Datasets:

rufatronics
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fieldshift-ng-data

zone stringclasses 3 values	dekad_of_year int64 1 36	variable stringclasses 16 values	mean float64 0 98.7 ⌀	std float64 0 91.4 ⌀	p10 float64 0 78.9 ⌀	p50 float64 0 92.6 ⌀	p90 float64 0 170 ⌀	n_years int64 17 21 ⌀
kano	1	modis_ndvi_has_obs	1	0	1	1	1	21
kano	1	modis_ndvi_mean	0.166737	0.014407	0.14962	0.16414	0.177807	21
kano	1	modis_ndvi_min	0.164268	0.014262	0.147826	0.160507	0.177163	21
kano	1	power_heat_days	0.380952	0.973457	0	0	1	21
kano	1	power_heavy_rain_days	0	0	0	0	0	21
kano	1	power_max_daily_mm	0.652381	2.957664	0	0	0	21
kano	1	power_max_dry_spell_days	9.761905	1.091089	10	10	10	21
kano	1	power_precip_sum_mm	0.959524	4.360569	0	0	0	21
kano	1	power_rain_days	0.095238	0.436436	0	0	0	21
kano	1	power_rh2m_mean_pct	29.172143	9.403998	22.392	25.676	35.865	21
kano	1	power_soil_wetness_root	0.276381	0.057041	0.24	0.255	0.319	21
kano	1	power_soil_wetness_top	0.239	0.077632	0.185	0.21	0.295	21
kano	1	power_solar_mean	19.267524	1.671705	17.047	19.013	21.673	21
kano	1	power_t2m_max_mean_c	29.907952	2.480895	27.228	29.406	33.186	21
kano	1	power_t2m_mean_c	19.97281	1.715023	17.789	19.867	22.054	21
kano	1	power_t2m_min_mean_c	12.053	1.385459	10.575	11.65	14.085	21
kano	2	modis_ndvi_has_obs	0	0	0	0	0	21
kano	2	modis_ndvi_mean	0.164726	0.013321	0.149608	0.163384	0.17628	21
kano	2	modis_ndvi_min	0.162356	0.013608	0.148374	0.159846	0.173219	21
kano	2	power_heat_days	0.952381	1.687489	0	0	4	21
kano	2	power_heavy_rain_days	0	0	0	0	0	21
kano	2	power_max_daily_mm	0	0	0	0	0	21
kano	2	power_max_dry_spell_days	10	0	10	10	10	21
kano	2	power_precip_sum_mm	0	0	0	0	0	21
kano	2	power_rain_days	0	0	0	0	0	21
kano	2	power_rh2m_mean_pct	26.908619	7.517273	20.374	25.941	32.724	21
kano	2	power_soil_wetness_root	0.269905	0.051643	0.24	0.25	0.308	21
kano	2	power_soil_wetness_top	0.227714	0.068936	0.177	0.208	0.279	21
kano	2	power_solar_mean	20.057952	1.160019	18.683	20.179	21.398	21
kano	2	power_t2m_max_mean_c	30.585905	2.408608	27.177	30.889	33.656	21
kano	2	power_t2m_mean_c	20.117238	2.173377	17.094	20.009	23.327	21
kano	2	power_t2m_min_mean_c	11.770286	2.085053	9.465	11.334	15.116	21
kano	3	modis_ndvi_has_obs	1	0	1	1	1	21
kano	3	modis_ndvi_mean	0.161285	0.014188	0.146051	0.163762	0.178347	21
kano	3	modis_ndvi_min	0.158853	0.014325	0.143187	0.160951	0.175233	21
kano	3	power_heat_days	3.047619	3.057388	0	2	7	21
kano	3	power_heavy_rain_days	0	0	0	0	0	21
kano	3	power_max_daily_mm	0.004286	0.013628	0	0	0	21
kano	3	power_max_dry_spell_days	11	0	11	11	11	21
kano	3	power_precip_sum_mm	0.004286	0.013628	0	0	0	21
kano	3	power_rain_days	0	0	0	0	0	21
kano	3	power_rh2m_mean_pct	24.325628	6.809797	19.039091	21.594545	29.648182	21
kano	3	power_soil_wetness_root	0.262251	0.046536	0.23	0.245455	0.298182	21
kano	3	power_soil_wetness_top	0.214589	0.062861	0.170909	0.191818	0.264545	21
kano	3	power_solar_mean	20.715541	1.071716	19.515455	20.818182	22.246364	21
kano	3	power_t2m_max_mean_c	32.263333	3.255319	27.498182	33.010909	35.496364	21
kano	3	power_t2m_mean_c	21.791429	2.883772	18.301818	22.591818	25.007273	21
kano	3	power_t2m_min_mean_c	13.292294	2.633991	10.675455	13.575455	17.016364	21
kano	4	modis_ndvi_has_obs	1	0	1	1	1	21
kano	4	modis_ndvi_mean	0.156398	0.014545	0.142464	0.155828	0.170411	21
kano	4	modis_ndvi_min	0.153938	0.014928	0.138744	0.153494	0.168031	21
kano	4	power_heat_days	3.047619	3.570381	0	2	8	21
kano	4	power_heavy_rain_days	0	0	0	0	0	21
kano	4	power_max_daily_mm	0.020476	0.067858	0	0	0	21
kano	4	power_max_dry_spell_days	10	0	10	10	10	21
kano	4	power_precip_sum_mm	0.020476	0.067858	0	0	0	21
