Correlation Analysis
Samuel Mandillah
2022-10-26
Newdata <- read.csv(file = "D:/Jeremiah/sP1 grouped.csv")
#print(Newdata)
# print number of columns
print (ncol(Newdata)) ## [1] 63# print number of rows
print(nrow(Newdata)) ## [1] 137# select numeric variables
df <- dplyr::select_if(Newdata, is.numeric)
head(df,6)## latitude longitude Malaria_incidence_2000 Malaria_incidence_2005
## 1 -0.022030 35.96552 0.2322902 0.205034
## 2 0.640493 35.78023 0.2322902 0.205034
## 3 0.372380 35.80336 0.2322902 0.205034
## 4 -0.014980 35.96035 0.2322902 0.205034
## 5 0.590560 35.64009 0.2322902 0.205034
## 6 0.472460 35.98068 0.2322902 0.205034
## Malaria_incidence_2010 Malaria_incidence_2015 Malaria_incidence_2020
## 1 0.01082846 0.05153605 0.0769018
## 2 0.01082846 0.05153605 0.0769018
## 3 0.01082846 0.05153605 0.0769018
## 4 0.01082846 0.05153605 0.0769018
## 5 0.01082846 0.05153605 0.0769018
## 6 0.01082846 0.05153605 0.0769018
## Malaria_prevalance_2000 Malaria_prevalance_2005 Malaria_prevalance_2010
## 1 0.1831872 0.1563836 0.005293746
## 2 0.1831872 0.1563836 0.005293746
## 3 0.1831872 0.1563836 0.005293746
## 4 0.1831872 0.1563836 0.005293746
## 5 0.1831872 0.1563836 0.005293746
## 6 0.1831872 0.1563836 0.005293746
## Malaria_prevalance_2015 Malaria_prevalance_2020 Aridity_2010 Aridity_2015
## 1 0.02788843 0.05156433 20.95194 31.01157
## 2 0.02788843 0.05156433 20.95194 31.01157
## 3 0.02788843 0.05156433 20.95194 31.01157
## 4 0.02788843 0.05156433 20.95194 31.01157
## 5 0.02788843 0.05156433 20.95194 31.01157
## 6 0.02788843 0.05156433 20.95194 31.01157
## Aridity_2020 Day_land_surface_temp_2000 Day_land_surface_temp_2005
## 1 26.02415 31.09011 27.79802
## 2 26.02415 31.09011 27.79802
## 3 26.02415 31.09011 27.79802
## 4 26.02415 31.09011 27.79802
## 5 26.02415 31.09011 27.79802
## 6 26.02415 31.09011 27.79802
## Day_land_surface_temp_2010 Day_land_surface_temp_2015
## 1 26.6225 27.84833
## 2 26.6225 27.84833
## 3 26.6225 27.84833
## 4 26.6225 27.84833
## 5 26.6225 27.84833
## 6 26.6225 27.84833
## Day_land_surface_temp_2020 Diurnal_temperature_range_2000
## 1 26.57052 12.40378
## 2 26.57052 12.40378
## 3 26.57052 12.40378
## 4 26.57052 12.40378
## 5 26.57052 12.40378
## 6 26.57052 12.40378
## Diurnal_temperature_range_2005 Diurnal_temperature_range_2010
## 1 12.58997 11.77708
## 2 12.58997 11.77708
## 3 12.58997 11.77708
## 4 12.58997 11.77708
## 5 12.58997 11.77708
## 6 12.58997 11.77708
## Diurnal_temperature_range_2015 Diurnal_temperature_range_2020 Elavation
## 1 11.33372 11.88789 1386.171
## 2 11.33372 11.88789 1386.171
## 3 11.33372 11.88789 1386.171
## 4 11.33372 11.88789 1386.171
## 5 11.33372 11.88789 1386.171
## 6 11.33372 11.88789 1386.171
## Enhanced_vegetation_index_2020 Frost_days_2020 Global_human_footprint
## 1 0.4595017 0.04080729 23.87021
## 2 0.4595017 0.04080729 23.87021
## 3 0.4595017 0.04080729 23.87021
## 4 0.4595017 0.04080729 23.87021
## 5 0.4595017 0.04080729 23.87021
## 6 0.4595017 0.04080729 23.87021
## Growing_season_length Irrigation ITN_coverage_2020
## 1 8 3.424077 0.4401983
## 2 8 3.424077 0.4401983
## 3 8 3.424077 0.4401983
## 4 8 3.424077 0.4401983
## 5 8 3.424077 0.4401983
## 6 8 3.424077 0.4401983
## Land_surface_temperature_2020 Max_temp_2020 mean_temp_2020 Min_temp_2020
## 1 21.2537 26.90286 20.92682 15.01497
## 2 21.2537 26.90286 20.92682 15.01497
## 3 21.2537 26.90286 20.92682 15.01497
## 4 21.2537 26.90286 20.92682 15.01497
## 5 21.2537 26.90286 20.92682 15.01497
## 6 21.2537 26.90286 20.92682 15.01497
## Night_land_surface_temp_2020 PET_2020 Precipitation_2020 Rainfall_2020
## 1 15.93688 3.929948 102.2736 1777.478
## 2 15.93688 3.929948 102.2736 1777.478
## 3 15.93688 3.929948 102.2736 1777.478
## 4 15.93688 3.929948 102.2736 1777.478
## 5 15.93688 3.929948 102.2736 1777.478
## 6 15.93688 3.929948 102.2736 1777.478
## Temperature_January Temperature_February Temperature_March Temperature_April
## 1 19.5479 20.33601 20.89762 20.4556
## 2 19.5479 20.33601 20.89762 20.4556
## 3 19.5479 20.33601 20.89762 20.4556
## 4 19.5479 20.33601 20.89762 20.4556
## 5 19.5479 20.33601 20.89762 20.4556
## 6 19.5479 20.33601 20.89762 20.4556
## Temperature_May Temperature_June Temperature_July Temperature_August
## 1 19.78496 18.80611 18.20794 18.42059
## 2 19.78496 18.80611 18.20794 18.42059
## 3 19.78496 18.80611 18.20794 18.42059
## 4 19.78496 18.80611 18.20794 18.42059
## 5 19.78496 18.80611 18.20794 18.42059
## 6 19.78496 18.80611 18.20794 18.42059
## Temperature_September Temperature_October Temperature_November
## 1 19.7165 20.63158 19.93399
## 2 19.7165 20.63158 19.93399
## 3 19.7165 20.63158 19.93399
## 4 19.7165 20.63158 19.93399
## 5 19.7165 20.63158 19.93399
## 6 19.7165 20.63158 19.93399
## Temperature_December U5_Population UN_Population_Count_2020
## 1 19.15878 2248.342 19558.1
## 2 19.15878 2248.342 19558.1
## 3 19.15878 2248.342 19558.1
## 4 19.15878 2248.342 19558.1
## 5 19.15878 2248.342 19558.1
## 6 19.15878 2248.342 19558.1
## UN_Population_density_2020 Wet_days_2020 Avg_Household_2019
## 1 909.09 13.0976 47
## 2 909.09 13.0976 47
## 3 909.09 13.0976 47
## 4 909.09 13.0976 47
## 5 909.09 13.0976 47
## 6 909.09 13.0976 47
## ITN_useamongchildren_2020
## 1 0.25
## 2 0.25
## 3 0.25
## 4 0.25
## 5 0.25
## 6 0.25# calulate the correlations
r <- cor(df, use="complete.obs")
round(r,2)## latitude longitude Malaria_incidence_2000
## latitude 1.00 -0.27 0.37
## longitude -0.27 1.00 -0.43
## Malaria_incidence_2000 0.37 -0.43 1.00
## Malaria_incidence_2005 0.33 -0.37 0.96
## Malaria_incidence_2010 0.46 -0.30 0.87
## Malaria_incidence_2015 0.39 -0.39 0.91
## Malaria_incidence_2020 0.40 -0.41 0.95
## Malaria_prevalance_2000 0.39 -0.40 0.99
## Malaria_prevalance_2005 0.36 -0.34 0.94
## Malaria_prevalance_2010 0.47 -0.28 0.85
## Malaria_prevalance_2015 0.41 -0.35 0.89
## Malaria_prevalance_2020 0.42 -0.37 0.93
## Aridity_2010 0.42 -0.33 0.46
## Aridity_2015 0.37 -0.19 0.02
## Aridity_2020 0.40 -0.26 0.14
## Day_land_surface_temp_2000 -0.43 0.16 -0.06
## Day_land_surface_temp_2005 -0.41 0.08 0.12
## Day_land_surface_temp_2010 -0.44 -0.03 0.26
## Day_land_surface_temp_2015 -0.44 0.03 0.15
## Day_land_surface_temp_2020 -0.46 0.07 0.20
## Diurnal_temperature_range_2000 0.17 -0.16 0.24
## Diurnal_temperature_range_2005 0.13 -0.15 0.17
## Diurnal_temperature_range_2010 0.19 -0.18 0.26
## Diurnal_temperature_range_2015 0.19 -0.16 0.21
## Diurnal_temperature_range_2020 0.12 -0.12 0.18
## Elavation 0.32 0.17 -0.43
## Enhanced_vegetation_index_2020 0.57 -0.42 0.29
## Frost_days_2020 0.22 0.20 -0.46
## Global_human_footprint 0.08 -0.15 -0.07
## Growing_season_length 0.47 -0.22 0.11
## Irrigation -0.07 -0.37 -0.15
## ITN_coverage_2020 -0.24 -0.32 0.44
## Land_surface_temperature_2020 -0.39 -0.04 0.35
## Max_temp_2020 -0.28 -0.12 0.55
## mean_temp_2020 -0.30 -0.10 0.52
## Min_temp_2020 -0.31 -0.07 0.47
## Night_land_surface_temp_2020 -0.32 -0.14 0.46
## PET_2020 -0.34 0.00 0.41
## Precipitation_2020 0.38 -0.44 0.44
## Rainfall_2020 0.47 -0.42 0.61
## Temperature_January -0.26 -0.24 0.54
## Temperature_February -0.28 -0.22 0.50
## Temperature_March -0.30 -0.19 0.47
## Temperature_April -0.30 -0.16 0.48
## Temperature_May -0.29 -0.16 0.51
## Temperature_June -0.26 -0.19 0.56
## Temperature_July -0.24 -0.21 0.59
## Temperature_August -0.25 -0.21 0.58
## Temperature_September -0.27 -0.18 0.52
## Temperature_October -0.29 -0.16 0.48
## Temperature_November -0.29 -0.20 0.48
## Temperature_December -0.26 -0.23 0.52
## U5_Population -0.06 0.14 -0.18
