3 no comments

data/forcast.csv

@@ -0,0 +1,8 @@
+Year,Population,YearlyPer,Yearly,Median,Fertility,Density
+2020,"7,794,798,739",1.10%,"83,000,320",31,2.47,52
+2025,"8,184,437,460",0.98%,"77,927,744",32,2.54,55
+2030,"8,548,487,400",0.87%,"72,809,988",33,2.62,57
+2035,"8,887,524,213",0.78%,"67,807,363",34,2.7,60
+2040,"9,198,847,240",0.69%,"62,264,605",35,2.77,62
+2045,"9,481,803,274",0.61%,"56,591,207",35,2.85,64
+2050,"9,735,033,990",0.53%,"50,646,143",36,2.95,65

data/population.csv

@@ -0,0 +1,236 @@
+no,Country (or dependency),Population 2020,Yearly Change,Net Change,Density(P/Km²),Land Area (Km²),Migrants (net),Fert. Rate,MedAge,Urban Pop %,World Share
+1,China,"1,439,323,776",0.39%,"5,540,090",153,"9,388,211","-348,399",1.7,38,61%,18.47%
+2,India,"1,380,004,385",0.99%,"13,586,631",464,"2,973,190","-532,687",2.2,28,35%,17.70%
+3,United States,"331,002,651",0.59%,"1,937,734",36,"9,147,420","954,806",1.8,38,83%,4.25%
+4,Indonesia,"273,523,615",1.07%,"2,898,047",151,"1,811,570","-98,955",2.3,30,56%,3.51%
+5,Pakistan,"220,892,340",2.00%,"4,327,022",287,"770,880","-233,379",3.6,23,35%,2.83%
+6,Brazil,"212,559,417",0.72%,"1,509,890",25,"8,358,140","21,200",1.7,33,88%,2.73%
+7,Nigeria,"206,139,589",2.58%,"5,175,990",226,"910,770","-60,000",5.4,18,52%,2.64%
+8,Bangladesh,"164,689,383",1.01%,"1,643,222","1,265","130,170","-369,501",2.1,28,39%,2.11%
+9,Russia,"145,934,462",0.04%,"62,206",9,"16,376,870","182,456",1.8,40,74%,1.87%
+10,Mexico,"128,932,753",1.06%,"1,357,224",66,"1,943,950","-60,000",2.1,29,84%,1.65%
+11,Japan,"126,476,461",-0.30%,"-383,840",347,"364,555","71,560",1.4,48,92%,1.62%
+12,Ethiopia,"114,963,588",2.57%,"2,884,858",115,"1,000,000","30,000",4.3,19,21%,1.47%
+13,Philippines,"109,581,078",1.35%,"1,464,463",368,"298,170","-67,152",2.6,26,47%,1.41%
+14,Egypt,"102,334,404",1.94%,"1,946,331",103,"995,450","-38,033",3.3,25,43%,1.31%
+15,Vietnam,"97,338,579",0.91%,"876,473",314,"310,070","-80,000",2.1,32,38%,1.25%
+16,DR Congo,"89,561,403",3.19%,"2,770,836",40,"2,267,050","23,861",6,17,46%,1.15%
+17,Turkey,"84,339,067",1.09%,"909,452",110,"769,630","283,922",2.1,32,76%,1.08%
+18,Iran,"83,992,949",1.30%,"1,079,043",52,"1,628,550","-55,000",2.2,32,76%,1.08%
+19,Germany,"83,783,942",0.32%,"266,897",240,"348,560","543,822",1.6,46,76%,1.07%
+20,Thailand,"69,799,978",0.25%,"174,396",137,"510,890","19,444",1.5,40,51%,0.90%
+21,United Kingdom,"67,886,011",0.53%,"355,839",281,"241,930","260,650",1.8,40,83%,0.87%
+22,France,"65,273,511",0.22%,"143,783",119,"547,557","36,527",1.9,42,82%,0.84%
+23,Italy,"60,461,826",-0.15%,"-88,249",206,"294,140","148,943",1.3,47,69%,0.78%
+24,Tanzania,"59,734,218",2.98%,"1,728,755",67,"885,800","-40,076",4.9,18,37%,0.77%
+25,South Africa,"59,308,690",1.28%,"750,420",49,"1,213,090","145,405",2.4,28,67%,0.76%
+26,Myanmar,"54,409,800",0.67%,"364,380",83,"653,290","-163,313",2.2,29,31%,0.70%
+27,Kenya,"53,771,296",2.28%,"1,197,323",94,"569,140","-10,000",3.5,20,28%,0.69%
+28,South Korea,"51,269,185",0.09%,"43,877",527,"97,230","11,731",1.1,44,82%,0.66%
+29,Colombia,"50,882,891",1.08%,"543,448",46,"1,109,500","204,796",1.8,31,80%,0.65%
+30,Spain,"46,754,778",0.04%,"18,002",94,"498,800","40,000",1.3,45,80%,0.60%
+31,Uganda,"45,741,007",3.32%,"1,471,413",229,"199,810","168,694",5,17,26%,0.59%
+32,Argentina,"45,195,774",0.93%,"415,097",17,"2,736,690","4,800",2.3,32,93%,0.58%
+33,Algeria,"43,851,044",1.85%,"797,990",18,"2,381,740","-10,000",3.1,29,73%,0.56%
+34,Sudan,"43,849,260",2.42%,"1,036,022",25,"1,765,048","-50,000",4.4,20,35%,0.56%
+35,Ukraine,"43,733,762",-0.59%,"-259,876",75,"579,320","10,000",1.4,41,69%,0.56%
+36,Iraq,"40,222,493",2.32%,"912,710",93,"434,320","7,834",3.7,21,73%,0.52%
+37,Afghanistan,"38,928,346",2.33%,"886,592",60,"652,860","-62,920",4.6,18,25%,0.50%
+38,Poland,"37,846,611",-0.11%,"-41,157",124,"306,230","-29,395",1.4,42,60%,0.49%
+39,Canada,"37,742,154",0.89%,"331,107",4,"9,093,510","242,032",1.5,41,81%,0.48%
+40,Morocco,"36,910,560",1.20%,"438,791",83,"446,300","-51,419",2.4,30,64%,0.47%
+41,Saudi Arabia,"34,813,871",1.59%,"545,343",16,"2,149,690","134,979",2.3,32,84%,0.45%
+42,Uzbekistan,"33,469,203",1.48%,"487,487",79,"425,400","-8,863",2.4,28,50%,0.43%
+43,Peru,"32,971,854",1.42%,"461,401",26,"1,280,000","99,069",2.3,31,79%,0.42%
+44,Angola,"32,866,272",3.27%,"1,040,977",26,"1,246,700","6,413",5.6,17,67%,0.42%
+45,Malaysia,"32,365,999",1.30%,"416,222",99,"328,550","50,000",2,30,78%,0.42%
+46,Mozambique,"31,255,435",2.93%,"889,399",40,"786,380","-5,000",4.9,18,38%,0.40%
+47,Ghana,"31,072,940",2.15%,"655,084",137,"227,540","-10,000",3.9,22,57%,0.40%
+48,Yemen,"29,825,964",2.28%,"664,042",56,"527,970","-30,000",3.8,20,38%,0.38%
+49,Nepal,"29,136,808",1.85%,"528,098",203,"143,350","41,710",1.9,25,21%,0.37%
+50,Venezuela,"28,435,940",-0.28%,"-79,889",32,"882,050","-653,249",2.3,30,N.A.,0.36%
+51,Madagascar,"27,691,018",2.68%,"721,711",48,"581,795","-1,500",4.1,20,39%,0.36%
+52,Cameroon,"26,545,863",2.59%,"669,483",56,"472,710","-4,800",4.6,19,56%,0.34%
+53,Côte d'Ivoire,"26,378,274",2.57%,"661,730",83,"318,000","-8,000",4.7,19,51%,0.34%
+54,North Korea,"25,778,816",0.44%,"112,655",214,"120,410","-5,403",1.9,35,63%,0.33%
+55,Australia,"25,499,884",1.18%,"296,686",3,"7,682,300","158,246",1.8,38,86%,0.33%
+56,Niger,"24,206,644",3.84%,"895,929",19,"1,266,700","4,000",7,15,17%,0.31%
+57,Taiwan,"23,816,775",0.18%,"42,899",673,"35,410","30,001",1.2,42,79%,0.31%
+58,Sri Lanka,"21,413,249",0.42%,"89,516",341,"62,710","-97,986",2.2,34,18%,0.27%
+59,Burkina Faso,"20,903,273",2.86%,"581,895",76,"273,600","-25,000",5.2,18,31%,0.27%
+60,Mali,"20,250,833",3.02%,"592,802",17,"1,220,190","-40,000",5.9,16,44%,0.26%
+61,Romania,"19,237,691",-0.66%,"-126,866",84,"230,170","-73,999",1.6,43,55%,0.25%
+62,Malawi,"19,129,952",2.69%,"501,205",203,"94,280","-16,053",4.3,18,18%,0.25%
+63,Chile,"19,116,201",0.87%,"164,163",26,"743,532","111,708",1.7,35,85%,0.25%
+64,Kazakhstan,"18,776,707",1.21%,"225,280",7,"2,699,700","-18,000",2.8,31,58%,0.24%
+65,Zambia,"18,383,955",2.93%,"522,925",25,"743,390","-8,000",4.7,18,45%,0.24%
+66,Guatemala,"17,915,568",1.90%,"334,096",167,"107,160","-9,215",2.9,23,52%,0.23%
+67,Ecuador,"17,643,054",1.55%,"269,392",71,"248,360","36,400",2.4,28,63%,0.23%
+68,Syria,"17,500,658",2.52%,"430,523",95,"183,630","-427,391",2.8,26,60%,0.22%
