Datasets:

cjerzak
/

ImageHeterogeneity

Unnamed: 0 int64 498 6.25k	MERGE_ID int64 20.8M 31.3M	P_02_ID int64 20.8M 31.3M	geo_long_center float64 30.8 34.9	geo_lat_center float64 1.01 3.68	PNAME_VALUE stringlengths 3 17	SNAME_2002 stringlengths 3 17	geolocated_failed bool 2 classes	dist_geolocation float64 122 11.8k ⌀	geo_long float64 30.8 34.9	geo_lat float64 1 3.67
498	20,820,512	20,820,512	33.906079	1.282967	KAKURES	MUKONGORO	false	2,431.21627	33.917851	1.301365
553	21,010,103	21,010,103	33.95525	1.20046	KABELAI	BUTEBO	false	5,464.299556	33.90809	1.214112
556	21,010,205	21,010,205	34.081519	1.141363	PUTTI	KABWANGASI	false	4,012.669317	34.116667	1.133333
559	21,010,303	21,010,303	33.974103	1.216753	KITOIKAWONONI	KAKORO	false	10,477.620315	34.055789	1.169962
562	21,010,302	21,010,302	34.055715	1.178655	KAKORO	KAKORO	false	967.727882	34.055789	1.169962
567	21,010,406	21,010,406	33.837951	1.252358	OPWATETA	KIBALE	true	null	33.837951	1.252358
570	21,010,403	21,010,403	33.753211	1.218712	KIBALE	KIBALE	true	null	33.753211	1.218712
573	21,010,501	21,010,501	33.949034	1.178087	PETETE	PETETE	false	3,961.147745	33.929005	1.148673
576	21,010,505	21,010,505	33.886552	1.154662	SIDANYI	PETETE	true	null	33.886552	1.154662
578	21,020,101	21,020,101	33.888473	1.129376	BULANGIRA	BULANGIRA	false	881.049753	33.88159	1.133286
584	21,020,201	21,020,201	33.751893	1.092548	BUSETA	BUSETA	false	1,047.183312	33.75	1.083333
589	21,020,302	21,020,302	33.793047	1.057908	KIBUKU	KIBUKU	false	1,565.510313	33.799254	1.045287
595	21,020,402	21,020,402	33.881739	1.009876	KADAMA	KADAMA	false	776.523538	33.883335	1.016667
600	21,020,505	21,020,505	33.77367	1.005329	TIRINYI	TIRINYI	false	1,346.920895	33.762401	1.000919
604	21,020,602	21,020,602	33.851698	1.114678	NANKOKOLI	KAGUMU	false	1,071.650481	33.842837	1.110912
606	21,020,704	21,020,704	33.851989	1.032663	KAJOKO	KIRIKA	false	520.080423	33.847332	1.033045
607	21,020,703	21,020,703	33.8397	1.015548	NABISWA	KIRIKA	true	null	33.8397	1.015548
618	21,030,202	21,030,202	33.675214	1.215741	APOPONG	APOPONG	true	null	33.675214	1.215741
622	21,030,405	21,030,405	33.80081	1.284128	NYAKOI	KAMEKE	true	null	33.80081	1.284128
623	21,030,402	21,030,402	33.788199	1.25944	KAMEKE	KAMEKE	true	null	33.788199	1.25944
627	21,030,501	21,030,501	33.602405	1.183125	APAPA	KASODO	false	6,519.54623	33.647648	1.145923
642	21,030,802	21,030,802	33.782455	1.119319	MPONGI	PUTI-PUTI	true	null	33.782455	1.119319
913	20,810,206	20,810,206	34.137064	1.219145	KONGUNGA	KACHUMBALA	false	2,166.912922	34.119636	1.210466
918	20,810,214	20,810,214	34.115475	1.201921	KONGOIDI	KACHUMBALA	false	1,361.889693	34.119115	1.213602
927	20,810,303	20,810,303	33.981015	1.272021	KIDONGOLE	KIDONGOLE	false	1,922.980401	33.96489	1.265814
1,048	30,110,103	30,110,103	31.775586	3.377295	CESIA	ADJUMANI TC	false	863.289319	31.783276	3.376191
