulu - Northern Region - Uganda,0.0807174887892377,0.119047619047619,0.0429184549356223,0.0147058823529412,0.0154241645244216,0.0146341463414634,0.0210084033613445,0.0205992509363296,0,0.527393913237357,0.653061224489796,0,0,0
+UG4106,Hoima - Western Region - Uganda,0.031390134529148,0.0333333333333333,0,0,0.0359897172236504,0.0390243902439024,0.0115546218487395,0.0168539325842697,0.0555555555555556,0.684983730498402,0.642857142857143,0,0,0
+UG4107,Ibanda - Western Region - Uganda,0.00448430493273543,0,0,0,0.0154241645244216,0,0.00105042016806723,0.00187265917602996,0,0.683497034109147,0.204081632653061,0,0,0
+UG2039,Iganga - Eastern Region - Uganda,0.00896860986547085,0.0190476190476191,0.0343347639484979,0.122549019607843,0.0359897172236504,0.0390243902439024,0.00210084033613445,0.00561797752808989,0,0.805406138028069,0.0204081632653061,0,0,0
+UG4108,Isingiro - Western Region - Uganda,0,0.0142857142857143,0,0,0,0.0341463414634146,0.00630252100840336,0.00187265917602996,0,0.710257569115739,0.377551020408163,0,0,0
+UG2040,Jinja - Eastern Region - Uganda,0.10762331838565,0.114285714285714,0.0772532188841202,0.00980392156862745,0.0694087403598972,0.0585365853658537,0.0336134453781513,0.0411985018726592,0,0.857440511651999,0.479591836734694,0.0833333333333333,0,0
+UG3075,Kaabong - Northern Region - Uganda,0,0,0,0,0,0,0,0,0.0555555555555556,0.369804095976311,0.857142857142857,0,0,0.0555555555555556
+UG4109,Kabale - Western Region - Uganda,0.112107623318386,0.161904761904762,0.00429184549356223,0,0.0179948586118252,0.0390243902439024,0.013655462184874,0.0187265917602996,0,0.548207662686929,0.76530612244898,0,0,0
+UG4110,Kabarole - Western Region - Uganda,0.143497757847534,0.161904761904762,0.0171673819742489,0.00490196078431373,0.0334190231362468,0.0487804878048781,0.0199579831932773,0.0280898876404494,0,0.644842927988513,0.13265306122449,0,0,0.0555555555555556
+UG2041,Kaberamaido - Eastern Region - Uganda,0,0.00952380952380952,0,0,0,0.00487804878048781,0,0,0,0.71620435467276,0.520408163265306,0,0,0
+UG4111,Kagadi - Western Region - Uganda,0.00448430493273543,0,0,0,0,0,0,0.00187265917602996,0,0.693903908833933,0.510204081632653,0,0,0
+UG4112,Kakumiro - Western Region - Uganda,0,0,0,0,0,0,0,0,0,0.763778639128925,0.897959183673469,0,0,0
+UG2042,Kalaki - Eastern Region - Uganda,0.00448430493273543,0,0,0,0,0,0.00105042016806723,0,0,0.680523641330636,0.204081632653061,0,0,0
+UG1006,Kalangala - Central Region - Uganda,0.0493273542600897,0.0238095238095238,0,0,0,0,0.00210084033613445,0,0,0.907988188886674,0.785714285714286,0.166666666666667,0,0
+UG2043,Kaliro - Eastern Region - Uganda,0,0,0.00429184549356223,0,0.0051413881748072,0,0,0,0,0.769725424685945,0.336734693877551,0,0,0
+UG1007,Kalungu - Central Region - Uganda,0,0.0142857142857143,0,0,0,0.00975609756097561,0.00105042016806723,0,0,0.899068010551143,0.26530612244898,0,0,0
+UG1008,Kampala - Central Region - Uganda,0.618834080717489,0.738095238095238,1,1,1,1,0.527310924369748,0.398876404494382,0,0.958535866121348,0.479591836734694,0,0.25,0
+UG2044,Kamuli - Eastern Region - Uganda,0.00448430493273543,0.00476190476190476,0,0,0.0077120822622108,0.00487804878048781,0.00105042016806723,0,0,0.826219887477641,0.0204081632653061,0,0,0
+UG4113,Kamwenge - Western Region - Uganda,0.0448430493273543,0.0142857142857143,0,0,0,0,0.00210084033613445,0,0,0.692417212444678,0.23469387755102,0,0,0.0555555555555556
+UG4114,Kanungu - Western Region - Uganda,0.0896860986547085,0.0571428571428571,0,0,0.0282776349614396,0.00487804878048781,0.00735294117647059,0,0.0555555555555556,0.536314091572888,0.0510204081632653,0,0.25,0.0555555555555556
