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This page lists data packages containing national-level datasets (produced by Trends.Earth), following accepted best practices for calculating the UNCCD Indicators for land degradation and drought vulnerability and exposure.

These zipfiles are designed to be imported directly into Trends.Earth, and may be useful to countries reporting to the UNCCD on Strategic Objectives 1, 2, and 3 (including SDG Indicator 15.3.1). Global datasets are also available as Cloud-optimized GeoTIFFs (COGs) and as Google Earth Engine assets. See the Trends.Earth SDG Indicator 15.3.1 Datasets page on Zenodo for more details on these datasets.

The methods used to produce the estimates of land degradation in these files are consistent with Version 2.0 of the Good Practice Guidance for SDG Indicator 15.3.1. Calculations of land condition are consistent with the addendum to that guidance. Calculations of drought vulnerability and exposure are consistent with the Good Practice Guidance for National Reporting on UNCCD Strategic Objective 3.

This site and the products of Trends.Earth are made available under the terms of the Creative Commons Attribution 4.0 International License (CC BY 4.0). The boundaries and names used, and the designations used, do not imply official endorsement or acceptance by Conservation International Foundation, or its partner organizations and contributors.

The below packages use data from geoBoundaries to define country borders. These boundaries are made available by geoBoundaries under the CC BY 4.0 license.

SDG Indicator 15.3.1 (UNCCD Strategic Objectives 1 and 2)

The below datasets can be used to support assessing SDG Indicator 15.3.1, and include indicators of change in land productivity dynamics (LPD), land cover, and soil organic carbon. These datasets can be used to support reporting on UNCCD Strategic Objectives 1 and 2. Note that there are three different LPD datasets available (from the default Trends.Earth method, from FAO-WOCAT, and from JRC).

Country	SDG 15.3.1 using Trends.Earth LPD	SDG 15.3.1 using FAO-WOCAT LPD	SDG 15.3.1 using JRC LPD
ABW	ABW (Trends.Earth LPD)	ABW (FAO-WOCAT LPD)	ABW (JRC LPD)
AFG	AFG (Trends.Earth LPD)	AFG (FAO-WOCAT LPD)	AFG (JRC LPD)
AGO	AGO (Trends.Earth LPD)	AGO (FAO-WOCAT LPD)	AGO (JRC LPD)
AIA	AIA (Trends.Earth LPD)	AIA (FAO-WOCAT LPD)	AIA (JRC LPD)
ALB	ALB (Trends.Earth LPD)	ALB (FAO-WOCAT LPD)	ALB (JRC LPD)
AND	AND (Trends.Earth LPD)	AND (FAO-WOCAT LPD)	AND (JRC LPD)
ARE	ARE (Trends.Earth LPD)	ARE (FAO-WOCAT LPD)	ARE (JRC LPD)
ARG	ARG (Trends.Earth LPD)	ARG (FAO-WOCAT LPD)	ARG (JRC LPD)
ARM	ARM (Trends.Earth LPD)	ARM (FAO-WOCAT LPD)	ARM (JRC LPD)
ASM	ASM (Trends.Earth LPD)	ASM (FAO-WOCAT LPD)	ASM (JRC LPD)
ATG	ATG (Trends.Earth LPD)	ATG (FAO-WOCAT LPD)	ATG (JRC LPD)
AUS	AUS (Trends.Earth LPD)	AUS (FAO-WOCAT LPD)	AUS (JRC LPD)
AUT	AUT (Trends.Earth LPD)	AUT (FAO-WOCAT LPD)	AUT (JRC LPD)
AZE	AZE (Trends.Earth LPD)	AZE (FAO-WOCAT LPD)	AZE (JRC LPD)
BDI	BDI (Trends.Earth LPD)	BDI (FAO-WOCAT LPD)	BDI (JRC LPD)
BEL	BEL (Trends.Earth LPD)	BEL (FAO-WOCAT LPD)	BEL (JRC LPD)
BEN	BEN (Trends.Earth LPD)	BEN (FAO-WOCAT LPD)	BEN (JRC LPD)
BES	BES (Trends.Earth LPD)	BES (FAO-WOCAT LPD)	BES (JRC LPD)
BFA	BFA (Trends.Earth LPD)	BFA (FAO-WOCAT LPD)	BFA (JRC LPD)