1,049	30,110,101	30,110,101	31.802337	3.383316	BIYAYA	ADJUMANI TC	false	649.299822	31.804166	3.377776
1,050	30,110,102	30,110,102	31.791416	3.371827	CENTRAL	ADJUMANI TC	false	1,254.899761	31.782228	3.378381
1,054	30,110,206	30,110,206	31.750928	3.340349	OPENZINZI	ADROPI	false	756.856267	31.753918	3.33424
1,057	30,110,307	30,110,307	31.692313	3.433849	OPEJO	CIFORO	true	null	31.692313	3.433849
1,058	30,110,303	30,110,303	31.679812	3.403446	LOA	CIFORO	true	null	31.679812	3.403446
1,059	30,110,306	30,110,306	31.663517	3.348324	OKANGALI	CIFORO	true	null	31.663517	3.348324
1,062	30,110,304	30,110,304	31.560302	3.07853	MAAJI	CIFORO	true	null	31.560302	3.07853
1,067	30,110,401	30,110,401	31.917953	3.435495	AJUGOPI	DZAIPI	false	2,920.113979	31.939895	3.449931
1,069	30,110,403	30,110,403	31.96628	3.333152	MGBWERE	DZAIPI	true	null	31.96628	3.333152
1,071	30,110,506	30,110,506	31.807619	3.300646	BACERE	OFUA	true	null	31.807619	3.300646
1,073	30,110,502	30,110,502	31.805179	3.194348	ODU	OFUA	true	null	31.805179	3.194348
1,077	30,110,601	30,110,601	31.866275	3.39414	ATABOO CENTRAL	PAKELLE	false	4,244.893933	31.847721	3.360808
1,079	30,110,605	30,110,605	31.890606	3.363305	MELIADERI	PAKELLE	false	2,871.907219	31.865156	3.358819
1,080	30,110,602	30,110,602	31.876681	3.286366	BOROLI	PAKELLE	false	8,889.880629	31.847721	3.360808
1,083	30,210,102	30,210,102	32.752006	2.435021	APACH	ABOKE	false	11,643.224594	32.682838	2.356511
1,084	30,210,105	30,210,105	32.715982	2.426645	OPETA	ABOKE	false	8,633.810412	32.682838	2.356511
1,085	30,210,101	30,210,101	32.665682	2.379548	AKWIRIDID	ABOKE	false	3,196.427709	32.682838	2.356511
1,090	30,210,405	30,210,405	32.702526	2.251278	OKWOR	AYER	true	null	32.702526	2.251278
1,091	30,210,402	30,210,402	32.656851	2.226478	ALEMI	AYER	true	null	32.656851	2.226478
1,094	30,210,507	30,210,507	32.737759	2.164771	OMWARA	BALA	true	null	32.737759	2.164771
1,096	30,220,203	30,220,203	32.75218	2.060101	ALIRA	ADUKU	true	null	32.75218	2.060101
1,099	30,220,204	30,220,204	32.738869	1.970177	ONGOCENG	ADUKU	false	5,721.15949	32.720961	2.018354
1,101	30,220,303	30,220,303	32.659571	1.896207	ATONGTIDI	CHAWENTE	true	null	32.659571	1.896207
1,104	30,220,402	30,220,402	32.722811	2.110287	AGWICIRI	INOMO	false	6,213.341107	32.680013	2.074424
1,105	30,220,403	30,220,403	32.633603	2.109747	AJOK	INOMO	false	6,489.764325	32.680013	2.074424
1,106	30,220,401	30,220,401	32.685443	2.108123	ABEDMOT	INOMO	false	3,799.728751	32.680013	2.074424
1,108	30,220,503	30,220,503	32.755583	1.891024	ANWANGI	NAMBIESO	false	4,644.628837	32.791979	1.870589
1,111	30,230,104	30,230,104	32.45538	1.845886	AYAGO	AKOKORO	true	null	32.45538	1.845886
1,115	30,230,205	30,230,205	32.483934	1.946597	ATOPI	APAC	false	2,235.1306	32.483334	1.966667
1,116	30,230,203	30,230,203	32.606089	1.953036	ATANA	APAC	false	4,534.751635	32.633335	1.983333
