Testing for a Relationship Between Labor Trafficking and GDP in 2017 · Results

This exploratory tool is based on a presentation by Eric Schles at our workshop on Computational Approaches to Fight Human Trafficking.

Labor Trafficking by Product and Country

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country	product	child labor	forced labor
Afghanistan	Bricks	X	X
Afghanistan	Carpets	X
Afghanistan	Coal	X
Afghanistan	Flowers (poppies)	X
Angola	Diamonds	X	X
Argentina	Blueberries	X
Argentina	Bricks	X
Argentina	Cotton	X
Argentina	Garlic	X
Argentina	Garments	X	X
Argentina	Grapes	X
Argentina	Olives	X
Argentina	Strawberries	X
Argentina	Tobacco	X
Argentina	Tomatoes	X
Argentina	Yerba Mate (stimulant plant)	X
Azerbaijan	Cotton	X
Bangladesh	Bidis (hand-rolled cigarettes)	X
Bangladesh	Bricks	X
Bangladesh	Dried Fish	X	X
Bangladesh	Footwear	X
Bangladesh	Furniture (steel)	X
Bangladesh	Garments	X
Bangladesh	Glass	X
Bangladesh	Leather	X
Bangladesh	Matches	X
Bangladesh	Poultry	X
Bangladesh	Salt	X
Bangladesh	Shrimp	X
Bangladesh	Soap	X
Bangladesh	Textiles	X
Bangladesh	Textiles (jute)	X
Belize	Bananas	X
Belize	Citrus Fruits	X
Belize	Sugarcane	X
Benin	Cotton	X	X
Benin	Granite (crushed)	X
Bolivia	Brazil Nuts/Chestnuts	X	X
Bolivia	Bricks	X
Bolivia	Cattle		X
Bolivia	Corn	X	X
Bolivia	Gold	X
Bolivia	Peanuts		X
Bolivia	Silver	X
Bolivia	Sugarcane	X	X
Bolivia	Tin	X
Bolivia	Zinc	X
Brazil	Beef	X
Brazil	Bricks	X
Brazil	Cashews	X
Brazil	Cattle	X	X
Brazil	Ceramics	X
Brazil	Charcoal	X	X
Brazil	Cotton	X
Brazil	Footwear	X
Brazil	Garments		X
Brazil	Manioc/Cassava	X
Brazil	Pineapples	X
Brazil	Rice	X
Brazil	Sisal	X
Brazil	Sugarcane		X
Brazil	Timber		X
Brazil	Tobacco	X
Burkina Faso	Cotton	X	X
Burkina Faso	Gold	X	X
Burkina Faso	Granite	X
Burma	Bamboo	X	X
Burma	Beans (green, soy, yellow)	X	X
Burma	Bricks	X	X
Burma	Jade	X	X
Burma	Palm Thatch		X
Burma	Physic Nuts/Castor Beans		X
Burma	Rice	X	X
Burma	Rubber	X	X
Burma	Rubies	X	X
Burma	Sesame		X
Burma	Shrimp		X
Burma	Sugarcane	X	X
Burma	Sunflowers		X
Burma	Teak	X	X
Cambodia	Alcoholic Beverages	X
Cambodia	Bricks	X
Cambodia	Manioc/Cassava	X
Cambodia	Fish	X
Cambodia	Meat	X
Cambodia	Rubber	X
Cambodia	Salt	X
Cambodia	Shrimp	X
Cambodia	Sugarcane	X
Cambodia	Textiles	X
Cambodia	Timber	X
Cambodia	Tobacco	X
Cameroon	Cocoa	X
Central African Republic	Diamonds	X
Chad	Cattle	X
China	Artificial Flowers		X
China	Bricks	X	X
China	Christmas Decorations		X
China	Coal		X
China	Cotton	X	X
China	Electronics	X	X
China	Fireworks	X	X
China	Footwear		X
China	Garments		X
China	Nails		X
China	Textiles	X
China	Toys	X	X
Colombia	Bricks (clay)	X
Colombia	Coal	X
Colombia	Coca (stimulant plant)	X	X
Colombia	Coffee	X
Colombia	Emeralds	X
Colombia	Gold	X
Colombia	Pornography	X
Colombia	Sugarcane	X
Costa Rica	Cattle	X
Costa Rica	Coffee	X
Cote d'Ivoire	Cocoa	X	X
Cote d'Ivoire	Coffee	X	X
Democratic Republic of the Congo	Cassiterite (tin ore)	X	X
Democratic Republic of the Congo	Coltan (tantalum ore)	X	X