BGD	BGD (Trends.Earth LPD)	BGD (FAO-WOCAT LPD)	BGD (JRC LPD)
BGR	BGR (Trends.Earth LPD)	BGR (FAO-WOCAT LPD)	BGR (JRC LPD)
BHR	BHR (Trends.Earth LPD)	BHR (FAO-WOCAT LPD)	BHR (JRC LPD)
BHS	BHS (Trends.Earth LPD)	BHS (FAO-WOCAT LPD)	BHS (JRC LPD)
BIH	BIH (Trends.Earth LPD)	BIH (FAO-WOCAT LPD)	BIH (JRC LPD)
BLM	BLM (Trends.Earth LPD)	BLM (FAO-WOCAT LPD)	BLM (JRC LPD)
BLR	BLR (Trends.Earth LPD)	BLR (FAO-WOCAT LPD)	BLR (JRC LPD)
BLZ	BLZ (Trends.Earth LPD)	BLZ (FAO-WOCAT LPD)	BLZ (JRC LPD)
BMU	BMU (Trends.Earth LPD)	BMU (FAO-WOCAT LPD)	BMU (JRC LPD)
BOL	BOL (Trends.Earth LPD)	BOL (FAO-WOCAT LPD)	BOL (JRC LPD)
BRA	BRA (Trends.Earth LPD)	BRA (FAO-WOCAT LPD)	BRA (JRC LPD)
BRB	BRB (Trends.Earth LPD)	BRB (FAO-WOCAT LPD)	BRB (JRC LPD)
BRN	BRN (Trends.Earth LPD)	BRN (FAO-WOCAT LPD)	BRN (JRC LPD)
BTN	BTN (Trends.Earth LPD)	BTN (FAO-WOCAT LPD)	BTN (JRC LPD)
BWA	BWA (Trends.Earth LPD)	BWA (FAO-WOCAT LPD)	BWA (JRC LPD)
CAF	CAF (Trends.Earth LPD)	CAF (FAO-WOCAT LPD)	CAF (JRC LPD)
CAN	CAN (Trends.Earth LPD)	CAN (FAO-WOCAT LPD)	CAN (JRC LPD)
CHE	CHE (Trends.Earth LPD)	CHE (FAO-WOCAT LPD)	CHE (JRC LPD)
CHL	CHL (Trends.Earth LPD)	CHL (FAO-WOCAT LPD)	CHL (JRC LPD)
CHN	CHN (Trends.Earth LPD)	CHN (FAO-WOCAT LPD)	CHN (JRC LPD)
CIV	CIV (Trends.Earth LPD)	CIV (FAO-WOCAT LPD)	CIV (JRC LPD)
CMR	CMR (Trends.Earth LPD)	CMR (FAO-WOCAT LPD)	CMR (JRC LPD)
COD	COD (Trends.Earth LPD)	COD (FAO-WOCAT LPD)	COD (JRC LPD)
COG	COG (Trends.Earth LPD)	COG (FAO-WOCAT LPD)	COG (JRC LPD)
COK	COK (Trends.Earth LPD)	COK (FAO-WOCAT LPD)	COK (JRC LPD)
COL	COL (Trends.Earth LPD)	COL (FAO-WOCAT LPD)	COL (JRC LPD)
COM	COM (Trends.Earth LPD)	COM (FAO-WOCAT LPD)	COM (JRC LPD)
CPV	CPV (Trends.Earth LPD)	CPV (FAO-WOCAT LPD)	CPV (JRC LPD)
CRI	CRI (Trends.Earth LPD)	CRI (FAO-WOCAT LPD)	CRI (JRC LPD)
CUB	CUB (Trends.Earth LPD)	CUB (FAO-WOCAT LPD)	CUB (JRC LPD)
CUW	CUW (Trends.Earth LPD)	CUW (FAO-WOCAT LPD)	CUW (JRC LPD)
CYM	CYM (Trends.Earth LPD)	CYM (FAO-WOCAT LPD)	CYM (JRC LPD)
CYP	CYP (Trends.Earth LPD)	CYP (FAO-WOCAT LPD)	CYP (JRC LPD)
CZE	CZE (Trends.Earth LPD)	CZE (FAO-WOCAT LPD)	CZE (JRC LPD)
DEU	DEU (Trends.Earth LPD)	DEU (FAO-WOCAT LPD)	DEU (JRC LPD)
DJI	DJI (Trends.Earth LPD)	DJI (FAO-WOCAT LPD)	DJI (JRC LPD)
DMA	DMA (Trends.Earth LPD)	DMA (FAO-WOCAT LPD)	DMA (JRC LPD)
DNK	DNK (Trends.Earth LPD)	DNK (FAO-WOCAT LPD)	DNK (JRC LPD)
DOM	DOM (Trends.Earth LPD)	DOM (FAO-WOCAT LPD)	DOM (JRC LPD)
DZA	DZA (Trends.Earth LPD)	DZA (FAO-WOCAT LPD)	DZA (JRC LPD)
ECU	ECU (Trends.Earth LPD)	ECU (FAO-WOCAT LPD)	ECU (JRC LPD)
EGY	EGY (Trends.Earth LPD)	EGY (FAO-WOCAT LPD)	EGY (JRC LPD)
ERI	ERI (Trends.Earth LPD)	ERI (FAO-WOCAT LPD)	ERI (JRC LPD)
ESP	ESP (Trends.Earth LPD)	ESP (FAO-WOCAT LPD)	ESP (JRC LPD)
EST	EST (Trends.Earth LPD)	EST (FAO-WOCAT LPD)	EST (JRC LPD)
ETH	ETH (Trends.Earth LPD)	ETH (FAO-WOCAT LPD)	ETH (JRC LPD)
FIN	FIN (Trends.Earth LPD)	FIN (FAO-WOCAT LPD)	FIN (JRC LPD)
FJI	FJI (Trends.Earth LPD)	FJI (FAO-WOCAT LPD)	FJI (JRC LPD)
FLK	FLK (Trends.Earth LPD)	FLK (FAO-WOCAT LPD)	FLK (JRC LPD)
FRA	FRA (Trends.Earth LPD)	FRA (FAO-WOCAT LPD)	FRA (JRC LPD)
FRO	FRO (Trends.Earth LPD)	FRO (FAO-WOCAT LPD)	FRO (JRC LPD)
FSM	FSM (Trends.Earth LPD)	FSM (FAO-WOCAT LPD)	FSM (JRC LPD)
GAB	GAB (Trends.Earth LPD)	GAB (FAO-WOCAT LPD)	GAB (JRC LPD)