1,117	30,230,202	30,230,202	32.540374	1.912065	AKERE	APAC	true	null	32.540374	1.912065
1,118	30,230,301	30,230,301	32.544521	1.974587	EASTERN WARD	APAC TC	true	null	32.544521	1.974587
1,119	30,230,302	30,230,302	32.521062	1.979873	WESTERN WARD	APAC TC	true	null	32.521062	1.979873
1,120	30,230,405	30,230,405	32.587902	2.186683	TEBOKE	CEGERE	true	null	32.587902	2.186683
1,123	30,230,403	30,230,403	32.486656	2.075352	CEGERE	CEGERE	false	3,156.155244	32.5104	2.09087
1,125	30,310,102	30,310,102	30.924121	3.015473	MVARA	ARUA HILL	false	1,009.609995	30.93313	3.01432
1,130	30,320,102	30,320,102	30.826914	3.114106	ANZU	ADUMI	false	7,740.092592	30.796049	3.05178
1,131	30,320,104	30,320,104	30.8296	3.100135	KUBO	ADUMI	false	6,548.611057	30.796049	3.05178
1,141	30,320,201	30,320,201	30.913789	3.118765	ALIBA	AROI	false	1,550.49468	30.9	3.116667
1,153	30,320,402	30,320,402	30.957157	3.079215	EWADRI	MANIBE	false	1,116.434722	30.955364	3.089083
1,154	30,320,408	30,320,408	30.923588	3.086267	ROBU	MANIBE	true	null	30.923588	3.086267
1,156	30,320,401	30,320,401	30.992695	3.073075	ELEKU	MANIBE	true	null	30.992695	3.073075
1,163	30,320,504	30,320,504	30.982447	3.007538	TURU	OLUKO	true	null	30.982447	3.007538
1,166	30,320,501	30,320,501	30.952742	2.999304	AMBEKO	OLUKO	false	194.833409	30.953525	3.000869
1,173	30,320,605	30,320,605	30.888417	3.013756	KOMITE	PAJULU	false	4,074.068869	30.883333	3.05
1,175	30,320,603	30,320,603	30.902746	2.986347	DRIWALA	PAJULU	false	659.719178	30.901067	2.980663
1,179	30,340,103	30,340,103	31.011226	2.683899	OCHEBU	OFFAKA	false	11,461.618794	31.033333	2.583333
1,180	30,340,102	30,340,102	31.01358	2.635285	ELIBU	OFFAKA	false	2,549.002152	31.000268	2.616644
1,181	30,340,101	30,340,101	31.057928	2.622425	ADRAA	OFFAKA	false	2,786.792251	31.033579	2.616502
1,185	30,340,201	30,340,201	31.20607	2.896959	AYAVU	OGOKO	false	3,042.131425	31.178913	2.893613
1,186	30,340,203	30,340,203	31.312982	2.895859	OLALI	OGOKO	false	1,564.116564	31.306979	2.908566
1,199	30,340,402	30,340,402	31.382223	2.954021	AWUVU	RHINO CAMP	false	2,137.293294	31.390789	2.936832
1,204	30,340,504	30,340,504	31.381446	3.071081	ODOI	RIGBO	false	5,155.2186	31.421332	3.047454
1,207	30,340,506	30,340,506	31.391017	3.017976	LUBA	RIGBO	false	4,703.622299	31.421332	3.047454
1,209	30,340,603	30,340,603	31.030546	2.786167	LAURA	ULEPPI	false	1,545.566723	31.03781	2.774329
1,210	30,340,602	30,340,602	31.093155	2.769526	KATIYI	ULEPPI	false	3,294.471743	31.06522	2.759663
1,213	30,370,103	30,370,103	31.07046	2.960622	AYAA	AJIA	false	6,304.673324	31.030643	2.920294
1,234	30,370,404	30,370,404	30.914914	2.958915	ERUBA	VURRA	false	121.759792	30.915913	2.958466
1,407	30,620,303	30,620,303	34.122095	3.02441	KOTIDO NORTH	KOTIDO TC	false	2,346.365855	34.111462	3.006202
1,408	30,620,305	30,620,305	34.108376	3.015657	NARIKAPET	KOTIDO TC	false	1,106.97086	34.111462	3.006202
