Wikipedia GDP per Capita Scraper

Extract Wikipedia GDP per Capita country wise using UN data and IMF Data from Wikipedia

_images/wikipedia_gdp_per_capita.gif

Code

from bot_studio import *
datakund = bot_studio.new()
response = datakund.wikipedia_gdp_per_capita()

Response Data

{
  "body": [
        {
          "Imf_year": "190,532",
          "country": "Monaco",
          "imf_estimate": "N/A",
          "region": "Europe",
          "un_estimate": "2019",
          "un_year": "2019"
        },
        {
          "Imf_year": "179,258",
          "country": "Liechtenstein",
          "imf_estimate": "N/A",
          "region": "Europe",
          "un_estimate": "2019",
          "un_year": "2019"
        },
        {
          "Imf_year": "2021",
          "country": "Luxembourg",
          "imf_estimate": "131,301.599",
          "region": "Europe",
          "un_estimate": "115,481",
          "un_year": "115,481"
        },
        {
          "Imf_year": "117,768",
          "country": "Bermuda",
          "imf_estimate": "N/A",
          "un_estimate": "2019",
          "un_year": "2019"
        },
        {
          "Imf_year": "2021",
          "country": "Switzerland",
          "imf_estimate": "93,515.484",
          "region": "Europe",
          "un_estimate": "85,135",
          "un_year": "85,135"
        },
        {
          "Imf_year": "2021",
          "country": "Ireland",
          "imf_estimate": "102,394.017",
          "region": "Europe",
          "un_estimate": "81,637",
          "un_year": "81,637"
        },
        {
          "Imf_year": "92,692",
          "country": "Cayman Islands",
          "imf_estimate": "N/A",
          "un_estimate": "2019",
          "un_year": "2019"
        },
        {
          "Imf_year": "2021",
          "country": "Norway",
          "imf_estimate": "82,244.232",
          "region": "Europe",
          "un_estimate": "74,986",
          "un_year": "74,986"
        },
        {
          "Imf_year": "2021",
          "country": "United States",
          "imf_estimate": "69,375.375",
          "un_estimate": "65,134",
          "un_year": "65,134"
        },
        {
          "Imf_year": "2021",
          "country": "Denmark",
          "imf_estimate": "67,919.585",
          "region": "Europe",
          "un_estimate": "60,657",
          "un_year": "60,657"
        },
        {
          "Imf_year": "2021",
          "country": "Iceland",
          "imf_estimate": "68,843.646",
          "region": "Europe",
          "un_estimate": "71,345",
          "un_year": "71,345"
        },
        {
          "Imf_year": "2021",
          "country": "Singapore",
          "imf_estimate": "66,263.418",
          "un_estimate": "64,103",
          "un_year": "64,103"
        },
        {
          "Imf_year": "2021",
          "country": "Australia",
          "imf_estimate": "62,618.587",
          "un_estimate": "54,763",
          "un_year": "54,763"
        },
        {
          "Imf_year": "2021",
          "country": "Qatar",
          "imf_estimate": "61,790.572",
          "un_estimate": "64,782",
          "un_year": "64,782"
        },
        {
          "Imf_year": "2021",
          "country": "Sweden",
          "imf_estimate": "58,639.194",
          "region": "Europe",
          "un_estimate": "52,896",
          "un_year": "52,896"
        },
        {
          "Imf_year": "2021",
          "country": "Macau",
          "imf_estimate": "42,106.564",
          "un_estimate": "84,097",
          "un_year": "84,097"
        },
        {
          "Imf_year": "2021",
          "country": "Netherlands",
          "imf_estimate": "57,714.876",
          "region": "Europe",
          "un_estimate": "53,053",
          "un_year": "53,053"
        },
        {
          "Imf_year": "2021",
          "country": "Finland",
          "imf_estimate": "53,522.565",
          "region": "Europe",
          "un_estimate": "48,678",
          "un_year": "48,678"
        },
        {
          "Imf_year": "2021",
          "country": "Austria",
          "imf_estimate": "53,793.367",
          "region": "Europe",
          "un_estimate": "49,701",
          "un_year": "49,701"
        },
        {
          "Imf_year": "53,353",
          "country": "Greenland",
          "imf_estimate": "N/A",
          "un_estimate": "2019",
          "un_year": "2019"
        },
        {
          "Imf_year": "2021",
          "country": "Germany",
          "imf_estimate": "50,787.859",
          "region": "Europe",
          "un_estimate": "46,232",
          "un_year": "46,232"
        },
        {
          "Imf_year": "2021",
          "country": "Belgium",
          "imf_estimate": "50,412.713",
          "region": "Europe",
          "un_estimate": "46,198",
          "un_year": "46,198"
        },
        {
          "Imf_year": "2021",
          "country": "San Marino",
          "imf_estimate": "50,934.189",
          "region": "Europe",
          "un_estimate": "47,313",
          "un_year": "47,313"
        },
        {
          "Imf_year": "2021",
          "country": "Canada",
          "imf_estimate": "52,791.228",
          "un_estimate": "46,550",