+UG2046,Kapelebyong - Eastern Region - Uganda,0,0,0,0,0,0,0,0,0,0.594295250753838,0.918367346938775,0,0,0
+UG2045,Kapchorwa - Eastern Region - Uganda,0.0134529147982063,0.0380952380952381,0.00429184549356223,0,0.0051413881748072,0.00487804878048781,0.00315126050420168,0.0149812734082397,0,0.619569089371176,0.948979591836735,0,0,0
+UG3076,Karenga - Northern Region - Uganda,0.0134529147982063,0.0190476190476191,0,0,0,0,0.00210084033613445,0,0,0.365344006808546,0.653061224489796,0,0,0.0555555555555556
+UG1009,Kasanda - Central Region - Uganda,0,0.00952380952380952,0,0,0,0,0.00105042016806723,0,0,0.603215429089369,0.285714285714286,0,0,0
+UG4115,Kasese - Western Region - Uganda,0.143497757847534,0.157142857142857,0.00858369098712446,0,0.0205655526992288,0.0195121951219512,0.0157563025210084,0.0131086142322097,0.0555555555555556,0.867847386376785,0.540816326530612,0.0833333333333333,0.25,0.0555555555555556
+UG2047,Katakwi - Eastern Region - Uganda,0,0,0,0,0,0,0,0,0,0.604702125478624,0.73469387755102,0,0,0
+UG1010,Kayunga - Central Region - Uganda,0.00896860986547085,0.00952380952380952,0,0,0.012853470437018,0,0,0,0,0.838113458591682,0.0816326530612245,0,0,0
+UG4116,Kazo - Western Region - Uganda,0,0,0,0,0,0,0,0,0,0.734044711343822,0,0,0,0
+UG4117,Kibaale - Western Region - Uganda,0.00448430493273543,0.00476190476190476,0,0,0.0025706940874036,0,0.00315126050420168,0.00187265917602996,0,0.747424978847118,0.0306122448979592,0,0,0
+UG1011,Kiboga - Central Region - Uganda,0,0.00476190476190476,0,0,0.0051413881748072,0,0,0,0,0.854467118873488,0.561224489795918,0,0,0
+UG2048,Kibuku - Eastern Region - Uganda,0,0,0,0,0,0,0,0,0,0.731071318565311,0.13265306122449,0,0,0
+UG4118,Kikuube - Western Region - Uganda,0.00896860986547085,0.00952380952380952,0,0,0.0025706940874036,0.00487804878048781,0.0304621848739496,0.00187265917602996,0,0.683497034109147,0.775510204081633,0,0,0
+UG4119,Kiruhura - Western Region - Uganda,0.0403587443946188,0.0428571428571429,0,0,0,0,0.00315126050420168,0,0,0.747424978847118,0.744897959183674,0.0833333333333333,0,0.0555555555555556
+UG4120,Kiryandongo - Western Region - Uganda,0.0358744394618834,0.0476190476190476,0.0128755364806867,0,0.0102827763496144,0.0195121951219512,0.0115546218487395,0.00936329588014981,0,0.676063552162871,0.153061224489796,0,0,0
+UG4121,Kisoro - Western Region - Uganda,0.20627802690583,0.166666666666667,0,0.00490196078431373,0.0205655526992288,0.0878048780487805,0.032563025210084,0.125468164794007,0,0.506580163787785,0.76530612244898,0,0,0.0555555555555556
+UG4122,Kitagwenda - Western Region - Uganda,0,0,0,0,0,0,0,0,0,0.659709891881064,0.295918367346939,0,0,0
+UG3077,Kitgum - Northern Region - Uganda,0.00448430493273543,0.00476190476190476,0,0,0.0025706940874036,0,0.00105042016806723,0,0,0.442652219049814,0.938775510204082,0,0,0
+UG3078,Koboko - Northern Region - Uganda,0.0134529147982063,0.00952380952380952,0.00429184549356223,0.00490196078431373,0.0102827763496144,0,0.00420168067226891,0,0,0.389131149036628,0.806122448979592,0,0,0
+UG3079,Kole - Northern Region - Uganda,0,0,0,0,0,0,0,0,0,0.635922749652982,0.438775510204082,0,0,0
+UG3080,Kotido - Northern Region - Uganda,0,0,0,0,0,0.00487804878048781,0,0,0,0.457519182942365,0.469387755102041,0,0,0
+UG2049,Kumi - Eastern Region - Uganda,0.00896860986547085,0.0142857142857143,0,0.00490196078431373,0.0051413881748072,0.00487804878048781,0.0115546218487395,0.00936329588014981,0,0.66714337382734,0.775510204081633,0,0,0
+UG3081,Kwania - Northern Region - Uganda,0,0,0,0,0,0,0,0,0,0.698363998001698,0.938775510204082,0,0,0