+69,Netherlands,"17,134,872",0.22%,"37,742",508,"33,720","16,000",1.7,43,92%,0.22%
+70,Senegal,"16,743,927",2.75%,"447,563",87,"192,530","-20,000",4.7,19,49%,0.21%
+71,Cambodia,"16,718,965",1.41%,"232,423",95,"176,520","-30,000",2.5,26,24%,0.21%
+72,Chad,"16,425,864",3.00%,"478,988",13,"1,259,200","2,000",5.8,17,23%,0.21%
+73,Somalia,"15,893,222",2.92%,"450,317",25,"627,340","-40,000",6.1,17,47%,0.20%
+74,Zimbabwe,"14,862,924",1.48%,"217,456",38,"386,850","-116,858",3.6,19,38%,0.19%
+75,Guinea,"13,132,795",2.83%,"361,549",53,"245,720","-4,000",4.7,18,39%,0.17%
+76,Rwanda,"12,952,218",2.58%,"325,268",525,"24,670","-9,000",4.1,20,18%,0.17%
+77,Benin,"12,123,200",2.73%,"322,049",108,"112,760","-2,000",4.9,19,48%,0.16%
+78,Burundi,"11,890,784",3.12%,"360,204",463,"25,680","2,001",5.5,17,14%,0.15%
+79,Tunisia,"11,818,619",1.06%,"123,900",76,"155,360","-4,000",2.2,33,70%,0.15%
+80,Bolivia,"11,673,021",1.39%,"159,921",11,"1,083,300","-9,504",2.8,26,69%,0.15%
+81,Belgium,"11,589,623",0.44%,"50,295",383,"30,280","48,000",1.7,42,98%,0.15%
+82,Haiti,"11,402,528",1.24%,"139,451",414,"27,560","-35,000",3,24,57%,0.15%
+83,Cuba,"11,326,616",-0.06%,"-6,867",106,"106,440","-14,400",1.6,42,78%,0.15%
+84,South Sudan,"11,193,725",1.19%,"131,612",18,"610,952","-174,200",4.7,19,25%,0.14%
+85,Dominican Republic,"10,847,910",1.01%,"108,952",225,"48,320","-30,000",2.4,28,85%,0.14%
+86,Czech Republic (Czechia),"10,708,981",0.18%,"19,772",139,"77,240","22,011",1.6,43,74%,0.14%
+87,Greece,"10,423,054",-0.48%,"-50,401",81,"128,900","-16,000",1.3,46,85%,0.13%
+88,Jordan,"10,203,134",1.00%,"101,440",115,"88,780","10,220",2.8,24,91%,0.13%
+89,Portugal,"10,196,709",-0.29%,"-29,478",111,"91,590","-6,000",1.3,46,66%,0.13%
+90,Azerbaijan,"10,139,177",0.91%,"91,459",123,"82,658","1,200",2.1,32,56%,0.13%
+91,Sweden,"10,099,265",0.63%,"62,886",25,"410,340","40,000",1.9,41,88%,0.13%
+92,Honduras,"9,904,607",1.63%,"158,490",89,"111,890","-6,800",2.5,24,57%,0.13%
+93,United Arab Emirates,"9,890,402",1.23%,"119,873",118,"83,600","40,000",1.4,33,86%,0.13%
+94,Hungary,"9,660,351",-0.25%,"-24,328",107,"90,530","6,000",1.5,43,72%,0.12%
+95,Tajikistan,"9,537,645",2.32%,"216,627",68,"139,960","-20,000",3.6,22,27%,0.12%
+96,Belarus,"9,449,323",-0.03%,"-3,088",47,"202,910","8,730",1.7,40,79%,0.12%
+97,Austria,"9,006,398",0.57%,"51,296",109,"82,409","65,000",1.5,43,57%,0.12%
+98,Papua New Guinea,"8,947,024",1.95%,"170,915",20,"452,860",-800,3.6,22,13%,0.11%
+99,Serbia,"8,737,371",-0.40%,"-34,864",100,"87,460","4,000",1.5,42,56%,0.11%
+100,Israel,"8,655,535",1.60%,"136,158",400,"21,640","10,000",3,30,93%,0.11%
+101,Switzerland,"8,654,622",0.74%,"63,257",219,"39,516","52,000",1.5,43,74%,0.11%
+102,Togo,"8,278,724",2.43%,"196,358",152,"54,390","-2,000",4.4,19,43%,0.11%
+103,Sierra Leone,"7,976,983",2.10%,"163,768",111,"72,180","-4,200",4.3,19,43%,0.10%
+104,Hong Kong,"7,496,981",0.82%,"60,827","7,140","1,050","29,308",1.3,45,N.A.,0.10%
+105,Laos,"7,275,560",1.48%,"106,105",32,"230,800","-14,704",2.7,24,36%,0.09%
+106,Paraguay,"7,132,538",1.25%,"87,902",18,"397,300","-16,556",2.4,26,62%,0.09%
+107,Bulgaria,"6,948,445",-0.74%,"-51,674",64,"108,560","-4,800",1.6,45,76%,0.09%
+108,Libya,"6,871,292",1.38%,"93,840",4,"1,759,540","-1,999",2.3,29,78%,0.09%
+109,Lebanon,"6,825,445",-0.44%,"-30,268",667,"10,230","-30,012",2.1,30,78%,0.09%
+110,Nicaragua,"6,624,554",1.21%,"79,052",55,"120,340","-21,272",2.4,26,57%,0.08%
+111,Kyrgyzstan,"6,524,195",1.69%,"108,345",34,"191,800","-4,000",3,26,36%,0.08%
+112,El Salvador,"6,486,205",0.51%,"32,652",313,"20,720","-40,539",2.1,28,73%,0.08%
+113,Turkmenistan,"6,031,200",1.50%,"89,111",13,"469,930","-5,000",2.8,27,53%,0.08%
+114,Singapore,"5,850,342",0.79%,"46,005","8,358",700,"27,028",1.2,42,N.A.,0.08%
+115,Denmark,"5,792,202",0.35%,"20,326",137,"42,430","15,200",1.8,42,88%,0.07%
+116,Finland,"5,540,720",0.15%,"8,564",18,"303,890","14,000",1.5,43,86%,0.07%
+117,Congo,"5,518,087",2.56%,"137,579",16,"341,500","-4,000",4.5,19,70%,0.07%
+118,Slovakia,"5,459,642",0.05%,"2,629",114,"48,088","1,485",1.5,41,54%,0.07%
+119,Norway,"5,421,241",0.79%,"42,384",15,"365,268","28,000",1.7,40,83%,0.07%
+120,Oman,"5,106,626",2.65%,"131,640",16,"309,500","87,400",2.9,31,87%,0.07%
+121,State of Palestine,"5,101,414",2.41%,"119,994",847,"6,020","-10,563",3.7,21,80%,0.07%
+122,Costa Rica,"5,094,118",0.92%,"46,557",100,"51,060","4,200",1.8,33,80%,0.07%
+123,Liberia,"5,057,681",2.44%,"120,307",53,"96,320","-5,000",4.4,19,53%,0.06%
+124,Ireland,"4,937,786",1.13%,"55,291",72,"68,890","23,604",1.8,38,63%,0.06%
+125,Central African Republic,"4,829,767",1.78%,"84,582",8,"622,980","-40,000",4.8,18,43%,0.06%
+126,New Zealand,"4,822,233",0.82%,"39,170",18,"263,310","14,881",1.9,38,87%,0.06%
+127,Mauritania,"4,649,658",2.74%,"123,962",5,"1,030,700","5,000",4.6,20,57%,0.06%
+128,Panama,"4,314,767",1.61%,"68,328",58,"74,340","11,200",2.5,30,68%,0.06%
+129,Kuwait,"4,270,571",1.51%,"63,488",240,"17,820","39,520",2.1,37,N.A.,0.05%
+130,Croatia,"4,105,267",-0.61%,"-25,037",73,"55,960","-8,001",1.4,44,58%,0.05%
+131,Moldova,"4,033,963",-0.23%,"-9,300",123,"32,850","-1,387",1.3,38,43%,0.05%
+132,Georgia,"3,989,167",-0.19%,"-7,598",57,"69,490","-10,000",2.1,38,58%,0.05%
+133,Eritrea,"3,546,421",1.41%,"49,304",35,"101,000","-39,858",4.1,19,63%,0.05%
+134,Uruguay,"3,473,730",0.35%,"11,996",20,"175,020","-3,000",2,36,96%,0.04%
+135,Bosnia and Herzegovina,"3,280,819",-0.61%,"-20,181",64,"51,000","-21,585",1.3,43,52%,0.04%
+136,Mongolia,"3,278,290",1.65%,"53,123",2,"1,553,560",-852,2.9,28,67%,0.04%
+137,Armenia,"2,963,243",0.19%,"5,512",104,"28,470","-4,998",1.8,35,63%,0.04%
+138,Jamaica,"2,961,167",0.44%,"12,888",273,"10,830","-11,332",2,31,55%,0.04%
+139,Qatar,"2,881,053",1.73%,"48,986",248,"11,610","40,000",1.9,32,96%,0.04%
+140,Albania,"2,877,797",-0.11%,"-3,120",105,"27,400","-14,000",1.6,36,63%,0.04%
+141,Puerto Rico,"2,860,853",-2.47%,"-72,555",323,"8,870","-97,986",1.2,44,N.A.,0.04%
+142,Lithuania,"2,722,289",-1.35%,"-37,338",43,"62,674","-32,780",1.7,45,71%,0.03%
+143,Namibia,"2,540,905",1.86%,"46,375",3,"823,290","-4,806",3.4,22,55%,0.03%
+144,Gambia,"2,416,668",2.94%,"68,962",239,"10,120","-3,087",5.3,18,59%,0.03%
+145,Botswana,"2,351,627",2.08%,"47,930",4,"566,730","3,000",2.9,24,73%,0.03%
+146,Gabon,"2,225,734",2.45%,"53,155",9,"257,670","3,260",4,23,87%,0.03%