GBR	GBR (Trends.Earth LPD)	GBR (FAO-WOCAT LPD)	GBR (JRC LPD)
GEO	GEO (Trends.Earth LPD)	GEO (FAO-WOCAT LPD)	GEO (JRC LPD)
GGY	GGY (Trends.Earth LPD)	GGY (FAO-WOCAT LPD)	GGY (JRC LPD)
GHA	GHA (Trends.Earth LPD)	GHA (FAO-WOCAT LPD)	GHA (JRC LPD)
GIB	GIB (Trends.Earth LPD)	GIB (FAO-WOCAT LPD)	GIB (JRC LPD)
GIN	GIN (Trends.Earth LPD)	GIN (FAO-WOCAT LPD)	GIN (JRC LPD)
GLP	GLP (Trends.Earth LPD)	GLP (FAO-WOCAT LPD)	GLP (JRC LPD)
GMB	GMB (Trends.Earth LPD)	GMB (FAO-WOCAT LPD)	GMB (JRC LPD)
GNB	GNB (Trends.Earth LPD)	GNB (FAO-WOCAT LPD)	GNB (JRC LPD)
GNQ	GNQ (Trends.Earth LPD)	GNQ (FAO-WOCAT LPD)	GNQ (JRC LPD)
GRC	GRC (Trends.Earth LPD)	GRC (FAO-WOCAT LPD)	GRC (JRC LPD)
GRD	GRD (Trends.Earth LPD)	GRD (FAO-WOCAT LPD)	GRD (JRC LPD)
GRL	GRL (Trends.Earth LPD)	GRL (FAO-WOCAT LPD)	GRL (JRC LPD)
GTM	GTM (Trends.Earth LPD)	GTM (FAO-WOCAT LPD)	GTM (JRC LPD)
GUF	GUF (Trends.Earth LPD)	GUF (FAO-WOCAT LPD)	GUF (JRC LPD)
GUM	GUM (Trends.Earth LPD)	GUM (FAO-WOCAT LPD)	GUM (JRC LPD)
GUY	GUY (Trends.Earth LPD)	GUY (FAO-WOCAT LPD)	GUY (JRC LPD)
HND	HND (Trends.Earth LPD)	HND (FAO-WOCAT LPD)	HND (JRC LPD)
HRV	HRV (Trends.Earth LPD)	HRV (FAO-WOCAT LPD)	HRV (JRC LPD)
HTI	HTI (Trends.Earth LPD)	HTI (FAO-WOCAT LPD)	HTI (JRC LPD)
HUN	HUN (Trends.Earth LPD)	HUN (FAO-WOCAT LPD)	HUN (JRC LPD)
IDN	IDN (Trends.Earth LPD)	IDN (FAO-WOCAT LPD)	IDN (JRC LPD)
IMN	IMN (Trends.Earth LPD)	IMN (FAO-WOCAT LPD)	IMN (JRC LPD)
IND	IND (Trends.Earth LPD)	IND (FAO-WOCAT LPD)	IND (JRC LPD)
IRL	IRL (Trends.Earth LPD)	IRL (FAO-WOCAT LPD)	IRL (JRC LPD)
IRN	IRN (Trends.Earth LPD)	IRN (FAO-WOCAT LPD)	IRN (JRC LPD)
IRQ	IRQ (Trends.Earth LPD)	IRQ (FAO-WOCAT LPD)	IRQ (JRC LPD)
ISL	ISL (Trends.Earth LPD)	ISL (FAO-WOCAT LPD)	ISL (JRC LPD)
ISR	ISR (Trends.Earth LPD)	ISR (FAO-WOCAT LPD)	ISR (JRC LPD)
ITA	ITA (Trends.Earth LPD)	ITA (FAO-WOCAT LPD)	ITA (JRC LPD)
JAM	JAM (Trends.Earth LPD)	JAM (FAO-WOCAT LPD)	JAM (JRC LPD)
JOR	JOR (Trends.Earth LPD)	JOR (FAO-WOCAT LPD)	JOR (JRC LPD)
JPN	JPN (Trends.Earth LPD)	JPN (FAO-WOCAT LPD)	JPN (JRC LPD)
KAZ	KAZ (Trends.Earth LPD)	KAZ (FAO-WOCAT LPD)	KAZ (JRC LPD)
KEN	KEN (Trends.Earth LPD)	KEN (FAO-WOCAT LPD)	KEN (JRC LPD)
KGZ	KGZ (Trends.Earth LPD)	KGZ (FAO-WOCAT LPD)	KGZ (JRC LPD)
KHM	KHM (Trends.Earth LPD)	KHM (FAO-WOCAT LPD)	KHM (JRC LPD)
KIR	KIR (Trends.Earth LPD)	KIR (FAO-WOCAT LPD)	KIR (JRC LPD)
KNA	KNA (Trends.Earth LPD)	KNA (FAO-WOCAT LPD)	KNA (JRC LPD)
KOR	KOR (Trends.Earth LPD)	KOR (FAO-WOCAT LPD)	KOR (JRC LPD)
KWT	KWT (Trends.Earth LPD)	KWT (FAO-WOCAT LPD)	KWT (JRC LPD)
LAO	LAO (Trends.Earth LPD)	LAO (FAO-WOCAT LPD)	LAO (JRC LPD)
LBN	LBN (Trends.Earth LPD)	LBN (FAO-WOCAT LPD)	LBN (JRC LPD)
LBR	LBR (Trends.Earth LPD)	LBR (FAO-WOCAT LPD)	LBR (JRC LPD)
LBY	LBY (Trends.Earth LPD)	LBY (FAO-WOCAT LPD)	LBY (JRC LPD)
LCA	LCA (Trends.Earth LPD)	LCA (FAO-WOCAT LPD)	LCA (JRC LPD)
LIE	LIE (Trends.Earth LPD)	LIE (FAO-WOCAT LPD)	LIE (JRC LPD)
LKA	LKA (Trends.Earth LPD)	LKA (FAO-WOCAT LPD)	LKA (JRC LPD)
LSO	LSO (Trends.Earth LPD)	LSO (FAO-WOCAT LPD)	LSO (JRC LPD)
LTU	LTU (Trends.Earth LPD)	LTU (FAO-WOCAT LPD)	LTU (JRC LPD)
LUX	LUX (Trends.Earth LPD)	LUX (FAO-WOCAT LPD)	LUX (JRC LPD)
LVA	LVA (Trends.Earth LPD)	LVA (FAO-WOCAT LPD)	LVA (JRC LPD)
MAR	MAR (Trends.Earth LPD)	MAR (FAO-WOCAT LPD)	MAR (JRC LPD)
MCO	MCO (Trends.Earth LPD)	MCO (FAO-WOCAT LPD)	MCO (JRC LPD)