1,409	30,620,302	30,620,302	34.120391	2.999858	KOTIDO EAST	KOTIDO TC	false	1,218.217856	34.111462	3.006202
1,410	30,620,301	30,620,301	34.112663	3.00892	KOTIDO CENTRAL	KOTIDO TC	false	823.435892	34.110033	3.002005
1,413	30,620,401	30,620,401	34.171305	3.03126	LOOKOROK	NAKAPELIMORU	false	1,054.983919	34.175097	3.022572
1,417	30,620,504	30,620,504	34.206022	2.837821	RIKITAE	PANYANGARA	true	null	34.206022	2.837821
1,419	30,620,604	30,620,604	34.036297	3.165399	LOPUYO	RENGEN	true	null	34.036297	3.165399
1,424	30,720,305	30,720,305	32.82841	2.630487	OTARA	AROMO	true	null	32.82841	2.630487
1,431	30,720,306	30,720,306	32.847737	2.542034	WALELA	AROMO	true	null	32.847737	2.542034
1,437	30,760,106	30,760,106	33.286889	2.57229	OKERE	ADWARI	true	null	33.286889	2.57229
1,438	30,760,103	30,760,103	33.284738	2.505862	OLAROKWON	ADWARI	false	8,656.291413	33.257389	2.43306
1,452	30,820,201	30,820,201	34.585837	2.49222	KOMARET	NADUNGET	false	2,395.28205	34.582601	2.513493
1,455	30,830,101	30,830,101	34.65788	2.53725	BOMA NORTH	NORTHERN DIVISION	true	null	34.65788	2.53725
1,461	30,910,202	30,910,202	31.480589	3.307828	LIWA	GIMARA	true	null	31.480589	3.307828
1,462	30,910,201	30,910,201	31.556954	3.319926	GOPELE	GIMARA	false	8,947.198802	31.55	3.4
1,465	30,910,302	30,910,302	31.6872	3.525436	PALORINYA	ITULA	false	2,562.894049	31.68543	3.502481

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Replication Data for: Image-based Treatment Effect Heterogeneity

Details: UgandaDataProcessed.csv contains individual-level data from the YOP experiment. In the dataset, geo_long and geo_lat refer to the approximate geo-referenced long/lat of experimental units. The variable, geo_long_lat_key, refers to the image key associated with each location. Experimental outcomes are stored in Yobs. Treatment variable is stored in Wobs. See the tutorial for more information.

UgandaGeoKeyMat.csv contains information on keys linking to satellite images for all of Uganda for the transportability analysis.

Geo-referenced satellite images are saved in "./Uganda2000_processed/GeoKey%s_BAND%s.csv", where GeoKey%s denotes the image key associated with each observation and BAND%s refers to one of 3 bands in the satellite imagery.

Paper Reference: Connor T. Jerzak, Fredrik D. Johansson, Adel Daoud Proceedings of the Second Conference on Causal Learning and Reasoning, PMLR 213:531-552, 2023. [PDF] [arXiv]

Code Link: https://github.com/cjerzak/causalimages-software

For more information: PlanetaryCausalInference.org.

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Size of downloaded dataset files:

57.4 kB

Size of the auto-converted Parquet files:

33.6 kB

Number of rows:

422

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Planetary Causal Inference Assets

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