+UG2050,Kween - Eastern Region - Uganda,0,0,0,0,0,0,0,0,0,0.591321857975328,0.510204081632653,0,0,0
+UG1012,Kyankwanzi - Central Region - Uganda,0,0,0,0,0,0,0,0,0,0.786079084967752,0.0918367346938776,0,0,0
+UG4123,Kyegegwa - Western Region - Uganda,0.00448430493273543,0,0,0,0,0.00487804878048781,0,0,0,0.759318549961159,0.0306122448979592,0,0,0
+UG4124,Kyenjojo - Western Region - Uganda,0.00448430493273543,0.00476190476190476,0,0,0,0,0,0,0,0.696877301612443,0.938775510204082,0,0,0.0555555555555556
+UG1013,Kyotera - Central Region - Uganda,0.0134529147982063,0.0238095238095238,0,0,0,0,0.00210084033613445,0,0,0.824733191088385,0.0816326530612245,0,0,0
+UG3082,Lamwo - Northern Region - Uganda,0.00448430493273543,0,0,0,0,0,0,0,0,0.430758647935772,0.36734693877551,0,0,0
+UG3083,Lira - Northern Region - Uganda,0.0448430493273543,0.0142857142857143,0,0,0.025706940874036,0.0195121951219512,0.00630252100840336,0.00187265917602996,0,0.628489267706706,0.683673469387755,0,0,0
+UG2051,Luuka - Eastern Region - Uganda,0,0,0,0,0,0,0,0,0,0.81729970914211,0.704081632653061,0,0,0
+UG1014,Luweero - Central Region - Uganda,0.0179372197309417,0.10952380952381,0.0214592274678112,0,0.0308483290488432,0.0634146341463415,0.0367647058823529,0.0205992509363296,0,0.878254261101571,0.540816326530612,0,0,0
+UG1015,Lwengo - Central Region - Uganda,0.00448430493273543,0.00952380952380952,0,0.00490196078431373,0.0025706940874036,0.00487804878048781,0,0.00187265917602996,0,0.824733191088385,0.989795918367347,0,0,0
+UG1016,Lyantonde - Central Region - Uganda,0.00448430493273543,0.0142857142857143,0,0,0.0077120822622108,0,0,0,0,0.796485959692538,0.979591836734694,0,0,0
+UG3084,Madi Okollo - Northern Region - Uganda,0,0,0,0,0,0.00975609756097561,0.0178571428571429,0,0,0.50509346739853,0.336734693877551,0,0,0
+UG2052,Manafwa - Eastern Region - Uganda,0,0.00476190476190476,0,0.0147058823529412,0,0,0,0.00187265917602996,0,0.679036944941381,0.214285714285714,0,0,0
+UG3085,Maracha - Northern Region - Uganda,0,0,0,0,0,0,0,0.00187265917602996,0,0.426298558768007,0.377551020408163,0,0,0
+UG1017,Masaka - Central Region - Uganda,0.0493273542600897,0.0619047619047619,0,0,0.025706940874036,0.0195121951219512,0.00945378151260504,0.00749063670411985,0,0.878254261101571,0.785714285714286,0.0833333333333333,0,0
+UG4125,Masindi - Western Region - Uganda,0.0538116591928251,0.0476190476190476,0.0214592274678112,0,0.0205655526992288,0.0146341463414634,0.00525210084033613,0.00187265917602996,0,0.704310783558719,0.857142857142857,0.333333333333333,0,0.0555555555555556
+UG2053,Mayuge - Eastern Region - Uganda,0.00448430493273543,0.0142857142857143,0.00429184549356223,0,0.0025706940874036,0.00487804878048781,0.00315126050420168,0.00187265917602996,0,0.827706583866896,0.857142857142857,0,0,0
+UG2054,Mbale - Eastern Region - Uganda,0.112107623318386,0.119047619047619,0.0858369098712446,0.00490196078431373,0.0591259640102828,0.0292682926829268,0.013655462184874,0.0243445692883895,0,0.679036944941381,0.224489795918367,0,0,0.0555555555555556
+UG4126,Mbarara - Western Region - Uganda,0.0762331838565022,0.0571428571428571,0.0171673819742489,0.00490196078431373,0.051413881748072,0.024390243902439,0.0199579831932773,0.0187265917602996,0,0.690930516055423,0.0408163265306122,0,0,0
+UG4127,Mitooma - Western Region - Uganda,0,0,0,0,0,0,0,0,0,0.592808554364583,0.581632653061224,0,0,0
+UG1018,Mityana - Central Region - Uganda,0.00896860986547085,0.0190476190476191,0,0,0.0025706940874036,0,0,0.00187265917602996,0,0.916908367222204,0.775510204081633,0,0,0