MDA	MDA (Trends.Earth LPD)	MDA (FAO-WOCAT LPD)	MDA (JRC LPD)
MDG	MDG (Trends.Earth LPD)	MDG (FAO-WOCAT LPD)	MDG (JRC LPD)
MDV	MDV (Trends.Earth LPD)	MDV (FAO-WOCAT LPD)	MDV (JRC LPD)
MEX	MEX (Trends.Earth LPD)	MEX (FAO-WOCAT LPD)	MEX (JRC LPD)
MHL	MHL (Trends.Earth LPD)	MHL (FAO-WOCAT LPD)	MHL (JRC LPD)
MKD	MKD (Trends.Earth LPD)	MKD (FAO-WOCAT LPD)	MKD (JRC LPD)
MLI	MLI (Trends.Earth LPD)	MLI (FAO-WOCAT LPD)	MLI (JRC LPD)
MLT	MLT (Trends.Earth LPD)	MLT (FAO-WOCAT LPD)	MLT (JRC LPD)
MMR	MMR (Trends.Earth LPD)	MMR (FAO-WOCAT LPD)	MMR (JRC LPD)
MNE	MNE (Trends.Earth LPD)	MNE (FAO-WOCAT LPD)	MNE (JRC LPD)
MNG	MNG (Trends.Earth LPD)	MNG (FAO-WOCAT LPD)	MNG (JRC LPD)
MNP	MNP (Trends.Earth LPD)	MNP (FAO-WOCAT LPD)	MNP (JRC LPD)
MOZ	MOZ (Trends.Earth LPD)	MOZ (FAO-WOCAT LPD)	MOZ (JRC LPD)
MRT	MRT (Trends.Earth LPD)	MRT (FAO-WOCAT LPD)	MRT (JRC LPD)
MSR	MSR (Trends.Earth LPD)	MSR (FAO-WOCAT LPD)	MSR (JRC LPD)
MTQ	MTQ (Trends.Earth LPD)	MTQ (FAO-WOCAT LPD)	MTQ (JRC LPD)
MUS	MUS (Trends.Earth LPD)	MUS (FAO-WOCAT LPD)	MUS (JRC LPD)
MWI	MWI (Trends.Earth LPD)	MWI (FAO-WOCAT LPD)	MWI (JRC LPD)
MYS	MYS (Trends.Earth LPD)	MYS (FAO-WOCAT LPD)	MYS (JRC LPD)
MYT	MYT (Trends.Earth LPD)	MYT (FAO-WOCAT LPD)	MYT (JRC LPD)
NAM	NAM (Trends.Earth LPD)	NAM (FAO-WOCAT LPD)	NAM (JRC LPD)
NCL	NCL (Trends.Earth LPD)	NCL (FAO-WOCAT LPD)	NCL (JRC LPD)
NER	NER (Trends.Earth LPD)	NER (FAO-WOCAT LPD)	NER (JRC LPD)
NGA	NGA (Trends.Earth LPD)	NGA (FAO-WOCAT LPD)	NGA (JRC LPD)
NIC	NIC (Trends.Earth LPD)	NIC (FAO-WOCAT LPD)	NIC (JRC LPD)
NIU	NIU (Trends.Earth LPD)	NIU (FAO-WOCAT LPD)	NIU (JRC LPD)
NLD	NLD (Trends.Earth LPD)	NLD (FAO-WOCAT LPD)	NLD (JRC LPD)
NOR	NOR (Trends.Earth LPD)	NOR (FAO-WOCAT LPD)	NOR (JRC LPD)
NPL	NPL (Trends.Earth LPD)	NPL (FAO-WOCAT LPD)	NPL (JRC LPD)
NRU	NRU (Trends.Earth LPD)	NRU (FAO-WOCAT LPD)	NRU (JRC LPD)
NZL	NZL (Trends.Earth LPD)	NZL (FAO-WOCAT LPD)	NZL (JRC LPD)
OMN	OMN (Trends.Earth LPD)	OMN (FAO-WOCAT LPD)	OMN (JRC LPD)
PAK	PAK (Trends.Earth LPD)	PAK (FAO-WOCAT LPD)	PAK (JRC LPD)
PAN	PAN (Trends.Earth LPD)	PAN (FAO-WOCAT LPD)	PAN (JRC LPD)
PCN	PCN (Trends.Earth LPD)	PCN (FAO-WOCAT LPD)	PCN (JRC LPD)
PER	PER (Trends.Earth LPD)	PER (FAO-WOCAT LPD)	PER (JRC LPD)
PHL	PHL (Trends.Earth LPD)	PHL (FAO-WOCAT LPD)	PHL (JRC LPD)
PLW	PLW (Trends.Earth LPD)	PLW (FAO-WOCAT LPD)	PLW (JRC LPD)
PNG	PNG (Trends.Earth LPD)	PNG (FAO-WOCAT LPD)	PNG (JRC LPD)
POL	POL (Trends.Earth LPD)	POL (FAO-WOCAT LPD)	POL (JRC LPD)
PRK	PRK (Trends.Earth LPD)	PRK (FAO-WOCAT LPD)	PRK (JRC LPD)
PRT	PRT (Trends.Earth LPD)	PRT (FAO-WOCAT LPD)	PRT (JRC LPD)
PRY	PRY (Trends.Earth LPD)	PRY (FAO-WOCAT LPD)	PRY (JRC LPD)
PSE	PSE (Trends.Earth LPD)	PSE (FAO-WOCAT LPD)	PSE (JRC LPD)
PYF	PYF (Trends.Earth LPD)	PYF (FAO-WOCAT LPD)	PYF (JRC LPD)
QAT	QAT (Trends.Earth LPD)	QAT (FAO-WOCAT LPD)	QAT (JRC LPD)
REU	REU (Trends.Earth LPD)	REU (FAO-WOCAT LPD)	REU (JRC LPD)
ROU	ROU (Trends.Earth LPD)	ROU (FAO-WOCAT LPD)	ROU (JRC LPD)
RUS	RUS (Trends.Earth LPD)	RUS (FAO-WOCAT LPD)	RUS (JRC LPD)
RWA	RWA (Trends.Earth LPD)	RWA (FAO-WOCAT LPD)	RWA (JRC LPD)
SAU	SAU (Trends.Earth LPD)	SAU (FAO-WOCAT LPD)	SAU (JRC LPD)
SDN	SDN (Trends.Earth LPD)	SDN (FAO-WOCAT LPD)	SDN (JRC LPD)
SEN	SEN (Trends.Earth LPD)	SEN (FAO-WOCAT LPD)	SEN (JRC LPD)
SGP	SGP (Trends.Earth LPD)	SGP (FAO-WOCAT LPD)	SGP (JRC LPD)