+147,Lesotho,"2,142,249",0.80%,"16,981",71,"30,360","-10,047",3.2,24,31%,0.03%
+148,North Macedonia,"2,083,374",0.00%,-85,83,"25,220","-1,000",1.5,39,59%,0.03%
+149,Slovenia,"2,078,938",0.01%,284,103,"20,140","2,000",1.6,45,55%,0.03%
+150,Guinea-Bissau,"1,968,001",2.45%,"47,079",70,"28,120","-1,399",4.5,19,45%,0.03%
+151,Latvia,"1,886,198",-1.08%,"-20,545",30,"62,200","-14,837",1.7,44,69%,0.02%
+152,Bahrain,"1,701,575",3.68%,"60,403","2,239",760,"47,800",2,32,89%,0.02%
+153,Equatorial Guinea,"1,402,985",3.47%,"46,999",50,"28,050","16,000",4.6,22,73%,0.02%
+154,Trinidad and Tobago,"1,399,488",0.32%,"4,515",273,"5,130",-800,1.7,36,52%,0.02%
+155,Estonia,"1,326,535",0.07%,887,31,"42,390","3,911",1.6,42,68%,0.02%
+156,Timor-Leste,"1,318,445",1.96%,"25,326",89,"14,870","-5,385",4.1,21,33%,0.02%
+157,Mauritius,"1,271,768",0.17%,"2,100",626,"2,030",0,1.4,37,41%,0.02%
+158,Cyprus,"1,207,359",0.73%,"8,784",131,"9,240","5,000",1.3,37,67%,0.02%
+159,Eswatini,"1,160,164",1.05%,"12,034",67,"17,200","-8,353",3,21,30%,0.01%
+160,Djibouti,"988,000",1.48%,"14,440",43,"23,180",900,2.8,27,79%,0.01%
+161,Fiji,"896,445",0.73%,"6,492",49,"18,270","-6,202",2.8,28,59%,0.01%
+162,Réunion,"895,312",0.72%,"6,385",358,"2,500","-1,256",2.3,36,100%,0.01%
+163,Comoros,"869,601",2.20%,"18,715",467,"1,861","-2,000",4.2,20,29%,0.01%
+164,Guyana,"786,552",0.48%,"3,786",4,"196,850","-6,000",2.5,27,27%,0.01%
+165,Bhutan,"771,608",1.12%,"8,516",20,"38,117",320,2,28,46%,0.01%
+166,Solomon Islands,"686,884",2.55%,"17,061",25,"27,990","-1,600",4.4,20,23%,0.01%
+167,Macao,"649,335",1.39%,"8,890","21,645",30,"5,000",1.2,39,N.A.,0.01%
+168,Montenegro,"628,066",0.01%,79,47,"13,450",-480,1.8,39,68%,0.01%
+169,Luxembourg,"625,978",1.66%,"10,249",242,"2,590","9,741",1.5,40,88%,0.01%
+170,Western Sahara,"597,339",2.55%,"14,876",2,"266,000","5,582",2.4,28,87%,0.01%
+171,Suriname,"586,632",0.90%,"5,260",4,"156,000","-1,000",2.4,29,65%,0.01%
+172,Cabo Verde,"555,987",1.10%,"6,052",138,"4,030","-1,342",2.3,28,68%,0.01%
+173,Micronesia,"548,914",1.00%,"5,428",784,700,"-2,957",2.9,27,68%,0.01%
+174,Maldives,"540,544",1.81%,"9,591","1,802",300,"11,370",1.9,30,35%,0.01%
+175,Malta,"441,543",0.27%,"1,171","1,380",320,900,1.5,43,93%,0.01%
+176,Brunei,"437,479",0.97%,"4,194",83,"5,270",0,1.8,32,80%,0.01%
+177,Guadeloupe,"400,124",0.02%,68,237,"1,690","-1,440",2.2,44,N.A.,0.01%
+178,Belize,"397,628",1.86%,"7,275",17,"22,810","1,200",2.3,25,46%,0.01%
+179,Bahamas,"393,244",0.97%,"3,762",39,"10,010","1,000",1.8,32,86%,0.01%
+180,Martinique,"375,265",-0.08%,-289,354,"1,060",-960,1.9,47,92%,0.00%
+181,Iceland,"341,243",0.65%,"2,212",3,"100,250",380,1.8,37,94%,0.00%
+182,Vanuatu,"307,145",2.42%,"7,263",25,"12,190",120,3.8,21,24%,0.00%
+183,French Guiana,"298,682",2.70%,"7,850",4,"82,200","1,200",3.4,25,87%,0.00%
+184,Barbados,"287,375",0.12%,350,668,430,-79,1.6,40,31%,0.00%
+185,New Caledonia,"285,498",0.97%,"2,748",16,"18,280",502,2,34,72%,0.00%
+186,French Polynesia,"280,908",0.58%,"1,621",77,"3,660","-1,000",2,34,64%,0.00%
+187,Mayotte,"272,815",2.50%,"6,665",728,375,0,3.7,20,46%,0.00%
+188,Sao Tome & Principe,"219,159",1.91%,"4,103",228,960,"-1,680",4.4,19,74%,0.00%
+189,Samoa,"198,414",0.67%,"1,317",70,"2,830","-2,803",3.9,22,18%,0.00%
+190,Saint Lucia,"183,627",0.46%,837,301,610,0,1.4,34,19%,0.00%
+191,Channel Islands,"173,863",0.93%,"1,604",915,190,"1,351",1.5,43,30%,0.00%
+192,Guam,"168,775",0.89%,"1,481",313,540,-506,2.3,31,95%,0.00%
+193,Curaçao,"164,093",0.41%,669,370,444,515,1.8,42,89%,0.00%
+194,Kiribati,"119,449",1.57%,"1,843",147,810,-800,3.6,23,57%,0.00%
+195,Grenada,"112,523",0.46%,520,331,340,-200,2.1,32,35%,0.00%
+196,St. Vincent & Grenadines,"110,940",0.32%,351,284,390,-200,1.9,33,53%,0.00%
+197,Aruba,"106,766",0.43%,452,593,180,201,1.9,41,44%,0.00%
+198,Tonga,"105,695",1.15%,"1,201",147,720,-800,3.6,22,24%,0.00%
+199,U.S. Virgin Islands,"104,425",-0.15%,-153,298,350,-451,2,43,96%,0.00%
+200,Seychelles,"98,347",0.62%,608,214,460,-200,2.5,34,56%,0.00%
+201,Antigua and Barbuda,"97,929",0.84%,811,223,440,0,2,34,26%,0.00%
+202,Isle of Man,"85,033",0.53%,449,149,570,,N.A.,N.A.,53%,0.00%
+203,Andorra,"77,265",0.16%,123,164,470,,N.A.,N.A.,88%,0.00%
+204,Dominica,"71,986",0.25%,178,96,750,,N.A.,N.A.,74%,0.00%
+205,Cayman Islands,"65,722",1.19%,774,274,240,,N.A.,N.A.,97%,0.00%
+206,Bermuda,"62,278",-0.36%,-228,"1,246",50,,N.A.,N.A.,97%,0.00%
+207,Marshall Islands,"59,190",0.68%,399,329,180,,N.A.,N.A.,70%,0.00%
+208,Northern Mariana Islands,"57,559",0.60%,343,125,460,,N.A.,N.A.,88%,0.00%
+209,Greenland,"56,770",0.17%,98,0,"410,450",,N.A.,N.A.,87%,0.00%
+210,American Samoa,"55,191",-0.22%,-121,276,200,,N.A.,N.A.,88%,0.00%
+211,Saint Kitts & Nevis,"53,199",0.71%,376,205,260,,N.A.,N.A.,33%,0.00%
+212,Faeroe Islands,"48,863",0.38%,185,35,"1,396",,N.A.,N.A.,43%,0.00%
+213,Sint Maarten,"42,876",1.15%,488,"1,261",34,,N.A.,N.A.,96%,0.00%
+214,Monaco,"39,242",0.71%,278,"26,337",1,,N.A.,N.A.,N.A.,0.00%
+215,Turks and Caicos,"38,717",1.38%,526,41,950,,N.A.,N.A.,89%,0.00%
+216,Saint Martin,"38,666",1.75%,664,730,53,,N.A.,N.A.,0%,0.00%
+217,Liechtenstein,"38,128",0.29%,109,238,160,,N.A.,N.A.,15%,0.00%
+218,San Marino,"33,931",0.21%,71,566,60,,N.A.,N.A.,97%,0.00%
+219,Gibraltar,"33,691",-0.03%,-10,"3,369",10,,N.A.,N.A.,N.A.,0.00%
+220,British Virgin Islands,"30,231",0.67%,201,202,150,,N.A.,N.A.,52%,0.00%
+221,Caribbean Netherlands,"26,223",0.94%,244,80,328,,N.A.,N.A.,75%,0.00%
+222,Palau,"18,094",0.48%,86,39,460,,N.A.,N.A.,N.A.,0.00%
+223,Cook Islands,"17,564",0.09%,16,73,240,,N.A.,N.A.,75%,0.00%
+224,Anguilla,"15,003",0.90%,134,167,90,,N.A.,N.A.,N.A.,0.00%
+225,Tuvalu,"11,792",1.25%,146,393,30,,N.A.,N.A.,62%,0.00%
+226,Wallis & Futuna,"11,239",-1.69%,-193,80,140,,N.A.,N.A.,0%,0.00%
+227,Nauru,"10,824",0.63%,68,541,20,,N.A.,N.A.,N.A.,0.00%
+228,Saint Barthelemy,"9,877",0.30%,30,470,21,,N.A.,N.A.,0%,0.00%
+229,Saint Helena,"6,077",0.30%,18,16,390,,N.A.,N.A.,27%,0.00%
+230,Saint Pierre & Miquelon,"5,794",-0.48%,-28,25,230,,N.A.,N.A.,100%,0.00%
+231,Montserrat,"4,992",0.06%,3,50,100,,N.A.,N.A.,10%,0.00%
+232,Falkland Islands,"3,480",3.05%,103,0,"12,170",,N.A.,N.A.,66%,0.00%
+233,Niue,"1,626",0.68%,11,6,260,,N.A.,N.A.,46%,0.00%
+234,Tokelau,"1,357",1.27%,17,136,10,,N.A.,N.A.,0%,0.00%
+235,Holy See,801,0.25%,2,"2,003",0,,N.A.,N.A.,N.A.,0.00%