+UG3086,Moroto - Northern Region - Uganda,0.00896860986547085,0,0,0,0.0051413881748072,0.0146341463414634,0.00630252100840336,0.00187265917602996,0,0.450085700996089,0.683673469387755,0,0,0
+UG3087,Moyo - Northern Region - Uganda,0,0.00476190476190476,0,0,0,0,0,0,0.0555555555555556,0.40697150570769,0.408163265306122,0.0833333333333333,0,0
+UG1019,Mpigi - Central Region - Uganda,0.00896860986547085,0.0476190476190476,0,0,0.0077120822622108,0,0.00420168067226891,0.00561797752808989,0,0.960022562510603,0.112244897959184,0.666666666666667,0,0
+UG1020,Mubende - Central Region - Uganda,0.00448430493273543,0.00476190476190476,0,0,0.0051413881748072,0.0292682926829268,0.00630252100840336,0.00187265917602996,0,0.815813012752855,0.357142857142857,0,0,0
+UG1021,Mukono - Central Region - Uganda,0.062780269058296,0.104761904761905,0.0257510729613734,0.00490196078431373,0.0334190231362468,0.0731707317073171,0.0273109243697479,0.0224719101123595,0,0.954075776953583,0.0408163265306122,0,0,0
+UG3088,Nabilatuk - Northern Region - Uganda,0,0,0,0,0,0,0,0,0,0.539287484351398,0.387755102040816,0,0,0
+UG3089,Nakapiripirit - Northern Region - Uganda,0.00896860986547085,0,0,0,0,0,0,0,0,0.552667751854694,0.397959183673469,0,0,0
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+UG2055,Namayingo - Eastern Region - Uganda,0.00448430493273543,0.0190476190476191,0,0.0637254901960784,0.0025706940874036,0,0.00210084033613445,0.00187265917602996,0,0.778645603021476,0.23469387755102,0,0,0
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+UG3090,Napak - Northern Region - Uganda,0,0,0,0,0,0,0.00105042016806723,0,0,0.521447127680336,0.928571428571429,0,0,0
+UG3091,Nebbi - Northern Region - Uganda,0.0134529147982063,0.0476190476190476,0,0,0.0179948586118252,0.0195121951219512,0.00840336134453782,0.0149812734082397,0,0.56307462657948,0.224489795918367,0,0,0
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+UG4128,Ntoroko - Western Region - Uganda,0.00896860986547085,0.00476190476190476,0,0,0,0,0.00105042016806723,0,0.0555555555555556,0.628489267706706,0.448979591836735,0,0,0
+UG4129,Ntungamo - Western Region - Uganda,0.0269058295964126,0.0476190476190476,0.00429184549356223,0,0.0102827763496144,0,0.00315126050420168,0.00374531835205992,0,0.613622303814155,0.102040816326531,0,0,0
+UG3092,Nwoya - Northern Region - Uganda,0.0224215246636771,0.0190476190476191,0,0,0,0.00487804878048781,0.00420168067226891,0,0,0.588348465196818,0.704081632653061,0,0,0.0555555555555556
+UG3093,Obongi - Northern Region - Uganda,0,0,0,0,0,0.00487804878048781,0.00105042016806723,0,0,0.439678826271303,0.622448979591837,0.0833333333333333,0,0
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+UG3095,Otuke - Northern Region - Uganda,0,0,0,0,0,0,0,0,0,0.580914983250542,0.397959183673469,0,0,0
+UG3096,Oyam - Northern Region - Uganda,0,0,0,0,0,0,0,0,0,0.627002571317451,1,0,0,0
+UG3097,Pader - Northern Region - Uganda,0,0.10952380952381,0,0,0,0,0.00210084033613445,0,0,0.530367306015867,0.826530612244898,0,0,0
+UG3098,Pakwach - Northern Region - Uganda,0.00896860986547085,0.0142857142857143,0,0,0,0.00487804878048781,0.00105042016806723,0.00187265917602996,0,0.567534715747246,0,0.0833333333333333,0,0
+UG2059,Pallisa - Eastern Region - Uganda,0.0134529147982063,0,0.0128755364806867,0,0.0102827763496144,0,0.00105042016806723,0,0,0.729584622176056,0.0306122448979592,0,0,0
+UG1024,Rakai - Central Region - Uganda,0,0.00952380952380952,0,0,0,0,0.00210084033613445,0,0,0.784592388578497,0.76530612244898,0,0,0
+UG4130,Rubanda - Western Region - Uganda,0.0224215246636771,0.0285714285714286,0,0,0,0,0.00105042016806723,0,0,0.537800787962143,0.795918367346939,0,0,0