          "un_year": "46,550"
        },
        {
          "Imf_year": "2021",
          "country": "Hong Kong",
          "imf_estimate": "49,485.084",
          "un_estimate": "49,180",
          "un_year": "49,180"
        },
        {
          "Imf_year": "48,511",
          "country": "British Virgin Islands",
          "imf_estimate": "N/A",
          "un_estimate": "2019",
          "un_year": "2019"
        },
        {
          "Imf_year": "2021",
          "country": "Israel",
          "imf_estimate": "49,840.250",
          "un_estimate": "46,376",
          "un_year": "46,376"
        },
        {
          "Imf_year": "2021",
          "country": "New Zealand",
          "imf_estimate": "48,348.994",
          "un_estimate": "43,264",
          "un_year": "43,264"
        },
        {
          "Imf_year": "2021",
          "country": "United Kingdom",
          "imf_estimate": "46,200.258",
          "region": "Europe",
          "un_estimate": "41,855",
          "un_year": "41,855"
        },
        {
          "Imf_year": "2021",
          "country": "France",
          "imf_estimate": "45,028.265",
          "region": "Europe",
          "un_estimate": "40,319",
          "un_year": "40,319"
        },
        {
          "Imf_year": "2021",
          "country": "Japan",
          "imf_estimate": "40,704.304",
          "un_estimate": "40,063",
          "un_year": "40,063"
        },
        {
          "Imf_year": "2021",
          "country": "Andorra",
          "imf_estimate": "40,417.265",
          "region": "Europe",
          "un_estimate": "40,887",
          "un_year": "40,887"
        },
        {
          "country": "Guam",
          "imf_estimate": "N/A",
          "un_estimate": "37,724",
          "un_year": "37,724"
        },
        {
          "Imf_year": "2021",
          "country": "United Arab Emirates",
          "imf_estimate": "43,537.689",
          "un_estimate": "43,103",
          "un_year": "43,103"
        },
        {
          "Imf_year": "2021",
          "country": "Italy",
          "imf_estimate": "35,584.882",
          "region": "Europe",
          "un_estimate": "33,090",
          "un_year": "33,090"
        },
        {
          "Imf_year": "34,942",
          "country": "New Caledonia",
          "imf_estimate": "N/A",
          "un_estimate": "2019",
          "un_year": "2019"
        },
        {
          "Imf_year": "2021",
          "country": "South Korea",
          "imf_estimate": "35,195.522",
          "un_estimate": "32,143",
          "un_year": "32,143"
        },
        {
          "Imf_year": "2021",
          "country": "Brunei",
          "imf_estimate": "33,979.373",
          "un_estimate": "31,086",
          "un_year": "31,086"
        },
        {
          "Imf_year": "2021",
          "country": "Puerto Rico",
          "imf_estimate": "34,143.272",
          "un_estimate": "35,791",
          "un_year": "35,791"
        },
        {
          "Imf_year": "2021",
          "country": "Taiwan",
          "imf_estimate": "33,401.709",
          "un_estimate": "28,371",
          "un_year": "28,371"
        },
        {
          "Imf_year": "2021",
          "country": "Malta",
          "imf_estimate": "31,996.534",
          "region": "Europe",
          "un_estimate": "33,752",
          "un_year": "33,752"
        },
        {
          "Imf_year": "31,353",
          "country": "Turks and Caicos Islands",
          "imf_estimate": "N/A",
          "un_estimate": "2019",
          "un_year": "2019"
        },
        {
          "Imf_year": "2021",
          "country": "Spain",
          "imf_estimate": "30,536.858",
          "region": "Europe",
          "un_estimate": "29,816",
          "un_year": "29,816"
        },
        {
          "Imf_year": "2021",
          "country": "Bahamas",
          "imf_estimate": "27,437.197",
          "un_estimate": "34,864",
          "un_year": "34,864"
        },
        {
          "Imf_year": "2021",
          "country": "Cyprus",
          "imf_estimate": "29,486.275",
          "un_estimate": "28,285",
          "un_year": "28,285"
        },
        {
          "country": "Sint Maarten",
          "imf_estimate": "N/A",
          "un_estimate": "29,160",
          "un_year": "29,160"
        },
        {
          "Imf_year": "2021",
          "country": "Slovenia",
          "imf_estimate": "28,939.271",
          "region": "Europe",
          "un_estimate": "26,062",
          "un_year": "26,062"
        },
        {
          "Imf_year": "2021",
          "country": "Estonia",
          "imf_estimate": "27,100.736",
          "region": "Europe",
          "un_estimate": "23,740",
          "un_year": "23,740"
        },
        {
          "Imf_year": "2021",
          "country": "Czech Republic",
          "imf_estimate": "25,806.384",
          "region": "Europe",
          "un_estimate": "23,452",
          "un_year": "23,452"
        },
        {
          "Imf_year": "25,529",
          "country": "Anguilla",
          "imf_estimate": "N/A",
          "un_estimate": "2019",
          "un_year": "2019"
        },
        {
          "Imf_year": "2021",