pyproject.toml

@@ -17,6 +17,11 @@ apiflask = "^2.2.0"
 flask-cors = "^5.0.0"
 scikit-learn = "^1.5.2"
 imbalanced-learn = "^0.12.3"
+featuretools = "^1.31.0"
+
+
+[tool.poetry.group.dev.dependencies]
+ipykernel = "^6.29.5"
 
 
 [build-system]

sklearn-env/Scripts/Activate.ps1

@@ -0,0 +1,502 @@
+<#
+.Synopsis
+Activate a Python virtual environment for the current PowerShell session.
+
+.Description
+Pushes the python executable for a virtual environment to the front of the
+$Env:PATH environment variable and sets the prompt to signify that you are
+in a Python virtual environment. Makes use of the command line switches as
+well as the `pyvenv.cfg` file values present in the virtual environment.
+
+.Parameter VenvDir
+Path to the directory that contains the virtual environment to activate. The
+default value for this is the parent of the directory that the Activate.ps1
+script is located within.
+
+.Parameter Prompt
+The prompt prefix to display when this virtual environment is activated. By
+default, this prompt is the name of the virtual environment folder (VenvDir)
+surrounded by parentheses and followed by a single space (ie. '(.venv) ').
+
+.Example
+Activate.ps1
+Activates the Python virtual environment that contains the Activate.ps1 script.
+
+.Example
+Activate.ps1 -Verbose
+Activates the Python virtual environment that contains the Activate.ps1 script,
+and shows extra information about the activation as it executes.
+
+.Example
+Activate.ps1 -VenvDir C:\Users\MyUser\Common\.venv
+Activates the Python virtual environment located in the specified location.
+
+.Example
+Activate.ps1 -Prompt "MyPython"
+Activates the Python virtual environment that contains the Activate.ps1 script,
+and prefixes the current prompt with the specified string (surrounded in
+parentheses) while the virtual environment is active.
+
+.Notes
+On Windows, it may be required to enable this Activate.ps1 script by setting the
+execution policy for the user. You can do this by issuing the following PowerShell
+command:
+
+PS C:\> Set-ExecutionPolicy -ExecutionPolicy RemoteSigned -Scope CurrentUser
+
+For more information on Execution Policies: 
+https://go.microsoft.com/fwlink/?LinkID=135170
+
+#>
+Param(
+    [Parameter(Mandatory = $false)]
+    [String]
+    $VenvDir,
+    [Parameter(Mandatory = $false)]
+    [String]
+    $Prompt
+)
+
+<# Function declarations --------------------------------------------------- #>
+
+<#
+.Synopsis
+Remove all shell session elements added by the Activate script, including the
+addition of the virtual environment's Python executable from the beginning of
+the PATH variable.
+
+.Parameter NonDestructive
+If present, do not remove this function from the global namespace for the
+session.
+
+#>
+function global:deactivate ([switch]$NonDestructive) {
+    # Revert to original values
+
+    # The prior prompt:
+    if (Test-Path -Path Function:_OLD_VIRTUAL_PROMPT) {
+        Copy-Item -Path Function:_OLD_VIRTUAL_PROMPT -Destination Function:prompt
+        Remove-Item -Path Function:_OLD_VIRTUAL_PROMPT
+    }
+
+    # The prior PYTHONHOME:
+    if (Test-Path -Path Env:_OLD_VIRTUAL_PYTHONHOME) {
+        Copy-Item -Path Env:_OLD_VIRTUAL_PYTHONHOME -Destination Env:PYTHONHOME
+        Remove-Item -Path Env:_OLD_VIRTUAL_PYTHONHOME
+    }
+
+    # The prior PATH:
+    if (Test-Path -Path Env:_OLD_VIRTUAL_PATH) {
+        Copy-Item -Path Env:_OLD_VIRTUAL_PATH -Destination Env:PATH
+        Remove-Item -Path Env:_OLD_VIRTUAL_PATH
+    }
+
+    # Just remove the VIRTUAL_ENV altogether:
+    if (Test-Path -Path Env:VIRTUAL_ENV) {
+        Remove-Item -Path env:VIRTUAL_ENV
+    }
+
+    # Just remove VIRTUAL_ENV_PROMPT altogether.
+    if (Test-Path -Path Env:VIRTUAL_ENV_PROMPT) {
+        Remove-Item -Path env:VIRTUAL_ENV_PROMPT
+    }
+
+    # Just remove the _PYTHON_VENV_PROMPT_PREFIX altogether:
+    if (Get-Variable -Name "_PYTHON_VENV_PROMPT_PREFIX" -ErrorAction SilentlyContinue) {
+        Remove-Variable -Name _PYTHON_VENV_PROMPT_PREFIX -Scope Global -Force
+    }
+
+    # Leave deactivate function in the global namespace if requested:
+    if (-not $NonDestructive) {
+        Remove-Item -Path function:deactivate
+    }
+}
+
+<#
+.Description
+Get-PyVenvConfig parses the values from the pyvenv.cfg file located in the
+given folder, and returns them in a map.
+
+For each line in the pyvenv.cfg file, if that line can be parsed into exactly
+two strings separated by `=` (with any amount of whitespace surrounding the =)
+then it is considered a `key = value` line. The left hand string is the key,
+the right hand is the value.
+
+If the value starts with a `'` or a `"` then the first and last character is
+stripped from the value before being captured.
+
+.Parameter ConfigDir
+Path to the directory that contains the `pyvenv.cfg` file.
+#>
+function Get-PyVenvConfig(
+    [String]
+    $ConfigDir
+) {
+    Write-Verbose "Given ConfigDir=$ConfigDir, obtain values in pyvenv.cfg"
+
+    # Ensure the file exists, and issue a warning if it doesn't (but still allow the function to continue).
+    $pyvenvConfigPath = Join-Path -Resolve -Path $ConfigDir -ChildPath 'pyvenv.cfg' -ErrorAction Continue
+
+    # An empty map will be returned if no config file is found.
+    $pyvenvConfig = @{ }
+
+    if ($pyvenvConfigPath) {
+
+        Write-Verbose "File exists, parse `key = value` lines"
+        $pyvenvConfigContent = Get-Content -Path $pyvenvConfigPath
+
+        $pyvenvConfigContent | ForEach-Object {
+            $keyval = $PSItem -split "\s*=\s*", 2
+            if ($keyval[0] -and $keyval[1]) {
+                $val = $keyval[1]
+
+                # Remove extraneous quotations around a string value.
+                if ("'""".Contains($val.Substring(0, 1))) {
+                    $val = $val.Substring(1, $val.Length - 2)
+                }
+
+                $pyvenvConfig[$keyval[0]] = $val
+                Write-Verbose "Adding Key: '$($keyval[0])'='$val'"
+            }
+        }
+    }
+    return $pyvenvConfig
+}
+
+
+<# Begin Activate script --------------------------------------------------- #>
+
+# Determine the containing directory of this script
+$VenvExecPath = Split-Path -Parent $MyInvocation.MyCommand.Definition
+$VenvExecDir = Get-Item -Path $VenvExecPath
+
+Write-Verbose "Activation script is located in path: '$VenvExecPath'"
+Write-Verbose "VenvExecDir Fullname: '$($VenvExecDir.FullName)"
+Write-Verbose "VenvExecDir Name: '$($VenvExecDir.Name)"
+
+# Set values required in priority: CmdLine, ConfigFile, Default
+# First, get the location of the virtual environment, it might not be
