AndreaBozzo/ceres-open-data-index huggingface dataset:
Cameroon: Rainfall Indicators at Subnational Level

This dataset contains dekadal rainfall indicators, computed from Climate Hazards Group InfraRed Precipitation satellite imagery with insitu Station data (CHIRPS) version 2 and the CHIRPS-GEFS short term rainfall forecasts, aggregated by subnational administrative units. 

Included indicators are (for each dekad):

- 10 day rainfall [mm] (`rfh`)  
- rainfall 1-month rolling aggregation [mm] (`r1h`)
- rainfall 3-month rolling aggregation [mm] (`r3h`)
- rainfall long term average [mm] (`rfh_avg`)
- rainfall 1-month rolling aggregation long term average [mm] (`r1h_avg`)
- rainfall 3-month rolling aggregation long term average [mm] (`r3h_avg`)
- rainfall anomaly [%] (`rfq`)
- rainfall 1-month anomaly [%] (`r1q`)
- rainfall 3-month anomaly [%] (`r3q`)

The administrative units used for aggregation are based on WFP data and contain a Pcode reference attributed to each unit. The number of input pixels used to create the aggregates, is provided in the `n_pixels` column. Finally, the `type` column indicates if the value is based on a forecast, a preliminary or a final product.

 Forecasts are issued on the 6th, 16th, and 26th of each month for the upcoming 10-day period (dekad), then updated with improved versions on the 1st, 11th, and 21st. 
Preliminary observations replace the previous dekad’s forecast on the 3rd, 13th, and 23rd, and are later replaced by final observations—published mid-month (13th or 23rd)—covering all three dekads of the prior month. Please find a summary below:

Publication Day: Forecast type, Covers (Dekad) 

- 1st: Updated forecast, 1–10 of the same month  
- 6th: Initial forecast, 11–20 of the same month  
- 11th: Updated forecast, 1–10 of the same month  
- 16th: Initial forecast, 21–end of the same month  
- 21st: Updated forecast, 11–20 of the same month  
- 26th: Initial forecast, 1–10 of the following month

For more on CHIRPS-GEFS forecasts, see: https://www.chc.ucsb.edu/data/chirps-gefs

 For further details, please see the methodology section.

Tags: climate-weather, environment
Organization: WFP - World Food Programme
Burkina Faso: Rainfall Indicators at Subnational Level

This dataset contains dekadal rainfall indicators, computed from Climate Hazards Group InfraRed Precipitation satellite imagery with insitu Station data (CHIRPS) version 2 and the CHIRPS-GEFS short term rainfall forecasts, aggregated by subnational administrative units. 

Included indicators are (for each dekad):

- 10 day rainfall [mm] (`rfh`)  
- rainfall 1-month rolling aggregation [mm] (`r1h`)
- rainfall 3-month rolling aggregation [mm] (`r3h`)
- rainfall long term average [mm] (`rfh_avg`)
- rainfall 1-month rolling aggregation long term average [mm] (`r1h_avg`)
- rainfall 3-month rolling aggregation long term average [mm] (`r3h_avg`)
- rainfall anomaly [%] (`rfq`)
- rainfall 1-month anomaly [%] (`r1q`)
- rainfall 3-month anomaly [%] (`r3q`)

The administrative units used for aggregation are based on WFP data and contain a Pcode reference attributed to each unit. The number of input pixels used to create the aggregates, is provided in the `n_pixels` column. Finally, the `type` column indicates if the value is based on a forecast, a preliminary or a final product.