kano	4	power_rain_days	0	0	0	0	0	21
kano	4	power_rh2m_mean_pct	21.909524	6.235366	16.489	20.164	27.761	21
kano	4	power_soil_wetness_root	0.255667	0.041778	0.23	0.24	0.289	21
kano	4	power_soil_wetness_top	0.202333	0.05762	0.166	0.178	0.247	21
kano	4	power_solar_mean	21.304286	1.014306	20.411	21.089	22.693	21
kano	4	power_t2m_max_mean_c	33.544714	2.529401	30.903	33.528	36.34	21
kano	4	power_t2m_mean_c	22.855286	2.247042	20.796	23.32	25.108	21
kano	4	power_t2m_min_mean_c	14.141286	2.203037	11.567	14.233	16.376	21
kano	5	modis_ndvi_has_obs	0	0	0	0	0	21
kano	5	modis_ndvi_mean	0.153291	0.012444	0.141807	0.150848	0.167655	21
kano	5	modis_ndvi_min	0.150728	0.013777	0.139177	0.148255	0.165691	21
kano	5	power_heat_days	4.47619	3.655394	0	5	10	21
kano	5	power_heavy_rain_days	0	0	0	0	0	21
kano	5	power_max_daily_mm	0.000476	0.002182	0	0	0	21
kano	5	power_max_dry_spell_days	10	0	10	10	10	21
kano	5	power_precip_sum_mm	0.000476	0.002182	0	0	0	21
kano	5	power_rain_days	0	0	0	0	0	21
kano	5	power_rh2m_mean_pct	19.833381	5.192889	15.892	18.754	22.906	21
kano	5	power_soil_wetness_root	0.249238	0.037999	0.224	0.234	0.28	21
kano	5	power_soil_wetness_top	0.191143	0.050364	0.159	0.172	0.23	21
kano	5	power_solar_mean	21.55119	1.145189	20.233	21.986	23.029	21
kano	5	power_t2m_max_mean_c	34.131048	2.494774	30.959	34.059	36.833	21
kano	5	power_t2m_mean_c	23.695381	2.326211	20.982	23.013	26.437	21
kano	5	power_t2m_min_mean_c	15.099857	2.264481	12.299	14.575	17.957	21
kano	6	modis_ndvi_has_obs	1	0	1	1	1	21
kano	6	modis_ndvi_mean	0.151666	0.010719	0.141255	0.148328	0.165283	21
kano	6	modis_ndvi_min	0.149962	0.011068	0.13901	0.147094	0.164755	21
kano	6	power_heat_days	5.190476	2.768015	1	6	8	21
kano	6	power_heavy_rain_days	0	0	0	0	0	21
kano	6	power_max_daily_mm	0.302857	1.353622	0	0	0.05	21
kano	6	power_max_dry_spell_days	8.095238	0.624881	8	8	9	21
kano	6	power_precip_sum_mm	0.352381	1.566955	0	0	0.06	21
kano	6	power_rain_days	0.047619	0.218218	0	0	0	21
kano	6	power_rh2m_mean_pct	21.456019	5.826003	15.365	21.061111	26.295	21
kano	6	power_soil_wetness_root	0.244048	0.034211	0.22	0.23	0.2725	21
kano	6	power_soil_wetness_top	0.186257	0.043351	0.1525	0.175556	0.22	21
kano	6	power_solar_mean	21.199332	1.273614	19.697778	20.77125	23.29125	21
kano	6	power_t2m_max_mean_c	36.043651	2.066012	33.585556	36.253333	39.2025	21
kano	6	power_t2m_mean_c	25.996184	2.347143	23.111111	26.35625	28.7525	21
kano	6	power_t2m_min_mean_c	17.624478	2.695436	14.5575	18.16375	20.79125	21
kano	7	modis_ndvi_has_obs	0	0	0	0	0	21
kano	7	modis_ndvi_mean	0.148938	0.010648	0.140209	0.1479	0.16346	21
kano	7	modis_ndvi_min	0.146597	0.011537	0.135257	0.145791	0.1624	21
kano	7	power_heat_days	8.809524	2.088517	7	10	10	21

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FieldShift NG harmonized NASA data (private)

One row per zone and 10-day dekad (1-10, 11-20, 21-end of month).

dekad_harmonized.parquet / .csv: wide table, one column per variable
dekad_long_tagged.parquet: every value with its source and unit
climatology_dekad.parquet: per-zone mean, std, p10, p50, p90 for each dekad of the year
terrain.json: SRTM elevation, slope, relief and relative position per zone
manifest.json: sources, units, thresholds, stage status, validation, coverage, limitations
zones.json: zone coordinates

Sources: NASA POWER (AG), NASA GPM IMERG Final V07 (GPM_3IMERGDF), MODIS MOD13Q1 v061 via the ORNL DAAC TESViS Web Service, NASA SRTMGL1 v003. Cite each dataset according to its own landing page. Missing values stay missing. Read manifest.json before using the data.

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