SHN	SHN (Trends.Earth LPD)	SHN (FAO-WOCAT LPD)	SHN (JRC LPD)
SLB	SLB (Trends.Earth LPD)	SLB (FAO-WOCAT LPD)	SLB (JRC LPD)
SLE	SLE (Trends.Earth LPD)	SLE (FAO-WOCAT LPD)	SLE (JRC LPD)
SLV	SLV (Trends.Earth LPD)	SLV (FAO-WOCAT LPD)	SLV (JRC LPD)
SMR	SMR (Trends.Earth LPD)	SMR (FAO-WOCAT LPD)	SMR (JRC LPD)
SOM	SOM (Trends.Earth LPD)	SOM (FAO-WOCAT LPD)	SOM (JRC LPD)
SRB	SRB (Trends.Earth LPD)	SRB (FAO-WOCAT LPD)	SRB (JRC LPD)
SSD	SSD (Trends.Earth LPD)	SSD (FAO-WOCAT LPD)	SSD (JRC LPD)
STP	STP (Trends.Earth LPD)	STP (FAO-WOCAT LPD)	STP (JRC LPD)
SUR	SUR (Trends.Earth LPD)	SUR (FAO-WOCAT LPD)	SUR (JRC LPD)
SVK	SVK (Trends.Earth LPD)	SVK (FAO-WOCAT LPD)	SVK (JRC LPD)
SVN	SVN (Trends.Earth LPD)	SVN (FAO-WOCAT LPD)	SVN (JRC LPD)
SWE	SWE (Trends.Earth LPD)	SWE (FAO-WOCAT LPD)	SWE (JRC LPD)
SWZ	SWZ (Trends.Earth LPD)	SWZ (FAO-WOCAT LPD)	SWZ (JRC LPD)
SYC	SYC (Trends.Earth LPD)	SYC (FAO-WOCAT LPD)	SYC (JRC LPD)
SYR	SYR (Trends.Earth LPD)	SYR (FAO-WOCAT LPD)	SYR (JRC LPD)
TCA	TCA (Trends.Earth LPD)	TCA (FAO-WOCAT LPD)	TCA (JRC LPD)
TCD	TCD (Trends.Earth LPD)	TCD (FAO-WOCAT LPD)	TCD (JRC LPD)
TGO	TGO (Trends.Earth LPD)	TGO (FAO-WOCAT LPD)	TGO (JRC LPD)
THA	THA (Trends.Earth LPD)	THA (FAO-WOCAT LPD)	THA (JRC LPD)
TJK	TJK (Trends.Earth LPD)	TJK (FAO-WOCAT LPD)	TJK (JRC LPD)
TKL	TKL (Trends.Earth LPD)	TKL (FAO-WOCAT LPD)	TKL (JRC LPD)
TKM	TKM (Trends.Earth LPD)	TKM (FAO-WOCAT LPD)	TKM (JRC LPD)
TLS	TLS (Trends.Earth LPD)	TLS (FAO-WOCAT LPD)	TLS (JRC LPD)
TON	TON (Trends.Earth LPD)	TON (FAO-WOCAT LPD)	TON (JRC LPD)
TTO	TTO (Trends.Earth LPD)	TTO (FAO-WOCAT LPD)	TTO (JRC LPD)
TUN	TUN (Trends.Earth LPD)	TUN (FAO-WOCAT LPD)	TUN (JRC LPD)
TUR	TUR (Trends.Earth LPD)	TUR (FAO-WOCAT LPD)	TUR (JRC LPD)
TUV	TUV (Trends.Earth LPD)	TUV (FAO-WOCAT LPD)	TUV (JRC LPD)
TWN	TWN (Trends.Earth LPD)	TWN (FAO-WOCAT LPD)	TWN (JRC LPD)
TZA	TZA (Trends.Earth LPD)	TZA (FAO-WOCAT LPD)	TZA (JRC LPD)
UGA	UGA (Trends.Earth LPD)	UGA (FAO-WOCAT LPD)	UGA (JRC LPD)
UKR	UKR (Trends.Earth LPD)	UKR (FAO-WOCAT LPD)	UKR (JRC LPD)
URY	URY (Trends.Earth LPD)	URY (FAO-WOCAT LPD)	URY (JRC LPD)
USA	USA (Trends.Earth LPD)	USA (FAO-WOCAT LPD)	USA (JRC LPD)
UZB	UZB (Trends.Earth LPD)	UZB (FAO-WOCAT LPD)	UZB (JRC LPD)
VAT	VAT (Trends.Earth LPD)	VAT (FAO-WOCAT LPD)	VAT (JRC LPD)
VCT	VCT (Trends.Earth LPD)	VCT (FAO-WOCAT LPD)	VCT (JRC LPD)
VEN	VEN (Trends.Earth LPD)	VEN (FAO-WOCAT LPD)	VEN (JRC LPD)
VGB	VGB (Trends.Earth LPD)	VGB (FAO-WOCAT LPD)	VGB (JRC LPD)
VIR	VIR (Trends.Earth LPD)	VIR (FAO-WOCAT LPD)	VIR (JRC LPD)
VNM	VNM (Trends.Earth LPD)	VNM (FAO-WOCAT LPD)	VNM (JRC LPD)
VUT	VUT (Trends.Earth LPD)	VUT (FAO-WOCAT LPD)	VUT (JRC LPD)
WLF	WLF (Trends.Earth LPD)	WLF (FAO-WOCAT LPD)	WLF (JRC LPD)
WSM	WSM (Trends.Earth LPD)	WSM (FAO-WOCAT LPD)	WSM (JRC LPD)
XKX	XKX (Trends.Earth LPD)	XKX (FAO-WOCAT LPD)	XKX (JRC LPD)
YEM	YEM (Trends.Earth LPD)	YEM (FAO-WOCAT LPD)	YEM (JRC LPD)
ZAF	ZAF (Trends.Earth LPD)	ZAF (FAO-WOCAT LPD)	ZAF (JRC LPD)
ZMB	ZMB (Trends.Earth LPD)	ZMB (FAO-WOCAT LPD)	ZMB (JRC LPD)
ZWE	ZWE (Trends.Earth LPD)	ZWE (FAO-WOCAT LPD)	ZWE (JRC LPD)

Drought hazard, vulnerability and exposure (UNCCD Strategic Objective 3)

The below datasets can be used to support assessing drought hazard, vulnerability, and exposure, and for reporting on UNCCD Strategic Objective 3.