 Forecasts are issued on the 6th, 16th, and 26th of each month for the upcoming 10-day period (dekad), then updated with improved versions on the 1st, 11th, and 21st. 
Preliminary observations replace the previous dekad’s forecast on the 3rd, 13th, and 23rd, and are later replaced by final observations—published mid-month (13th or 23rd)—covering all three dekads of the prior month. Please find a summary below:

Publication Day: Forecast type, Covers (Dekad) 

- 1st: Updated forecast, 1–10 of the same month  
- 6th: Initial forecast, 11–20 of the same month  
- 11th: Updated forecast, 1–10 of the same month  
- 16th: Initial forecast, 21–end of the same month  
- 21st: Updated forecast, 11–20 of the same month  
- 26th: Initial forecast, 1–10 of the following month

For more on CHIRPS-GEFS forecasts, see: https://www.chc.ucsb.edu/data/chirps-gefs

 For further details, please see the methodology section.

Tags: climate-weather, environment
Organization: WFP - World Food Programme
Botswana: NDVI at Subnational Level

This dataset contains dekadal NDVI indicators computed from NASA's Moderate Resolution Imaging Spectroradiometer (MODIS) collection 6.1 from the Aqua and Terra satellite aggregated by sub-national administrative units.

Included indicators are (for each dekad):

- 10 day NDVI (`vim`)  
- NDVI long term average (`vim_lta`)
- 10 day NDVI anomaly [%] (`viq`)

The administrative units used for aggregation are based on WFP data and contain a Pcode reference attributed to each unit. The number of input pixels used to create the aggregates, is provided in the `n_pixels`column.

Tags: climate-weather, environment
Organization: WFP - World Food Programme
Armenia: Rainfall Indicators at Subnational Level

This dataset contains dekadal rainfall indicators, computed from Climate Hazards Group InfraRed Precipitation satellite imagery with insitu Station data (CHIRPS) version 2 and the CHIRPS-GEFS short term rainfall forecasts, aggregated by subnational administrative units. 

Included indicators are (for each dekad):

- 10 day rainfall [mm] (`rfh`)  
- rainfall 1-month rolling aggregation [mm] (`r1h`)
- rainfall 3-month rolling aggregation [mm] (`r3h`)
- rainfall long term average [mm] (`rfh_avg`)
- rainfall 1-month rolling aggregation long term average [mm] (`r1h_avg`)
- rainfall 3-month rolling aggregation long term average [mm] (`r3h_avg`)
- rainfall anomaly [%] (`rfq`)
- rainfall 1-month anomaly [%] (`r1q`)
- rainfall 3-month anomaly [%] (`r3q`)

The administrative units used for aggregation are based on WFP data and contain a Pcode reference attributed to each unit. The number of input pixels used to create the aggregates, is provided in the `n_pixels` column. Finally, the `type` column indicates if the value is based on a forecast, a preliminary or a final product.

 Forecasts are issued on the 6th, 16th, and 26th of each month for the upcoming 10-day period (dekad), then updated with improved versions on the 1st, 11th, and 21st. 
Preliminary observations replace the previous dekad’s forecast on the 3rd, 13th, and 23rd, and are later replaced by final observations—published mid-month (13th or 23rd)—covering all three dekads of the prior month. Please find a summary below:

Publication Day: Forecast type, Covers (Dekad) 

- 1st: Updated forecast, 1–10 of the same month  
- 6th: Initial forecast, 11–20 of the same month  
- 11th: Updated forecast, 1–10 of the same month  
- 16th: Initial forecast, 21–end of the same month  
- 21st: Updated forecast, 11–20 of the same month  
- 26th: Initial forecast, 1–10 of the following month

For more on CHIRPS-GEFS forecasts, see: https://www.chc.ucsb.edu/data/chirps-gefs

 For further details, please see the methodology section.

Tags: climate-weather, environment
Organization: WFP - World Food Programme
Djibouti: Rainfall Indicators at Subnational Level

This dataset contains dekadal rainfall indicators, computed from Climate Hazards Group InfraRed Precipitation satellite imagery with insitu Station data (CHIRPS) version 2 and the CHIRPS-GEFS short term rainfall forecasts, aggregated by subnational administrative units. 