## UN_Population_Count_2020 -0.07 0.14 -0.19
## UN_Population_density_2020 -0.07 0.14 -0.19
## Wet_days_2020 0.49 -0.27 0.37
## Avg_Household_2019 0.22 -0.03 0.43
## ITN_useamongchildren_2020 -0.41 -0.61 0.20
## Malaria_incidence_2005 Malaria_incidence_2010
## latitude 0.33 0.46
## longitude -0.37 -0.30
## Malaria_incidence_2000 0.96 0.87
## Malaria_incidence_2005 1.00 0.92
## Malaria_incidence_2010 0.92 1.00
## Malaria_incidence_2015 0.94 0.90
## Malaria_incidence_2020 0.94 0.92
## Malaria_prevalance_2000 0.97 0.92
## Malaria_prevalance_2005 0.99 0.95
## Malaria_prevalance_2010 0.89 1.00
## Malaria_prevalance_2015 0.92 0.91
## Malaria_prevalance_2020 0.94 0.95
## Aridity_2010 0.45 0.59
## Aridity_2015 0.03 0.18
## Aridity_2020 0.14 0.29
## Day_land_surface_temp_2000 -0.08 -0.18
## Day_land_surface_temp_2005 0.10 0.01
## Day_land_surface_temp_2010 0.26 0.12
## Day_land_surface_temp_2015 0.14 0.02
## Day_land_surface_temp_2020 0.21 0.08
## Diurnal_temperature_range_2000 0.19 0.29
## Diurnal_temperature_range_2005 0.14 0.23
## Diurnal_temperature_range_2010 0.23 0.32
## Diurnal_temperature_range_2015 0.16 0.27
## Diurnal_temperature_range_2020 0.13 0.21
## Elavation -0.42 -0.23
## Enhanced_vegetation_index_2020 0.25 0.26
## Frost_days_2020 -0.39 -0.28
## Global_human_footprint -0.06 0.12
## Growing_season_length 0.15 0.32
## Irrigation -0.14 -0.17
## ITN_coverage_2020 0.46 0.36
## Land_surface_temperature_2020 0.34 0.18
## Max_temp_2020 0.54 0.37
## mean_temp_2020 0.51 0.32
## Min_temp_2020 0.47 0.27
## Night_land_surface_temp_2020 0.44 0.25
## PET_2020 0.37 0.20
## Precipitation_2020 0.42 0.51
## Rainfall_2020 0.60 0.66
## Temperature_January 0.52 0.35
## Temperature_February 0.48 0.31
## Temperature_March 0.44 0.27
## Temperature_April 0.45 0.28
## Temperature_May 0.48 0.31
## Temperature_June 0.54 0.37
## Temperature_July 0.57 0.41
## Temperature_August 0.55 0.39
## Temperature_September 0.49 0.32
## Temperature_October 0.44 0.28
## Temperature_November 0.45 0.28
## Temperature_December 0.50 0.34
## U5_Population -0.12 0.00
## UN_Population_Count_2020 -0.13 -0.02
## UN_Population_density_2020 -0.14 -0.02
## Wet_days_2020 0.37 0.48
## Avg_Household_2019 0.46 0.44
## ITN_useamongchildren_2020 0.15 -0.03
## Malaria_incidence_2015 Malaria_incidence_2020
## latitude 0.39 0.40
## longitude -0.39 -0.41
## Malaria_incidence_2000 0.91 0.95
## Malaria_incidence_2005 0.94 0.94
## Malaria_incidence_2010 0.90 0.92
## Malaria_incidence_2015 1.00 0.97
## Malaria_incidence_2020 0.97 1.00
## Malaria_prevalance_2000 0.91 0.95
## Malaria_prevalance_2005 0.92 0.93
## Malaria_prevalance_2010 0.87 0.90
## Malaria_prevalance_2015 0.99 0.96
## Malaria_prevalance_2020 0.96 0.99
## Aridity_2010 0.50 0.57
## Aridity_2015 0.10 0.11
## Aridity_2020 0.23 0.27
## Day_land_surface_temp_2000 -0.09 -0.12
## Day_land_surface_temp_2005 0.12 0.07
## Day_land_surface_temp_2010 0.24 0.20
## Day_land_surface_temp_2015 0.12 0.08
## Day_land_surface_temp_2020 0.16 0.12
## Diurnal_temperature_range_2000 0.30 0.40
## Diurnal_temperature_range_2005 0.23 0.34
## Diurnal_temperature_range_2010 0.33 0.43
## Diurnal_temperature_range_2015 0.29 0.38
## Diurnal_temperature_range_2020 0.21 0.33
## Elavation -0.35 -0.30
## Enhanced_vegetation_index_2020 0.28 0.31
## Frost_days_2020 -0.40 -0.40
## Global_human_footprint 0.03 0.03
## Growing_season_length 0.22 0.25
## Irrigation -0.10 -0.16
## ITN_coverage_2020 0.39 0.35
## Land_surface_temperature_2020 0.30 0.27
## Max_temp_2020 0.49 0.48
## mean_temp_2020 0.44 0.42
## Min_temp_2020 0.39 0.34
## Night_land_surface_temp_2020 0.41 0.38
## PET_2020 0.31 0.33
## Precipitation_2020 0.50 0.55
## Rainfall_2020 0.61 0.67
## Temperature_January 0.50 0.46
## Temperature_February 0.45 0.41
## Temperature_March 0.41 0.37
## Temperature_April 0.41 0.37
## Temperature_May 0.44 0.41
## Temperature_June 0.50 0.48
## Temperature_July 0.54 0.51
## Temperature_August 0.52 0.50
## Temperature_September 0.46 0.43
## Temperature_October 0.40 0.37
## Temperature_November 0.42 0.38
## Temperature_December 0.48 0.44
## U5_Population -0.12 -0.11
## UN_Population_Count_2020 -0.13 -0.12
## UN_Population_density_2020 -0.13 -0.12
## Wet_days_2020 0.45 0.49
## Avg_Household_2019 0.39 0.40
## ITN_useamongchildren_2020 0.14 0.16
## Malaria_prevalance_2000 Malaria_prevalance_2005
## latitude 0.39 0.36
## longitude -0.40 -0.34
## Malaria_incidence_2000 0.99 0.94
## Malaria_incidence_2005 0.97 0.99
## Malaria_incidence_2010 0.92 0.95
## Malaria_incidence_2015 0.91 0.92
## Malaria_incidence_2020 0.95 0.93
## Malaria_prevalance_2000 1.00 0.97
## Malaria_prevalance_2005 0.97 1.00
## Malaria_prevalance_2010 0.90 0.93
## Malaria_prevalance_2015 0.89 0.92
## Malaria_prevalance_2020 0.95 0.94
## Aridity_2010 0.53 0.49
## Aridity_2015 0.08 0.09
## Aridity_2020 0.21 0.20
## Day_land_surface_temp_2000 -0.13 -0.13
## Day_land_surface_temp_2005 0.05 0.05
## Day_land_surface_temp_2010 0.19 0.20
## Day_land_surface_temp_2015 0.08 0.09
## Day_land_surface_temp_2020 0.14 0.16
## Diurnal_temperature_range_2000 0.26 0.20
## Diurnal_temperature_range_2005 0.20 0.14
## Diurnal_temperature_range_2010 0.29 0.23
## Diurnal_temperature_range_2015 0.23 0.17
## Diurnal_temperature_range_2020 0.20 0.13
## Elavation -0.35 -0.36
## Enhanced_vegetation_index_2020 0.31 0.26
## Frost_days_2020 -0.40 -0.34
## Global_human_footprint -0.01 -0.01
## Growing_season_length 0.20 0.21
## Irrigation -0.17 -0.16
## ITN_coverage_2020 0.42 0.44
## Land_surface_temperature_2020 0.27 0.28
## Max_temp_2020 0.49 0.48
## mean_temp_2020 0.45 0.45
## Min_temp_2020 0.40 0.41
## Night_land_surface_temp_2020 0.38 0.37
## PET_2020 0.33 0.31
## Precipitation_2020 0.49 0.45
## Rainfall_2020 0.66 0.63
## Temperature_January 0.47 0.46
## Temperature_February 0.43 0.42
## Temperature_March 0.39 0.38
## Temperature_April 0.40 0.39
## Temperature_May 0.43 0.42
## Temperature_June 0.49 0.48
## Temperature_July 0.52 0.51
## Temperature_August 0.51 0.49
## Temperature_September 0.44 0.43
## Temperature_October 0.40 0.38
## Temperature_November 0.40 0.39
## Temperature_December 0.45 0.44
## U5_Population -0.12 -0.08
## UN_Population_Count_2020 -0.13 -0.09
## UN_Population_density_2020 -0.13 -0.09
## Wet_days_2020 0.43 0.41
## Avg_Household_2019 0.41 0.45
## ITN_useamongchildren_2020 0.15 0.09
## Malaria_prevalance_2010 Malaria_prevalance_2015
## latitude 0.47 0.41
## longitude -0.28 -0.35
## Malaria_incidence_2000 0.85 0.89
## Malaria_incidence_2005 0.89 0.92
## Malaria_incidence_2010 1.00 0.91
## Malaria_incidence_2015 0.87 0.99
## Malaria_incidence_2020 0.90 0.96
## Malaria_prevalance_2000 0.90 0.89
## Malaria_prevalance_2005 0.93 0.92
## Malaria_prevalance_2010 1.00 0.88
## Malaria_prevalance_2015 0.88 1.00
## Malaria_prevalance_2020 0.93 0.96
## Aridity_2010 0.59 0.53
## Aridity_2015 0.20 0.13
## Aridity_2020 0.30 0.26
## Day_land_surface_temp_2000 -0.19 -0.12
## Day_land_surface_temp_2005 -0.02 0.08
## Day_land_surface_temp_2010 0.09 0.20
## Day_land_surface_temp_2015 0.00 0.08
## Day_land_surface_temp_2020 0.06 0.13
## Diurnal_temperature_range_2000 0.29 0.31
## Diurnal_temperature_range_2005 0.23 0.25
## Diurnal_temperature_range_2010 0.32 0.34
## Diurnal_temperature_range_2015 0.26 0.29
## Diurnal_temperature_range_2020 0.21 0.22
## Elavation -0.19 -0.31
## Enhanced_vegetation_index_2020 0.26 0.29
## Frost_days_2020 -0.25 -0.36
## Global_human_footprint 0.13 0.06
## Growing_season_length 0.34 0.26
## Irrigation -0.16 -0.11
## ITN_coverage_2020 0.34 0.36