These data are processed in accordance with the Good Practice Guidance for National Reporting on UNCCD Strategic Objective 3. Two variations of the data are provided. Both are based on the Standardized Precipitation Index (SPI) for a 12-month accumulation period. One version uses the Global Multi-Index Drought (GMID) dataset from the UK-CEH, the other uses an SPI dataset derived by the Trends.Earth team from the CHIRPS precipitation dataset.

CHIRPS is a gridded precipitation dataset spanning 50°S-50°N, starting in 1981, that merges in-situ with satellite data to produce a timeseries grid.

Country	Drought indicators (UK-CEH SPI)	Drought indicators (CHIRPS SPI)
ABW	ABW (UK-CEH)	ABW (CHIRPS)
AFG	AFG (UK-CEH)	AFG (CHIRPS)
AGO	AGO (UK-CEH)	AGO (CHIRPS)
AIA	AIA (UK-CEH)	AIA (CHIRPS)
ALB	ALB (UK-CEH)	ALB (CHIRPS)
AND	AND (UK-CEH)	AND (CHIRPS)
ARE	ARE (UK-CEH)	ARE (CHIRPS)
ARG	ARG (UK-CEH)	ARG (CHIRPS)
ARM	ARM (UK-CEH)	ARM (CHIRPS)
ASM	ASM (UK-CEH)	ASM (CHIRPS)
ATG	ATG (UK-CEH)	ATG (CHIRPS)
AUS	AUS (UK-CEH)	AUS (CHIRPS)
AUT	AUT (UK-CEH)	AUT (CHIRPS)
AZE	AZE (UK-CEH)	AZE (CHIRPS)
BDI	BDI (UK-CEH)	BDI (CHIRPS)
BEL	BEL (UK-CEH)	BEL (CHIRPS)
BEN	BEN (UK-CEH)	BEN (CHIRPS)
BES	BES (UK-CEH)	BES (CHIRPS)
BFA	BFA (UK-CEH)	BFA (CHIRPS)
BGD	BGD (UK-CEH)	BGD (CHIRPS)
BGR	BGR (UK-CEH)	BGR (CHIRPS)
BHR	BHR (UK-CEH)	BHR (CHIRPS)
BHS	BHS (UK-CEH)	BHS (CHIRPS)
BIH	BIH (UK-CEH)	BIH (CHIRPS)
BLM	BLM (UK-CEH)	BLM (CHIRPS)
BLR	BLR (UK-CEH)	BLR (CHIRPS)
BLZ	BLZ (UK-CEH)	BLZ (CHIRPS)
BMU	BMU (UK-CEH)	BMU (CHIRPS)
BOL	BOL (UK-CEH)	BOL (CHIRPS)
BRA	BRA (UK-CEH)	BRA (CHIRPS)
BRB	BRB (UK-CEH)	BRB (CHIRPS)
BRN	BRN (UK-CEH)	BRN (CHIRPS)
BTN	BTN (UK-CEH)	BTN (CHIRPS)
BWA	BWA (UK-CEH)	BWA (CHIRPS)
CAF	CAF (UK-CEH)	CAF (CHIRPS)
CAN	CAN (UK-CEH)	CAN (CHIRPS)
CHE	CHE (UK-CEH)	CHE (CHIRPS)
CHL	CHL (UK-CEH)	CHL (CHIRPS)
CHN	CHN (UK-CEH)	CHN (CHIRPS)
CIV	CIV (UK-CEH)	CIV (CHIRPS)
CMR	CMR (UK-CEH)	CMR (CHIRPS)
COD	COD (UK-CEH)	COD (CHIRPS)
COG	COG (UK-CEH)	COG (CHIRPS)
COK	COK (UK-CEH)	COK (CHIRPS)
COL	COL (UK-CEH)	COL (CHIRPS)
COM	COM (UK-CEH)	COM (CHIRPS)
CPV	CPV (UK-CEH)	CPV (CHIRPS)
CRI	CRI (UK-CEH)	CRI (CHIRPS)
CUB	CUB (UK-CEH)	CUB (CHIRPS)
CUW	CUW (UK-CEH)	CUW (CHIRPS)
CYM	CYM (UK-CEH)	CYM (CHIRPS)
CYP	CYP (UK-CEH)	CYP (CHIRPS)
CZE	CZE (UK-CEH)	CZE (CHIRPS)
DEU	DEU (UK-CEH)	DEU (CHIRPS)
DJI	DJI (UK-CEH)	DJI (CHIRPS)
DMA	DMA (UK-CEH)	DMA (CHIRPS)
DNK	DNK (UK-CEH)	DNK (CHIRPS)
DOM	DOM (UK-CEH)	DOM (CHIRPS)
DZA	DZA (UK-CEH)	DZA (CHIRPS)
ECU	ECU (UK-CEH)	ECU (CHIRPS)
EGY	EGY (UK-CEH)	EGY (CHIRPS)
ERI	ERI (UK-CEH)	ERI (CHIRPS)