Included indicators are (for each dekad):

- 10 day rainfall [mm] (`rfh`)  
- rainfall 1-month rolling aggregation [mm] (`r1h`)
- rainfall 3-month rolling aggregation [mm] (`r3h`)
- rainfall long term average [mm] (`rfh_avg`)
- rainfall 1-month rolling aggregation long term average [mm] (`r1h_avg`)
- rainfall 3-month rolling aggregation long term average [mm] (`r3h_avg`)
- rainfall anomaly [%] (`rfq`)
- rainfall 1-month anomaly [%] (`r1q`)
- rainfall 3-month anomaly [%] (`r3q`)

The administrative units used for aggregation are based on WFP data and contain a Pcode reference attributed to each unit. The number of input pixels used to create the aggregates, is provided in the `n_pixels` column. Finally, the `type` column indicates if the value is based on a forecast, a preliminary or a final product.

 Forecasts are issued on the 6th, 16th, and 26th of each month for the upcoming 10-day period (dekad), then updated with improved versions on the 1st, 11th, and 21st. 
Preliminary observations replace the previous dekad’s forecast on the 3rd, 13th, and 23rd, and are later replaced by final observations—published mid-month (13th or 23rd)—covering all three dekads of the prior month. Please find a summary below:

Publication Day: Forecast type, Covers (Dekad) 

- 1st: Updated forecast, 1–10 of the same month  
- 6th: Initial forecast, 11–20 of the same month  
- 11th: Updated forecast, 1–10 of the same month  
- 16th: Initial forecast, 21–end of the same month  
- 21st: Updated forecast, 11–20 of the same month  
- 26th: Initial forecast, 1–10 of the following month

For more on CHIRPS-GEFS forecasts, see: https://www.chc.ucsb.edu/data/chirps-gefs

 For further details, please see the methodology section.

Tags: climate-weather, environment
Organization: WFP - World Food Programme
Benin: Rainfall Indicators at Subnational Level

This dataset contains dekadal rainfall indicators, computed from Climate Hazards Group InfraRed Precipitation satellite imagery with insitu Station data (CHIRPS) version 2 and the CHIRPS-GEFS short term rainfall forecasts, aggregated by subnational administrative units. 

Included indicators are (for each dekad):

- 10 day rainfall [mm] (`rfh`)  
- rainfall 1-month rolling aggregation [mm] (`r1h`)
- rainfall 3-month rolling aggregation [mm] (`r3h`)
- rainfall long term average [mm] (`rfh_avg`)
- rainfall 1-month rolling aggregation long term average [mm] (`r1h_avg`)
- rainfall 3-month rolling aggregation long term average [mm] (`r3h_avg`)
- rainfall anomaly [%] (`rfq`)
- rainfall 1-month anomaly [%] (`r1q`)
- rainfall 3-month anomaly [%] (`r3q`)

The administrative units used for aggregation are based on WFP data and contain a Pcode reference attributed to each unit. The number of input pixels used to create the aggregates, is provided in the `n_pixels` column. Finally, the `type` column indicates if the value is based on a forecast, a preliminary or a final product.

 Forecasts are issued on the 6th, 16th, and 26th of each month for the upcoming 10-day period (dekad), then updated with improved versions on the 1st, 11th, and 21st. 
Preliminary observations replace the previous dekad’s forecast on the 3rd, 13th, and 23rd, and are later replaced by final observations—published mid-month (13th or 23rd)—covering all three dekads of the prior month. Please find a summary below:

Publication Day: Forecast type, Covers (Dekad) 

- 1st: Updated forecast, 1–10 of the same month  
- 6th: Initial forecast, 11–20 of the same month  
- 11th: Updated forecast, 1–10 of the same month  
- 16th: Initial forecast, 21–end of the same month  
- 21st: Updated forecast, 11–20 of the same month  
- 26th: Initial forecast, 1–10 of the following month

For more on CHIRPS-GEFS forecasts, see: https://www.chc.ucsb.edu/data/chirps-gefs

 For further details, please see the methodology section.