## Land_surface_temperature_2020 0.14 0.26
## Max_temp_2020 0.33 0.44
## mean_temp_2020 0.29 0.39
## Min_temp_2020 0.24 0.34
## Night_land_surface_temp_2020 0.22 0.36
## PET_2020 0.17 0.27
## Precipitation_2020 0.50 0.51
## Rainfall_2020 0.66 0.62
## Temperature_January 0.31 0.45
## Temperature_February 0.27 0.40
## Temperature_March 0.24 0.36
## Temperature_April 0.24 0.36
## Temperature_May 0.28 0.39
## Temperature_June 0.33 0.46
## Temperature_July 0.37 0.49
## Temperature_August 0.35 0.47
## Temperature_September 0.28 0.41
## Temperature_October 0.24 0.36
## Temperature_November 0.25 0.37
## Temperature_December 0.30 0.43
## U5_Population 0.02 -0.08
## UN_Population_Count_2020 0.00 -0.09
## UN_Population_density_2020 0.00 -0.09
## Wet_days_2020 0.48 0.48
## Avg_Household_2019 0.44 0.38
## ITN_useamongchildren_2020 -0.06 0.07
## Malaria_prevalance_2020 Aridity_2010
## latitude 0.42 0.42
## longitude -0.37 -0.33
## Malaria_incidence_2000 0.93 0.46
## Malaria_incidence_2005 0.94 0.45
## Malaria_incidence_2010 0.95 0.59
## Malaria_incidence_2015 0.96 0.50
## Malaria_incidence_2020 0.99 0.57
## Malaria_prevalance_2000 0.95 0.53
## Malaria_prevalance_2005 0.94 0.49
## Malaria_prevalance_2010 0.93 0.59
## Malaria_prevalance_2015 0.96 0.53
## Malaria_prevalance_2020 1.00 0.60
## Aridity_2010 0.60 1.00
## Aridity_2015 0.16 0.83
## Aridity_2020 0.30 0.91
## Day_land_surface_temp_2000 -0.16 -0.75
## Day_land_surface_temp_2005 0.02 -0.64
## Day_land_surface_temp_2010 0.15 -0.51
## Day_land_surface_temp_2015 0.03 -0.64
## Day_land_surface_temp_2020 0.08 -0.57
## Diurnal_temperature_range_2000 0.41 0.52
## Diurnal_temperature_range_2005 0.35 0.51
## Diurnal_temperature_range_2010 0.44 0.57
## Diurnal_temperature_range_2015 0.39 0.48
## Diurnal_temperature_range_2020 0.34 0.45
## Elavation -0.24 0.42
## Enhanced_vegetation_index_2020 0.32 0.71
## Frost_days_2020 -0.35 0.16
## Global_human_footprint 0.07 0.10
## Growing_season_length 0.30 0.85
## Irrigation -0.17 -0.12
## ITN_coverage_2020 0.32 -0.04
## Land_surface_temperature_2020 0.21 -0.48
## Max_temp_2020 0.43 -0.27
## mean_temp_2020 0.36 -0.36
## Min_temp_2020 0.29 -0.42
## Night_land_surface_temp_2020 0.32 -0.39
## PET_2020 0.28 -0.40
## Precipitation_2020 0.57 0.96
## Rainfall_2020 0.69 0.95
## Temperature_January 0.40 -0.29
## Temperature_February 0.35 -0.34
## Temperature_March 0.31 -0.38
## Temperature_April 0.32 -0.38
## Temperature_May 0.35 -0.36
## Temperature_June 0.42 -0.28
## Temperature_July 0.46 -0.24
## Temperature_August 0.44 -0.26
## Temperature_September 0.37 -0.33
## Temperature_October 0.32 -0.38
## Temperature_November 0.32 -0.36
## Temperature_December 0.38 -0.31
## U5_Population -0.07 -0.01
## UN_Population_Count_2020 -0.08 -0.04
## UN_Population_density_2020 -0.08 -0.04
## Wet_days_2020 0.52 0.93
## Avg_Household_2019 0.38 -0.07
## ITN_useamongchildren_2020 0.10 -0.06
## Aridity_2015 Aridity_2020
## latitude 0.37 0.40
## longitude -0.19 -0.26
## Malaria_incidence_2000 0.02 0.14
## Malaria_incidence_2005 0.03 0.14
## Malaria_incidence_2010 0.18 0.29
## Malaria_incidence_2015 0.10 0.23
## Malaria_incidence_2020 0.11 0.27
## Malaria_prevalance_2000 0.08 0.21
## Malaria_prevalance_2005 0.09 0.20
## Malaria_prevalance_2010 0.20 0.30
## Malaria_prevalance_2015 0.13 0.26
## Malaria_prevalance_2020 0.16 0.30
## Aridity_2010 0.83 0.91
## Aridity_2015 1.00 0.94
## Aridity_2020 0.94 1.00
## Day_land_surface_temp_2000 -0.83 -0.86
## Day_land_surface_temp_2005 -0.83 -0.79
## Day_land_surface_temp_2010 -0.73 -0.71
## Day_land_surface_temp_2015 -0.82 -0.80
## Day_land_surface_temp_2020 -0.77 -0.77
## Diurnal_temperature_range_2000 0.19 0.40
## Diurnal_temperature_range_2005 0.21 0.41
## Diurnal_temperature_range_2010 0.23 0.44
## Diurnal_temperature_range_2015 0.16 0.39
## Diurnal_temperature_range_2020 0.14 0.34
## Elavation 0.60 0.63
## Enhanced_vegetation_index_2020 0.75 0.77
## Frost_days_2020 0.48 0.45
## Global_human_footprint 0.05 0.06
## Growing_season_length 0.94 0.95
## Irrigation 0.09 -0.03
## ITN_coverage_2020 -0.20 -0.20
## Land_surface_temperature_2020 -0.73 -0.71
## Max_temp_2020 -0.65 -0.56
## mean_temp_2020 -0.67 -0.62
## Min_temp_2020 -0.67 -0.65
## Night_land_surface_temp_2020 -0.67 -0.63
## PET_2020 -0.75 -0.66
## Precipitation_2020 0.81 0.92
## Rainfall_2020 0.74 0.82
## Temperature_January -0.58 -0.54
## Temperature_February -0.61 -0.59
## Temperature_March -0.63 -0.62
## Temperature_April -0.65 -0.63
## Temperature_May -0.65 -0.62
## Temperature_June -0.60 -0.56
## Temperature_July -0.58 -0.53
## Temperature_August -0.59 -0.54
## Temperature_September -0.62 -0.60
## Temperature_October -0.64 -0.64
## Temperature_November -0.61 -0.60
## Temperature_December -0.58 -0.55
## U5_Population -0.05 -0.04
## UN_Population_Count_2020 -0.05 -0.06
## UN_Population_density_2020 -0.05 -0.06
## Wet_days_2020 0.79 0.91
## Avg_Household_2019 -0.22 -0.22
## ITN_useamongchildren_2020 -0.18 -0.11
## Day_land_surface_temp_2000
## latitude -0.43
## longitude 0.16
## Malaria_incidence_2000 -0.06
## Malaria_incidence_2005 -0.08
## Malaria_incidence_2010 -0.18
## Malaria_incidence_2015 -0.09
## Malaria_incidence_2020 -0.12
## Malaria_prevalance_2000 -0.13
## Malaria_prevalance_2005 -0.13
## Malaria_prevalance_2010 -0.19
## Malaria_prevalance_2015 -0.12
## Malaria_prevalance_2020 -0.16
## Aridity_2010 -0.75
## Aridity_2015 -0.83
## Aridity_2020 -0.86
## Day_land_surface_temp_2000 1.00
## Day_land_surface_temp_2005 0.89
## Day_land_surface_temp_2010 0.86
## Day_land_surface_temp_2015 0.89
## Day_land_surface_temp_2020 0.87
## Diurnal_temperature_range_2000 -0.29
## Diurnal_temperature_range_2005 -0.31
## Diurnal_temperature_range_2010 -0.33
## Diurnal_temperature_range_2015 -0.28
## Diurnal_temperature_range_2020 -0.25
## Elavation -0.66
## Enhanced_vegetation_index_2020 -0.84
## Frost_days_2020 -0.43
## Global_human_footprint -0.04
## Growing_season_length -0.78
## Irrigation 0.01
## ITN_coverage_2020 0.26
## Land_surface_temperature_2020 0.81
## Max_temp_2020 0.60
## mean_temp_2020 0.65
## Min_temp_2020 0.67
## Night_land_surface_temp_2020 0.72
## PET_2020 0.70
## Precipitation_2020 -0.76
## Rainfall_2020 -0.71
## Temperature_January 0.63
## Temperature_February 0.66
## Temperature_March 0.69
## Temperature_April 0.70
## Temperature_May 0.70
## Temperature_June 0.65
## Temperature_July 0.63
## Temperature_August 0.64
## Temperature_September 0.69
## Temperature_October 0.71
## Temperature_November 0.69
## Temperature_December 0.64
## U5_Population -0.07
## UN_Population_Count_2020 -0.04
## UN_Population_density_2020 -0.04
## Wet_days_2020 -0.78
## Avg_Household_2019 0.26
## ITN_useamongchildren_2020 0.21
## Day_land_surface_temp_2005
## latitude -0.41
## longitude 0.08
## Malaria_incidence_2000 0.12
## Malaria_incidence_2005 0.10
## Malaria_incidence_2010 0.01
## Malaria_incidence_2015 0.12
## Malaria_incidence_2020 0.07
## Malaria_prevalance_2000 0.05
## Malaria_prevalance_2005 0.05
## Malaria_prevalance_2010 -0.02
## Malaria_prevalance_2015 0.08
## Malaria_prevalance_2020 0.02
## Aridity_2010 -0.64
## Aridity_2015 -0.83
## Aridity_2020 -0.79
## Day_land_surface_temp_2000 0.89
## Day_land_surface_temp_2005 1.00
## Day_land_surface_temp_2010 0.94
## Day_land_surface_temp_2015 0.97
## Day_land_surface_temp_2020 0.94
## Diurnal_temperature_range_2000 -0.21
## Diurnal_temperature_range_2005 -0.24
## Diurnal_temperature_range_2010 -0.24
## Diurnal_temperature_range_2015 -0.18
## Diurnal_temperature_range_2020 -0.21