          "country": "Kuwait",
          "imf_estimate": "27,927.163",
          "un_estimate": "31,999",
          "un_year": "31,999"
        },
        {
          "Imf_year": "2021",
          "country": "Portugal",
          "imf_estimate": "24,457.144",
          "region": "Europe",
          "un_estimate": "23,350",
          "un_year": "23,350"
        },
        {
          "Imf_year": "2021",
          "country": "Bahrain",
          "imf_estimate": "26,293.947",
          "un_estimate": "23,504",
          "un_year": "23,504"
        },
        {
          "Imf_year": "2021",
          "country": "Aruba",
          "imf_estimate": "25,700.865",
          "un_estimate": "30,975",
          "un_year": "30,975"
        },
        {
          "Imf_year": "2021",
          "country": "Saudi Arabia",
          "imf_estimate": "23,762.420",
          "un_estimate": "23,140",
          "un_year": "23,140"
        },
        {
          "Imf_year": "2021",
          "country": "Lithuania",
          "imf_estimate": "22,411.646",
          "region": "Europe",
          "un_estimate": "19,795",
          "un_year": "19,795"
        },
        {
          "Imf_year": "21,603",
          "country": "Cook Islands",
          "imf_estimate": "N/A",
          "un_estimate": "2019",
          "un_year": "2019"
        },
        {
          "Imf_year": "21,567",
          "country": "French Polynesia",
          "imf_estimate": "N/A",
          "un_estimate": "2019",
          "un_year": "2019"
        },
        {
          "Imf_year": "2021",
          "country": "Slovakia",
          "imf_estimate": "21,383.286",
          "region": "Europe",
          "un_estimate": "19,256",
          "un_year": "19,256"
        },
        {
          "country": "Northern Mariana Islands",
          "imf_estimate": "N/A",
          "un_estimate": "20,660",
          "un_year": "20,660"
        },
        {
          "Imf_year": "2021",
          "country": "Greece",
          "imf_estimate": "19,827.162",
          "region": "Europe",
          "un_estimate": "19,604",
          "un_year": "19,604"
        },
        {
          "Imf_year": "2021",
          "country": "Latvia",
          "imf_estimate": "19,538.902",
          "region": "Europe",
          "un_estimate": "17,885",
          "un_year": "17,885"
        },
        {
          "Imf_year": "18,980",
          "country": "Curaçao",
          "imf_estimate": "N/A",
          "un_estimate": "2019",
          "un_year": "2019"
        },
        {
          "Imf_year": "2021",
          "country": "Hungary",
          "imf_estimate": "18,527.592",
          "region": "Europe",
          "un_estimate": "16,879",
          "un_year": "16,879"
        },
        {
          "Imf_year": "2021",
          "country": "Poland",
          "imf_estimate": "17,318.497",
          "region": "Europe",
          "un_estimate": "15,727",
          "un_year": "15,727"
        },
        {
          "Imf_year": "2021",
          "country": "Croatia",
          "imf_estimate": "15,807.696",
          "region": "Europe",
          "un_estimate": "14,627",
          "un_year": "14,627"
        },
        {
          "Imf_year": "2021",
          "country": "Oman",
          "imf_estimate": "17,632.651",
          "un_estimate": "15,343",
          "un_year": "15,343"
        },
        {
          "Imf_year": "2021",
          "country": "Barbados",
          "imf_estimate": "16,105.128",
          "un_estimate": "18,149",
          "un_year": "18,149"
        },
        {
          "Imf_year": "2021",
          "country": "Trinidad and Tobago",
          "imf_estimate": "15,352.721",
          "un_estimate": "16,637",
          "un_year": "16,637"
        },
        {
          "Imf_year": "2021",
          "country": "Uruguay",
          "imf_estimate": "16,965.081",
          "un_estimate": "16,190",
          "un_year": "16,190"
        },
        {
          "Imf_year": "2021",
          "country": "Chile",
          "imf_estimate": "16,799.367",
          "un_estimate": "14,896",
          "un_year": "14,896"
        },
        {
          "Imf_year": "2021",
          "country": "Romania",
          "imf_estimate": "14,863.887",
          "region": "Europe",
          "un_estimate": "12,914",
          "un_year": "12,914"
        },
        {
          "Imf_year": "2021",
          "country": "Saint Kitts and Nevis",
          "imf_estimate": "16,917.159",
          "un_estimate": "19,896",
          "un_year": "19,896"
        },
        {
          "Imf_year": "2021",
          "country": "Antigua and Barbuda",
          "imf_estimate": "14,117.844",
          "un_estimate": "17,113",
          "un_year": "17,113"
        },
        {
          "Imf_year": "2021",
          "country": "Panama",
          "imf_estimate": "13,861.061",
          "un_estimate": "15,728",
          "un_year": "15,728"
        },
        {
          "Imf_year": "13,487",
          "country": "Montserrat",
          "imf_estimate": "N/A",
          "un_estimate": "2019",
          "un_year": "2019"
        },
        {
          "Imf_year": "2021",
          "country": "Palau",
          "imf_estimate": "11,835.178",