Democratic Republic of the Congo	Copper	X
Democratic Republic of the Congo	Diamonds	X
Democratic Republic of the Congo	Heterogenite (cobalt ore)	X
Democratic Republic of the Congo	Gold	X	X
Democratic Republic of the Congo	Wolframite (tungsten ore)	X	X
Dominican Republic	Baked Goods	X
Dominican Republic	Coffee	X
Dominican Republic	Rice	X
Dominican Republic	Sugarcane	X	X
Dominican Republic	Tomatoes	X
Ecuador	Bananas	X
Ecuador	Bricks	X
Ecuador	Flowers	X
Ecuador	Gold	X
Egypt	Cotton	X
Egypt	Stones (limestone)	X
El Salvador	Coffee	X
El Salvador	Fireworks	X
El Salvador	Shellfish	X
El Salvador	Sugarcane	X
Ethiopia	Cattle	X
Ethiopia	Gold	X
Ethiopia	Textiles (hand-woven)	X	X
Ghana	Cocoa	X
Ghana	Fish	X	X
Ghana	Gold	X
Ghana	Tilapia (fish)	X	X
Guatemala	Broccoli	X
Guatemala	Coffee	X
Guatemala	Corn	X
Guatemala	Fireworks	X
Guatemala	Gravel (crushed stones)	X
Guatemala	Sugarcane	X
Guinea	Cashews	X
Guinea	Cocoa	X
Guinea	Coffee	X
Guinea	Diamonds	X
Guinea	Gold	X
Honduras	Coffee	X
Honduras	Lobsters	X
Honduras	Melons	X
India	Bidis (hand-rolled cigarettes)	X
India	Brassware	X
India	Bricks	X	X
India	Carpets	X	X
India	Cotton	X
India	Cottonseed (hybrid)	X	X
India	Embellished Textiles	X	X
India	Fireworks	X
India	Footwear	X
India	Garments	X	X
India	Gems	X
India	Glass Bangles	X
India	Incense (agarbatti)	X
India	Leather Goods/Accessories	X
India	Locks	X
India	Matches	X
India	Rice	X	X
India	Silk Fabric	X
India	Silk Thread	X
India	Soccer Balls	X
India	Stones	X	X
India	Sugarcane	X
India	Thread/Yarn	X
Indonesia	Fish	X	X
Indonesia	Footwear (sandals)	X
Indonesia	Gold	X
Indonesia	Oil (palm)	X
Indonesia	Rubber	X
Indonesia	Tin	X
Indonesia	Tobacco	X
Iran	Bricks	X
Iran	Carpets	X
Kazakhstan	Cotton	X	X
Kenya	Coffee	X
Kenya	Fish	X
Kenya	Miraa (stimulant plant)	X
Kenya	Rice	X
Kenya	Sand	X
Kenya	Sisal	X
Kenya	Sugarcane	X
Kenya	Tea	X
Kenya	Tobacco	X
Kyrgyz Republic	Cotton	X
Kyrgyz Republic	Tobacco	X
Lebanon	Potatoes	X
Lebanon	Tobacco	X
Lesotho	Cattle	X
Liberia	Diamonds	X
Liberia	Rubber	X
Madagascar	Sapphires	X
Madagascar	Stones	X
Madagascar	Vanilla	X
Malawi	Tea	X
Malawi	Tobacco	X	X
Malaysia	Electronics		X
Malaysia	Garments		X
Malaysia	Oil (palm)	X	X
Mali	Cotton	X
Mali	Gold	X
Mali	Rice	X	X
Mauritania	Cattle	X
Mauritania	Goats	X
Mexico	Beans (green beans)	X
Mexico	Chile Peppers	X
Mexico	Coffee	X
Mexico	Cucumbers	X
Mexico	Eggplants	X
Mexico	Melons	X
Mexico	Onions	X
Mexico	Pornography	X
Mexico	Sugarcane	X
Mexico	Tobacco	X
Mexico	Tomatoes	X
Mongolia	Coal	X
Mongolia	Fluorspar (mineral)	X
Mongolia	Gold	X
Mozambique	Tobacco	X
Namibia	Cattle	X
Nepal	Bricks	X	X
Nepal	Carpets	X	X
Nepal	Embellished Textiles	X	X
Nepal	Stones	X	X
Nicaragua	Bananas	X
Nicaragua	Coffee	X
Nicaragua	Gold	X
Nicaragua	Gravel (crushed stones)	X
Nicaragua	Shellfish	X
Nicaragua	Stones (pumice)	X
Nicaragua	Tobacco	X
Niger	Cattle		X
Niger	Gold	X
Niger	Gypsum (mineral)	X
Niger	Salt	X
Niger	Trona (mineral)	X