## Elavation -0.79
## Enhanced_vegetation_index_2020 -0.79
## Frost_days_2020 -0.63
## Global_human_footprint -0.02
## Growing_season_length -0.76
## Irrigation -0.04
## ITN_coverage_2020 0.52
## Land_surface_temperature_2020 0.91
## Max_temp_2020 0.76
## mean_temp_2020 0.79
## Min_temp_2020 0.80
## Night_land_surface_temp_2020 0.85
## PET_2020 0.78
## Precipitation_2020 -0.61
## Rainfall_2020 -0.61
## Temperature_January 0.82
## Temperature_February 0.84
## Temperature_March 0.84
## Temperature_April 0.85
## Temperature_May 0.83
## Temperature_June 0.80
## Temperature_July 0.78
## Temperature_August 0.80
## Temperature_September 0.82
## Temperature_October 0.83
## Temperature_November 0.83
## Temperature_December 0.82
## U5_Population -0.05
## UN_Population_Count_2020 -0.03
## UN_Population_density_2020 -0.03
## Wet_days_2020 -0.70
## Avg_Household_2019 0.34
## ITN_useamongchildren_2020 0.32
## Day_land_surface_temp_2010
## latitude -0.44
## longitude -0.03
## Malaria_incidence_2000 0.26
## Malaria_incidence_2005 0.26
## Malaria_incidence_2010 0.12
## Malaria_incidence_2015 0.24
## Malaria_incidence_2020 0.20
## Malaria_prevalance_2000 0.19
## Malaria_prevalance_2005 0.20
## Malaria_prevalance_2010 0.09
## Malaria_prevalance_2015 0.20
## Malaria_prevalance_2020 0.15
## Aridity_2010 -0.51
## Aridity_2015 -0.73
## Aridity_2020 -0.71
## Day_land_surface_temp_2000 0.86
## Day_land_surface_temp_2005 0.94
## Day_land_surface_temp_2010 1.00
## Day_land_surface_temp_2015 0.97
## Day_land_surface_temp_2020 0.98
## Diurnal_temperature_range_2000 -0.20
## Diurnal_temperature_range_2005 -0.23
## Diurnal_temperature_range_2010 -0.22
## Diurnal_temperature_range_2015 -0.20
## Diurnal_temperature_range_2020 -0.20
## Elavation -0.89
## Enhanced_vegetation_index_2020 -0.71
## Frost_days_2020 -0.65
## Global_human_footprint -0.04
## Growing_season_length -0.69
## Irrigation 0.00
## ITN_coverage_2020 0.62
## Land_surface_temperature_2020 0.98
## Max_temp_2020 0.86
## mean_temp_2020 0.89
## Min_temp_2020 0.89
## Night_land_surface_temp_2020 0.94
## PET_2020 0.86
## Precipitation_2020 -0.48
## Rainfall_2020 -0.43
## Temperature_January 0.91
## Temperature_February 0.92
## Temperature_March 0.93
## Temperature_April 0.93
## Temperature_May 0.93
## Temperature_June 0.92
## Temperature_July 0.90
## Temperature_August 0.91
## Temperature_September 0.92
## Temperature_October 0.93
## Temperature_November 0.92
## Temperature_December 0.91
## U5_Population -0.07
## UN_Population_Count_2020 -0.06
## UN_Population_density_2020 -0.06
## Wet_days_2020 -0.60
## Avg_Household_2019 0.43
## ITN_useamongchildren_2020 0.43
## Day_land_surface_temp_2015
## latitude -0.44
## longitude 0.03
## Malaria_incidence_2000 0.15
## Malaria_incidence_2005 0.14
## Malaria_incidence_2010 0.02
## Malaria_incidence_2015 0.12
## Malaria_incidence_2020 0.08
## Malaria_prevalance_2000 0.08
## Malaria_prevalance_2005 0.09
## Malaria_prevalance_2010 0.00
## Malaria_prevalance_2015 0.08
## Malaria_prevalance_2020 0.03
## Aridity_2010 -0.64
## Aridity_2015 -0.82
## Aridity_2020 -0.80
## Day_land_surface_temp_2000 0.89
## Day_land_surface_temp_2005 0.97
## Day_land_surface_temp_2010 0.97
## Day_land_surface_temp_2015 1.00
## Day_land_surface_temp_2020 0.97
## Diurnal_temperature_range_2000 -0.23
## Diurnal_temperature_range_2005 -0.26
## Diurnal_temperature_range_2010 -0.26
## Diurnal_temperature_range_2015 -0.22
## Diurnal_temperature_range_2020 -0.22
## Elavation -0.86
## Enhanced_vegetation_index_2020 -0.76
## Frost_days_2020 -0.61
## Global_human_footprint -0.02
## Growing_season_length -0.76
## Irrigation -0.02
## ITN_coverage_2020 0.59
## Land_surface_temperature_2020 0.94
## Max_temp_2020 0.80
## mean_temp_2020 0.84
## Min_temp_2020 0.84
## Night_land_surface_temp_2020 0.89
## PET_2020 0.81
## Precipitation_2020 -0.60
## Rainfall_2020 -0.57
## Temperature_January 0.85
## Temperature_February 0.87
## Temperature_March 0.88
## Temperature_April 0.89
## Temperature_May 0.88
## Temperature_June 0.85
## Temperature_July 0.83
## Temperature_August 0.84
## Temperature_September 0.86
## Temperature_October 0.88
## Temperature_November 0.87
## Temperature_December 0.86
## U5_Population -0.06
## UN_Population_Count_2020 -0.04
## UN_Population_density_2020 -0.04
## Wet_days_2020 -0.71
## Avg_Household_2019 0.38
## ITN_useamongchildren_2020 0.37
## Day_land_surface_temp_2020
## latitude -0.46
## longitude 0.07
## Malaria_incidence_2000 0.20
## Malaria_incidence_2005 0.21
## Malaria_incidence_2010 0.08
## Malaria_incidence_2015 0.16
## Malaria_incidence_2020 0.12
## Malaria_prevalance_2000 0.14
## Malaria_prevalance_2005 0.16
## Malaria_prevalance_2010 0.06
## Malaria_prevalance_2015 0.13
## Malaria_prevalance_2020 0.08
## Aridity_2010 -0.57
## Aridity_2015 -0.77
## Aridity_2020 -0.77
## Day_land_surface_temp_2000 0.87
## Day_land_surface_temp_2005 0.94
## Day_land_surface_temp_2010 0.98
## Day_land_surface_temp_2015 0.97
## Day_land_surface_temp_2020 1.00
## Diurnal_temperature_range_2000 -0.31
## Diurnal_temperature_range_2005 -0.34
## Diurnal_temperature_range_2010 -0.33
## Diurnal_temperature_range_2015 -0.31
## Diurnal_temperature_range_2020 -0.31
## Elavation -0.88
## Enhanced_vegetation_index_2020 -0.79
## Frost_days_2020 -0.65
## Global_human_footprint 0.01
## Growing_season_length -0.73
## Irrigation -0.02
## ITN_coverage_2020 0.59
## Land_surface_temperature_2020 0.97
## Max_temp_2020 0.81
## mean_temp_2020 0.87
## Min_temp_2020 0.89
## Night_land_surface_temp_2020 0.91
## PET_2020 0.83
## Precipitation_2020 -0.57
## Rainfall_2020 -0.49
## Temperature_January 0.88
## Temperature_February 0.90
## Temperature_March 0.91
## Temperature_April 0.92
## Temperature_May 0.91
## Temperature_June 0.88
## Temperature_July 0.87
## Temperature_August 0.88
## Temperature_September 0.90
## Temperature_October 0.92
## Temperature_November 0.90
## Temperature_December 0.88
## U5_Population 0.03
## UN_Population_Count_2020 0.05
## UN_Population_density_2020 0.05
## Wet_days_2020 -0.67
## Avg_Household_2019 0.45
## ITN_useamongchildren_2020 0.34
## Diurnal_temperature_range_2000
## latitude 0.17
## longitude -0.16
## Malaria_incidence_2000 0.24
## Malaria_incidence_2005 0.19
## Malaria_incidence_2010 0.29
## Malaria_incidence_2015 0.30
## Malaria_incidence_2020 0.40
## Malaria_prevalance_2000 0.26
## Malaria_prevalance_2005 0.20
## Malaria_prevalance_2010 0.29
## Malaria_prevalance_2015 0.31
## Malaria_prevalance_2020 0.41
## Aridity_2010 0.52
## Aridity_2015 0.19
## Aridity_2020 0.40
## Day_land_surface_temp_2000 -0.29
## Day_land_surface_temp_2005 -0.21
## Day_land_surface_temp_2010 -0.20
## Day_land_surface_temp_2015 -0.23
## Day_land_surface_temp_2020 -0.31
## Diurnal_temperature_range_2000 1.00
## Diurnal_temperature_range_2005 0.99
## Diurnal_temperature_range_2010 1.00
## Diurnal_temperature_range_2015 0.99
## Diurnal_temperature_range_2020 0.99
## Elavation 0.37
## Enhanced_vegetation_index_2020 0.34
## Frost_days_2020 -0.01
## Global_human_footprint 0.04
## Growing_season_length 0.28
## Irrigation -0.28
## ITN_coverage_2020 -0.26
## Land_surface_temperature_2020 -0.23
## Max_temp_2020 0.06
## mean_temp_2020 -0.12
## Min_temp_2020 -0.30
## Night_land_surface_temp_2020 -0.15
## PET_2020 0.08
## Precipitation_2020 0.55
## Rainfall_2020 0.45
## Temperature_January -0.19
## Temperature_February -0.23
## Temperature_March -0.26
## Temperature_April -0.24
## Temperature_May -0.19
## Temperature_June -0.12
## Temperature_July -0.07