          "un_estimate": "15,572",
          "un_year": "15,572"
        },
        {
          "Imf_year": "2021",
          "country": "China",
          "imf_estimate": "11,891.202",
          "un_estimate": "10,004",
          "un_year": "10,004"
        },
        {
          "Imf_year": "2021",
          "country": "Costa Rica",
          "imf_estimate": "11,860.222",
          "un_estimate": "12,238",
          "un_year": "12,238"
        },
        {
          "Imf_year": "2021",
          "country": "Maldives",
          "imf_estimate": "11,899.087",
          "un_estimate": "10,626",
          "un_year": "10,626"
        },
        {
          "Imf_year": "2021",
          "country": "Russia",
          "imf_estimate": "11,273.242",
          "region": "Europe",
          "un_estimate": "11,606",
          "un_year": "11,606"
        },
        {
          "Imf_year": "2021",
          "country": "Malaysia",
          "imf_estimate": "11,124.670",
          "un_estimate": "11,414",
          "un_year": "11,414"
        },
        {
          "country": "American Samoa",
          "imf_estimate": "N/A",
          "un_estimate": "11,535",
          "un_year": "11,535"
        },
        {
          "Imf_year": "2021",
          "country": "Bulgaria",
          "imf_estimate": "11,331.872",
          "region": "Europe",
          "un_estimate": "9,703",
          "un_year": "9,703"
        },
        {
          "Imf_year": "2021",
          "country": "Nauru",
          "imf_estimate": "10,138.196",
          "un_estimate": "12,351",
          "un_year": "12,351"
        },
        {
          "Imf_year": "2021",
          "country": "Kazakhstan",
          "imf_estimate": "10,144.682",
          "un_estimate": "9,793",
          "un_year": "9,793"
        },
        {
          "Imf_year": "2021",
          "country": "Saint Lucia",
          "imf_estimate": "9,419.272",
          "un_estimate": "11,611",
          "un_year": "11,611"
        },
        {
          "Imf_year": "2021",
          "country": "Seychelles",
          "imf_estimate": "13,140.368",
          "un_estimate": "17,382",
          "un_year": "17,382"
        },
        {
          "Imf_year": "2021",
          "country": "Mauritius",
          "imf_estimate": "8,681.608",
          "un_estimate": "11,169",
          "un_year": "11,169"
        },
        {
          "Imf_year": "2021",
          "country": "Turkey",
          "imf_estimate": "9,406.575",
          "un_estimate": "9,127",
          "un_year": "9,127"
        },
        {
          "Imf_year": "9,296",
          "country": "Cuba",
          "imf_estimate": "N/A",
          "un_estimate": "2019",
          "un_year": "2019"
        },
        {
          "Imf_year": "2021",
          "country": "Mexico",
          "imf_estimate": "9,967.388",
          "un_estimate": "9,849",
          "un_year": "9,849"
        },
        {
          "Imf_year": "2021",
          "country": "Guyana",
          "imf_estimate": "9,369.011",
          "un_estimate": "6,610",
          "un_year": "6,610"
        },
        {
          "Imf_year": "2021",
          "country": "Grenada",
          "imf_estimate": "9,575.343",
          "un_estimate": "10,818",
          "un_year": "10,818"
        },
        {
          "Imf_year": "2021",
          "country": "Argentina",
          "imf_estimate": "9,929.154",
          "un_estimate": "10,041",
          "un_year": "10,041"
        },
        {
          "Imf_year": "2021",
          "country": "Montenegro",
          "imf_estimate": "8,837.578",
          "region": "Europe",
          "un_estimate": "8,825",
          "un_year": "8,825"
        },
        {
          "Imf_year": "2021",
          "country": "Turkmenistan",
          "imf_estimate": "8,843.868",
          "un_estimate": "8,124",
          "un_year": "8,124"
        },
        {
          "Imf_year": "2021",
          "country": "Serbia",
          "imf_estimate": "8,793.836",
          "region": "Europe",
          "un_estimate": "7,359",
          "un_year": "7,359"
        },
        {
          "Imf_year": "2021",
          "country": "Gabon",
          "imf_estimate": "8,569.216",
          "un_estimate": "7,773",
          "un_year": "7,773"
        },
        {
          "Imf_year": "2021",
          "country": "Iran",
          "imf_estimate": "12,725.042",
          "un_estimate": "7,282",
          "un_year": "7,282"
        },
        {
          "Imf_year": "2021",
          "country": "Equatorial Guinea",
          "imf_estimate": "8,625.763",
          "un_estimate": "8,130",
          "un_year": "8,130"
        },
        {
          "Imf_year": "2021",
          "country": "Dominican Republic",
          "imf_estimate": "8,491.619",
          "un_estimate": "8,282",
          "un_year": "8,282"
        },
        {
          "Imf_year": "2021",
          "country": "Botswana",
          "imf_estimate": "7,349.884",
          "un_estimate": "7,961",
          "un_year": "7,961"
        },
        {
          "Imf_year": "2021",
          "country": "Thailand",
          "imf_estimate": "7,808.663",
          "un_estimate": "7,785",
          "un_year": "7,785"