Showing first 256 rows; editing disabled

Gross Domestic Product by Country

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2016	2017	2018	2019	2020	country
18.395	19.29	20.604	22.297	24.222	Afghanistan
12.144	12.876	13.764	14.813	15.997	Albania
168.31799999999996	178.43099999999995	184.189	189.297	195.367	Algeria
91.939	102.315	108.588	114.449	120.822	Angola
1.3030000000000002	1.358	1.429	1.505	1.585	Antigua and Barbuda
541.748	594.975	651.335	709.466	773.445	Argentina
10.754	11.159	11.799	12.512	13.254	Armenia
1256.64	1343.608	1413.808	1493.884	1574.192	Australia
387.299	401.138	414.848	429.948	446.11300000000006	Austria
35.686	38.541	40.083	42.087	43.77	Azerbaijan
9.047	9.345	9.729	10.095	10.54	The Bahamas
31.823	33.918	35.703	37.292	39.025	Bahrain
226.76	246.166	268.611	293.252	319.237	Bangladesh
4.473	4.64	4.853	5.083	5.327000000000001	Barbados
48.12600000000001	49.52	51.533	53.582	56.01	Belarus
470.179	488.694	505.629	523.766	543.065	Belgium
1.77	1.855	1.939	2.014	2.09	Belize
8.93	9.605	10.347	11.195	12.065	Benin
2.085	2.251	2.55	2.965	3.293	Bhutan
35.699	39.795	43.37300000000001	47.209	51.19300000000001	Bolivia
16.532	17.329	18.286	19.402	20.725	Bosnia and Herzegovina
10.948	11.048	11.772	12.728	13.324000000000002	Botswana
1769.601	1953.861	2028.923	2118.323	2213.76	Brazil
10.458	11.82	12.527	14.31	16.553	Brunei Darussalam
50.44600000000001	52.667	55.125	57.942	61.087	Bulgaria
12.005999999999998	13.092	14.192	15.451	16.817999999999998	Burkina Faso
2.742	2.6	2.644	2.899	3.034	Burundi
1.6840000000000002	1.779	1.898	2.033	2.1830000000000003	Cabo Verde
19.368	20.937	22.743	24.733	26.834	Cambodia
30.87	33.118	35.41	37.819	40.547	Cameroon
1532.3429999999996	1627.303	1700.484	1776.816	1855.696	Canada
1.7819999999999998	2.003	2.248	2.521	2.8360000000000003	Central African Republic
10.441	11.579	12.408	14.117	15.118	Chad
234.903	242.641	253.973	266.55	280.483	Chile
11391.619	12361.737	13576.047	14917.957	16458.029	China
274.135	300.988	325.195	352.059	380.615	Colombia
0.622	0.657	0.7	0.75	0.8059999999999999	Comoros
39.82	41.889	44.753	47.864	51.18899999999999	Democratic Republic of the Congo
8.834	10.271	11.035	11.701	12.36	Republic of Congo
57.68899999999999	61.534	65.872	70.357	75.227	Costa Rica
34.649	38.396	42.424	46.769	51.54600000000001	Côte d'Ivoire
49.855	51.473	53.525	56.04	58.857	Croatia
19.931	20.525	21.419	22.456	23.456	Cyprus
193.535	201.107	204.885	206.742	208.717	Czech Republic
302.571	314.766	326.813	340.995	356.532	Denmark