+# VenvExecDir if specified on the command line.
+if ($VenvDir) {
+    Write-Verbose "VenvDir given as parameter, using '$VenvDir' to determine values"
+}
+else {
+    Write-Verbose "VenvDir not given as a parameter, using parent directory name as VenvDir."
+    $VenvDir = $VenvExecDir.Parent.FullName.TrimEnd("\\/")
+    Write-Verbose "VenvDir=$VenvDir"
+}
+
+# Next, read the `pyvenv.cfg` file to determine any required value such
+# as `prompt`.
+$pyvenvCfg = Get-PyVenvConfig -ConfigDir $VenvDir
+
+# Next, set the prompt from the command line, or the config file, or
+# just use the name of the virtual environment folder.
+if ($Prompt) {
+    Write-Verbose "Prompt specified as argument, using '$Prompt'"
+}
+else {
+    Write-Verbose "Prompt not specified as argument to script, checking pyvenv.cfg value"
+    if ($pyvenvCfg -and $pyvenvCfg['prompt']) {
+        Write-Verbose "  Setting based on value in pyvenv.cfg='$($pyvenvCfg['prompt'])'"
+        $Prompt = $pyvenvCfg['prompt'];
+    }
+    else {
+        Write-Verbose "  Setting prompt based on parent's directory's name. (Is the directory name passed to venv module when creating the virtual environment)"
+        Write-Verbose "  Got leaf-name of $VenvDir='$(Split-Path -Path $venvDir -Leaf)'"
+        $Prompt = Split-Path -Path $venvDir -Leaf
+    }
+}
+
+Write-Verbose "Prompt = '$Prompt'"
+Write-Verbose "VenvDir='$VenvDir'"
+
+# Deactivate any currently active virtual environment, but leave the
+# deactivate function in place.
+deactivate -nondestructive
+
+# Now set the environment variable VIRTUAL_ENV, used by many tools to determine
+# that there is an activated venv.
+$env:VIRTUAL_ENV = $VenvDir
+
+if (-not $Env:VIRTUAL_ENV_DISABLE_PROMPT) {
+
+    Write-Verbose "Setting prompt to '$Prompt'"
+
+    # Set the prompt to include the env name
+    # Make sure _OLD_VIRTUAL_PROMPT is global
+    function global:_OLD_VIRTUAL_PROMPT { "" }
+    Copy-Item -Path function:prompt -Destination function:_OLD_VIRTUAL_PROMPT
+    New-Variable -Name _PYTHON_VENV_PROMPT_PREFIX -Description "Python virtual environment prompt prefix" -Scope Global -Option ReadOnly -Visibility Public -Value $Prompt
+
+    function global:prompt {
+        Write-Host -NoNewline -ForegroundColor Green "($_PYTHON_VENV_PROMPT_PREFIX) "
+        _OLD_VIRTUAL_PROMPT
+    }
+    $env:VIRTUAL_ENV_PROMPT = $Prompt
+}
+
+# Clear PYTHONHOME
+if (Test-Path -Path Env:PYTHONHOME) {
+    Copy-Item -Path Env:PYTHONHOME -Destination Env:_OLD_VIRTUAL_PYTHONHOME
+    Remove-Item -Path Env:PYTHONHOME
+}
+
+# Add the venv to the PATH
+Copy-Item -Path Env:PATH -Destination Env:_OLD_VIRTUAL_PATH
+$Env:PATH = "$VenvExecDir$([System.IO.Path]::PathSeparator)$Env:PATH"
+
+# SIG # Begin signature block
+# MIIvIwYJKoZIhvcNAQcCoIIvFDCCLxACAQExDzANBglghkgBZQMEAgEFADB5Bgor
+# BgEEAYI3AgEEoGswaTA0BgorBgEEAYI3AgEeMCYCAwEAAAQQH8w7YFlLCE63JNLG
+# KX7zUQIBAAIBAAIBAAIBAAIBADAxMA0GCWCGSAFlAwQCAQUABCBnL745ElCYk8vk
+# dBtMuQhLeWJ3ZGfzKW4DHCYzAn+QB6CCE8MwggWQMIIDeKADAgECAhAFmxtXno4h
+# MuI5B72nd3VcMA0GCSqGSIb3DQEBDAUAMGIxCzAJBgNVBAYTAlVTMRUwEwYDVQQK
+# EwxEaWdpQ2VydCBJbmMxGTAXBgNVBAsTEHd3dy5kaWdpY2VydC5jb20xITAfBgNV
+# BAMTGERpZ2lDZXJ0IFRydXN0ZWQgUm9vdCBHNDAeFw0xMzA4MDExMjAwMDBaFw0z
+# ODAxMTUxMjAwMDBaMGIxCzAJBgNVBAYTAlVTMRUwEwYDVQQKEwxEaWdpQ2VydCBJ
+# bmMxGTAXBgNVBAsTEHd3dy5kaWdpY2VydC5jb20xITAfBgNVBAMTGERpZ2lDZXJ0
+# IFRydXN0ZWQgUm9vdCBHNDCCAiIwDQYJKoZIhvcNAQEBBQADggIPADCCAgoCggIB
+# AL/mkHNo3rvkXUo8MCIwaTPswqclLskhPfKK2FnC4SmnPVirdprNrnsbhA3EMB/z
+# G6Q4FutWxpdtHauyefLKEdLkX9YFPFIPUh/GnhWlfr6fqVcWWVVyr2iTcMKyunWZ
+# anMylNEQRBAu34LzB4TmdDttceItDBvuINXJIB1jKS3O7F5OyJP4IWGbNOsFxl7s
+# Wxq868nPzaw0QF+xembud8hIqGZXV59UWI4MK7dPpzDZVu7Ke13jrclPXuU15zHL
+# 2pNe3I6PgNq2kZhAkHnDeMe2scS1ahg4AxCN2NQ3pC4FfYj1gj4QkXCrVYJBMtfb
+# BHMqbpEBfCFM1LyuGwN1XXhm2ToxRJozQL8I11pJpMLmqaBn3aQnvKFPObURWBf3
+# JFxGj2T3wWmIdph2PVldQnaHiZdpekjw4KISG2aadMreSx7nDmOu5tTvkpI6nj3c
+# AORFJYm2mkQZK37AlLTSYW3rM9nF30sEAMx9HJXDj/chsrIRt7t/8tWMcCxBYKqx
+# YxhElRp2Yn72gLD76GSmM9GJB+G9t+ZDpBi4pncB4Q+UDCEdslQpJYls5Q5SUUd0
+# viastkF13nqsX40/ybzTQRESW+UQUOsxxcpyFiIJ33xMdT9j7CFfxCBRa2+xq4aL
+# T8LWRV+dIPyhHsXAj6KxfgommfXkaS+YHS312amyHeUbAgMBAAGjQjBAMA8GA1Ud
+# EwEB/wQFMAMBAf8wDgYDVR0PAQH/BAQDAgGGMB0GA1UdDgQWBBTs1+OC0nFdZEzf
+# Lmc/57qYrhwPTzANBgkqhkiG9w0BAQwFAAOCAgEAu2HZfalsvhfEkRvDoaIAjeNk
+# aA9Wz3eucPn9mkqZucl4XAwMX+TmFClWCzZJXURj4K2clhhmGyMNPXnpbWvWVPjS
+# PMFDQK4dUPVS/JA7u5iZaWvHwaeoaKQn3J35J64whbn2Z006Po9ZOSJTROvIXQPK
+# 7VB6fWIhCoDIc2bRoAVgX+iltKevqPdtNZx8WorWojiZ83iL9E3SIAveBO6Mm0eB
+# cg3AFDLvMFkuruBx8lbkapdvklBtlo1oepqyNhR6BvIkuQkRUNcIsbiJeoQjYUIp
+# 5aPNoiBB19GcZNnqJqGLFNdMGbJQQXE9P01wI4YMStyB0swylIQNCAmXHE/A7msg
+# dDDS4Dk0EIUhFQEI6FUy3nFJ2SgXUE3mvk3RdazQyvtBuEOlqtPDBURPLDab4vri
+# RbgjU2wGb2dVf0a1TD9uKFp5JtKkqGKX0h7i7UqLvBv9R0oN32dmfrJbQdA75PQ7
+# 9ARj6e/CVABRoIoqyc54zNXqhwQYs86vSYiv85KZtrPmYQ/ShQDnUBrkG5WdGaG5
+# nLGbsQAe79APT0JsyQq87kP6OnGlyE0mpTX9iV28hWIdMtKgK1TtmlfB2/oQzxm3
+# i0objwG2J5VT6LaJbVu8aNQj6ItRolb58KaAoNYes7wPD1N1KarqE3fk3oyBIa0H
+# EEcRrYc9B9F1vM/zZn4wggawMIIEmKADAgECAhAIrUCyYNKcTJ9ezam9k67ZMA0G
+# CSqGSIb3DQEBDAUAMGIxCzAJBgNVBAYTAlVTMRUwEwYDVQQKEwxEaWdpQ2VydCBJ
+# bmMxGTAXBgNVBAsTEHd3dy5kaWdpY2VydC5jb20xITAfBgNVBAMTGERpZ2lDZXJ0
+# IFRydXN0ZWQgUm9vdCBHNDAeFw0yMTA0MjkwMDAwMDBaFw0zNjA0MjgyMzU5NTla
+# MGkxCzAJBgNVBAYTAlVTMRcwFQYDVQQKEw5EaWdpQ2VydCwgSW5jLjFBMD8GA1UE
+# AxM4RGlnaUNlcnQgVHJ1c3RlZCBHNCBDb2RlIFNpZ25pbmcgUlNBNDA5NiBTSEEz
+# ODQgMjAyMSBDQTEwggIiMA0GCSqGSIb3DQEBAQUAA4ICDwAwggIKAoICAQDVtC9C
+# 0CiteLdd1TlZG7GIQvUzjOs9gZdwxbvEhSYwn6SOaNhc9es0JAfhS0/TeEP0F9ce
+# 2vnS1WcaUk8OoVf8iJnBkcyBAz5NcCRks43iCH00fUyAVxJrQ5qZ8sU7H/Lvy0da
+# E6ZMswEgJfMQ04uy+wjwiuCdCcBlp/qYgEk1hz1RGeiQIXhFLqGfLOEYwhrMxe6T
+# SXBCMo/7xuoc82VokaJNTIIRSFJo3hC9FFdd6BgTZcV/sk+FLEikVoQ11vkunKoA
+# FdE3/hoGlMJ8yOobMubKwvSnowMOdKWvObarYBLj6Na59zHh3K3kGKDYwSNHR7Oh
+# D26jq22YBoMbt2pnLdK9RBqSEIGPsDsJ18ebMlrC/2pgVItJwZPt4bRc4G/rJvmM
+# 1bL5OBDm6s6R9b7T+2+TYTRcvJNFKIM2KmYoX7BzzosmJQayg9Rc9hUZTO1i4F4z
+# 8ujo7AqnsAMrkbI2eb73rQgedaZlzLvjSFDzd5Ea/ttQokbIYViY9XwCFjyDKK05
+# huzUtw1T0PhH5nUwjewwk3YUpltLXXRhTT8SkXbev1jLchApQfDVxW0mdmgRQRNY
+# mtwmKwH0iU1Z23jPgUo+QEdfyYFQc4UQIyFZYIpkVMHMIRroOBl8ZhzNeDhFMJlP
+# /2NPTLuqDQhTQXxYPUez+rbsjDIJAsxsPAxWEQIDAQABo4IBWTCCAVUwEgYDVR0T
+# AQH/BAgwBgEB/wIBADAdBgNVHQ4EFgQUaDfg67Y7+F8Rhvv+YXsIiGX0TkIwHwYD
+# VR0jBBgwFoAU7NfjgtJxXWRM3y5nP+e6mK4cD08wDgYDVR0PAQH/BAQDAgGGMBMG
+# A1UdJQQMMAoGCCsGAQUFBwMDMHcGCCsGAQUFBwEBBGswaTAkBggrBgEFBQcwAYYY
+# aHR0cDovL29jc3AuZGlnaWNlcnQuY29tMEEGCCsGAQUFBzAChjVodHRwOi8vY2Fj
+# ZXJ0cy5kaWdpY2VydC5jb20vRGlnaUNlcnRUcnVzdGVkUm9vdEc0LmNydDBDBgNV
+# HR8EPDA6MDigNqA0hjJodHRwOi8vY3JsMy5kaWdpY2VydC5jb20vRGlnaUNlcnRU