        },
        {
          "Imf_year": "2021",
          "country": "Saint Vincent and the Grenadines",
          "imf_estimate": "6,952.242",
          "un_estimate": "7,464",
          "un_year": "7,464"
        },
        {
          "Imf_year": "2021",
          "country": "Brazil",
          "imf_estimate": "7,741.153",
          "un_estimate": "8,755",
          "un_year": "8,755"
        },
        {
          "Imf_year": "2021",
          "country": "Dominica",
          "imf_estimate": "7,777.016",
          "un_estimate": "8,111",
          "un_year": "8,111"
        },
        {
          "Imf_year": "2021",
          "country": "Bosnia and Herzegovina",
          "imf_estimate": "6,647.830",
          "region": "Europe",
          "un_estimate": "6,109",
          "un_year": "6,109"
        },
        {
          "Imf_year": "2021",
          "country": "Peru",
          "imf_estimate": "6,676.517",
          "un_estimate": "6,978",
          "un_year": "6,978"
        },
        {
          "Imf_year": "2021",
          "country": "North Macedonia",
          "imf_estimate": "6,711.734",
          "region": "Europe",
          "un_estimate": "6,093",
          "un_year": "6,093"
        },
        {
          "Imf_year": "2021",
          "country": "Belarus",
          "imf_estimate": "7,032.477",
          "region": "Europe",
          "un_estimate": "6,674",
          "un_year": "6,674"
        },
        {
          "Imf_year": "2021",
          "country": "Albania",
          "imf_estimate": "5,837.180",
          "region": "Europe",
          "un_estimate": "5,303",
          "un_year": "5,303"
        },
        {
          "Imf_year": "2021",
          "country": "Colombia",
          "imf_estimate": "5,892.140",
          "un_estimate": "6,432",
          "un_year": "6,432"
        },
        {
          "Imf_year": "2021",
          "country": "Ecuador",
          "imf_estimate": "5,884.147",
          "un_estimate": "6,184",
          "un_year": "6,184"
        },
        {
          "Imf_year": "2021",
          "country": "South Africa",
          "imf_estimate": "6,861.166",
          "un_estimate": "6,001",
          "un_year": "6,001"
        },
        {
          "Imf_year": "2021",
          "country": "Jamaica",
          "imf_estimate": "5,421.642",
          "un_estimate": "5,369",
          "un_year": "5,369"
        },
        {
          "Imf_year": "2021",
          "country": "Paraguay",
          "imf_estimate": "5,028.217",
          "un_estimate": "5,406",
          "un_year": "5,406"
        },
        {
          "Imf_year": "2021",
          "country": "Tuvalu",
          "imf_estimate": "6,004.100",
          "un_estimate": "4,036",
          "un_year": "4,036"
        },
        {
          "Imf_year": "2021",
          "country": "Tonga",
          "imf_estimate": "5,009.784",
          "un_estimate": "4,865",
          "un_year": "4,865"
        },
        {
          "Imf_year": "2021",
          "country": "Fiji",
          "imf_estimate": "5,127.440",
          "un_estimate": "6,185",
          "un_year": "6,185"
        },
        {
          "Imf_year": "2021",
          "country": "Azerbaijan",
          "imf_estimate": "5,167.377",
          "un_estimate": "4,782",
          "un_year": "4,782"
        },
        {
          "Imf_year": "2021",
          "country": "Kosovo",
          "imf_estimate": "4,986.263",
          "region": "Europe",
          "un_estimate": "4,473",
          "un_year": "4,473"
        },
        {
          "Imf_year": "2021",
          "country": "Moldova",
          "imf_estimate": "4,791.625",
          "region": "Europe",
          "un_estimate": "2,957",
          "un_year": "2,957"
        },
        {
          "Imf_year": "2021",
          "country": "Iraq",
          "imf_estimate": "4,892.964",
          "un_estimate": "5,730",
          "un_year": "5,730"
        },
        {
          "Imf_year": "2021",
          "country": "Guatemala",
          "imf_estimate": "4,542.253",
          "un_estimate": "4,363",
          "un_year": "4,363"
        },
        {
          "Imf_year": "2021",
          "country": "Namibia",
          "imf_estimate": "4,693.455",
          "un_estimate": "4,957",
          "un_year": "4,957"
        },
        {
          "Imf_year": "2021",
          "country": "Georgia",
          "imf_estimate": "4,807.950",
          "un_estimate": "4,439",
          "un_year": "4,439"
        },
        {
          "Imf_year": "2021",
          "country": "Jordan",
          "imf_estimate": "4,393.642",
          "un_estimate": "4,405",
          "un_year": "4,405"
        },
        {
          "Imf_year": "2021",
          "country": "Indonesia",
          "imf_estimate": "4,224.982",
          "un_estimate": "4,136",
          "un_year": "4,136"
        },
        {
          "Imf_year": "2021",
          "country": "Marshall Islands",
          "imf_estimate": "4,338.173",
          "un_estimate": "4,038",
          "un_year": "4,038"
        },
        {
          "Imf_year": "2021",
          "country": "Mongolia",
          "imf_estimate": "4,185.536",
          "un_estimate": "4,295",
