{"contract":"weathermaps.ai/di-v2","generated":"2026-09-17T04:03:17Z","cycle":"2026091612","cycle_iso":"2026-09-16T12:00:00Z","models":[{"id":"aifs-single","key":"aifs","short":"AIFS"},{"id":"ifs","key":"ecmwf","short":"HRES"},{"id":"weathernext-2","key":"wnext","short":"WN2"},{"id":"ifs-ens","key":"ens","short":"ENS mean"}],"vars":{"t2m":{"label":"temperature","unit":"°C","floor":1.0},"mslp":{"label":"pressure","unit":"hPa","floor":1.0}},"previous":{"aifs":"2026091600","ecmwf":"2026091600","wnext":"2026091600","ens":"2026091600"},"voices":["AIFS","HRES","WN2","ENS mean","GraphCast","Aurora","FourCastNet v2","Pangu-Weather"],"mlwp_feeds":["aurora_ifs","fcn2_ifs","graphcast_ifs","pangu_ifs"],"days":15,"step_h":6,"hours":[6,12,18,24,30,36,42,48,54,60,66,72,78,84,90,96,102,108,114,120,126,132,138,144,150,156,162,168,174,180,186,192,198,204,210,216,222,228,234,240,246,252,258,264,270,276,282,288,294,300,306,312,318,324,330,336,342,348,354,360],"formula":"DI = 100*clamp(log2(stdev(models - day-1 offset)/max(floor, ENS spread))/4 + 0.5, 0, 1); day = mean over its steps; city = max over variables","global_p90":[30,36,42,46,49,53,53,52,51,51,47,48,50,51,51],"global_median":[16,24,29,33,35,37,40,37,38,40,31,34,35,34,33],"cities_n":602,"city":{"slug":"kigali-rw","name":"Kigali","cc":"RW","country":"Rwanda","sector":"rwanda","lat":-1.952,"lon":30.059,"di":[14,23,22,24,36,38,46,45,47,39,36,31,27,31,28],"driver":["t2m","mslp","t2m","t2m","mslp","t2m","t2m","t2m","mslp","mslp","mslp","mslp","t2m","t2m","t2m"],"step_di":{"t2m":{"6":0,"12":16,"18":9,"24":31,"30":5,"36":12,"42":20,"48":36,"54":12,"60":32,"66":27,"72":17,"78":35,"84":19,"90":16,"96":27,"102":45,"108":22,"114":25,"120":30,"126":42,"132":42,"138":44,"144":25,"150":54,"156":46,"162":39,"168":43,"174":60,"180":49,"186":52,"192":20,"198":53,"204":49,"210":48,"216":23,"222":26,"228":54,"234":22,"240":25,"246":26,"252":36,"258":38,"264":0,"270":23,"276":9,"282":30,"288":11,"294":35,"300":28,"306":27,"312":16,"318":34,"324":28,"330":40,"336":23,"342":41,"348":28,"354":26,"360":17},"mslp":{"6":15,"12":0,"18":0,"24":16,"30":27,"36":18,"42":9,"48":36,"54":13,"60":14,"66":16,"72":28,"78":29,"84":13,"90":27,"96":24,"102":50,"108":18,"114":43,"120":34,"126":43,"132":42,"138":43,"144":24,"150":56,"156":32,"162":35,"168":43,"174":54,"180":39,"186":40,"192":41,"198":57,"204":37,"210":53,"216":42,"222":36,"228":34,"234":45,"240":43,"246":46,"252":34,"258":28,"264":34,"270":39,"276":28,"282":43,"288":14,"294":28,"300":18,"306":43,"312":0,"318":34,"324":0,"330":18,"336":0,"342":0,"348":43,"354":18,"360":39}},"t2m":{"aifs":[20,18,21,27,22,19,21,27,22,18,21,27,20,18,21,28,22,18,21,29,23,19,20,25,19,17,20,25,19,17,20,25,20,17,21,28,21,17,21,28,22,18,21,28,22,18,21,28,21,17,21,26,20,17,20,24,19,17,20,25],"ecmwf":[20,17,20,28,22,18,21,28,21,17,22,25,19,18,21,24,20,17,21,28,20,17,19,26,19,17,20,21,18,16,19,24,18,16,19,26,20,15,21,26,21,16,21,28,21,17,21,28,19,16,21,27,19,16,21,26,19,16,20,27],"wnext":[20,17,20,26,22,18,21,26,21,18,21,26,20,17,21,27,21,17,21,28,21,18,21,25,19,17,20,25,19,16,21,26,20,16,21,28,21,17,21,28,22,17,22,28,21