## Temperature_August -0.10
## Temperature_September -0.18
## Temperature_October -0.24
## Temperature_November -0.25
## Temperature_December -0.21
## U5_Population -0.07
## UN_Population_Count_2020 -0.14
## UN_Population_density_2020 -0.14
## Wet_days_2020 0.58
## Avg_Household_2019 -0.21
## ITN_useamongchildren_2020 0.04
## Diurnal_temperature_range_2005
## latitude 0.13
## longitude -0.15
## Malaria_incidence_2000 0.17
## Malaria_incidence_2005 0.14
## Malaria_incidence_2010 0.23
## Malaria_incidence_2015 0.23
## Malaria_incidence_2020 0.34
## Malaria_prevalance_2000 0.20
## Malaria_prevalance_2005 0.14
## Malaria_prevalance_2010 0.23
## Malaria_prevalance_2015 0.25
## Malaria_prevalance_2020 0.35
## Aridity_2010 0.51
## Aridity_2015 0.21
## Aridity_2020 0.41
## Day_land_surface_temp_2000 -0.31
## Day_land_surface_temp_2005 -0.24
## Day_land_surface_temp_2010 -0.23
## Day_land_surface_temp_2015 -0.26
## Day_land_surface_temp_2020 -0.34
## Diurnal_temperature_range_2000 0.99
## Diurnal_temperature_range_2005 1.00
## Diurnal_temperature_range_2010 0.99
## Diurnal_temperature_range_2015 0.98
## Diurnal_temperature_range_2020 0.99
## Elavation 0.40
## Enhanced_vegetation_index_2020 0.35
## Frost_days_2020 0.02
## Global_human_footprint 0.04
## Growing_season_length 0.29
## Irrigation -0.26
## ITN_coverage_2020 -0.27
## Land_surface_temperature_2020 -0.27
## Max_temp_2020 0.01
## mean_temp_2020 -0.18
## Min_temp_2020 -0.35
## Night_land_surface_temp_2020 -0.20
## PET_2020 0.02
## Precipitation_2020 0.54
## Rainfall_2020 0.43
## Temperature_January -0.24
## Temperature_February -0.28
## Temperature_March -0.31
## Temperature_April -0.29
## Temperature_May -0.24
## Temperature_June -0.18
## Temperature_July -0.13
## Temperature_August -0.15
## Temperature_September -0.23
## Temperature_October -0.28
## Temperature_November -0.30
## Temperature_December -0.27
## U5_Population -0.07
## UN_Population_Count_2020 -0.13
## UN_Population_density_2020 -0.13
## Wet_days_2020 0.56
## Avg_Household_2019 -0.25
## ITN_useamongchildren_2020 0.04
## Diurnal_temperature_range_2010
## latitude 0.19
## longitude -0.18
## Malaria_incidence_2000 0.26
## Malaria_incidence_2005 0.23
## Malaria_incidence_2010 0.32
## Malaria_incidence_2015 0.33
## Malaria_incidence_2020 0.43
## Malaria_prevalance_2000 0.29
## Malaria_prevalance_2005 0.23
## Malaria_prevalance_2010 0.32
## Malaria_prevalance_2015 0.34
## Malaria_prevalance_2020 0.44
## Aridity_2010 0.57
## Aridity_2015 0.23
## Aridity_2020 0.44
## Day_land_surface_temp_2000 -0.33
## Day_land_surface_temp_2005 -0.24
## Day_land_surface_temp_2010 -0.22
## Day_land_surface_temp_2015 -0.26
## Day_land_surface_temp_2020 -0.33
## Diurnal_temperature_range_2000 1.00
## Diurnal_temperature_range_2005 0.99
## Diurnal_temperature_range_2010 1.00
## Diurnal_temperature_range_2015 0.99
## Diurnal_temperature_range_2020 0.98
## Elavation 0.38
## Enhanced_vegetation_index_2020 0.37
## Frost_days_2020 -0.01
## Global_human_footprint 0.06
## Growing_season_length 0.32
## Irrigation -0.29
## ITN_coverage_2020 -0.24
## Land_surface_temperature_2020 -0.25
## Max_temp_2020 0.04
## mean_temp_2020 -0.14
## Min_temp_2020 -0.31
## Night_land_surface_temp_2020 -0.17
## PET_2020 0.04
## Precipitation_2020 0.60
## Rainfall_2020 0.50
## Temperature_January -0.20
## Temperature_February -0.24
## Temperature_March -0.27
## Temperature_April -0.25
## Temperature_May -0.20
## Temperature_June -0.13
## Temperature_July -0.09
## Temperature_August -0.11
## Temperature_September -0.19
## Temperature_October -0.25
## Temperature_November -0.26
## Temperature_December -0.22
## U5_Population -0.06
## UN_Population_Count_2020 -0.13
## UN_Population_density_2020 -0.13
## Wet_days_2020 0.62
## Avg_Household_2019 -0.21
## ITN_useamongchildren_2020 0.04
## Diurnal_temperature_range_2015
## latitude 0.19
## longitude -0.16
## Malaria_incidence_2000 0.21
## Malaria_incidence_2005 0.16
## Malaria_incidence_2010 0.27
## Malaria_incidence_2015 0.29
## Malaria_incidence_2020 0.38
## Malaria_prevalance_2000 0.23
## Malaria_prevalance_2005 0.17
## Malaria_prevalance_2010 0.26
## Malaria_prevalance_2015 0.29
## Malaria_prevalance_2020 0.39
## Aridity_2010 0.48
## Aridity_2015 0.16
## Aridity_2020 0.39
## Day_land_surface_temp_2000 -0.28
## Day_land_surface_temp_2005 -0.18
## Day_land_surface_temp_2010 -0.20
## Day_land_surface_temp_2015 -0.22
## Day_land_surface_temp_2020 -0.31
## Diurnal_temperature_range_2000 0.99
## Diurnal_temperature_range_2005 0.98
## Diurnal_temperature_range_2010 0.99
## Diurnal_temperature_range_2015 1.00
## Diurnal_temperature_range_2020 0.97
## Elavation 0.39
## Enhanced_vegetation_index_2020 0.32
## Frost_days_2020 -0.01
## Global_human_footprint 0.06
## Growing_season_length 0.25
## Irrigation -0.28
## ITN_coverage_2020 -0.28
## Land_surface_temperature_2020 -0.24
## Max_temp_2020 0.06
## mean_temp_2020 -0.13
## Min_temp_2020 -0.30
## Night_land_surface_temp_2020 -0.16
## PET_2020 0.07
## Precipitation_2020 0.53
## Rainfall_2020 0.40
## Temperature_January -0.19
## Temperature_February -0.23
## Temperature_March -0.26
## Temperature_April -0.25
## Temperature_May -0.20
## Temperature_June -0.13
## Temperature_July -0.09
## Temperature_August -0.11
## Temperature_September -0.19
## Temperature_October -0.25
## Temperature_November -0.26
## Temperature_December -0.22
## U5_Population -0.06
## UN_Population_Count_2020 -0.13
## UN_Population_density_2020 -0.13
## Wet_days_2020 0.56
## Avg_Household_2019 -0.24
## ITN_useamongchildren_2020 0.05
## Diurnal_temperature_range_2020 Elavation
## latitude 0.12 0.32
## longitude -0.12 0.17
## Malaria_incidence_2000 0.18 -0.43
## Malaria_incidence_2005 0.13 -0.42
## Malaria_incidence_2010 0.21 -0.23
## Malaria_incidence_2015 0.21 -0.35
## Malaria_incidence_2020 0.33 -0.30
## Malaria_prevalance_2000 0.20 -0.35
## Malaria_prevalance_2005 0.13 -0.36
## Malaria_prevalance_2010 0.21 -0.19
## Malaria_prevalance_2015 0.22 -0.31
## Malaria_prevalance_2020 0.34 -0.24
## Aridity_2010 0.45 0.42
## Aridity_2015 0.14 0.60
## Aridity_2020 0.34 0.63
## Day_land_surface_temp_2000 -0.25 -0.66
## Day_land_surface_temp_2005 -0.21 -0.79
## Day_land_surface_temp_2010 -0.20 -0.89
## Day_land_surface_temp_2015 -0.22 -0.86
## Day_land_surface_temp_2020 -0.31 -0.88
## Diurnal_temperature_range_2000 0.99 0.37
## Diurnal_temperature_range_2005 0.99 0.40
## Diurnal_temperature_range_2010 0.98 0.38
## Diurnal_temperature_range_2015 0.97 0.39
## Diurnal_temperature_range_2020 1.00 0.37
## Elavation 0.37 1.00
## Enhanced_vegetation_index_2020 0.31 0.46
## Frost_days_2020 0.01 0.71
## Global_human_footprint 0.01 0.09
## Growing_season_length 0.22 0.61
## Irrigation -0.27 -0.14
## ITN_coverage_2020 -0.29 -0.80
## Land_surface_temperature_2020 -0.23 -0.94
## Max_temp_2020 0.06 -0.85
## mean_temp_2020 -0.13 -0.91
## Min_temp_2020 -0.31 -0.94
## Night_land_surface_temp_2020 -0.16 -0.95
## PET_2020 0.09 -0.77
## Precipitation_2020 0.48 0.38
## Rainfall_2020 0.38 0.28
## Temperature_January -0.22 -0.95
## Temperature_February -0.25 -0.97
## Temperature_March -0.28 -0.97
## Temperature_April -0.26 -0.97
## Temperature_May -0.21 -0.96
## Temperature_June -0.14 -0.94
## Temperature_July -0.10 -0.93
## Temperature_August -0.12 -0.94
## Temperature_September -0.19 -0.95
## Temperature_October -0.25 -0.97
## Temperature_November -0.27 -0.97
## Temperature_December -0.25 -0.96
## U5_Population -0.09 0.13
## UN_Population_Count_2020 -0.15 0.10
## UN_Population_density_2020 -0.15 0.10
## Wet_days_2020 0.51 0.56
## Avg_Household_2019 -0.22 -0.52
## ITN_useamongchildren_2020 0.05 -0.47
## Enhanced_vegetation_index_2020 Frost_days_2020
## latitude 0.57 0.22
## longitude -0.42 0.20
## Malaria_incidence_2000 0.29 -0.46
## Malaria_incidence_2005 0.25 -0.39
## Malaria_incidence_2010 0.26 -0.28
## Malaria_incidence_2015 0.28 -0.40
## Malaria_incidence_2020 0.31 -0.40
## Malaria_prevalance_2000 0.31 -0.40
## Malaria_prevalance_2005 0.26 -0.34
## Malaria_prevalance_2010 0.26 -0.25
## Malaria_prevalance_2015 0.29 -0.36
## Malaria_prevalance_2020 0.32 -0.35
## Aridity_2010 0.71 0.16
## Aridity_2015 0.75 0.48
## Aridity_2020 0.77 0.45
## Day_land_surface_temp_2000 -0.84 -0.43
## Day_land_surface_temp_2005 -0.79 -0.63
## Day_land_surface_temp_2010 -0.71 -0.65
## Day_land_surface_temp_2015 -0.76 -0.61
## Day_land_surface_temp_2020 -0.79 -0.65
## Diurnal_temperature_range_2000 0.34 -0.01
## Diurnal_temperature_range_2005 0.35 0.02
## Diurnal_temperature_range_2010 0.37 -0.01
## Diurnal_temperature_range_2015 0.32 -0.01
## Diurnal_temperature_range_2020 0.31 0.01
## Elavation 0.46 0.71
## Enhanced_vegetation_index_2020 1.00 0.33
## Frost_days_2020 0.33 1.00
## Global_human_footprint -0.18 -0.17
## Growing_season_length 0.69 0.52
## Irrigation 0.13 0.06
## ITN_coverage_2020 -0.16 -0.52
## Land_surface_temperature_2020 -0.66 -0.73
## Max_temp_2020 -0.41 -0.75
## mean_temp_2020 -0.47 -0.74
## Min_temp_2020 -0.50 -0.72
## Night_land_surface_temp_2020 -0.51 -0.77
## PET_2020 -0.52 -0.69
## Precipitation_2020 0.76 0.13
## Rainfall_2020 0.74 0.09
## Temperature_January -0.44 -0.79
## Temperature_February -0.47 -0.79
## Temperature_March -0.50 -0.78
## Temperature_April -0.51 -0.77
## Temperature_May -0.50 -0.76
## Temperature_June -0.45 -0.77
## Temperature_July -0.42 -0.76
## Temperature_August -0.43 -0.77
## Temperature_September -0.48 -0.77
## Temperature_October -0.50 -0.76
## Temperature_November -0.48 -0.77
## Temperature_December -0.45 -0.78
## U5_Population -0.31 -0.12
## UN_Population_Count_2020 -0.33 -0.12
## UN_Population_density_2020 -0.33 -0.12
## Wet_days_2020 0.72 0.30
## Avg_Household_2019 -0.14 -0.19
## ITN_useamongchildren_2020 -0.02 -0.37
## Global_human_footprint Growing_season_length
## latitude 0.08 0.47
## longitude -0.15 -0.22
## Malaria_incidence_2000 -0.07 0.11
## Malaria_incidence_2005 -0.06 0.15
## Malaria_incidence_2010 0.12 0.32
## Malaria_incidence_2015 0.03 0.22
## Malaria_incidence_2020 0.03 0.25
## Malaria_prevalance_2000 -0.01 0.20
## Malaria_prevalance_2005 -0.01 0.21
## Malaria_prevalance_2010 0.13 0.34
## Malaria_prevalance_2015 0.06 0.26
## Malaria_prevalance_2020 0.07 0.30
## Aridity_2010 0.10 0.85
## Aridity_2015 0.05 0.94
## Aridity_2020 0.06 0.95
## Day_land_surface_temp_2000 -0.04 -0.78
## Day_land_surface_temp_2005 -0.02 -0.76
## Day_land_surface_temp_2010 -0.04 -0.69
## Day_land_surface_temp_2015 -0.02 -0.76
## Day_land_surface_temp_2020 0.01 -0.73
## Diurnal_temperature_range_2000 0.04 0.28
## Diurnal_temperature_range_2005 0.04 0.29
## Diurnal_temperature_range_2010 0.06 0.32
## Diurnal_temperature_range_2015 0.06 0.25
## Diurnal_temperature_range_2020 0.01 0.22
## Elavation 0.09 0.61
## Enhanced_vegetation_index_2020 -0.18 0.69
## Frost_days_2020 -0.17 0.52
## Global_human_footprint 1.00 0.14
## Growing_season_length 0.14 1.00
## Irrigation 0.09 -0.09
## ITN_coverage_2020 -0.05 -0.23
## Land_surface_temperature_2020 -0.04 -0.70
## Max_temp_2020 -0.19 -0.62
## mean_temp_2020 -0.19 -0.65
## Min_temp_2020 -0.18 -0.67
## Night_land_surface_temp_2020 -0.08 -0.64
## PET_2020 -0.22 -0.73
## Precipitation_2020 0.09 0.83
## Rainfall_2020 0.09 0.78
## Temperature_January -0.02 -0.56
## Temperature_February -0.03 -0.60
## Temperature_March -0.04 -0.63
## Temperature_April -0.06 -0.64
## Temperature_May -0.06 -0.63
## Temperature_June -0.07 -0.58
## Temperature_July -0.07 -0.56
## Temperature_August -0.07 -0.57
## Temperature_September -0.06 -0.61
## Temperature_October -0.05 -0.64
## Temperature_November -0.04 -0.61
## Temperature_December -0.03 -0.57
## U5_Population 0.85 0.00
## UN_Population_Count_2020 0.85 -0.01
## UN_Population_density_2020 0.85 -0.01
## Wet_days_2020 0.11 0.86
## Avg_Household_2019 -0.13 -0.16
## ITN_useamongchildren_2020 -0.15 -0.20
## Irrigation ITN_coverage_2020
## latitude -0.07 -0.24
## longitude -0.37 -0.32
## Malaria_incidence_2000 -0.15 0.44
## Malaria_incidence_2005 -0.14 0.46
## Malaria_incidence_2010 -0.17 0.36
## Malaria_incidence_2015 -0.10 0.39
## Malaria_incidence_2020 -0.16 0.35
## Malaria_prevalance_2000 -0.17 0.42
## Malaria_prevalance_2005 -0.16 0.44
## Malaria_prevalance_2010 -0.16 0.34
## Malaria_prevalance_2015 -0.11 0.36
## Malaria_prevalance_2020 -0.17 0.32
## Aridity_2010 -0.12 -0.04
## Aridity_2015 0.09 -0.20
## Aridity_2020 -0.03 -0.20
## Day_land_surface_temp_2000 0.01 0.26
## Day_land_surface_temp_2005 -0.04 0.52
## Day_land_surface_temp_2010 0.00 0.62
## Day_land_surface_temp_2015 -0.02 0.59
## Day_land_surface_temp_2020 -0.02 0.59
## Diurnal_temperature_range_2000 -0.28 -0.26
## Diurnal_temperature_range_2005 -0.26 -0.27
## Diurnal_temperature_range_2010 -0.29 -0.24
## Diurnal_temperature_range_2015 -0.28 -0.28
## Diurnal_temperature_range_2020 -0.27 -0.29
## Elavation -0.14 -0.80
## Enhanced_vegetation_index_2020 0.13 -0.16
## Frost_days_2020 0.06 -0.52
## Global_human_footprint 0.09 -0.05
## Growing_season_length -0.09 -0.23
## Irrigation 1.00 0.22
## ITN_coverage_2020 0.22 1.00
## Land_surface_temperature_2020 -0.01 0.65
## Max_temp_2020 -0.12 0.61
## mean_temp_2020 -0.07 0.66
## Min_temp_2020 -0.02 0.69
## Night_land_surface_temp_2020 0.00 0.68
## PET_2020 -0.14 0.45
## Precipitation_2020 -0.06 0.02
## Rainfall_2020 -0.14 0.04
## Temperature_January 0.07 0.77
## Temperature_February 0.09 0.76
## Temperature_March 0.10 0.75
## Temperature_April 0.08 0.74
## Temperature_May 0.06 0.71
## Temperature_June 0.04 0.72
## Temperature_July 0.02 0.71
## Temperature_August 0.03 0.72
## Temperature_September 0.07 0.70
## Temperature_October 0.09 0.71
## Temperature_November 0.12 0.76
## Temperature_December 0.09 0.78
## U5_Population 0.01 -0.16
## UN_Population_Count_2020 0.05 -0.14
## UN_Population_density_2020 0.05 -0.14
## Wet_days_2020 -0.23 -0.26
## Avg_Household_2019 0.10 0.44
## ITN_useamongchildren_2020 0.27 0.47
## Land_surface_temperature_2020 Max_temp_2020
## latitude -0.39 -0.28
## longitude -0.04 -0.12
## Malaria_incidence_2000 0.35 0.55
## Malaria_incidence_2005 0.34 0.54
## Malaria_incidence_2010 0.18 0.37
## Malaria_incidence_2015 0.30 0.49
## Malaria_incidence_2020 0.27 0.48
## Malaria_prevalance_2000 0.27 0.49
## Malaria_prevalance_2005 0.28 0.48
## Malaria_prevalance_2010 0.14 0.33
## Malaria_prevalance_2015 0.26 0.44
## Malaria_prevalance_2020 0.21 0.43
## Aridity_2010 -0.48 -0.27
## Aridity_2015 -0.73 -0.65
## Aridity_2020 -0.71 -0.56
## Day_land_surface_temp_2000 0.81 0.60
## Day_land_surface_temp_2005 0.91 0.76
## Day_land_surface_temp_2010 0.98 0.86
## Day_land_surface_temp_2015 0.94 0.80
## Day_land_surface_temp_2020 0.97 0.81
## Diurnal_temperature_range_2000 -0.23 0.06
## Diurnal_temperature_range_2005 -0.27 0.01
## Diurnal_temperature_range_2010 -0.25 0.04
## Diurnal_temperature_range_2015 -0.24 0.06
## Diurnal_temperature_range_2020 -0.23 0.06
## Elavation -0.94 -0.85
## Enhanced_vegetation_index_2020 -0.66 -0.41
## Frost_days_2020 -0.73 -0.75
## Global_human_footprint -0.04 -0.19
## Growing_season_length -0.70 -0.62
## Irrigation -0.01 -0.12