          "un_year": "4,295"
        },
        {
          "Imf_year": "2021",
          "country": "Armenia",
          "imf_estimate": "4,594.912",
          "un_estimate": "4,623",
          "un_year": "4,623"
        },
        {
          "Imf_year": "2021",
          "country": "El Salvador",
          "imf_estimate": "4,244.299",
          "un_estimate": "4,187",
          "un_year": "4,187"
        },
        {
          "Imf_year": "2021",
          "country": "Suriname",
          "imf_estimate": "4,620.395",
          "un_estimate": "6,360",
          "un_year": "6,360"
        },
        {
          "Imf_year": "2021",
          "country": "Ukraine",
          "imf_estimate": "4,384.237",
          "region": "Europe",
          "un_estimate": "3,496",
          "un_year": "3,496"
        },
        {
          "Imf_year": "2021",
          "country": "Belize",
          "imf_estimate": "4,457.886",
          "un_estimate": "4,884",
          "un_year": "4,884"
        },
        {
          "Imf_year": "2021",
          "country": "Egypt",
          "imf_estimate": "3,851.746",
          "un_estimate": "3,161",
          "un_year": "3,161"
        },
        {
          "Imf_year": "2021",
          "country": "Sri Lanka",
          "imf_estimate": "3,665.765",
          "un_estimate": "3,940",
          "un_year": "3,940"
        },
        {
          "Imf_year": "2021",
          "country": "Micronesia",
          "imf_estimate": "3,855.223",
          "un_estimate": "3,640",
          "un_year": "3,640"
        },
        {
          "Imf_year": "2021",
          "country": "Vietnam",
          "imf_estimate": "3,742.858",
          "un_estimate": "2,715",
          "un_year": "2,715"
        },
        {
          "Imf_year": "2021",
          "country": "Eswatini",
          "imf_estimate": "3,965.426",
          "un_estimate": "4,002",
          "un_year": "4,002"
        },
        {
          "Imf_year": "2021",
          "country": "Tunisia",
          "imf_estimate": "3,555.587",
          "un_estimate": "3,318",
          "un_year": "3,318"
        },
        {
          "Imf_year": "2021",
          "country": "Samoa",
          "imf_estimate": "3,906.413",
          "un_estimate": "4,285",
          "un_year": "4,285"
        },
        {
          "Imf_year": "2021",
          "country": "Philippines",
          "imf_estimate": "3,492.072",
          "un_estimate": "3,324",
          "un_year": "3,324"
        },
        {
          "Imf_year": "2021",
          "country": "Bolivia",
          "imf_estimate": "3,266.690",
          "un_estimate": "3,552",
          "un_year": "3,552"
        },
        {
          "Imf_year": "2021",
          "country": "Libya",
          "imf_estimate": "4,068.611",
          "un_estimate": "4,810",
          "un_year": "4,810"
        },
        {
          "Imf_year": "2021",
          "country": "Cape Verde",
          "imf_estimate": "3,346.553",
          "un_estimate": "3,604",
          "un_year": "3,604"
        },
        {
          "Imf_year": "2021",
          "country": "Morocco",
          "imf_estimate": "3,470.795",
          "un_estimate": "3,282",
          "un_year": "3,282"
        },
        {
          "Imf_year": "2021",
          "country": "Algeria",
          "imf_estimate": "3,638.328",
          "un_estimate": "3,976",
          "un_year": "3,976"
        },
        {
          "Imf_year": "2021",
          "country": "Bhutan",
          "imf_estimate": "3,296.106",
          "un_estimate": "3,361",
          "un_year": "3,361"
        },
        {
          "Imf_year": "2021",
          "country": "Djibouti",
          "imf_estimate": "3,645.500",
          "un_estimate": "3,252",
          "un_year": "3,252"
        },
        {
          "Imf_year": "2021",
          "country": "Palestine",
          "imf_estimate": "3,320.853",
          "un_estimate": "3,424",
          "un_year": "3,424"
        },
        {
          "Imf_year": "2021",
          "country": "Vanuatu",
          "imf_estimate": "3,235.205",
          "un_estimate": "3,023",
          "un_year": "3,023"
        },
        {
          "Imf_year": "2021",
          "country": "Syria",
          "imf_estimate": "2,807",
          "un_estimate": "1,194",
          "un_year": "1,194"
        },
        {
          "Imf_year": "2021",
          "country": "Lebanon",
          "imf_estimate": "2,802",
          "un_estimate": "7,784",
          "un_year": "7,784"
        },
        {
          "Imf_year": "2021",
          "country": "Laos",
          "imf_estimate": "2,625.610",
          "un_estimate": "2,625",
          "un_year": "2,625"
        },
        {
          "Imf_year": "2021",
          "country": "Papua New Guinea",
          "imf_estimate": "2,951.977",
          "un_estimate": "2,845",
          "un_year": "2,845"
        },
        {
          "Imf_year": "2021",
          "country": "Honduras",
          "imf_estimate": "2,602.170",
          "un_estimate": "2,575",
          "un_year": "2,575"
        },
        {
          "Imf_year": "2021",
          "country": "Ivory Coast",
          "imf_estimate": "2,489.102",