1.894	2.0980000000000003	2.323	2.56	2.795	Djibouti
0.524	0.5479999999999999	0.573	0.599	0.626	Dominica
71.457	75.395	79.553	83.94	88.569	Dominican Republic
99.118	98.107	97.167	97.428	97.156	Ecuador
26.61	27.659	28.924	30.222	31.532	El Salvador
11.638	11.483	11.552	11.74	11.998	Equatorial Guinea
5.352	6.05	6.856	7.766	8.137	Eritrea
23.476	24.609	25.9	27.376	29.059	Estonia
69.218	76.907	84.00399999999998	91.363	99.543	Ethiopia
4.556	4.789	5.035	5.277	5.5310000000000015	Fiji
239.186	247.91	256.238	266.588	278.261	Finland
2488.284	2570.023	2649.551	2741.357	2850.668	France
14.563	15.916	17.241	18.689	20.255	Gabon
0.8859999999999999	0.836	0.8909999999999999	0.952	1.018	The Gambia
14.463	15.713	17.214000000000002	18.724	20.344	Georgia
3494.898	3618.621	3736.315	3866.652	4007.765	Germany
42.761	46.61	51.293	55.807	60.17100000000001	Ghana
195.878	204.941	214.725	225.331	236.538	Greece
1.028	1.09	1.146	1.202	1.263	Grenada
68.389	71.984	76.817	82.022	87.493	Guatemala
6.754	6.904	7.307	7.771	8.318	Guinea
1.168	1.239	1.332	1.439	1.556	Guinea-Bissau
3.4560000000000004	3.691	3.86	4.056	4.247	Guyana
8.259	7.8370000000000015	7.9620000000000015	8.243	8.656	Haiti
20.93	21.406	22.065	22.794	23.547	Honduras
316.07	326.399	343.152	360.971	379.74300000000005	Hong Kong SAR
117.065	117.993	123.502	129.819	135.14	Hungary
19.444000000000006	21.393	22.753	23.953000000000007	24.815	Iceland
2250.987	2457.748	2695.183	2981.818	3297.453	India
940.953	1014.867	1096.902	1177.568	1273.809	Indonesia
412.304	438.334	471.145	505.836	544.904	Islamic Republic of Iran
156.32299999999995	173.58900000000003	184.197	196.037	210.197	Iraq
307.9170000000001	325.831	342.849	360.55800000000005	379.867	Ireland
311.7390000000001	327.63	341.978	357.915	374.164	Israel
1852.499	1895.318	1941.899	1991.147	2045.978	Italy
13.779000000000002	14.562	15.329	16.13	16.993	Jamaica
4730.3	5106.259	5230.423	5395.573	5506.436	Japan
39.453	41.692	44.337	47.26300000000001	50.383	Jordan
128.109	148.292	163.566	178.145	197.116	Kazakhstan
69.17	74.74	81.215	88.26700000000002	95.476	Kenya
0.166	0.17600000000000002	0.182	0.188	0.193	Kiribati
1404.3829999999996	1521.0	1591.3010000000004	1668.97	1746.814	Korea
6.56	6.898	7.305	7.754	8.26	Kosovo
110.455	124.869	134.313	143.52100000000004	154.071	Kuwait
5.794	6.24	6.7429999999999986	7.2029999999999985	7.732	Kyrgyz Republic
13.761	14.811	15.970999999999998	17.215999999999998	18.516	Lao P.D.R.
27.945	29.636	31.509	33.594	35.88	Latvia