ESP	ESP (UK-CEH)	ESP (CHIRPS)
EST	EST (UK-CEH)	EST (CHIRPS)
ETH	ETH (UK-CEH)	ETH (CHIRPS)
FIN	FIN (UK-CEH)	FIN (CHIRPS)
FJI	FJI (UK-CEH)	FJI (CHIRPS)
FLK	FLK (UK-CEH)	FLK (CHIRPS)
FRA	FRA (UK-CEH)	FRA (CHIRPS)
FRO	FRO (UK-CEH)	FRO (CHIRPS)
FSM	FSM (UK-CEH)	FSM (CHIRPS)
GAB	GAB (UK-CEH)	GAB (CHIRPS)
GBR	GBR (UK-CEH)	GBR (CHIRPS)
GEO	GEO (UK-CEH)	GEO (CHIRPS)
GGY	GGY (UK-CEH)	GGY (CHIRPS)
GHA	GHA (UK-CEH)	GHA (CHIRPS)
GIB	GIB (UK-CEH)	GIB (CHIRPS)
GIN	GIN (UK-CEH)	GIN (CHIRPS)
GLP	GLP (UK-CEH)	GLP (CHIRPS)
GMB	GMB (UK-CEH)	GMB (CHIRPS)
GNB	GNB (UK-CEH)	GNB (CHIRPS)
GNQ	GNQ (UK-CEH)	GNQ (CHIRPS)
GRC	GRC (UK-CEH)	GRC (CHIRPS)
GRD	GRD (UK-CEH)	GRD (CHIRPS)
GRL	GRL (UK-CEH)	GRL (CHIRPS)
GTM	GTM (UK-CEH)	GTM (CHIRPS)
GUF	GUF (UK-CEH)	GUF (CHIRPS)
GUM	GUM (UK-CEH)	GUM (CHIRPS)
GUY	GUY (UK-CEH)	GUY (CHIRPS)
HND	HND (UK-CEH)	HND (CHIRPS)
HRV	HRV (UK-CEH)	HRV (CHIRPS)
HTI	HTI (UK-CEH)	HTI (CHIRPS)
HUN	HUN (UK-CEH)	HUN (CHIRPS)
IDN	IDN (UK-CEH)	IDN (CHIRPS)
IMN	IMN (UK-CEH)	IMN (CHIRPS)
IND	IND (UK-CEH)	IND (CHIRPS)
IRL	IRL (UK-CEH)	IRL (CHIRPS)
IRN	IRN (UK-CEH)	IRN (CHIRPS)
IRQ	IRQ (UK-CEH)	IRQ (CHIRPS)
ISL	ISL (UK-CEH)	ISL (CHIRPS)
ISR	ISR (UK-CEH)	ISR (CHIRPS)
ITA	ITA (UK-CEH)	ITA (CHIRPS)
JAM	JAM (UK-CEH)	JAM (CHIRPS)
JOR	JOR (UK-CEH)	JOR (CHIRPS)
JPN	JPN (UK-CEH)	JPN (CHIRPS)
KAZ	KAZ (UK-CEH)	KAZ (CHIRPS)
KEN	KEN (UK-CEH)	KEN (CHIRPS)
KGZ	KGZ (UK-CEH)	KGZ (CHIRPS)
KHM	KHM (UK-CEH)	KHM (CHIRPS)
KIR	KIR (UK-CEH)	KIR (CHIRPS)
KNA	KNA (UK-CEH)	KNA (CHIRPS)
KOR	KOR (UK-CEH)	KOR (CHIRPS)
KWT	KWT (UK-CEH)	KWT (CHIRPS)
LAO	LAO (UK-CEH)	LAO (CHIRPS)
LBN	LBN (UK-CEH)	LBN (CHIRPS)
LBR	LBR (UK-CEH)	LBR (CHIRPS)
LBY	LBY (UK-CEH)	LBY (CHIRPS)
LCA	LCA (UK-CEH)	LCA (CHIRPS)
LIE	LIE (UK-CEH)	LIE (CHIRPS)
LKA	LKA (UK-CEH)	LKA (CHIRPS)
LSO	LSO (UK-CEH)	LSO (CHIRPS)
LTU	LTU (UK-CEH)	LTU (CHIRPS)
LUX	LUX (UK-CEH)	LUX (CHIRPS)
LVA	LVA (UK-CEH)	LVA (CHIRPS)
MAR	MAR (UK-CEH)	MAR (CHIRPS)
MCO	MCO (UK-CEH)	MCO (CHIRPS)
MDA	MDA (UK-CEH)	MDA (CHIRPS)
MDG	MDG (UK-CEH)	MDG (CHIRPS)
MDV	MDV (UK-CEH)	MDV (CHIRPS)
MEX	MEX (UK-CEH)	MEX (CHIRPS)
MHL	MHL (UK-CEH)	MHL (CHIRPS)
MKD	MKD (UK-CEH)	MKD (CHIRPS)
MLI	MLI (UK-CEH)	MLI (CHIRPS)
MLT	MLT (UK-CEH)	MLT (CHIRPS)
MMR	MMR (UK-CEH)	MMR (CHIRPS)
MNE	MNE (UK-CEH)	MNE (CHIRPS)
MNG	MNG (UK-CEH)	MNG (CHIRPS)
MNP	MNP (UK-CEH)	MNP (CHIRPS)
MOZ	MOZ (UK-CEH)	MOZ (CHIRPS)
MRT	MRT (UK-CEH)	MRT (CHIRPS)
MSR	MSR (UK-CEH)	MSR (CHIRPS)
MTQ	MTQ (UK-CEH)	MTQ (CHIRPS)
MUS	MUS (UK-CEH)	MUS (CHIRPS)
MWI	MWI (UK-CEH)	MWI (CHIRPS)
MYS	MYS (UK-CEH)	MYS (CHIRPS)
MYT	MYT (UK-CEH)	MYT (CHIRPS)