+UG4131,Rubirizi - Western Region - Uganda,0.0762331838565022,0.0333333333333333,0,0,0,0,0.00630252100840336,0.00374531835205992,0,0.598755339921604,0.183673469387755,0,0,0.0555555555555556
+UG4132,Rukiga - Western Region - Uganda,0,0,0,0,0.0025706940874036,0,0,0,0,0.571994804915011,0.183673469387755,0,0,0
+UG4133,Rukungiri - Western Region - Uganda,0.0134529147982063,0.00952380952380952,0,0,0,0,0.00105042016806723,0.00187265917602996,0,0.567534715747246,0.336734693877551,0.0833333333333333,0,0.0555555555555556
+UG4134,Rwampara - Western Region - Uganda,0.00896860986547085,0,0,0,0,0,0.00210084033613445,0,0,0.659709891881064,0.0204081632653061,0,0,0
+UG1025,Sembabule - Central Region - Uganda,0,0,0,0,0,0,0,0,0,0.728097925786801,0.989795918367347,0,0,0
+UG2060,Serere - Eastern Region - Uganda,0,0.00952380952380952,0,0,0.0025706940874036,0,0,0,0,0.641869535210003,0.36734693877551,0,0,0
+UG4135,Sheema - Western Region - Uganda,0,0.00476190476190476,0.00429184549356223,0,0.0025706940874036,0,0,0,0,0.649303017156278,0.26530612244898,0,0,0
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+ 183 - 0
data/africa/ke+ug_normalized_input_clust.csv

@@ -0,0 +1,183 @@
+district_code,hotels,otherAccomodation,atms,exchangeOffices,banks,supermarkets,restaurants,cafesAndBars,airports,airportdistance,ferry,unescoSites,NationalParks,naturalReserves
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+ 5538 - 0
data/rural_attractiveness_testing.owl.json

@@ -0,0 +1,5538 @@
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+  "http://www.w3.org/2003/11/swrl#classPredicate" : [ {
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+}, {
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+    "@id" : "http://www.semanticweb.org/attractiveness/Eurostat"
+  } ],
+  "http://www.semanticweb.org/attractiveness/isDatasetOf" : [ {
+    "@id" : "http://www.semanticweb.org/attractiveness/social"
+  }, {
+    "@id" : "http://www.semanticweb.org/attractiveness/socialaspects"
+  } ],
+  "http://www.semanticweb.org/attractiveness/isRequiredDatasetOf" : [ {
+    "@id" : "http://www.semanticweb.org/attractiveness/NewHouse"
+  } ],
+  "http://www.semanticweb.org/attractiveness/update" : [ {
+    "@type" : "http://www.w3.org/2001/XMLSchema#date",
+    "@value" : "2018"
+  } ],
+  "http://www.w3.org/2000/01/rdf-schema#label" : [ {
+    "@language" : "cs",
+    "@value" : "Mladí v populaci"
+  }, {
+    "@language" : "en",
+    "@value" : "Young in population"
+  } ]
+}, {
+  "@id" : "http://www.semanticweb.org/attractiveness/zerohunger",
+  "@type" : [ "http://www.w3.org/2002/07/owl#NamedIndividual", "http://www.semanticweb.org/attractiveness/Group" ],
+  "http://www.semanticweb.org/attractiveness/hasDataset" : [ {
+    "@id" : "http://www.semanticweb.org/attractiveness/agriculturearea"
+  }, {
+    "@id" : "http://www.semanticweb.org/attractiveness/primarysector"
+  } ],
+  "http://www.semanticweb.org/attractiveness/isPartOf" : [ {
+    "@id" : "http://www.semanticweb.org/attractiveness/UNSDG"
+  } ],
+  "http://www.w3.org/2000/01/rdf-schema#label" : [ {
+    "@value" : "UNSDGs - Zero hunger"
+  } ],
+  "http://www.w3.org/2000/01/rdf-schema#seeAlso" : [ {
+    "@value" : "https://sdgs.un.org/goals/goal2"
+  } ]
+}, {
+  "@id" : "http://www.semanticweb.org/otakar/ontologies/2021/7/untitled-ontology-10#x",
+  "@type" : [ "http://www.w3.org/2003/11/swrl#Variable" ]
+}, {
+  "@id" : "http://www.w3.org/2001/XMLSchema#date",
+  "@type" : [ "http://www.w3.org/2000/01/rdf-schema#Datatype" ]
+} ]

+ 91 - 14
index.js

@@ -11,17 +11,22 @@ const _datasetsEuFilePath = 'data/datasets.csv';
