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Data
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Cleaning
All data is cleaned, adjusted for nomenclature and combined into one set
Enrichement
ML models used of extrapolation on missing values
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Carbon Emissions (CO2) & GDP

Analysis of the relation between Carbon Emissions (CO2) and Gross Domestic Product (GDP) at a country level

195
Countries
in scope
Moderate
Correlation

Correlation with GDP

There is a moderate correlation between CO2 emissions and GDP

This means while those two metrics seem to evolve with one another, there are different ways to combine economics and emissions

⤓ Graph
⤓ Data

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Country data

Explore the data for all 195 countries

Country Emissions (kt CO2/yr) GDP ($USD) Emissions per GDP (t CO2/M$US)
China 10,313,460 14,722,730,697,890 700.51
United States 4,981,300 20,953,030,000,000 237.74
India 2,434,520 2,660,245,248,868 915.15
Russia 1,607,550 1,483,497,784,868 1,083.62
Japan 1,106,150 5,057,758,958,707 218.7
Germany 709,540 3,846,413,928,654 184.47
Korea 630,870 1,637,895,802,793 385.17
Iran 629,290 203,471,303,952 3,092.77
Indonesia 583,110 1,058,423,838,345 550.92
Canada 574,400 1,645,423,407,568 349.09
Saudi Arabia 514,600 700,117,873,253 735.02
Mexico 472,140 1,073,915,880,822 439.64
South Africa 433,250 335,442,101,366 1,291.58
Brazil 427,710 1,444,733,258,972 296.05
Turkey 412,970 719,954,821,683 573.61
Australia 386,620 1,327,836,171,069 291.17
United Kingdom 358,800 2,759,804,061,837 130.01
Italy 324,850 1,888,709,443,687 172.0
Poland 312,740 596,624,355,720 524.18
France 309,960 2,630,317,731,455 117.84
Spain 258,340 1,281,484,640,044 201.59
Thailand 257,860 501,643,653,515 514.03
Vietnam 257,860 271,158,442,449 950.96
Egypt 246,260 365,252,651,279 674.22
Malaysia 239,620 337,006,066,373 711.03
Kazakhstan 220,450 171,082,379,533 1,288.56
Pakistan 208,370 262,610,002,939 793.46
United Arab Emirates 200,300 358,868,765,175 558.14
Iraq 188,140 166,756,984,396 1,128.23
Ukraine 185,370 155,498,989,150 1,192.1
Argentina 177,410 389,288,056,265 455.73
Algeria 151,670 145,009,181,491 1,045.93
Netherlands 151,170 913,865,395,790 165.42
Philippines 142,240 361,489,325,231 393.48
Venezuela 138,160 482,359,318,768 286.43
Nigeria 130,670 432,293,776,262 302.27
Uzbekistan 112,090 59,929,951,114 1,870.35
Czech Republic 102,480 245,339,322,067 417.71
Belgium 93,470 521,861,292,587 179.11
Qatar 90,170 144,411,363,345 624.4
Kuwait 89,460 105,960,225,688 844.28
Chile 86,620 252,940,023,046 342.45
Bangladesh 82,760 323,056,957,972 256.18
Colombia 79,490 271,437,596,294 292.85
Romania 74,880 248,715,551,367 301.07
Oman 73,370 73,971,391,417 991.87
Turkmenistan 71,730 45,231,428,571 1,585.84
Morocco 66,680 114,725,065,285 581.22
Greece 65,290 188,835,201,626 345.75
Austria 63,180 433,258,467,677 145.83
Israel 61,970 407,100,736,594 152.22
Belarus 59,310 60,258,239,056 984.26
Libya 58,940 25,418,916,029 2,318.75
Peru 54,280 202,014,363,787 268.69
Portugal 49,780 228,539,245,045 217.82
Singapore 47,360 339,998,477,930 139.29
Hungary 46,390 155,808,436,238 297.74
Serbia 45,540 53,335,016,425 853.85
Finland 44,360 269,594,831,988 164.54
Bulgaria 41,130 69,889,347,433 588.5
Ecuador 39,530 98,808,010,000 400.07
Switzerland 37,480 752,248,045,730 49.82
Norway 37,350 362,198,318,435 103.12
Ireland 37,110 425,888,950,992 87.14
Sweden 36,000 541,220,059,459 66.52
Denmark 33,380 356,084,867,686 93.74
Slovak Republic 33,000 105,172,564,492 313.77
Myanmar 32,520 79,852,046,611 407.25
New Zealand 32,210 210,700,848,974 152.87
Azerbaijan 32,020 42,607,176,471 751.52
Bahrain 30,750 34,729,228,723 885.42
Tunisia 29,980 41,620,349,986 720.32
Syrian Arab Republic 27,910 22,777,882,165 1,225.31
Lebanon 27,710 31,735,217,785 873.16
Angola 27,340 58,375,976,293 468.34
Dominican Republic 25,120 78,844,702,329 318.6
Cuba 24,970 107,352,000,000 232.6
Jordan 24,700 43,697,659,296 565.25
Bolivia 22,710 36,572,764,863 620.95
Bosnia and Herzegovina 22,540 19,946,496,563 1,130.02
Sri Lanka 21,630 80,676,681,934 268.11
Mongolia 21,320 13,312,981,595 1,601.44