+# cnVzdGVkUm9vdEc0LmNybDAcBgNVHSAEFTATMAcGBWeBDAEDMAgGBmeBDAEEATAN
+# BgkqhkiG9w0BAQwFAAOCAgEAOiNEPY0Idu6PvDqZ01bgAhql+Eg08yy25nRm95Ry
+# sQDKr2wwJxMSnpBEn0v9nqN8JtU3vDpdSG2V1T9J9Ce7FoFFUP2cvbaF4HZ+N3HL
+# IvdaqpDP9ZNq4+sg0dVQeYiaiorBtr2hSBh+3NiAGhEZGM1hmYFW9snjdufE5Btf
+# Q/g+lP92OT2e1JnPSt0o618moZVYSNUa/tcnP/2Q0XaG3RywYFzzDaju4ImhvTnh
+# OE7abrs2nfvlIVNaw8rpavGiPttDuDPITzgUkpn13c5UbdldAhQfQDN8A+KVssIh
+# dXNSy0bYxDQcoqVLjc1vdjcshT8azibpGL6QB7BDf5WIIIJw8MzK7/0pNVwfiThV
+# 9zeKiwmhywvpMRr/LhlcOXHhvpynCgbWJme3kuZOX956rEnPLqR0kq3bPKSchh/j
+# wVYbKyP/j7XqiHtwa+aguv06P0WmxOgWkVKLQcBIhEuWTatEQOON8BUozu3xGFYH
+# Ki8QxAwIZDwzj64ojDzLj4gLDb879M4ee47vtevLt/B3E+bnKD+sEq6lLyJsQfmC
+# XBVmzGwOysWGw/YmMwwHS6DTBwJqakAwSEs0qFEgu60bhQjiWQ1tygVQK+pKHJ6l
+# /aCnHwZ05/LWUpD9r4VIIflXO7ScA+2GRfS0YW6/aOImYIbqyK+p/pQd52MbOoZW
+# eE4wggd3MIIFX6ADAgECAhAHHxQbizANJfMU6yMM0NHdMA0GCSqGSIb3DQEBCwUA
+# MGkxCzAJBgNVBAYTAlVTMRcwFQYDVQQKEw5EaWdpQ2VydCwgSW5jLjFBMD8GA1UE
+# AxM4RGlnaUNlcnQgVHJ1c3RlZCBHNCBDb2RlIFNpZ25pbmcgUlNBNDA5NiBTSEEz
+# ODQgMjAyMSBDQTEwHhcNMjIwMTE3MDAwMDAwWhcNMjUwMTE1MjM1OTU5WjB8MQsw
+# CQYDVQQGEwJVUzEPMA0GA1UECBMGT3JlZ29uMRIwEAYDVQQHEwlCZWF2ZXJ0b24x
+# IzAhBgNVBAoTGlB5dGhvbiBTb2Z0d2FyZSBGb3VuZGF0aW9uMSMwIQYDVQQDExpQ
+# eXRob24gU29mdHdhcmUgRm91bmRhdGlvbjCCAiIwDQYJKoZIhvcNAQEBBQADggIP
+# ADCCAgoCggIBAKgc0BTT+iKbtK6f2mr9pNMUTcAJxKdsuOiSYgDFfwhjQy89koM7
+# uP+QV/gwx8MzEt3c9tLJvDccVWQ8H7mVsk/K+X+IufBLCgUi0GGAZUegEAeRlSXx
+# xhYScr818ma8EvGIZdiSOhqjYc4KnfgfIS4RLtZSrDFG2tN16yS8skFa3IHyvWdb
+# D9PvZ4iYNAS4pjYDRjT/9uzPZ4Pan+53xZIcDgjiTwOh8VGuppxcia6a7xCyKoOA
+# GjvCyQsj5223v1/Ig7Dp9mGI+nh1E3IwmyTIIuVHyK6Lqu352diDY+iCMpk9Zanm
+# SjmB+GMVs+H/gOiofjjtf6oz0ki3rb7sQ8fTnonIL9dyGTJ0ZFYKeb6BLA66d2GA
+# LwxZhLe5WH4Np9HcyXHACkppsE6ynYjTOd7+jN1PRJahN1oERzTzEiV6nCO1M3U1
+# HbPTGyq52IMFSBM2/07WTJSbOeXjvYR7aUxK9/ZkJiacl2iZI7IWe7JKhHohqKuc
+# eQNyOzxTakLcRkzynvIrk33R9YVqtB4L6wtFxhUjvDnQg16xot2KVPdfyPAWd81w
+# tZADmrUtsZ9qG79x1hBdyOl4vUtVPECuyhCxaw+faVjumapPUnwo8ygflJJ74J+B
+# Yxf6UuD7m8yzsfXWkdv52DjL74TxzuFTLHPyARWCSCAbzn3ZIly+qIqDAgMBAAGj
+# ggIGMIICAjAfBgNVHSMEGDAWgBRoN+Drtjv4XxGG+/5hewiIZfROQjAdBgNVHQ4E
+# FgQUt/1Teh2XDuUj2WW3siYWJgkZHA8wDgYDVR0PAQH/BAQDAgeAMBMGA1UdJQQM
+# MAoGCCsGAQUFBwMDMIG1BgNVHR8Ega0wgaowU6BRoE+GTWh0dHA6Ly9jcmwzLmRp
+# Z2ljZXJ0LmNvbS9EaWdpQ2VydFRydXN0ZWRHNENvZGVTaWduaW5nUlNBNDA5NlNI
+# QTM4NDIwMjFDQTEuY3JsMFOgUaBPhk1odHRwOi8vY3JsNC5kaWdpY2VydC5jb20v
+# RGlnaUNlcnRUcnVzdGVkRzRDb2RlU2lnbmluZ1JTQTQwOTZTSEEzODQyMDIxQ0Ex
+# LmNybDA+BgNVHSAENzA1MDMGBmeBDAEEATApMCcGCCsGAQUFBwIBFhtodHRwOi8v
+# d3d3LmRpZ2ljZXJ0LmNvbS9DUFMwgZQGCCsGAQUFBwEBBIGHMIGEMCQGCCsGAQUF
+# BzABhhhodHRwOi8vb2NzcC5kaWdpY2VydC5jb20wXAYIKwYBBQUHMAKGUGh0dHA6
+# Ly9jYWNlcnRzLmRpZ2ljZXJ0LmNvbS9EaWdpQ2VydFRydXN0ZWRHNENvZGVTaWdu
+# aW5nUlNBNDA5NlNIQTM4NDIwMjFDQTEuY3J0MAwGA1UdEwEB/wQCMAAwDQYJKoZI
+# hvcNAQELBQADggIBABxv4AeV/5ltkELHSC63fXAFYS5tadcWTiNc2rskrNLrfH1N
+# s0vgSZFoQxYBFKI159E8oQQ1SKbTEubZ/B9kmHPhprHya08+VVzxC88pOEvz68nA
+# 82oEM09584aILqYmj8Pj7h/kmZNzuEL7WiwFa/U1hX+XiWfLIJQsAHBla0i7QRF2
+# de8/VSF0XXFa2kBQ6aiTsiLyKPNbaNtbcucaUdn6vVUS5izWOXM95BSkFSKdE45O
+# q3FForNJXjBvSCpwcP36WklaHL+aHu1upIhCTUkzTHMh8b86WmjRUqbrnvdyR2yd
+# I5l1OqcMBjkpPpIV6wcc+KY/RH2xvVuuoHjlUjwq2bHiNoX+W1scCpnA8YTs2d50
+# jDHUgwUo+ciwpffH0Riq132NFmrH3r67VaN3TuBxjI8SIZM58WEDkbeoriDk3hxU
+# 8ZWV7b8AW6oyVBGfM06UgkfMb58h+tJPrFx8VI/WLq1dTqMfZOm5cuclMnUHs2uq
+# rRNtnV8UfidPBL4ZHkTcClQbCoz0UbLhkiDvIS00Dn+BBcxw/TKqVL4Oaz3bkMSs
+# M46LciTeucHY9ExRVt3zy7i149sd+F4QozPqn7FrSVHXmem3r7bjyHTxOgqxRCVa
+# 18Vtx7P/8bYSBeS+WHCKcliFCecspusCDSlnRUjZwyPdP0VHxaZg2unjHY3rMYIa
+# tjCCGrICAQEwfTBpMQswCQYDVQQGEwJVUzEXMBUGA1UEChMORGlnaUNlcnQsIElu
+# Yy4xQTA/BgNVBAMTOERpZ2lDZXJ0IFRydXN0ZWQgRzQgQ29kZSBTaWduaW5nIFJT
+# QTQwOTYgU0hBMzg0IDIwMjEgQ0ExAhAHHxQbizANJfMU6yMM0NHdMA0GCWCGSAFl
+# AwQCAQUAoIHIMBkGCSqGSIb3DQEJAzEMBgorBgEEAYI3AgEEMBwGCisGAQQBgjcC
+# AQsxDjAMBgorBgEEAYI3AgEVMC8GCSqGSIb3DQEJBDEiBCBnAZ6P7YvTwq0fbF62
+# o7E75R0LxsW5OtyYiFESQckLhjBcBgorBgEEAYI3AgEMMU4wTKBGgEQAQgB1AGkA
+# bAB0ADoAIABSAGUAbABlAGEAcwBlAF8AdgAzAC4AMQAyAC4ANQBfADIAMAAyADQA
+# MAA4ADAANgAuADAAMaECgAAwDQYJKoZIhvcNAQEBBQAEggIAoXbLeBCFQhwr4rTK
+# R0WSySG7AtpuY1n5vhwkJPE0JgQ11PFJYphroU2ouWWM8ifejqa6m21JEWGjC9En
+# Rpzpe1+eps7ClsdO+y5NxZc/3vD1j7IddJdzZh77QqDFMqJEeDNY+00OxxnnhbN1
+# wJk29w8qRyIJ7HpCM0E5b8R8Atooip5ihAgrdrIsyyA3Mnl5Y+YMdqtQYe4QtOhE
+# QcEoxAMoI5nLSGsbLhEM8CArl36EmX31eHTVMRJMaM98p0DkURHL030ALmW2V70h
+# M7ovmhOezFyndR1d3HtcfwRB3nr5vHWZe6ythZ3wVgpsN++RdDOvHjb9LC9lkth/
+# BGbcmVqsA9ZHnub1iPt89GsQBSiXjaOnWUxgJi0Qd3s2pwswLxHp05QDUE/d8EF7
+# Wy6aNPI43+G2BjPLVeM3iVbMWd/yxhH6pddaVPAMKVvxJoJ7PfDLihMNyonHt0on
+# xuaM5r2KaVMWpHIkgLiB9tyvdIQb0IW+YU05VAnOqh7CDaEtP7jM6P0usxY9ufEC
+# BFZnOGb3M/c4KbcOuHOIkY3jGqw+DLZFrcWiIe2wbi2TsXDixs+pz8vm/KQczrQ2
+# RJ1R8jrbK7IIRyZmTYf+dStZG3NhNQn1xcPYraHKNOm9CzNmeXJTdfAe0BEApqUN
+# 9AiLj6uvSEp278ysr/EE3ayw2Qmhghc/MIIXOwYKKwYBBAGCNwMDATGCFyswghcn
+# BgkqhkiG9w0BBwKgghcYMIIXFAIBAzEPMA0GCWCGSAFlAwQCAQUAMHcGCyqGSIb3
+# DQEJEAEEoGgEZjBkAgEBBglghkgBhv1sBwEwMTANBglghkgBZQMEAgEFAAQgpuSq
+# fyINa45wSs5Sa6msoQk+zCLDcSK24OqaBM/0/2cCEFtb0VJATq3jxU9l7ewmqjcY
+# DzIwMjQwODA2MjEwMDM5WqCCEwkwggbCMIIEqqADAgECAhAFRK/zlJ0IOaa/2z9f
+# 5WEWMA0GCSqGSIb3DQEBCwUAMGMxCzAJBgNVBAYTAlVTMRcwFQYDVQQKEw5EaWdp
+# Q2VydCwgSW5jLjE7MDkGA1UEAxMyRGlnaUNlcnQgVHJ1c3RlZCBHNCBSU0E0MDk2
+# IFNIQTI1NiBUaW1lU3RhbXBpbmcgQ0EwHhcNMjMwNzE0MDAwMDAwWhcNMzQxMDEz
+# MjM1OTU5WjBIMQswCQYDVQQGEwJVUzEXMBUGA1UEChMORGlnaUNlcnQsIEluYy4x
+# IDAeBgNVBAMTF0RpZ2lDZXJ0IFRpbWVzdGFtcCAyMDIzMIICIjANBgkqhkiG9w0B
+# AQEFAAOCAg8AMIICCgKCAgEAo1NFhx2DjlusPlSzI+DPn9fl0uddoQ4J3C9Io5d6
+# OyqcZ9xiFVjBqZMRp82qsmrdECmKHmJjadNYnDVxvzqX65RQjxwg6seaOy+WZuNp
+# 52n+W8PWKyAcwZeUtKVQgfLPywemMGjKg0La/H8JJJSkghraarrYO8pd3hkYhftF
+# 6g1hbJ3+cV7EBpo88MUueQ8bZlLjyNY+X9pD04T10Mf2SC1eRXWWdf7dEKEbg8G4
+# 5lKVtUfXeCk5a+B4WZfjRCtK1ZXO7wgX6oJkTf8j48qG7rSkIWRw69XloNpjsy7p
+# Be6q9iT1HbybHLK3X9/w7nZ9MZllR1WdSiQvrCuXvp/k/XtzPjLuUjT71Lvr1KAs
+# NJvj3m5kGQc3AZEPHLVRzapMZoOIaGK7vEEbeBlt5NkP4FhB+9ixLOFRr7StFQYU
+# 6mIIE9NpHnxkTZ0P387RXoyqq1AVybPKvNfEO2hEo6U7Qv1zfe7dCv95NBB+plwK
+# WEwAPoVpdceDZNZ1zY8SdlalJPrXxGshuugfNJgvOuprAbD3+yqG7HtSOKmYCaFx
+# smxxrz64b5bV4RAT/mFHCoz+8LbH1cfebCTwv0KCyqBxPZySkwS0aXAnDU+3tTbR
+# yV8IpHCj7ArxES5k4MsiK8rxKBMhSVF+BmbTO77665E42FEHypS34lCh8zrTioPL
+# QHsCAwEAAaOCAYswggGHMA4GA1UdDwEB/wQEAwIHgDAMBgNVHRMBAf8EAjAAMBYG
+# A1UdJQEB/wQMMAoGCCsGAQUFBwMIMCAGA1UdIAQZMBcwCAYGZ4EMAQQCMAsGCWCG
+# SAGG/WwHATAfBgNVHSMEGDAWgBS6FtltTYUvcyl2mi91jGogj57IbzAdBgNVHQ4E
+# FgQUpbbvE+fvzdBkodVWqWUxo97V40kwWgYDVR0fBFMwUTBPoE2gS4ZJaHR0cDov
+# L2NybDMuZGlnaWNlcnQuY29tL0RpZ2lDZXJ0VHJ1c3RlZEc0UlNBNDA5NlNIQTI1
+# NlRpbWVTdGFtcGluZ0NBLmNybDCBkAYIKwYBBQUHAQEEgYMwgYAwJAYIKwYBBQUH
+# MAGGGGh0dHA6Ly9vY3NwLmRpZ2ljZXJ0LmNvbTBYBggrBgEFBQcwAoZMaHR0cDov