51.815	53.36600000000001	55.624	58.323	61.085	Lebanon
1.806	1.91	2.027	2.119	2.218	Lesotho
2.168	2.335	2.553	2.7880000000000003	3.045	Liberia
39.389	51.408	60.75	72.146	87.98700000000002	Libya
42.776	44.937	47.655	50.747	54.112	Lithuania
60.984	64.512	68.223	72.20100000000002	76.485	Luxembourg
44.066	44.968	45.82	47.306	49.403	Macao SAR
10.492	11.105	11.735	12.466	13.327	FYR Macedonia
9.74	10.372	11.021	11.817	12.668	Madagascar
5.474	6.364	6.722	7.121	7.604	Malawi
302.748	336.30300000000005	376.682	422.591	472.69	Malaysia
3.27	3.491	3.755	4.049	4.378	Maldives
14.103	15.172	15.995	16.951	18.123	Mali
10.463	11.151	11.798	12.542	13.339	Malta
0.188	0.193	0.199	0.204	0.211	Marshall Islands
4.718	4.791	4.807	4.9510000000000005	5.249	Mauritania
11.74	12.476	13.171	13.972	14.831	Mauritius
1063.606	1124.316	1182.511	1250.764	1324.5179999999998	Mexico
0.325	0.332	0.34	0.35	0.358	Micronesia
6.65	7.034	7.362999999999999	7.832999999999998	8.309	Moldova
11.164	11.185	11.746	12.601	13.81	Mongolia
4.242	4.455	4.648	4.947	5.23	Montenegro
104.908	111.085	116.997	124.575	132.976	Morocco
12.045	11.445	12.745	14.068	15.544	Mozambique
68.277	75.745	83.935	92.775	102.453	Myanmar
10.183	10.905	11.65	12.444	13.309	Namibia
21.154	23.824	25.936	28.175	30.542	Nepal
769.93	799.847	828.4680000000002	860.0	893.2489999999998	Netherlands
179.359	192.816	202.379	212.936	224.908	New Zealand
13.413	14.294	15.241	16.215	17.25	Nicaragua
7.566	8.141	8.78	9.69	10.517	Niger
415.08	413.685	443.932	459.11300000000006	482.716	Nigeria
376.268	392.708	405.726	419.35	432.002	Norway
59.675	65.796	70.249	73.46300000000002	77.109	Oman
0.29600000000000004	0.319	0.341	0.362	0.38	Palau
55.227	59.307	64.183	69.59100000000001	75.313	Panama
19.915	20.762	21.626	23.01	24.615	Papua New Guinea
27.323	28.581	30.248	32.053000000000004	33.995	Paraguay
180.291	192.61900000000003	204.857	217.226	230.374	Peru
311.687	348.593	389.484	435.905	487.989	Philippines
467.35	488.423	517.149	548.511	582.712	Poland
205.86	213.001	219.604	227.0	235.232	Portugal
100.852	100.467	100.081	100.3	100.676	Puerto Rico
156.595	170.79	189.114	203.053	215.721	Qatar
186.514	197.004	210.1	224.235	239.553	Romania
1267.754	1442.406	1530.246	1610.1370000000004	1698.192	Russia
8.341000000000001	8.568999999999999	8.941	9.59	10.482	Rwanda
0.8759999999999999	0.899	0.934	0.966	1.003	Samoa
1.556	1.6030000000000002	1.65	1.7	1.756	San Marino
0.35100000000000003	0.375	0.403	0.4370000000000001	0.478	São Tomé and Príncipe