NAM	NAM (UK-CEH)	NAM (CHIRPS)
NCL	NCL (UK-CEH)	NCL (CHIRPS)
NER	NER (UK-CEH)	NER (CHIRPS)
NGA	NGA (UK-CEH)	NGA (CHIRPS)
NIC	NIC (UK-CEH)	NIC (CHIRPS)
NIU	NIU (UK-CEH)	NIU (CHIRPS)
NLD	NLD (UK-CEH)	NLD (CHIRPS)
NOR	NOR (UK-CEH)	NOR (CHIRPS)
NPL	NPL (UK-CEH)	NPL (CHIRPS)
NRU	NRU (UK-CEH)	NRU (CHIRPS)
NZL	NZL (UK-CEH)	NZL (CHIRPS)
OMN	OMN (UK-CEH)	OMN (CHIRPS)
PAK	PAK (UK-CEH)	PAK (CHIRPS)
PAN	PAN (UK-CEH)	PAN (CHIRPS)
PCN	PCN (UK-CEH)	PCN (CHIRPS)
PER	PER (UK-CEH)	PER (CHIRPS)
PHL	PHL (UK-CEH)	PHL (CHIRPS)
PLW	PLW (UK-CEH)	PLW (CHIRPS)
PNG	PNG (UK-CEH)	PNG (CHIRPS)
POL	POL (UK-CEH)	POL (CHIRPS)
PRK	PRK (UK-CEH)	PRK (CHIRPS)
PRT	PRT (UK-CEH)	PRT (CHIRPS)
PRY	PRY (UK-CEH)	PRY (CHIRPS)
PSE	PSE (UK-CEH)	PSE (CHIRPS)
PYF	PYF (UK-CEH)	PYF (CHIRPS)
QAT	QAT (UK-CEH)	QAT (CHIRPS)
REU	REU (UK-CEH)	REU (CHIRPS)
ROU	ROU (UK-CEH)	ROU (CHIRPS)
RUS	RUS (UK-CEH)	RUS (CHIRPS)
RWA	RWA (UK-CEH)	RWA (CHIRPS)
SAU	SAU (UK-CEH)	SAU (CHIRPS)
SDN	SDN (UK-CEH)	SDN (CHIRPS)
SEN	SEN (UK-CEH)	SEN (CHIRPS)
SGP	SGP (UK-CEH)	SGP (CHIRPS)
SHN	SHN (UK-CEH)	SHN (CHIRPS)
SLB	SLB (UK-CEH)	SLB (CHIRPS)
SLE	SLE (UK-CEH)	SLE (CHIRPS)
SLV	SLV (UK-CEH)	SLV (CHIRPS)
SMR	SMR (UK-CEH)	SMR (CHIRPS)
SOM	SOM (UK-CEH)	SOM (CHIRPS)
SRB	SRB (UK-CEH)	SRB (CHIRPS)
SSD	SSD (UK-CEH)	SSD (CHIRPS)
STP	STP (UK-CEH)	STP (CHIRPS)
SUR	SUR (UK-CEH)	SUR (CHIRPS)
SVK	SVK (UK-CEH)	SVK (CHIRPS)
SVN	SVN (UK-CEH)	SVN (CHIRPS)
SWE	SWE (UK-CEH)	SWE (CHIRPS)
SWZ	SWZ (UK-CEH)	SWZ (CHIRPS)
SYC	SYC (UK-CEH)	SYC (CHIRPS)
SYR	SYR (UK-CEH)	SYR (CHIRPS)
TCA	TCA (UK-CEH)	TCA (CHIRPS)
TCD	TCD (UK-CEH)	TCD (CHIRPS)
TGO	TGO (UK-CEH)	TGO (CHIRPS)
THA	THA (UK-CEH)	THA (CHIRPS)
TJK	TJK (UK-CEH)	TJK (CHIRPS)
TKL	TKL (UK-CEH)	TKL (CHIRPS)
TKM	TKM (UK-CEH)	TKM (CHIRPS)
TLS	TLS (UK-CEH)	TLS (CHIRPS)
TON	TON (UK-CEH)	TON (CHIRPS)
TTO	TTO (UK-CEH)	TTO (CHIRPS)
TUN	TUN (UK-CEH)	TUN (CHIRPS)
TUR	TUR (UK-CEH)	TUR (CHIRPS)
TUV	TUV (UK-CEH)	TUV (CHIRPS)
TWN	TWN (UK-CEH)	TWN (CHIRPS)
TZA	TZA (UK-CEH)	TZA (CHIRPS)
UGA	UGA (UK-CEH)	UGA (CHIRPS)
UKR	UKR (UK-CEH)	UKR (CHIRPS)
URY	URY (UK-CEH)	URY (CHIRPS)
USA	USA (UK-CEH)	USA (CHIRPS)
UZB	UZB (UK-CEH)	UZB (CHIRPS)
VAT	VAT (UK-CEH)	VAT (CHIRPS)
VCT	VCT (UK-CEH)	VCT (CHIRPS)
VEN	VEN (UK-CEH)	VEN (CHIRPS)
VGB	VGB (UK-CEH)	VGB (CHIRPS)
VIR	VIR (UK-CEH)	VIR (CHIRPS)
VNM	VNM (UK-CEH)	VNM (CHIRPS)
VUT	VUT (UK-CEH)	VUT (CHIRPS)
WLF	WLF (UK-CEH)	WLF (CHIRPS)
WSM	WSM (UK-CEH)	WSM (CHIRPS)
XKX	XKX (UK-CEH)	XKX (CHIRPS)
YEM	YEM (UK-CEH)	YEM (CHIRPS)
ZAF	ZAF (UK-CEH)	ZAF (CHIRPS)
ZMB	ZMB (UK-CEH)	ZMB (CHIRPS)
ZWE	ZWE (UK-CEH)	ZWE (CHIRPS)