,17,22,28,21,17,22,28,21,17,22,27,21,17,21,27],"ens":[20,17,21,27,22,19,22,28,21,18,22,26,20,17,21,25,19,17,21,27,21,17,20,25,19,17,20,24,19,17,20,25,19,17,20,27,20,17,21,27,21,17,22,27,20,17,21,26,20,17,21,27,20,17,21,26,20,17,21,25]},"mslp":{"aifs":[1016,1016,1020,1014,1015,1015,1018,1013,1015,1015,1018,1013,1016,1015,1019,1013,1014,1014,1017,1011,1012,1013,1017,1012,1015,1014,1018,1013,1016,1015,1018,1013,1016,1015,1018,1011,1013,1013,1017,1010,1012,1012,1016,1010,1013,1012,1016,1010,1014,1013,1016,1011,1015,1014,1017,1012,1015,1014,1018,1013],"ecmwf":[1016,1015,1019,1012,1015,1014,1018,1011,1015,1014,1018,1013,1016,1014,1019,1013,1015,1013,1018,1010,1013,1014,1018,1010,1015,1013,1017,1013,1016,1013,1018,1012,1016,1013,1018,1011,1012,1012,1016,1010,1011,1011,1016,1009,1011,1012,1017,1010,1013,1013,1017,1010,1014,1013,1016,1010,1014,1011,1016,1008],"wnext":[1016,1016,1019,1013,1014,1015,1018,1013,1015,1015,1018,1013,1016,1015,1019,1013,1014,1014,1017,1011,1013,1014,1017,1012,1014,1014,1017,1013,1015,1015,1018,1013,1015,1014,1018,1011,1013,1013,1017,1011,1013,1013,1017,1011,1013,1013,1017,1011,1013,1013,1017,1011,1013,1013,1017,1011,1014,1013,1017,1011],"ens":[1016,1015,1019,1012,1015,1014,1018,1011,1015,1015,1018,1012,1016,1015,1019,1013,1016,1013,1018,1010,1013,1013,1017,1010,1015,1013,1018,1012,1015,1014,1018,1012,1015,1013,1018,1011,1013,1012,1017,1009,1013,1012,1016,1010,1013,1012,1017,1011,1014,1013,1017,1010,1014,1013,1017,1010,1014,1013,1017,1011]},"band":{"t2m_p10":[19,16,20,26,20,17,21,26,19,16,21,23,18,17,20,22,18,16,20,25,19,17,18,21,18,17,19,21,18,16,19,21,18,16,19,24,18,16,20,26,19,16,20,24,19,16,20,22,18,16,20,23,18,16,20,22,18,16,19,21],"t2m_p90":[22,18,21,28,23,20,22,29,22,19,23,29,21,18,22,28,21,18,22,29,22,18,22,28,21,18,22,26,20,18,21,28,21,18,21,29,22,17,22,29,22,18,23,30,22,18,23,29,22,18,23,30,22,18,23,29,22,18,23,30]},"mlwp":{"graphcast_ifs":[19.6,17.4,20.4,26.3,21.9,18.7,21.2,26.9,21.1,18.7,21.6,26.2,20.2,18.0,21.4,26.5,20.5,17.3,21.7,27.7,21.7,18.6,21.7,25.6,20.2,17.7,21.1,25.1,19.7,16.9,21.0,25.9,20.0,17.0,21.2,26.2,20.1,17.1,21.4,27.0,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],"aurora_ifs":[20.4,18.0,20.0,25.8,21.9,18.7,20.5,25.6,20.6,18.2,20.3,24.4,20.2,17.5,20.4,26.4,21.4,17.6,20.6,26.2,21.4,18.2,20.1,24.3,20.0,17.5,19.7,23.9,19.8,17.1,20.0,25.1,20.4,17.3,20.3,25.6,20.8,17.6,20.3,25.4,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],"fcn2_ifs":[20.5,18.1,20.7,26.7,21.6,18.8,21.5,26.9,21.8,18.7,21.5,27.1,21.7,18.4,21.8,28.1,22.2,18.7,22.4,29.1,22.9,19.6,23.0,29.4,23.5,20.0,22.7,28.6,23.0,19.8,22.7,28.3,22.7,19.7,22.5,27.5,22.3,19.4,22.2,27.3,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],"pangu_ifs":[20.7,18.0,21.2,26.3,21.7,18.5,22.0,26.1,21.1,17.8,21.7,25.6,20.6,17.5,21.8,26.7,20.9,17.4,21.7,26.8,21.1,18.4,21.7,25.4,20.5,18.1,21.5,25.2,20.3,17.5,21.5,25.7,20.3,16.9,21.6,26.2,20.3,16.7,21.6,26.4,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null]},"daily":[{"day":1,"aifs":[27,18],"aifs_chg":0,"ecmwf":[28,17],"ecmwf_chg":0,"wnext":[26,17],"wnext_chg":0,"ens":[27,17],"ens_chg":0,"graphcast_ifs":