637.785	689.0039999999998	740.2180000000002	777.819	816.567	Saudi Arabia
14.87	16.172	17.633	19.332	21.222	Senegal
37.755	39.541	42.139	45.135	48.605	Serbia
1.419	1.493	1.585	1.668	1.765	Seychelles
4.289	4.444	4.757	5.117	5.5120000000000005	Sierra Leone
296.642	311.282	322.706	334.713	347.0730000000001	Singapore
90.263	94.76	100.058	106.121	112.874	Slovak Republic
44.122	45.917	47.565	49.621	51.837	Slovenia
1.218	1.274	1.338	1.413	1.4980000000000002	Solomon Islands
280.367	288.199	298.3590000000001	311.249	325.077	South Africa
2.628	3.618	4.2860000000000005	4.685	5.3420000000000005	South Sudan
1252.163	1302.95	1348.509	1400.4160000000004	1456.6229999999996	Spain
82.23899999999998	87.626	94.898	102.329	110.551	Sri Lanka
0.955	1.006	1.062	1.117	1.173	St. Kitts and Nevis
1.439	1.513	1.587	1.661	1.7380000000000002	St. Lucia
0.7659999999999999	0.797	0.83	0.865	0.904	St. Vincent and the Grenadines
94.297	112.519	130.14600000000002	149.697	172.828	Sudan
4.137	4.442	4.802	5.061	5.2570000000000014	Suriname
3.43	3.494	3.548	3.61	3.685	Swaziland
517.44	532.356	546.394	564.711	581.572	Sweden
662.4830000000002	684.3860000000002	702.235	722.322	744.784	Switzerland
519.149	535.543	549.112	567.754	590.364	Taiwan Province of China
6.612	6.848	7.226	7.784	8.443	Tajikistan
46.695	50.475	55.053	59.902	65.065	Tanzania
390.592	403.64	417.385	436.467	457.212	Thailand
2.501	2.672	2.873	2.962	3.096	Timor-Leste
4.52	4.896	5.26	5.636	6.0539999999999985	Togo
0.43	0.446	0.466	0.488	0.509	Tonga
22.809	23.645	25.448	27.093000000000004	28.648000000000003	Trinidad and Tobago
42.38800000000001	41.667	42.053	44.228	46.76600000000001	Tunisia
735.716	769.4739999999998	811.927	860.9910000000001	912.534	Turkey
36.573	39.576	42.153	44.973	48.081	Turkmenistan
0.032	0.034	0.035	0.036000000000000004	0.038	Tuvalu
25.613000000000003	27.643	29.723000000000006	32.06	35.206	Uganda
87.198	95.297	104.897	114.525	125.257	Ukraine
375.022	407.571	434.812	463.416	496.92	United Arab Emirates
2649.893	2609.9120000000007	2709.19	2814.257	2927.636	United Kingdom
18561.934	19377.203	20250.829	21104.77	21926.509	United States
54.374	58.145	61.535	65.275	69.002	Uruguay
66.797	67.139	70.848	74.868	79.38	Uzbekistan
0.773	0.8290000000000001	0.8859999999999999	0.944	1.0	Vanuatu
333.715	314.103	210.164	198.041	192.75	Venezuela
200.493	215.919	234.189	254.324	275.762	Vietnam
31.326	37.307	41.797	45.333	49.041	Yemen
20.574	20.916	22.207	24.112	26.2	Zambia
14.193	14.556	15.025	15.525	16.072	Zimbabwe