Tags: climate-weather, environment
Organization: WFP - World Food Programme
Burkina Faso: NDVI at Subnational Level

This dataset contains dekadal NDVI indicators computed from NASA's Moderate Resolution Imaging Spectroradiometer (MODIS) collection 6.1 from the Aqua and Terra satellite aggregated by sub-national administrative units.

Included indicators are (for each dekad):

- 10 day NDVI (`vim`)  
- NDVI long term average (`vim_lta`)
- 10 day NDVI anomaly [%] (`viq`)

The administrative units used for aggregation are based on WFP data and contain a Pcode reference attributed to each unit. The number of input pixels used to create the aggregates, is provided in the `n_pixels`column.

Tags: climate-weather, environment
Organization: WFP - World Food Programme
Botswana: Rainfall Indicators at Subnational Level

This dataset contains dekadal rainfall indicators, computed from Climate Hazards Group InfraRed Precipitation satellite imagery with insitu Station data (CHIRPS) version 2 and the CHIRPS-GEFS short term rainfall forecasts, aggregated by subnational administrative units. 

Included indicators are (for each dekad):

- 10 day rainfall [mm] (`rfh`)  
- rainfall 1-month rolling aggregation [mm] (`r1h`)
- rainfall 3-month rolling aggregation [mm] (`r3h`)
- rainfall long term average [mm] (`rfh_avg`)
- rainfall 1-month rolling aggregation long term average [mm] (`r1h_avg`)
- rainfall 3-month rolling aggregation long term average [mm] (`r3h_avg`)
- rainfall anomaly [%] (`rfq`)
- rainfall 1-month anomaly [%] (`r1q`)
- rainfall 3-month anomaly [%] (`r3q`)

The administrative units used for aggregation are based on WFP data and contain a Pcode reference attributed to each unit. The number of input pixels used to create the aggregates, is provided in the `n_pixels` column. Finally, the `type` column indicates if the value is based on a forecast, a preliminary or a final product.

 Forecasts are issued on the 6th, 16th, and 26th of each month for the upcoming 10-day period (dekad), then updated with improved versions on the 1st, 11th, and 21st. 
Preliminary observations replace the previous dekad’s forecast on the 3rd, 13th, and 23rd, and are later replaced by final observations—published mid-month (13th or 23rd)—covering all three dekads of the prior month. Please find a summary below:

Publication Day: Forecast type, Covers (Dekad) 

- 1st: Updated forecast, 1–10 of the same month  
- 6th: Initial forecast, 11–20 of the same month  
- 11th: Updated forecast, 1–10 of the same month  
- 16th: Initial forecast, 21–end of the same month  
- 21st: Updated forecast, 11–20 of the same month  
- 26th: Initial forecast, 1–10 of the following month

For more on CHIRPS-GEFS forecasts, see: https://www.chc.ucsb.edu/data/chirps-gefs

 For further details, please see the methodology section.

Tags: climate-weather, environment
Organization: WFP - World Food Programme
Benin: NDVI at Subnational Level

This dataset contains dekadal NDVI indicators computed from NASA's Moderate Resolution Imaging Spectroradiometer (MODIS) collection 6.1 from the Aqua and Terra satellite aggregated by sub-national administrative units.

Included indicators are (for each dekad):

- 10 day NDVI (`vim`)  
- NDVI long term average (`vim_lta`)
- 10 day NDVI anomaly [%] (`viq`)

The administrative units used for aggregation are based on WFP data and contain a Pcode reference attributed to each unit. The number of input pixels used to create the aggregates, is provided in the `n_pixels`column.

Tags: climate-weather, environment
Organization: WFP - World Food Programme
Niger - Subnational Displacement Forecasts

Displacement forecasts for Niger at admin 2 level for the coming three month period based on the AHEAD model.

The files contain three types of values: 'observed' values are drawn from official sources on the numbers of displaced in each area. 'estimated' values are model estimates of how displacement has evolved up until now, based on known values of conflict, food security, etc. 'forecasted' values are model estimates of the next three months from the point of now.