+# L2NhY2VydHMuZGlnaWNlcnQuY29tL0RpZ2lDZXJ0VHJ1c3RlZEc0UlNBNDA5NlNI
+# QTI1NlRpbWVTdGFtcGluZ0NBLmNydDANBgkqhkiG9w0BAQsFAAOCAgEAgRrW3qCp
+# tZgXvHCNT4o8aJzYJf/LLOTN6l0ikuyMIgKpuM+AqNnn48XtJoKKcS8Y3U623mzX
+# 4WCcK+3tPUiOuGu6fF29wmE3aEl3o+uQqhLXJ4Xzjh6S2sJAOJ9dyKAuJXglnSoF
+# eoQpmLZXeY/bJlYrsPOnvTcM2Jh2T1a5UsK2nTipgedtQVyMadG5K8TGe8+c+nji
+# kxp2oml101DkRBK+IA2eqUTQ+OVJdwhaIcW0z5iVGlS6ubzBaRm6zxbygzc0brBB
+# Jt3eWpdPM43UjXd9dUWhpVgmagNF3tlQtVCMr1a9TMXhRsUo063nQwBw3syYnhmJ
+# A+rUkTfvTVLzyWAhxFZH7doRS4wyw4jmWOK22z75X7BC1o/jF5HRqsBV44a/rCcs
+# QdCaM0qoNtS5cpZ+l3k4SF/Kwtw9Mt911jZnWon49qfH5U81PAC9vpwqbHkB3NpE
+# 5jreODsHXjlY9HxzMVWggBHLFAx+rrz+pOt5Zapo1iLKO+uagjVXKBbLafIymrLS
+# 2Dq4sUaGa7oX/cR3bBVsrquvczroSUa31X/MtjjA2Owc9bahuEMs305MfR5ocMB3
+# CtQC4Fxguyj/OOVSWtasFyIjTvTs0xf7UGv/B3cfcZdEQcm4RtNsMnxYL2dHZeUb
+# c7aZ+WssBkbvQR7w8F/g29mtkIBEr4AQQYowggauMIIElqADAgECAhAHNje3JFR8
+# 2Ees/ShmKl5bMA0GCSqGSIb3DQEBCwUAMGIxCzAJBgNVBAYTAlVTMRUwEwYDVQQK
+# EwxEaWdpQ2VydCBJbmMxGTAXBgNVBAsTEHd3dy5kaWdpY2VydC5jb20xITAfBgNV
+# BAMTGERpZ2lDZXJ0IFRydXN0ZWQgUm9vdCBHNDAeFw0yMjAzMjMwMDAwMDBaFw0z
+# NzAzMjIyMzU5NTlaMGMxCzAJBgNVBAYTAlVTMRcwFQYDVQQKEw5EaWdpQ2VydCwg
+# SW5jLjE7MDkGA1UEAxMyRGlnaUNlcnQgVHJ1c3RlZCBHNCBSU0E0MDk2IFNIQTI1
+# NiBUaW1lU3RhbXBpbmcgQ0EwggIiMA0GCSqGSIb3DQEBAQUAA4ICDwAwggIKAoIC
+# AQDGhjUGSbPBPXJJUVXHJQPE8pE3qZdRodbSg9GeTKJtoLDMg/la9hGhRBVCX6SI
+# 82j6ffOciQt/nR+eDzMfUBMLJnOWbfhXqAJ9/UO0hNoR8XOxs+4rgISKIhjf69o9
+# xBd/qxkrPkLcZ47qUT3w1lbU5ygt69OxtXXnHwZljZQp09nsad/ZkIdGAHvbREGJ
+# 3HxqV3rwN3mfXazL6IRktFLydkf3YYMZ3V+0VAshaG43IbtArF+y3kp9zvU5Emfv
+# DqVjbOSmxR3NNg1c1eYbqMFkdECnwHLFuk4fsbVYTXn+149zk6wsOeKlSNbwsDET
+# qVcplicu9Yemj052FVUmcJgmf6AaRyBD40NjgHt1biclkJg6OBGz9vae5jtb7IHe
+# IhTZgirHkr+g3uM+onP65x9abJTyUpURK1h0QCirc0PO30qhHGs4xSnzyqqWc0Jo
+# n7ZGs506o9UD4L/wojzKQtwYSH8UNM/STKvvmz3+DrhkKvp1KCRB7UK/BZxmSVJQ
+# 9FHzNklNiyDSLFc1eSuo80VgvCONWPfcYd6T/jnA+bIwpUzX6ZhKWD7TA4j+s4/T
+# Xkt2ElGTyYwMO1uKIqjBJgj5FBASA31fI7tk42PgpuE+9sJ0sj8eCXbsq11GdeJg
+# o1gJASgADoRU7s7pXcheMBK9Rp6103a50g5rmQzSM7TNsQIDAQABo4IBXTCCAVkw
+# EgYDVR0TAQH/BAgwBgEB/wIBADAdBgNVHQ4EFgQUuhbZbU2FL3MpdpovdYxqII+e
+# yG8wHwYDVR0jBBgwFoAU7NfjgtJxXWRM3y5nP+e6mK4cD08wDgYDVR0PAQH/BAQD
+# AgGGMBMGA1UdJQQMMAoGCCsGAQUFBwMIMHcGCCsGAQUFBwEBBGswaTAkBggrBgEF
+# BQcwAYYYaHR0cDovL29jc3AuZGlnaWNlcnQuY29tMEEGCCsGAQUFBzAChjVodHRw
+# Oi8vY2FjZXJ0cy5kaWdpY2VydC5jb20vRGlnaUNlcnRUcnVzdGVkUm9vdEc0LmNy
+# dDBDBgNVHR8EPDA6MDigNqA0hjJodHRwOi8vY3JsMy5kaWdpY2VydC5jb20vRGln
+# aUNlcnRUcnVzdGVkUm9vdEc0LmNybDAgBgNVHSAEGTAXMAgGBmeBDAEEAjALBglg
+# hkgBhv1sBwEwDQYJKoZIhvcNAQELBQADggIBAH1ZjsCTtm+YqUQiAX5m1tghQuGw
+# GC4QTRPPMFPOvxj7x1Bd4ksp+3CKDaopafxpwc8dB+k+YMjYC+VcW9dth/qEICU0
+# MWfNthKWb8RQTGIdDAiCqBa9qVbPFXONASIlzpVpP0d3+3J0FNf/q0+KLHqrhc1D
+# X+1gtqpPkWaeLJ7giqzl/Yy8ZCaHbJK9nXzQcAp876i8dU+6WvepELJd6f8oVInw
+# 1YpxdmXazPByoyP6wCeCRK6ZJxurJB4mwbfeKuv2nrF5mYGjVoarCkXJ38SNoOeY
+# +/umnXKvxMfBwWpx2cYTgAnEtp/Nh4cku0+jSbl3ZpHxcpzpSwJSpzd+k1OsOx0I
+# SQ+UzTl63f8lY5knLD0/a6fxZsNBzU+2QJshIUDQtxMkzdwdeDrknq3lNHGS1yZr
+# 5Dhzq6YBT70/O3itTK37xJV77QpfMzmHQXh6OOmc4d0j/R0o08f56PGYX/sr2H7y
+# Rp11LB4nLCbbbxV7HhmLNriT1ObyF5lZynDwN7+YAN8gFk8n+2BnFqFmut1VwDop
+# hrCYoCvtlUG3OtUVmDG0YgkPCr2B2RP+v6TR81fZvAT6gt4y3wSJ8ADNXcL50CN/
+# AAvkdgIm2fBldkKmKYcJRyvmfxqkhQ/8mJb2VVQrH4D6wPIOK+XW+6kvRBVK5xMO
+# Hds3OBqhK/bt1nz8MIIFjTCCBHWgAwIBAgIQDpsYjvnQLefv21DiCEAYWjANBgkq
+# hkiG9w0BAQwFADBlMQswCQYDVQQGEwJVUzEVMBMGA1UEChMMRGlnaUNlcnQgSW5j
+# MRkwFwYDVQQLExB3d3cuZGlnaWNlcnQuY29tMSQwIgYDVQQDExtEaWdpQ2VydCBB
+# c3N1cmVkIElEIFJvb3QgQ0EwHhcNMjIwODAxMDAwMDAwWhcNMzExMTA5MjM1OTU5
+# WjBiMQswCQYDVQQGEwJVUzEVMBMGA1UEChMMRGlnaUNlcnQgSW5jMRkwFwYDVQQL
+# ExB3d3cuZGlnaWNlcnQuY29tMSEwHwYDVQQDExhEaWdpQ2VydCBUcnVzdGVkIFJv
+# b3QgRzQwggIiMA0GCSqGSIb3DQEBAQUAA4ICDwAwggIKAoICAQC/5pBzaN675F1K
+# PDAiMGkz7MKnJS7JIT3yithZwuEppz1Yq3aaza57G4QNxDAf8xukOBbrVsaXbR2r
+# snnyyhHS5F/WBTxSD1Ifxp4VpX6+n6lXFllVcq9ok3DCsrp1mWpzMpTREEQQLt+C
+# 8weE5nQ7bXHiLQwb7iDVySAdYyktzuxeTsiT+CFhmzTrBcZe7FsavOvJz82sNEBf
+# sXpm7nfISKhmV1efVFiODCu3T6cw2Vbuyntd463JT17lNecxy9qTXtyOj4DatpGY
+# QJB5w3jHtrHEtWoYOAMQjdjUN6QuBX2I9YI+EJFwq1WCQTLX2wRzKm6RAXwhTNS8
+# rhsDdV14Ztk6MUSaM0C/CNdaSaTC5qmgZ92kJ7yhTzm1EVgX9yRcRo9k98FpiHaY
+# dj1ZXUJ2h4mXaXpI8OCiEhtmmnTK3kse5w5jrubU75KSOp493ADkRSWJtppEGSt+
+# wJS00mFt6zPZxd9LBADMfRyVw4/3IbKyEbe7f/LVjHAsQWCqsWMYRJUadmJ+9oCw
+# ++hkpjPRiQfhvbfmQ6QYuKZ3AeEPlAwhHbJUKSWJbOUOUlFHdL4mrLZBdd56rF+N
+# P8m800ERElvlEFDrMcXKchYiCd98THU/Y+whX8QgUWtvsauGi0/C1kVfnSD8oR7F
+# wI+isX4KJpn15GkvmB0t9dmpsh3lGwIDAQABo4IBOjCCATYwDwYDVR0TAQH/BAUw
+# AwEB/zAdBgNVHQ4EFgQU7NfjgtJxXWRM3y5nP+e6mK4cD08wHwYDVR0jBBgwFoAU
+# Reuir/SSy4IxLVGLp6chnfNtyA8wDgYDVR0PAQH/BAQDAgGGMHkGCCsGAQUFBwEB
+# BG0wazAkBggrBgEFBQcwAYYYaHR0cDovL29jc3AuZGlnaWNlcnQuY29tMEMGCCsG
+# AQUFBzAChjdodHRwOi8vY2FjZXJ0cy5kaWdpY2VydC5jb20vRGlnaUNlcnRBc3N1
+# cmVkSURSb290Q0EuY3J0MEUGA1UdHwQ+MDwwOqA4oDaGNGh0dHA6Ly9jcmwzLmRp
+# Z2ljZXJ0LmNvbS9EaWdpQ2VydEFzc3VyZWRJRFJvb3RDQS5jcmwwEQYDVR0gBAow
+# CDAGBgRVHSAAMA0GCSqGSIb3DQEBDAUAA4IBAQBwoL9DXFXnOF+go3QbPbYW1/e/
+# Vwe9mqyhhyzshV6pGrsi+IcaaVQi7aSId229GhT0E0p6Ly23OO/0/4C5+KH38nLe
+# JLxSA8hO0Cre+i1Wz/n096wwepqLsl7Uz9FDRJtDIeuWcqFItJnLnU+nBgMTdydE
+# 1Od/6Fmo8L8vC6bp8jQ87PcDx4eo0kxAGTVGamlUsLihVo7spNU96LHc/RzY9Hda
+# XFSMb++hUD38dglohJ9vytsgjTVgHAIDyyCwrFigDkBjxZgiwbJZ9VVrzyerbHbO
+# byMt9H5xaiNrIv8SuFQtJ37YOtnwtoeW/VvRXKwYw02fc7cBqZ9Xql4o4rmUMYID
+# djCCA3ICAQEwdzBjMQswCQYDVQQGEwJVUzEXMBUGA1UEChMORGlnaUNlcnQsIElu
+# Yy4xOzA5BgNVBAMTMkRpZ2lDZXJ0IFRydXN0ZWQgRzQgUlNBNDA5NiBTSEEyNTYg
+# VGltZVN0YW1waW5nIENBAhAFRK/zlJ0IOaa/2z9f5WEWMA0GCWCGSAFlAwQCAQUA
+# oIHRMBoGCSqGSIb3DQEJAzENBgsqhkiG9w0BCRABBDAcBgkqhkiG9w0BCQUxDxcN
+# MjQwODA2MjEwMDM5WjArBgsqhkiG9w0BCRACDDEcMBowGDAWBBRm8CsywsLJD4Jd
+# zqqKycZPGZzPQDAvBgkqhkiG9w0BCQQxIgQglCIBxGudJQwqEBh+XAoT3nqSoAuS
+# uMjmJTX95zFjdk0wNwYLKoZIhvcNAQkQAi8xKDAmMCQwIgQg0vbkbe10IszR1EBX
+# aEE2b4KK2lWarjMWr00amtQMeCgwDQYJKoZIhvcNAQEBBQAEggIAOkILAZviyFOU
+# Qzt10RYNFHl0zO4rgXcR5oCeJlU1n9y+DwjCTvcrax9qdkEuiEJWDewXbak3TPQK
+# 0ts7jhUIFMDTEn8GZXysruzDlYNLstKM4RbYIK+f2772phehvABS5mn70+L63GXe
+# A5UFYM5M7BAvEY+3DKEwUnN9lAl8YKi1xS545MXYm1B96gI/7oEBDkNV2DoNIZAw
+# R2B4wPTcpI2aG5zZ0jFgVtq8bOXLZ9b9pBrhKbf4PZWxPqAFwUtZryQKdt770u3Y
+# l0WR2SgemKq4aOEvajD1J4fC56lnUoekXt4yH8/fBueCXYx+ADoEkU4/ota7C1oL
+# aCZE4G0iQOH9XFtMUjA87oEPisJG63onir6tsurTjjm/wK8VnFQBSii4ILtfSOfR
+# kDMsu7kS0H5SWliY3sPlDTn4Kwl14EThMmyXUr7SFFHnsibHtfLATTmV6XyeJ03l
+# BmwDl8hdzt5G0pjH/u3bTFcdJu7J0RQuGYgpmNsVYjHCQnZDrJjzIE2os/QYgL6D
+# B/ZYSv96jnYs6cFd93R0ixZMsQPQKcs2gbVYz3nymJL7t605LzW86tENmORsUdgm
+# qh0ky+qe/+D/f88WLLjdHi/xfskiFKEL66Y4EWkECoUUMBRcJlIg1GszTCVmwD1N
+# foIJo8CaFGMoR+QHwDeamNbOOlrCFMQ=
+# SIG # End signature block