Selected Year of Analysis

These results are highly dependent on the datasets and thus should be interpreted with care.

Charts

Percent of Countries with Child Labor

Percent of Countries with Child Labor in More Than One Product

Percent of Countries with Forced Labor

Percent of Countries with Forced Labor in More Than One Product

Relative Frequency of Slave Labor by Industry

Models

If people who are free to work produce better quality products than people who are forced to work, then it is reasonable to assume that countries with more slave labor products will have lower GDP. It might even be possible to estimate a country's GDP solely based on the number of product types made by slave labor.

Slave Labor and GDP

country	slave product type count	gdp
Afghanistan	4	19.29
Angola	1	102.315
Argentina	11	594.975
Azerbaijan	1	38.541
Bangladesh	15	246.166
Belize	3	1.855
Benin	2	9.605
Bolivia	10	39.795
Brazil	16	1953.861
Burkina Faso	3	13.092
Cambodia	12	20.936999999999998
Cameroon	1	33.118
Central African Republic	1	2.003
Chad	1	11.579
China	12	12361.737
Colombia	8	300.988
Costa Rica	2	61.534
Democratic Republic of the Congo	7	41.888999999999996
Dominican Republic	5	75.395
Ecuador	4	98.10700000000001
El Salvador	4	27.659000000000002
Ethiopia	3	76.907
Ghana	4	46.61
Guatemala	6	71.984
Guinea	5	6.904
Honduras	3	21.406
India	22	2457.748
Indonesia	7	1014.867
Kazakhstan	1	148.292
Kenya	9	74.74
Kyrgyz Republic	2	6.24
Lebanon	2	53.36600000000001
Lesotho	1	1.91
Liberia	2	2.335
Madagascar	3	10.372
Malawi	2	6.364
Malaysia	3	336.30300000000005
Mali	3	15.172
Mauritania	2	4.791
Mexico	11	1124.316
Mongolia	3	11.185
Mozambique	1	11.445
Namibia	1	10.905
Nepal	4	23.824
Nicaragua	7	14.294
Niger	5	8.141
Nigeria	6	413.685
Panama	3	59.306999999999995
Paraguay	6	28.581
Peru	7	192.61900000000003
Philippines	13	348.593
Russia	1	1442.406
Rwanda	1	8.568999999999999
Senegal	1	16.172
Sierra Leone	5	4.444
South Sudan	1	3.6180000000000003
Sudan	1	112.51899999999999
Suriname	1	4.442
Tajikistan	1	6.848
Tanzania	8	50.475
Thailand	5	403.64
Turkey	8	769.4739999999997
Turkmenistan	1	39.576
Uganda	12	27.643
Ukraine	2	95.29700000000001
Uzbekistan	2	67.139
Vietnam	16	215.919
Yemen	1	37.306999999999995
Zambia	5	20.916

Spearman Rank Correlation Test

SpearmanrResult(correlation=0.49765061609527217, pvalue=1.3579795834469717e-05)

OLS Regression Test

OLS Regression Results
==============================================================================
Dep. Variable: gdp R-squared: 0.165
Model: OLS Adj. R-squared: 0.153
Method: Least Squares F-statistic: 13.47
Date: Thu, 25 Jan 2018 Prob (F-statistic): 0.000477
Time: 21:45:40 Log-Likelihood: -599.19
No. Observations: 69 AIC: 1200.
Df Residuals: 68 BIC: 1203.
Df Model: 1
Covariance Type: nonrobust
============================================================================================
coef std err t P>|t| [0.025 0.975]
--------------------------------------------------------------------------------------------
slave product type count 94.8349 25.836 3.671 0.000 43.280 146.390
==============================================================================
Omnibus: 140.623 Durbin-Watson: 2.043
Prob(Omnibus): 0.000 Jarque-Bera (JB): 9132.010
Skew: 7.217 Prob(JB): 0.00
Kurtosis: 57.479 Cond. No. 1.00
==============================================================================

Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.

Decision Tree Root Mean Squared Error

1370.1203185807326

Gradient Boosting Root Mean Squared Error

1370.1203185807315

Support Vector Machine Root Mean Squared Error

97.23724610844816

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14.931984901428223

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