 //const _datasetsCzFilePath = 'data/datasets-cz.csv';
 const _dataEuFilePath = 'data/data.csv';
 const _dataCzFilePath = 'data/cz/data-input-CZ_LAU2_37_cols.csv';
+const _dataAfricaFilePath = 'data/africa/ke+ug_normalized_input.csv';
 //const _clusteringEuInputFilePath = 'data/clustering/input_all.csv';
 //const _clusteringCzInputFilePath = 'data/cz/clusters-input-CZ_LAU2_37_cols.csv';
 const _clusteringEuModifiedFilePath = 'data/clustering/input_modified.csv';
 const _clusteringCzModifiedFilePath = 'data/cz/input_modified.csv';
+const _clusteringAfricaModifiedFilePath = 'data/africa/input_modified.csv';
 const _clustersEuFilePath = 'data/clustering/out_file.csv';
 const _clustersCzFilePath = 'data/cz/out_file_cz.csv';
-const _ontologyFilePath = 'data/rural_attractiveness.owl.json';
+const _clustersAfricaFilePath = 'data/africa/out_file_africa.csv';
+const _ontologyFilePath = 'data/rural_attractiveness_testing.owl.json';
 var _datasetsEU = undefined;
 var _datasetsCZ = undefined;
+var _datasetsAfrica = undefined;
 var _ruralDataEU = undefined;
 var _ruralDataCZ = undefined;
+var _ruralDataAfrica = undefined;
 
 // parse incoming POST requests body to JSON
 app.use(express.json());
@@ -102,8 +107,19 @@ app.post('/:aoi?/scores', async (req, res, next) => {
   Only testing purposes
 */
 app.get('/:aoi?/runR/', (req, res, next) => {
-  let aoi = req.params.aoi;
-  const filename = aoi == 'cz' ? './r/CZ_clusters.r' :'./r/selected_data.r';
+  let aoi = req.params.aoi
+  let filename
+  switch(aoi) {
+    case 'cz':
+      filename = './r/CZ_clusters.r'
+      break
+    case 'africa':
+      filename = './r/african_clusters.r'
+      break
+    case 'eu':
+      filename = './r/selected_data.r'
+      break
+  }
   console.log('calling R... for ' + aoi);
   //console.log(req)
   R(filename).data(9).call(
@@ -136,9 +152,24 @@ app.get('/:aoi?/clusters/', (req, res, next) => {
 app.post('/:aoi?/clusters/', async (req, res, next) => {
   const aoi = req.params.aoi || 'eu'
   const datasets = await loadDatasetsIfNeeded(req, res, aoi)
-  const dataFilePath = aoi == 'cz' ? _dataCzFilePath : _dataEuFilePath
-  const clusteringModifiedFilePath = aoi == 'cz' ? _clusteringCzModifiedFilePath : _clusteringEuModifiedFilePath
-  const idString = aoi == 'cz' ? 'LAU2' : 'NUTS_ID'
+  let dataFilePath, clusteringModifiedFilePath, idString
+  switch(aoi) {
+    case 'cz':
+      dataFilePath = _dataCzFilePath
+      clusteringModifiedFilePath = _clusteringCzModifiedFilePath
+      idString = 'LAU2'
+      break
+    case 'africa':
+      dataFilePath = _dataAfricaFilePath
+      clusteringModifiedFilePath = _clusteringAfricaModifiedFilePath
+      idString = 'district_code'
+      break
+    case 'eu':
+      dataFilePath = _dataEuFilePath
+      clusteringModifiedFilePath = _clusteringEuModifiedFilePath
+      idString = 'NUTS_ID'
+      break
+  }
   try {
     //console.log(req.body);
     const clusteringData = await nutsData.loadClusteringInput(
@@ -215,13 +246,28 @@ function renderPugReport(nuts, req, res) {
 }
 
 function returnAllScores(req, res, aoi = 'eu') {
+  console.log(aoi)
   let resData = []
-  const ruralData = aoi == 'cz' ? _ruralDataCZ : _ruralDataEU
-  const regionIdString = aoi == 'cz' ? 'lau2' : 'nuts'
+  let ruralData, regionIdString
+  switch(aoi) {
+    case 'cz':
+      ruralData = _ruralDataCZ
+      regionIdString = 'lau2'
+      break
+    case 'africa':
+      ruralData = _ruralDataAfrica
+      regionIdString = 'district'
+      break
+    case 'eu':
+      ruralData = _ruralDataEU
+      regionIdString = 'nuts'
+      break