Tags: displacement, forced displacement, forecasting, internally displaced persons-idp
Organization: Danish Refugee Council
Burkina Faso - Subnational Displacement Forecasts

Displacement forecasts for Burkina Faso at admin 2 level for the coming three month period based on the AHEAD model.

The files contain three types of values: 'observed' values are drawn from official sources on the numbers of displaced in each area. 'estimated' values are model estimates of how displacement has evolved up until now, based on known values of conflict, food security, etc. 'forecasted' values are model estimates of the next three months from the point of now.

Tags: displacement, forced displacement, forecasting, internally displaced persons-idp
Organization: Danish Refugee Council
Myanmar (Kachin) - Subnational Displacement Forecasts

Displacement forecasts for Myanmar (Kachin state) at admin 3 level for the coming three month period based on the AHEAD model.

The files contain three types of values: 'observed' values are drawn from official sources on the numbers of displaced in each area. 'estimated' values are model estimates of how displacement has evolved up until now, based on known values of conflict, food security, etc. 'forecasted' values are model estimates of the next three months from the point of now.

Tags: displacement, forced displacement, forecasting, internally displaced persons-idp
Organization: Danish Refugee Council
Ethiopia (Somali) - Subnational Displacement Forecasts

Displacement forecasts for Ethiopia (Somali region) at admin 2 level for the coming three month period based on the AHEAD model.

The files contain three types of values: 'observed' values are drawn from official sources on the numbers of displaced in each area. 'estimated' values are model estimates of how displacement has evolved up until now, based on known values of conflict, food security, etc. 'forecasted' values are model estimates of the next three months from the point of now.

Tags: displacement, forced displacement, forecasting, internally displaced persons-idp
Organization: Danish Refugee Council
Zambia: Response Plan projects

Projects proposed, in progress, or completed as part of the annual Zambia Humanitarian Response Plans (HRPs) or other Humanitarian Programme Cycle plans. The original data is available on https://hpc.tools

**Important:** some projects in Zambia might be missing, and others might not apply specifically to Zambia. See _Caveats_ under the _Additional information_ tab.

Tags: humanitarian response plan-hrp, who is doing what and where-3w-4w-5w
Organization: OCHA Humanitarian Programme Cycle Tools (HPC Tools)
Yemen: Response Plan projects

Projects proposed, in progress, or completed as part of the annual Yemen Humanitarian Response Plans (HRPs) or other Humanitarian Programme Cycle plans. The original data is available on https://hpc.tools

**Important:** some projects in Yemen might be missing, and others might not apply specifically to Yemen. See _Caveats_ under the _Additional information_ tab.

Tags: humanitarian response plan-hrp, who is doing what and where-3w-4w-5w
Organization: OCHA Humanitarian Programme Cycle Tools (HPC Tools)
Saint Vincent and the Grenadines: Response Plan projects

Projects proposed, in progress, or completed as part of the annual Saint Vincent and the Grenadines Humanitarian Response Plans (HRPs) or other Humanitarian Programme Cycle plans. The original data is available on https://hpc.tools

**Important:** some projects in Saint Vincent and the Grenadines might be missing, and others might not apply specifically to Saint Vincent and the Grenadines. See _Caveats_ under the _Additional information_ tab.

Tags: humanitarian response plan-hrp, who is doing what and where-3w-4w-5w
Organization: OCHA Humanitarian Programme Cycle Tools (HPC Tools)
Uruguay: Response Plan projects

Projects proposed, in progress, or completed as part of the annual Uruguay Humanitarian Response Plans (HRPs) or other Humanitarian Programme Cycle plans. The original data is available on https://hpc.tools

**Important:** some projects in Uruguay might be missing, and others might not apply specifically to Uruguay. See _Caveats_ under the _Additional information_ tab.