          "un_estimate": "2,276",
          "un_year": "2,276"
        },
        {
          "Imf_year": "2021",
          "country": "Congo",
          "imf_estimate": "2,655.719",
          "un_estimate": "2,304",
          "un_year": "2,304"
        },
        {
          "Imf_year": "2021",
          "country": "Solomon Islands",
          "imf_estimate": "2,356.505",
          "un_estimate": "1,945",
          "un_year": "1,945"
        },
        {
          "Imf_year": "2021",
          "country": "Nigeria",
          "imf_estimate": "2,272.844",
          "un_estimate": "2,361",
          "un_year": "2,361"
        },
        {
          "Imf_year": "2021",
          "country": "Ghana",
          "imf_estimate": "2,413.095",
          "un_estimate": "2,203",
          "un_year": "2,203"
        },
        {
          "Imf_year": "2021",
          "country": "India",
          "imf_estimate": "2,116.444",
          "un_estimate": "2,116",
          "un_year": "2,116"
        },
        {
          "Imf_year": "2021",
          "country": "Mauritania",
          "imf_estimate": "2,161.279",
          "un_estimate": "1,678",
          "un_year": "1,678"
        },
        {
          "Imf_year": "2021",
          "country": "São Tomé and Príncipe",
          "imf_estimate": "2,392.893",
          "un_estimate": "1,961",
          "un_year": "1,961"
        },
        {
          "Imf_year": "2021",
          "country": "Bangladesh",
          "imf_estimate": "2,138.794[9]",
          "un_estimate": "1,846",
          "un_year": "1,846"
        },
        {
          "Imf_year": "2021",
          "country": "Kenya",
          "imf_estimate": "2,198.593",
          "un_estimate": "1,817",
          "un_year": "1,817"
        },
        {
          "Imf_year": "2021",
          "country": "Angola",
          "imf_estimate": "2,200.675",
          "un_estimate": "2,671",
          "un_year": "2,671"
        },
        {
          "Imf_year": "2021",
          "country": "Haiti",
          "imf_estimate": "1,691.825",
          "un_estimate": "715",
          "un_year": "715"
        },
        {
          "Imf_year": "2021",
          "country": "Kiribati",
          "imf_estimate": "1,927.077",
          "un_estimate": "1,657",
          "un_year": "1,657"
        },
        {
          "Imf_year": "2021",
          "country": "Nicaragua",
          "imf_estimate": "2,047.097",
          "un_estimate": "1,913",
          "un_year": "1,913"
        },
        {
          "Imf_year": "2021",
          "country": "Uzbekistan",
          "imf_estimate": "1,901.492",
          "un_estimate": "1,756",
          "un_year": "1,756"
        },
        {
          "Imf_year": "2021",
          "country": "Cambodia",
          "imf_estimate": "1,647.019",
          "un_estimate": "1,644",
          "un_year": "1,644"
        },
        {
          "Imf_year": "2021",
          "country": "Zimbabwe",
          "imf_estimate": "1,664.758",
          "un_estimate": "1,464",
          "un_year": "1,464"
        },
        {
          "Imf_year": "2021",
          "country": "Cameroon",
          "imf_estimate": "1,645.807",
          "un_estimate": "1,534",
          "un_year": "1,534"
        },
        {
          "Imf_year": "2021",
          "country": "Senegal",
          "imf_estimate": "1,602.898",
          "un_estimate": "1,452",
          "un_year": "1,452"
        },
        {
          "Imf_year": "2021",
          "country": "Venezuela",
          "imf_estimate": "1,627.353",
          "un_estimate": "4,733",
          "un_year": "4,733"
        },
        {
          "Imf_year": "2021",
          "country": "Myanmar",
          "imf_estimate": "1,246.318",
          "un_estimate": "1,421",
          "un_year": "1,421"
        },
        {
          "Imf_year": "2021",
          "country": "Comoros",
          "imf_estimate": "1,390.061",
          "un_estimate": "1,370",
          "un_year": "1,370"
        },
        {
          "Imf_year": "2021",
          "country": "Benin",
          "imf_estimate": "1,446.829",
          "un_estimate": "1,220",
          "un_year": "1,220"
        },
        {
          "Imf_year": "2021",
          "country": "East Timor",
          "imf_estimate": "1,262.722",
          "un_estimate": "1,561",
          "un_year": "1,561"
        },
        {
          "Imf_year": "2021",
          "country": "Pakistan",
          "imf_estimate": "1,260",
          "un_estimate": "1,187",
          "un_year": "1,187"
        },
        {
          "Imf_year": "2021",
          "country": "Nepal",
          "imf_estimate": "1,172.638",
          "un_estimate": "1,074",
          "un_year": "1,074"
        },
        {
          "Imf_year": "2021",
          "country": "Lesotho",
          "imf_estimate": "1,187.512",
          "un_estimate": "1,158",
          "un_year": "1,158"
        },
        {
          "Imf_year": "2021",
          "country": "Guinea",
          "imf_estimate": "1,168.178",
          "un_estimate": "967",
          "un_year": "967"
        },
        {
          "Imf_year": "2021",
          "country": "Kyrgyzstan",
          "imf_estimate": "1,224.745",