+  }
   ruralData.forEach(region => {
     //var region = _ruralData[0];
     let sumWeight = 0;
     let sumValue = 0;
+    console.log(region)
     let regionIndexes = { code: region[regionIdString] };
 
     req.body.factors.forEach(factor => {
@@ -237,7 +283,7 @@ function returnAllScores(req, res, aoi = 'eu') {
     regionIndexes.aggregate = sumValue / sumWeight;
     resData.push(regionIndexes);
   });
-
+  //console.log(resData)
   return resData;
 }
 
@@ -260,9 +306,24 @@ function returnRegionScores(nuts, req, res) {
 function handleRCall(req, res, aoi = 'eu') {
   const numberOfClusters = req.body.numberOfClusters || 12;
   //console.log('calling R...', numberOfClusters)
-  const rScriptInputFileName = aoi == 'cz' ? './r/CZ_clusters.r' :'./r/selected_data.r';
-  const rScriptResultsFileName = aoi == 'cz' ? _clustersCzFilePath : _clustersEuFilePath;
-  const idString = aoi == 'cz' ? 'lau2' : 'nuts_id';
+  let rScriptInputFileName, rScriptResultsFileName, idString
+  switch(aoi) {
+    case 'cz':
+      rScriptInputFileName = './r/CZ_clusters.r'
+      rScriptResultsFileName = _clustersCzFilePath
+      idString = 'lau2'
+      break
+    case 'africa':
+      rScriptInputFileName = './r/african_clusters.r'
+      rScriptResultsFileName = _clustersAfricaFilePath
+      idString = 'district_code'
+      break
+    case 'eu':
+      rScriptInputFileName = './r/selected_data.r'
+      rScriptResultsFileName = _clustersEuFilePath
+      idString = 'nuts_id'
+      break
+  }
   R(rScriptInputFileName).data(numberOfClusters).call(
     function (err, data) {
       //console.log('R done');
@@ -283,12 +344,20 @@ function handleRCall(req, res, aoi = 'eu') {
 }
 
 async function loadDatasetsIfNeeded(req, res, aoi) {
-  let datasets = aoi == 'cz' ? _datasetsCZ : _datasetsEU
+  let datasets
+  switch(aoi) {
+    case 'cz': datasets = _datasetsCZ; break;
+    case 'africa': datasets = _datasetsAfrica; break;
+    case 'eu': datasets = _datasetsEU; break;
+  }
   if (!datasets) {
     try {
       if (aoi == 'cz') {
         _datasetsCZ = await nutsData.loadDatasets(_dataCzFilePath)
         datasets = _datasetsCZ
+      } else if (aoi == 'africa') {
+        _datasetsAfrica = await nutsData.loadDatasets(_dataAfricaFilePath)
+        datasets = _datasetsAfrica
       } else {
         _datasetsEU = await nutsData.loadDatasets(_datasetsEuFilePath)
         datasets = _datasetsEU
@@ -301,12 +370,20 @@ async function loadDatasetsIfNeeded(req, res, aoi) {
 }
 
 async function loadRuralDataIfNeeded(req, res, aoi) {
-  let ruralData = aoi == 'cz' ? _ruralDataCZ : _ruralDataEU
+  let ruralData
+  switch(aoi) {
+    case 'cz': ruralData = _ruralDataCZ; break;
+    case 'africa': ruralData = _ruralDataAfrica; break;
+    case 'eu': ruralData = _ruralDataEU; break;
+  }
   if (!ruralData) {
     try {
       if (aoi == 'cz') {
         _ruralDataCZ = await nutsData.loadRuralData(_dataCzFilePath)
         ruralData = _ruralDataCZ
+      } else if (aoi == 'africa') {
+        _ruralDataAfrica = await nutsData.loadRuralData(_dataAfricaFilePath)
+        ruralData = _ruralDataAfrica
       } else {
         _ruralDataEU = await nutsData.loadRuralData(_dataEuFilePath)
         ruralData = _ruralDataEU

+ 5 - 3
nuts-data.js

@@ -17,7 +17,7 @@ module.exports.loadDatasets = async function(filePath) {
             stream.end()
         })
         .on('end', () => {
-            datasets = datasets.slice(3)
+            datasets = datasets.slice(1) //unify this number (only one ID column in the beginning)
             console.log('Datasets structure loaded.')