Sudan 20,200 21,329,109,522 947.06
Lao PDR 18,790 19,132,635,712 982.09
Kenya 18,400 101,013,726,529 182.15
Guatemala 18,210 77,604,632,171 234.65
Dem. People's Rep. Korea 18,120 nan nan
Trinidad and Tobago 17,760 21,588,037,505 822.68
Croatia 16,580 57,203,783,203 289.84
Ethiopia 16,280 107,645,054,312 151.24
Ghana 16,110 68,532,281,806 235.07
Estonia 16,000 30,650,285,472 522.02
Slovenia 14,050 53,589,609,581 262.18
Zimbabwe 12,270 18,051,170,799 679.73
Nepal 12,030 33,657,175,561 357.43
Lithuania 11,590 56,546,957,475 204.96
Tanzania 11,580 62,409,709,111 185.55
Cambodia 11,160 25,808,561,551 432.41
Kyrgyz Republic 11,000 7,735,976,273 1,421.93
Panama 10,140 53,977,036,995 187.86
Côte d'Ivoire 9,910 61,348,579,465 161.54
Senegal 9,860 24,644,234,595 400.09
Honduras 9,770 23,662,231,634 412.89
Georgia 9,460 15,846,489,611 596.98
Luxembourg 9,320 73,353,132,794 127.06
Yemen 9,310 21,606,140,907 430.9
Cameroon 8,620 40,804,449,726 211.25
Moldova 8,590 11,915,547,263 720.91
Jamaica 8,510 13,812,425,037 616.11
Paraguay 8,420 35,670,301,496 236.05
Costa Rica 8,260 61,846,895,121 133.56
Botswana 8,210 15,061,922,802 545.08
Benin 7,910 15,651,545,332 505.38
Zambia 7,740 18,110,631,358 427.37
Latvia 7,630 33,707,320,816 226.36
Papua New Guinea 7,460 24,668,899,683 302.41
Afghanistan 7,440 20,116,137,326 369.85
North Macedonia 7,370 12,263,710,123 600.96
Tajikistan 7,330 8,194,150,302 894.54
Cyprus 7,230 24,612,646,488 293.75
Brunei 7,140 12,005,825,770 594.71
El Salvador 6,810 24,638,720,000 276.39
Equatorial Guinea 6,670 10,021,856,754 665.55
Mozambique 6,640 14,019,446,610 473.63
Uruguay 6,520 53,628,827,440 121.58
Uganda 6,130 37,600,368,181 163.03
Mali 5,620 17,465,392,916 321.78
Albania 5,560 14,887,629,268 373.46
Armenia 5,550 12,641,209,802 439.04
Nicaragua 5,210 12,621,505,383 412.79
Gabon 4,610 15,316,826,192 300.98
Burkina Faso 4,270 17,933,606,353 238.1
Namibia 4,250 10,619,194,505 400.22
Mauritius 4,130 10,920,606,198 378.18
Mauritania 4,000 7,913,680,231 505.45
Madagascar 3,370 13,056,079,982 258.12
Haiti 3,330 14,508,218,017 229.53
Congo 3,220 10,187,122,341 316.09
Guinea 3,120 15,681,050,917 198.97
Lesotho 2,570 1,875,227,642 1,370.5
Montenegro 2,520 4,769,860,741 528.32
Guyana 2,440 5,471,256,595 445.97
Niger 2,290 13,741,378,450 166.65
The Bahamas 2,260 9,907,500,000 228.11
Togo 2,260 7,574,636,979 298.36
Iceland 2,200 21,718,075,725 101.3
Dem. Rep. Congo 2,200 48,716,960,860 45.16
Suriname 2,080 2,884,248,048 721.16
Maldives 1,910 3,742,769,967 510.32
Fiji 1,900 4,533,883,782 419.07
Malawi 1,570 12,182,348,213 128.87
Malta 1,550 14,647,384,608 105.82
Bhutan 1,380 2,315,437,338 596.0
South Sudan 1,380 11,997,800,760 115.02
Liberia 1,320 3,201,187,800 412.35
Barbados 1,250 4,418,000,000 282.93
Eswatini 1,090 3,972,728,948 274.37
Rwanda 1,080 10,333,991,456 104.51
Chad 1,070 10,829,076,802 98.81
Sierra Leone 1,020 4,063,289,450 251.03
Eritrea 800 2,065,001,626 387.41
Somalia 690 6,965,285,325 99.06
Belize 680 1,636,280,797 415.58
Timor-Leste 640 1,902,156,800 336.46
Cabo Verde 620 1,703,698,677 363.91
Seychelles 620 1,059,886,364 584.97
Burundi 590 2,841,786,382 207.62
The Gambia 570 1,868,086,275 305.13
Antigua and Barbuda 530 1,370,281,481 386.78
Djibouti 490 3,384,385,217 144.78
Andorra 460 3,155,065,488 145.8
St. Lucia 390 1,616,772,741 241.22
Solomon Islands 370 1,545,888,426 239.34
Central African Republic 330 2,380,087,758 138.65
Samoa 320 807,100,821 396.48
Guinea-Bissau 310 1,431,758,243 216.52
Grenada 300 1,042,100,556 287.88
Palau 290 257,700,000 1,125.34
St. Vincent and the Grenadines 280 807,474,074 346.76
Comoros 260 1,235,400,352 210.46
St. Kitts and Nevis 260 980,740,741 265.11
Marshall Islands 190 244,462,400 777.22
Tonga 190 488,829,964 388.68
Vanuatu 180 881,547,929 204.19
Micronesia 180 410,083,600 438.93
Dominica 180 504,214,815 356.99
Liechtenstein 140 6,684,443,550 20.94
São Tomé and Principe 140 472,914,470 296.04
Kiribati 80 197,508,774 405.05
Nauru 70 114,626,626 610.68
Tuvalu 10 48,855,550 204.69
Holy See nan nan nan
Monaco nan 6,816,219,303 nan
San Marino nan 1,616,369,646 nan
West Bank and Gaza nan 15,561,300,000 nan
⤓ Data

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