sklearn-env/Scripts/activate

@@ -0,0 +1,70 @@
+# This file must be used with "source bin/activate" *from bash*
+# You cannot run it directly
+
+deactivate () {
+    # reset old environment variables
+    if [ -n "${_OLD_VIRTUAL_PATH:-}" ] ; then
+        PATH="${_OLD_VIRTUAL_PATH:-}"
+        export PATH
+        unset _OLD_VIRTUAL_PATH
+    fi
+    if [ -n "${_OLD_VIRTUAL_PYTHONHOME:-}" ] ; then
+        PYTHONHOME="${_OLD_VIRTUAL_PYTHONHOME:-}"
+        export PYTHONHOME
+        unset _OLD_VIRTUAL_PYTHONHOME
+    fi
+
+    # Call hash to forget past commands. Without forgetting
+    # past commands the $PATH changes we made may not be respected
+    hash -r 2> /dev/null
+
+    if [ -n "${_OLD_VIRTUAL_PS1:-}" ] ; then
+        PS1="${_OLD_VIRTUAL_PS1:-}"
+        export PS1
+        unset _OLD_VIRTUAL_PS1
+    fi
+
+    unset VIRTUAL_ENV
+    unset VIRTUAL_ENV_PROMPT
+    if [ ! "${1:-}" = "nondestructive" ] ; then
+    # Self destruct!
+        unset -f deactivate
+    fi
+}
+
+# unset irrelevant variables
+deactivate nondestructive
+
+# on Windows, a path can contain colons and backslashes and has to be converted:
+if [ "${OSTYPE:-}" = "cygwin" ] || [ "${OSTYPE:-}" = "msys" ] ; then
+    # transform D:\path\to\venv to /d/path/to/venv on MSYS
+    # and to /cygdrive/d/path/to/venv on Cygwin
+    export VIRTUAL_ENV=$(cygpath "C:\Users\1\Desktop\улгту\3 курс\МИИ\mai\sklearn-env")
+else
+    # use the path as-is
+    export VIRTUAL_ENV="C:\Users\1\Desktop\улгту\3 курс\МИИ\mai\sklearn-env"
+fi
+
+_OLD_VIRTUAL_PATH="$PATH"
+PATH="$VIRTUAL_ENV/Scripts:$PATH"
+export PATH
+
+# unset PYTHONHOME if set
+# this will fail if PYTHONHOME is set to the empty string (which is bad anyway)
+# could use `if (set -u; : $PYTHONHOME) ;` in bash
+if [ -n "${PYTHONHOME:-}" ] ; then
+    _OLD_VIRTUAL_PYTHONHOME="${PYTHONHOME:-}"
+    unset PYTHONHOME
+fi
+
+if [ -z "${VIRTUAL_ENV_DISABLE_PROMPT:-}" ] ; then
+    _OLD_VIRTUAL_PS1="${PS1:-}"
+    PS1="(sklearn-env) ${PS1:-}"
+    export PS1
+    VIRTUAL_ENV_PROMPT="(sklearn-env) "
+    export VIRTUAL_ENV_PROMPT
+fi
+
+# Call hash to forget past commands. Without forgetting
+# past commands the $PATH changes we made may not be respected
+hash -r 2> /dev/null

sklearn-env/Scripts/activate.bat

@@ -0,0 +1,34 @@
+@echo off
+
+rem This file is UTF-8 encoded, so we need to update the current code page while executing it
+for /f "tokens=2 delims=:." %%a in ('"%SystemRoot%\System32\chcp.com"') do (
+    set _OLD_CODEPAGE=%%a
+)
+if defined _OLD_CODEPAGE (
+    "%SystemRoot%\System32\chcp.com" 65001 > nul
+)
+
+set VIRTUAL_ENV=C:\Users\1\Desktop\улгту\3 курс\МИИ\mai\sklearn-env
+
+if not defined PROMPT set PROMPT=$P$G
+
+if defined _OLD_VIRTUAL_PROMPT set PROMPT=%_OLD_VIRTUAL_PROMPT%
+if defined _OLD_VIRTUAL_PYTHONHOME set PYTHONHOME=%_OLD_VIRTUAL_PYTHONHOME%
+
+set _OLD_VIRTUAL_PROMPT=%PROMPT%
+set PROMPT=(sklearn-env) %PROMPT%
+
+if defined PYTHONHOME set _OLD_VIRTUAL_PYTHONHOME=%PYTHONHOME%
+set PYTHONHOME=
+
+if defined _OLD_VIRTUAL_PATH set PATH=%_OLD_VIRTUAL_PATH%
+if not defined _OLD_VIRTUAL_PATH set _OLD_VIRTUAL_PATH=%PATH%
+
+set PATH=%VIRTUAL_ENV%\Scripts;%PATH%
+set VIRTUAL_ENV_PROMPT=(sklearn-env) 
+
+:END
+if defined _OLD_CODEPAGE (
+    "%SystemRoot%\System32\chcp.com" %_OLD_CODEPAGE% > nul
+    set _OLD_CODEPAGE=
+)

sklearn-env/Scripts/deactivate.bat

@@ -0,0 +1,22 @@
+@echo off
+
+if defined _OLD_VIRTUAL_PROMPT (
+    set "PROMPT=%_OLD_VIRTUAL_PROMPT%"
+)
+set _OLD_VIRTUAL_PROMPT=
+
+if defined _OLD_VIRTUAL_PYTHONHOME (
+    set "PYTHONHOME=%_OLD_VIRTUAL_PYTHONHOME%"
+    set _OLD_VIRTUAL_PYTHONHOME=
+)
+
+if defined _OLD_VIRTUAL_PATH (
+    set "PATH=%_OLD_VIRTUAL_PATH%"
+)
+
+set _OLD_VIRTUAL_PATH=
+
+set VIRTUAL_ENV=
+set VIRTUAL_ENV_PROMPT=
+
+:END

sklearn-env/pyvenv.cfg

@@ -0,0 +1,5 @@
+home = C:\Python312
+include-system-site-packages = false
+version = 3.12.5
+executable = C:\Python312\python.exe
+command = C:\Python312\python.exe -m venv C:\Users\1\Desktop\улгту\3 курс\МИИ\mai\sklearn-env