             resolve(datasets)
         })
@@ -45,14 +45,16 @@ module.exports.loadRuralData = async function (filePath) {
             }
             for (let i = 0; i < columns.length; i++) {
                 let colName = columns[i].toLowerCase()
-                if (colName == "nuts_id")       // ID of the NUTS region
+                if (colName == "nuts_id")       // ID of the NUTS region (EU)
                     item.nuts = row[i]
                 // else if (colName == "datasets") // empty datasets count
                 //     item.availableDS = datasets.length - row[i];
                 // else if (colName == "quality")
                 //     item.quality = row[i];
-                else if (colName == "lau2")
+                else if (colName == "lau2") // ID of the municipality (CZ)
                     item.lau2 = row[i]
+                else if (colName == "district_code") // ID of the district (Kenya+Uganda)
+                    item.district = row[i]
                 else if (colName == "eurostat_code" || colName == "name")
                     continue
                 else {

+ 51 - 0
r/african_clusters.r

@@ -0,0 +1,51 @@
+setwd("./data/africa/") # Nastavení pracovního adresáře
+
+library(cluster)
+#library("VIM")
+#library("factoextra")
+
+N <- input[[1]] # 'input' is a list of parametres, which comes from the NodeJS service
+
+input <- read.csv(file = 'ke+ug_normalized_input_clust.csv',header=TRUE,sep=",",dec=".") # Načtení CSV souboru
+#head(input) # Výpis prvních šesti řádek CSV souboru
+mydata <- input[, -1, drop=F] # Odstranění prvního sloupce
+#replace(mydata, is.na(mydata), 0) # Nahrazeni NA hodnot nulami
+rownames(mydata) <- input[, 1] # Jména řádků
+#head(mydata)
+mydata <- scale(mydata) # Standardizace (normalizace) dat
+#aggr(x = mydata) # Vykreslení prázných položek
+#countNA(mydata) # Kontrola počtu prázdných položek
+
+#res.dist <- get_dist(mydata, stand = TRUE, method = "euclidean") # Výpočet vzdáleností
+#fviz_dist(res.dist, gradient = list(low = "#EEEEEE", mid = "#999999", high = "#444444")) # Grafické vyjádření vzdálenostní matice
+#fviz_nbclust(mydata, kmeans, method = "silhouette")+labs(subtitle = "Silhouette method") # Optimální počet klastrů
+#fviz_nbclust(mydata, kmeans, method = "gap_stat") # Graf s ideálním počtem intervalů pro nehierarchickou metodu; s číslem se zatím nikde nepracuje
+
+# Nehierachické klastrování
+km50l <- kmeans(mydata, N, nstart = 50, algorithm=c("Lloyd")) # Nehierarchické klastrování k-means
+#fviz_cluster(km.res, data = mydata, # Vizualizace nehierarchických klastrů
+#             ellipse.type = "convex",
+#             palette = "jco",
+#             ggtheme = theme_minimal())
+
+# Hierarchické klastrování
+d <- dist(mydata, method = "euclidean") # Distance matrix (matice vzdáleností)
+fit <- hclust(d, method="ward.D2") # Výpočet hirarchie
+#plot(fit) # Vizualizace hierarchie
+
+groups <- cutree(fit, k=N) # Rozdělení stromu do k klastrů
+haclustwd2 <- groups
+#rect.hclust(fit, k=9, border="red") # Dedrogram s hranicemi klastrů
+
+# Grafické vyjádření klastrů s barvami
+# fviz_dend(fit, k = 9, # Počet klastrů
+#          cex = 1, # Velikost popisků
+#          k_colors = c("#2E9FDF", "#00AFBB", "#E7B800", "#FC4E07", "#c17d11"), # Barvy klastrů
+#          color_labels_by_k = TRUE, # Barevné popisky pro skupiny
+#          rect = TRUE # Ohraničení skupin obdélníkem
+#)
+
+outdata <- data.frame(km50l$cluster, haclustwd2)
+write.csv(outdata,'out_file_africa.csv') # zápis do souboru
+
+# --------------------