Tags: humanitarian response plan-hrp, who is doing what and where-3w-4w-5w
Organization: OCHA Humanitarian Programme Cycle Tools (HPC Tools)
Ukraine: Response Plan projects

Projects proposed, in progress, or completed as part of the annual Ukraine Humanitarian Response Plans (HRPs) or other Humanitarian Programme Cycle plans. The original data is available on https://hpc.tools

**Important:** some projects in Ukraine might be missing, and others might not apply specifically to Ukraine. See _Caveats_ under the _Additional information_ tab.

Tags: humanitarian response plan-hrp, who is doing what and where-3w-4w-5w
Organization: OCHA Humanitarian Programme Cycle Tools (HPC Tools)
United Republic of Tanzania: Response Plan projects

Projects proposed, in progress, or completed as part of the annual United Republic of Tanzania Humanitarian Response Plans (HRPs) or other Humanitarian Programme Cycle plans. The original data is available on https://hpc.tools

**Important:** some projects in United Republic of Tanzania might be missing, and others might not apply specifically to United Republic of Tanzania. See _Caveats_ under the _Additional information_ tab.

Tags: humanitarian response plan-hrp, who is doing what and where-3w-4w-5w
Organization: OCHA Humanitarian Programme Cycle Tools (HPC Tools)
Trinidad and Tobago: Response Plan projects

Projects proposed, in progress, or completed as part of the annual Trinidad and Tobago Humanitarian Response Plans (HRPs) or other Humanitarian Programme Cycle plans. The original data is available on https://hpc.tools

**Important:** some projects in Trinidad and Tobago might be missing, and others might not apply specifically to Trinidad and Tobago. See _Caveats_ under the _Additional information_ tab.

Tags: humanitarian response plan-hrp, who is doing what and where-3w-4w-5w
Organization: OCHA Humanitarian Programme Cycle Tools (HPC Tools)
Syrian Arab Republic: Response Plan projects

Projects proposed, in progress, or completed as part of the annual Syrian Arab Republic Humanitarian Response Plans (HRPs) or other Humanitarian Programme Cycle plans. The original data is available on https://hpc.tools

**Important:** some projects in Syrian Arab Republic might be missing, and others might not apply specifically to Syrian Arab Republic. See _Caveats_ under the _Additional information_ tab.

Tags: humanitarian response plan-hrp, who is doing what and where-3w-4w-5w
Organization: OCHA Humanitarian Programme Cycle Tools (HPC Tools)
Somalia: Response Plan projects

Projects proposed, in progress, or completed as part of the annual Somalia Humanitarian Response Plans (HRPs) or other Humanitarian Programme Cycle plans. The original data is available on https://hpc.tools

**Important:** some projects in Somalia might be missing, and others might not apply specifically to Somalia. See _Caveats_ under the _Additional information_ tab.

Tags: humanitarian response plan-hrp, who is doing what and where-3w-4w-5w
Organization: OCHA Humanitarian Programme Cycle Tools (HPC Tools)
El Salvador: Response Plan projects

Projects proposed, in progress, or completed as part of the annual El Salvador Humanitarian Response Plans (HRPs) or other Humanitarian Programme Cycle plans. The original data is available on https://hpc.tools

**Important:** some projects in El Salvador might be missing, and others might not apply specifically to El Salvador. See _Caveats_ under the _Additional information_ tab.

Tags: humanitarian response plan-hrp, who is doing what and where-3w-4w-5w
Organization: OCHA Humanitarian Programme Cycle Tools (HPC Tools)
Rwanda: Response Plan projects

Projects proposed, in progress, or completed as part of the annual Rwanda Humanitarian Response Plans (HRPs) or other Humanitarian Programme Cycle plans. The original data is available on https://hpc.tools

**Important:** some projects in Rwanda might be missing, and others might not apply specifically to Rwanda. See _Caveats_ under the _Additional information_ tab.

Tags: humanitarian response plan-hrp, who is doing what and where-3w-4w-5w
Organization: OCHA Humanitarian Programme Cycle Tools (HPC Tools)