[26.3,17.4],"aurora_ifs":[25.8,18.0],"fcn2_ifs":[26.7,18.1],"pangu_ifs":[26.3,18.0]},{"day":2,"aifs":[27,19],"aifs_chg":0,"ecmwf":[28,18],"ecmwf_chg":-1,"wnext":[26,18],"wnext_chg":0,"ens":[28,19],"ens_chg":1,"graphcast_ifs":[26.9,18.7],"aurora_ifs":[25.6,18.7],"fcn2_ifs":[26.9,18.8],"pangu_ifs":[26.1,18.5]},{"day":3,"aifs":[27,18],"aifs_chg":0,"ecmwf":[25,17],"ecmwf_chg":-2,"wnext":[26,18],"wnext_chg":0,"ens":[26,18],"ens_chg":0,"graphcast_ifs":[26.2,18.7],"aurora_ifs":[24.4,18.2],"fcn2_ifs":[27.1,18.7],"pangu_ifs":[25.6,17.8]},{"day":4,"aifs":[28,18],"aifs_chg":0,"ecmwf":[24,18],"ecmwf_chg":2,"wnext":[27,17],"wnext_chg":0,"ens":[25,17],"ens_chg":0,"graphcast_ifs":[26.5,18.0],"aurora_ifs":[26.4,17.5],"fcn2_ifs":[28.1,18.4],"pangu_ifs":[26.7,17.5]},{"day":5,"aifs":[29,18],"aifs_chg":1,"ecmwf":[28,17],"ecmwf_chg":4,"wnext":[28,17],"wnext_chg":1,"ens":[27,17],"ens_chg":1,"graphcast_ifs":[27.7,17.3],"aurora_ifs":[26.2,17.6],"fcn2_ifs":[29.1,18.7],"pangu_ifs":[26.8,17.4]},{"day":6,"aifs":[25,19],"aifs_chg":0,"ecmwf":[26,17],"ecmwf_chg":3,"wnext":[25,18],"wnext_chg":-1,"ens":[25,17],"ens_chg":1,"graphcast_ifs":[25.6,18.6],"aurora_ifs":[24.3,18.2],"fcn2_ifs":[29.4,19.6],"pangu_ifs":[25.4,18.4]},{"day":7,"aifs":[25,17],"aifs_chg":-1,"ecmwf":[21,17],"ecmwf_chg":1,"wnext":[25,17],"wnext_chg":0,"ens":[24,17],"ens_chg":1,"graphcast_ifs":[25.1,17.7],"aurora_ifs":[23.9,17.5],"fcn2_ifs":[28.6,20.0],"pangu_ifs":[25.2,18.1]},{"day":8,"aifs":[25,17],"aifs_chg":-1,"ecmwf":[24,16],"ecmwf_chg":1,"wnext":[26,16],"wnext_chg":-1,"ens":[25,17],"ens_chg":1,"graphcast_ifs":[25.9,16.9],"aurora_ifs":[25.1,17.1],"fcn2_ifs":[28.3,19.8],"pangu_ifs":[25.7,17.5]},{"day":9,"aifs":[28,17],"aifs_chg":0,"ecmwf":[26,16],"ecmwf_chg":0,"wnext":[28,16],"wnext_chg":0,"ens":[27,17],"ens_chg":1,"graphcast_ifs":[26.2,17.0],"aurora_ifs":[25.6,17.3],"fcn2_ifs":[27.5,19.7],"pangu_ifs":[26.2,16.9]},{"day":10,"aifs":[28,17],"aifs_chg":0,"ecmwf":[26,15],"ecmwf_chg":1,"wnext":[28,17],"wnext_chg":0,"ens":[27,17],"ens_chg":1,"graphcast_ifs":[27.0,17.1],"aurora_ifs":[25.4,17.6],"fcn2_ifs":[27.3,19.4],"pangu_ifs":[26.4,16.7]},{"day":11,"aifs":[28,18],"aifs_chg":0,"ecmwf":[28,16],"ecmwf_chg":1,"wnext":[28,17],"wnext_chg":0,"ens":[27,17],"ens_chg":1,"graphcast_ifs":null,"aurora_ifs":null,"fcn2_ifs":null,"pangu_ifs":null},{"day":12,"aifs":[28,18],"aifs_chg":0,"ecmwf":[28,17],"ecmwf_chg":1,"wnext":[28,17],"wnext_chg":0,"ens":[26,17],"ens_chg":0,"graphcast_ifs":null,"aurora_ifs":null,"fcn2_ifs":null,"pangu_ifs":null},{"day":13,"aifs":[26,17],"aifs_chg":-3,"ecmwf":[27,16],"ecmwf_chg":0,"wnext":[28,17],"wnext_chg":0,"ens":[27,17],"ens_chg":1,"graphcast_ifs":null,"aurora_ifs":null,"fcn2_ifs":null,"pangu_ifs":null},{"day":14,"aifs":[24,17],"aifs_chg":-4,"ecmwf":[26,16],"ecmwf_chg":-2,"wnext":[27,17],"wnext_chg":-1,"ens":[26,17],"ens_chg":1,"graphcast_ifs":null,"aurora_ifs":null,"fcn2_ifs":null,"pangu_ifs":null},{"day":15,"aifs":[25,17],"aifs_chg":null,"ecmwf":[27,16],"ecmwf_chg":null,"wnext":[27,17],"wnext_chg":null,"ens":[25,17],"ens_chg":null,"graphcast_ifs":null,"aurora_ifs":null,"fcn2_ifs":null,"pangu_ifs":null}]}}