          "un_estimate": "1,318",
          "un_year": "1,318"
        },
        {
          "Imf_year": "2021",
          "country": "Tanzania",
          "imf_estimate": "1,159.193",
          "un_estimate": "1,084",
          "un_year": "1,084"
        },
        {
          "Imf_year": "2021",
          "country": "Togo",
          "imf_estimate": "1,000.438",
          "un_estimate": "899",
          "un_year": "899"
        },
        {
          "Imf_year": "2021",
          "country": "Mali",
          "imf_estimate": "966.141",
          "un_estimate": "887",
          "un_year": "887"
        },
        {
          "Imf_year": "2021",
          "country": "Zambia",
          "imf_estimate": "1,115.272",
          "un_estimate": "1,292",
          "un_year": "1,292"
        },
        {
          "Imf_year": "2021",
          "country": "Uganda",
          "imf_estimate": "1,018.436",
          "un_estimate": "737",
          "un_year": "737"
        },
        {
          "Imf_year": "2021",
          "country": "Ethiopia",
          "imf_estimate": "939.511",
          "un_estimate": "828",
          "un_year": "828"
        },
        {
          "Imf_year": "2021",
          "country": "Guinea-Bissau",
          "imf_estimate": "858.040",
          "un_estimate": "688",
          "un_year": "688"
        },
        {
          "Imf_year": "2021",
          "country": "Burkina Faso",
          "imf_estimate": "926.200",
          "un_estimate": "787",
          "un_year": "787"
        },
        {
          "Imf_year": "2021",
          "country": "Gambia",
          "imf_estimate": "819.220",
          "un_estimate": "776",
          "un_year": "776"
        },
        {
          "Imf_year": "2021",
          "country": "Rwanda",
          "imf_estimate": "802.264",
          "un_estimate": "820",
          "un_year": "820"
        },
        {
          "Imf_year": "2021",
          "country": "Tajikistan",
          "imf_estimate": "839.180",
          "un_estimate": "894",
          "un_year": "894"
        },
        {
          "Imf_year": "2021",
          "country": "Sudan",
          "imf_estimate": "789.448",
          "un_estimate": "815",
          "un_year": "815"
        },
        {
          "Imf_year": "2021",
          "country": "Yemen",
          "imf_estimate": "585.003",
          "un_estimate": "855",
          "un_year": "855"
        },
        {
          "Imf_year": "2021",
          "country": "Chad",
          "imf_estimate": "729.844",
          "un_estimate": "707",
          "un_year": "707"
        },
        {
          "Imf_year": "2021",
          "country": "Liberia",
          "imf_estimate": "703.406",
          "un_estimate": "523",
          "un_year": "523"
        },
        {
          "Imf_year": "640",
          "country": "North Korea",
          "imf_estimate": "N/A",
          "un_estimate": "2019",
          "un_year": "2019"
        },
        {
          "Imf_year": "2021",
          "country": "Niger",
          "imf_estimate": "622.230",
          "un_estimate": "555",
          "un_year": "555"
        },
        {
          "Imf_year": "2021",
          "country": "Eritrea",
          "imf_estimate": "625.974",
          "un_estimate": "567",
          "un_year": "567"
        },
        {
          "Imf_year": "2021",
          "country": "Afghanistan",
          "imf_estimate": "592",
          "un_estimate": "470",
          "un_year": "470"
        },
        {
          "Imf_year": "2021",
          "country": "DR Congo",
          "imf_estimate": "593.558",
          "un_estimate": "545",
          "un_year": "545"
        },
        {
          "Imf_year": "2021",
          "country": "Central African Republic",
          "imf_estimate": "525.914",
          "un_estimate": "468",
          "un_year": "468"
        },
        {
          "Imf_year": "2021",
          "country": "Sierra Leone",
          "imf_estimate": "541.063",
          "un_estimate": "528",
          "un_year": "528"
        },
        {
          "Imf_year": "2021",
          "country": "Madagascar",
          "imf_estimate": "498.682",
          "un_estimate": "523",
          "un_year": "523"
        },
        {
          "Imf_year": "2021",
          "country": "Malawi",
          "imf_estimate": "565.798",
          "un_estimate": "435",
          "un_year": "435"
        },
        {
          "Imf_year": "2021",
          "country": "Mozambique",
          "imf_estimate": "492.273",
          "un_estimate": "504",
          "un_year": "504"
        },
        {
          "Imf_year": "2021",
          "country": "Somalia",
          "imf_estimate": "350.361",
          "un_estimate": "105",
          "un_year": "105"
        },
        {
          "Imf_year": "2021",
          "country": "South Sudan",
          "imf_estimate": "230.132",
          "un_estimate": "448",
          "un_year": "448"
        },
        {
          "Imf_year": "2021",
          "country": "Burundi",
          "imf_estimate": "261.053",
          "un_estimate": "260",
          "un_year": "260"
        }
  ],
  "errors": [],
  "resume_variable": "n",
  "success_score": "100",
  "resume_dict": {}
}