## ITN_coverage_2020 0.65 0.61
## Land_surface_temperature_2020 1.00 0.90
## Max_temp_2020 0.90 1.00
## mean_temp_2020 0.94 0.98
## Min_temp_2020 0.94 0.93
## Night_land_surface_temp_2020 0.98 0.94
## PET_2020 0.89 0.96
## Precipitation_2020 -0.46 -0.23
## Rainfall_2020 -0.38 -0.16
## Temperature_January 0.95 0.90
## Temperature_February 0.96 0.90
## Temperature_March 0.97 0.90
## Temperature_April 0.97 0.91
## Temperature_May 0.97 0.93
## Temperature_June 0.96 0.95
## Temperature_July 0.94 0.96
## Temperature_August 0.95 0.95
## Temperature_September 0.97 0.93
## Temperature_October 0.97 0.90
## Temperature_November 0.96 0.89
## Temperature_December 0.95 0.90
## U5_Population -0.03 -0.16
## UN_Population_Count_2020 -0.01 -0.17
## UN_Population_density_2020 -0.01 -0.17
## Wet_days_2020 -0.59 -0.36
## Avg_Household_2019 0.51 0.48
## ITN_useamongchildren_2020 0.42 0.47
## mean_temp_2020 Min_temp_2020
## latitude -0.30 -0.31
## longitude -0.10 -0.07
## Malaria_incidence_2000 0.52 0.47
## Malaria_incidence_2005 0.51 0.47
## Malaria_incidence_2010 0.32 0.27
## Malaria_incidence_2015 0.44 0.39
## Malaria_incidence_2020 0.42 0.34
## Malaria_prevalance_2000 0.45 0.40
## Malaria_prevalance_2005 0.45 0.41
## Malaria_prevalance_2010 0.29 0.24
## Malaria_prevalance_2015 0.39 0.34
## Malaria_prevalance_2020 0.36 0.29
## Aridity_2010 -0.36 -0.42
## Aridity_2015 -0.67 -0.67
## Aridity_2020 -0.62 -0.65
## Day_land_surface_temp_2000 0.65 0.67
## Day_land_surface_temp_2005 0.79 0.80
## Day_land_surface_temp_2010 0.89 0.89
## Day_land_surface_temp_2015 0.84 0.84
## Day_land_surface_temp_2020 0.87 0.89
## Diurnal_temperature_range_2000 -0.12 -0.30
## Diurnal_temperature_range_2005 -0.18 -0.35
## Diurnal_temperature_range_2010 -0.14 -0.31
## Diurnal_temperature_range_2015 -0.13 -0.30
## Diurnal_temperature_range_2020 -0.13 -0.31
## Elavation -0.91 -0.94
## Enhanced_vegetation_index_2020 -0.47 -0.50
## Frost_days_2020 -0.74 -0.72
## Global_human_footprint -0.19 -0.18
## Growing_season_length -0.65 -0.67
## Irrigation -0.07 -0.02
## ITN_coverage_2020 0.66 0.69
## Land_surface_temperature_2020 0.94 0.94
## Max_temp_2020 0.98 0.93
## mean_temp_2020 1.00 0.98
## Min_temp_2020 0.98 1.00
## Night_land_surface_temp_2020 0.96 0.95
## PET_2020 0.94 0.89
## Precipitation_2020 -0.32 -0.40
## Rainfall_2020 -0.23 -0.28
## Temperature_January 0.94 0.94
## Temperature_February 0.94 0.95
## Temperature_March 0.94 0.95
## Temperature_April 0.95 0.96
## Temperature_May 0.97 0.96
## Temperature_June 0.97 0.96
## Temperature_July 0.97 0.95
## Temperature_August 0.96 0.95
## Temperature_September 0.96 0.95
## Temperature_October 0.94 0.95
## Temperature_November 0.93 0.95
## Temperature_December 0.94 0.94
## U5_Population -0.14 -0.12
## UN_Population_Count_2020 -0.14 -0.10
## UN_Population_density_2020 -0.14 -0.10
## Wet_days_2020 -0.45 -0.52
## Avg_Household_2019 0.52 0.53
## ITN_useamongchildren_2020 0.46 0.43
## Night_land_surface_temp_2020 PET_2020
## latitude -0.32 -0.34
## longitude -0.14 0.00
## Malaria_incidence_2000 0.46 0.41
## Malaria_incidence_2005 0.44 0.37
## Malaria_incidence_2010 0.25 0.20
## Malaria_incidence_2015 0.41 0.31
## Malaria_incidence_2020 0.38 0.33
## Malaria_prevalance_2000 0.38 0.33
## Malaria_prevalance_2005 0.37 0.31
## Malaria_prevalance_2010 0.22 0.17
## Malaria_prevalance_2015 0.36 0.27
## Malaria_prevalance_2020 0.32 0.28
## Aridity_2010 -0.39 -0.40
## Aridity_2015 -0.67 -0.75
## Aridity_2020 -0.63 -0.66
## Day_land_surface_temp_2000 0.72 0.70
## Day_land_surface_temp_2005 0.85 0.78
## Day_land_surface_temp_2010 0.94 0.86
## Day_land_surface_temp_2015 0.89 0.81
## Day_land_surface_temp_2020 0.91 0.83
## Diurnal_temperature_range_2000 -0.15 0.08
## Diurnal_temperature_range_2005 -0.20 0.02
## Diurnal_temperature_range_2010 -0.17 0.04
## Diurnal_temperature_range_2015 -0.16 0.07
## Diurnal_temperature_range_2020 -0.16 0.09
## Elavation -0.95 -0.77
## Enhanced_vegetation_index_2020 -0.51 -0.52
## Frost_days_2020 -0.77 -0.69
## Global_human_footprint -0.08 -0.22
## Growing_season_length -0.64 -0.73
## Irrigation 0.00 -0.14
## ITN_coverage_2020 0.68 0.45
## Land_surface_temperature_2020 0.98 0.89
## Max_temp_2020 0.94 0.96
## mean_temp_2020 0.96 0.94
## Min_temp_2020 0.95 0.89
## Night_land_surface_temp_2020 1.00 0.90
## PET_2020 0.90 1.00
## Precipitation_2020 -0.34 -0.37
## Rainfall_2020 -0.27 -0.29
## Temperature_January 0.97 0.82
## Temperature_February 0.98 0.83
## Temperature_March 0.98 0.84
## Temperature_April 0.98 0.86
## Temperature_May 0.98 0.89
## Temperature_June 0.98 0.89
## Temperature_July 0.97 0.89
## Temperature_August 0.98 0.89
## Temperature_September 0.98 0.88
## Temperature_October 0.98 0.86
## Temperature_November 0.97 0.83
## Temperature_December 0.97 0.82
## U5_Population -0.09 -0.13
## UN_Population_Count_2020 -0.07 -0.14
## UN_Population_density_2020 -0.07 -0.14
## Wet_days_2020 -0.50 -0.45
## Avg_Household_2019 0.54 0.45
## ITN_useamongchildren_2020 0.47 0.40
## Precipitation_2020 Rainfall_2020
## latitude 0.38 0.47
## longitude -0.44 -0.42
## Malaria_incidence_2000 0.44 0.61
## Malaria_incidence_2005 0.42 0.60
## Malaria_incidence_2010 0.51 0.66
## Malaria_incidence_2015 0.50 0.61
## Malaria_incidence_2020 0.55 0.67
## Malaria_prevalance_2000 0.49 0.66
## Malaria_prevalance_2005 0.45 0.63
## Malaria_prevalance_2010 0.50 0.66
## Malaria_prevalance_2015 0.51 0.62
## Malaria_prevalance_2020 0.57 0.69
## Aridity_2010 0.96 0.95
## Aridity_2015 0.81 0.74
## Aridity_2020 0.92 0.82
## Day_land_surface_temp_2000 -0.76 -0.71
## Day_land_surface_temp_2005 -0.61 -0.61
## Day_land_surface_temp_2010 -0.48 -0.43
## Day_land_surface_temp_2015 -0.60 -0.57
## Day_land_surface_temp_2020 -0.57 -0.49
## Diurnal_temperature_range_2000 0.55 0.45
## Diurnal_temperature_range_2005 0.54 0.43
## Diurnal_temperature_range_2010 0.60 0.50
## Diurnal_temperature_range_2015 0.53 0.40
## Diurnal_temperature_range_2020 0.48 0.38
## Elavation 0.38 0.28
## Enhanced_vegetation_index_2020 0.76 0.74
## Frost_days_2020 0.13 0.09
## Global_human_footprint 0.09 0.09
## Growing_season_length 0.83 0.78
## Irrigation -0.06 -0.14
## ITN_coverage_2020 0.02 0.04
## Land_surface_temperature_2020 -0.46 -0.38
## Max_temp_2020 -0.23 -0.16
## mean_temp_2020 -0.32 -0.23
## Min_temp_2020 -0.40 -0.28
## Night_land_surface_temp_2020 -0.34 -0.27
## PET_2020 -0.37 -0.29
## Precipitation_2020 1.00 0.93
## Rainfall_2020 0.93 1.00
## Temperature_January -0.24 -0.17
## Temperature_February -0.30 -0.22
## Temperature_March -0.34 -0.26
## Temperature_April -0.35 -0.26
## Temperature_May -0.33 -0.23
## Temperature_June -0.25 -0.15
## Temperature_July -0.21 -0.11
## Temperature_August -0.23 -0.13
## Temperature_September -0.30 -0.20
## Temperature_October -0.36 -0.25
## Temperature_November -0.32 -0.24
## Temperature_December -0.26 -0.19
## U5_Population -0.06 -0.04
## UN_Population_Count_2020 -0.09 -0.06
## UN_Population_density_2020 -0.09 -0.06
## Wet_days_2020 0.93 0.91
## Avg_Household_2019 -0.10 0.02
## ITN_useamongchildren_2020 0.08 -0.02
## Temperature_January Temperature_February
## latitude -0.26 -0.28
## longitude -0.24 -0.22
## Malaria_incidence_2000 0.54 0.50
## Malaria_incidence_2005 0.52 0.48
## Malaria_incidence_2010 0.35 0.31
## Malaria_incidence_2015 0.50 0.45
## Malaria_incidence_2020 0.46 0.41
## Malaria_prevalance_2000 0.47 0.43
## Malaria_prevalance_2005 0.46 0.42
## Malaria_prevalance_2010 0.31 0.27
## Malaria_prevalance_2015 0.45 0.40
## Malaria_prevalance_2020 0.40 0.35
## Aridity_2010 -0.29 -0.34
## Aridity_2015 -0.58 -0.61
## Aridity_2020 -0.54 -0.59
## Day_land_surface_temp_2000 0.63 0.66
## Day_land_surface_temp_2005 0.82 0.84
## Day_land_surface_temp_2010 0.91 0.92
## Day_land_surface_temp_2015 0.85 0.87
## Day_land_surface_temp_2020 0.88 0.90
## Diurnal_temperature_range_2000 -0.19 -0.23
## Diurnal_temperature_range_2005 -0.24 -0.28
## Diurnal_temperature_range_2010 -0.20 -0.24
## Diurnal_temperature_range_2015 -0.19 -0.23
## Diurnal_temperature_range_2020 -0.22 -0.25
## Elavation -0.95 -0.97
## Enhanced_vegetation_index_2020 -0.44 -0.47
## Frost_days_2020 -0.79 -0.79
## Global_human_footprint -0.02 -0.03
## Growing_season_length -0.56 -0.60
## Irrigation 0.07 0.09
## ITN_coverage_2020 0.77 0.76
## Land_surface_temperature_2020 0.95 0.96
## Max_temp_2020 0.90 0.90
## mean_temp_2020 0.94 0.94
## Min_temp_2020 0.94 0.95
## Night_land_surface_temp_2020 0.97 0.98
## PET_2020 0.82 0.83
## Precipitation_2020 -0.24 -0.30
## Rainfall_2020 -0.17 -0.22
## Temperature_January 1.00 1.00
## Temperature_February 1.00 1.00
## Temperature_March 0.99 1.00
## Temperature_April 0.99 1.00
## Temperature_May 0.98 0.99
## Temperature_June 0.98 0.98
## Temperature_July 0.97 0.97
## Temperature_August 0.98 0.98
## Temperature_September 0.98 0.99
## Temperature_October 0.98 0.99
## Temperature_November 0.99 1.00
## Temperature_December 1.00 1.00
## U5_Population -0.08 -0.08
## UN_Population_Count_2020 -0.06 -0.06
## UN_Population_density_2020 -0.06 -0.06
## Wet_days_2020 -0.43 -0.48
## Avg_Household_2019 0.50 0.50
## ITN_useamongchildren_2020 0.50 0.49
## Temperature_March Temperature_April
## latitude -0.30 -0.30
## longitude -0.19 -0.16
## Malaria_incidence_2000 0.47 0.48
## Malaria_incidence_2005 0.44 0.45
## Malaria_incidence_2010 0.27 0.28
## Malaria_incidence_2015 0.41 0.41
## Malaria_incidence_2020 0.37 0.37
## Malaria_prevalance_2000 0.39 0.40
## Malaria_prevalance_2005 0.38 0.39
## Malaria_prevalance_2010 0.24 0.24
## Malaria_prevalance_2015 0.36 0.36
## Malaria_prevalance_2020 0.31 0.32
## Aridity_2010 -0.38 -0.38
## Aridity_2015 -0.63 -0.65
## Aridity_2020 -0.62 -0.63
## Day_land_surface_temp_2000 0.69 0.70
## Day_land_surface_temp_2005 0.84 0.85
## Day_land_surface_temp_2010 0.93 0.93
## Day_land_surface_temp_2015 0.88 0.89
## Day_land_surface_temp_2020 0.91 0.92
## Diurnal_temperature_range_2000 -0.26 -0.24
## Diurnal_temperature_range_2005 -0.31 -0.29
## Diurnal_temperature_range_2010 -0.27 -0.25
## Diurnal_temperature_range_2015 -0.26 -0.25
## Diurnal_temperature_range_2020 -0.28 -0.26
## Elavation -0.97 -0.97
## Enhanced_vegetation_index_2020 -0.50 -0.51
## Frost_days_2020 -0.78 -0.77
## Global_human_footprint -0.04 -0.06
## Growing_season_length -0.63 -0.64
## Irrigation 0.10 0.08
## ITN_coverage_2020 0.75 0.74
## Land_surface_temperature_2020 0.97 0.97
## Max_temp_2020 0.90 0.91
## mean_temp_2020 0.94 0.95
## Min_temp_2020 0.95 0.96
## Night_land_surface_temp_2020 0.98 0.98
## PET_2020 0.84 0.86
## Precipitation_2020 -0.34 -0.35
## Rainfall_2020 -0.26 -0.26
## Temperature_January 0.99 0.99
## Temperature_February 1.00 1.00
## Temperature_March 1.00 1.00
## Temperature_April 1.00 1.00
## Temperature_May 0.99 1.00
## Temperature_June 0.98 0.99
## Temperature_July 0.97 0.98
## Temperature_August 0.98 0.98
## Temperature_September 0.99 0.99
## Temperature_October 0.99 1.00
## Temperature_November 1.00 1.00
## Temperature_December 0.99 0.99
## U5_Population -0.08 -0.09
## UN_Population_Count_2020 -0.06 -0.07
## UN_Population_density_2020 -0.06 -0.07
## Wet_days_2020 -0.52 -0.52
## Avg_Household_2019 0.51 0.51
## ITN_useamongchildren_2020 0.48 0.47
## Temperature_May Temperature_June
## latitude -0.29 -0.26
## longitude -0.16 -0.19
## Malaria_incidence_2000 0.51 0.56
## Malaria_incidence_2005 0.48 0.54
## Malaria_incidence_2010 0.31 0.37
## Malaria_incidence_2015 0.44 0.50
## Malaria_incidence_2020 0.41 0.48
## Malaria_prevalance_2000 0.43 0.49
## Malaria_prevalance_2005 0.42 0.48
## Malaria_prevalance_2010 0.28 0.33
## Malaria_prevalance_2015 0.39 0.46
## Malaria_prevalance_2020 0.35 0.42
## Aridity_2010 -0.36 -0.28
## Aridity_2015 -0.65 -0.60
## Aridity_2020 -0.62 -0.56
## Day_land_surface_temp_2000 0.70 0.65
## Day_land_surface_temp_2005 0.83 0.80
## Day_land_surface_temp_2010 0.93 0.92
## Day_land_surface_temp_2015 0.88 0.85
## Day_land_surface_temp_2020 0.91 0.88
## Diurnal_temperature_range_2000 -0.19 -0.12
## Diurnal_temperature_range_2005 -0.24 -0.18
## Diurnal_temperature_range_2010 -0.20 -0.13
## Diurnal_temperature_range_2015 -0.20 -0.13
## Diurnal_temperature_range_2020 -0.21 -0.14
## Elavation -0.96 -0.94
## Enhanced_vegetation_index_2020 -0.50 -0.45
## Frost_days_2020 -0.76 -0.77
## Global_human_footprint -0.06 -0.07
## Growing_season_length -0.63 -0.58
## Irrigation 0.06 0.04
## ITN_coverage_2020 0.71 0.72
## Land_surface_temperature_2020 0.97 0.96
## Max_temp_2020 0.93 0.95
## mean_temp_2020 0.97 0.97
## Min_temp_2020 0.96 0.96
## Night_land_surface_temp_2020 0.98 0.98
## PET_2020 0.89 0.89
## Precipitation_2020 -0.33 -0.25
## Rainfall_2020 -0.23 -0.15
## Temperature_January 0.98 0.98
## Temperature_February 0.99 0.98
## Temperature_March 0.99 0.98
## Temperature_April 1.00 0.99
## Temperature_May 1.00 1.00
## Temperature_June 1.00 1.00
## Temperature_July 0.99 1.00
## Temperature_August 0.99 1.00
## Temperature_September 1.00 1.00
## Temperature_October 1.00 0.99
## Temperature_November 0.99 0.98
## Temperature_December 0.98 0.98
## U5_Population -0.09 -0.10
## UN_Population_Count_2020 -0.07 -0.09
## UN_Population_density_2020 -0.07 -0.09
## Wet_days_2020 -0.49 -0.41
## Avg_Household_2019 0.53 0.53
## ITN_useamongchildren_2020 0.45 0.46
## Temperature_July Temperature_August
## latitude -0.24 -0.25
## longitude -0.21 -0.21
## Malaria_incidence_2000 0.59 0.58
## Malaria_incidence_2005 0.57 0.55
## Malaria_incidence_2010 0.41 0.39
## Malaria_incidence_2015 0.54 0.52
## Malaria_incidence_2020 0.51 0.50
## Malaria_prevalance_2000 0.52 0.51
## Malaria_prevalance_2005 0.51 0.49
## Malaria_prevalance_2010 0.37 0.35
## Malaria_prevalance_2015 0.49 0.47
## Malaria_prevalance_2020 0.46 0.44
## Aridity_2010 -0.24 -0.26
## Aridity_2015 -0.58 -0.59
## Aridity_2020 -0.53 -0.54
## Day_land_surface_temp_2000 0.63 0.64
## Day_land_surface_temp_2005 0.78 0.80
## Day_land_surface_temp_2010 0.90 0.91
## Day_land_surface_temp_2015 0.83 0.84
## Day_land_surface_temp_2020 0.87 0.88
## Diurnal_temperature_range_2000 -0.07 -0.10
## Diurnal_temperature_range_2005 -0.13 -0.15
## Diurnal_temperature_range_2010 -0.09 -0.11
## Diurnal_temperature_range_2015 -0.09 -0.11
## Diurnal_temperature_range_2020 -0.10 -0.12
## Elavation -0.93 -0.94
## Enhanced_vegetation_index_2020 -0.42 -0.43
## Frost_days_2020 -0.76 -0.77
## Global_human_footprint -0.07 -0.07
## Growing_season_length -0.56 -0.57
## Irrigation 0.02 0.03
## ITN_coverage_2020 0.71 0.72
## Land_surface_temperature_2020 0.94 0.95
## Max_temp_2020 0.96 0.95
## mean_temp_2020 0.97 0.96
## Min_temp_2020 0.95 0.95
## Night_land_surface_temp_2020 0.97 0.98
## PET_2020 0.89 0.89
## Precipitation_2020 -0.21 -0.23
## Rainfall_2020 -0.11 -0.13
## Temperature_January 0.97 0.98
## Temperature_February 0.97 0.98
## Temperature_March 0.97 0.98
## Temperature_April 0.98 0.98
## Temperature_May 0.99 0.99
## Temperature_June 1.00 1.00
## Temperature_July 1.00 1.00
## Temperature_August 1.00 1.00
## Temperature_September 0.99 0.99
## Temperature_October 0.97 0.98
## Temperature_November 0.97 0.98
## Temperature_December 0.97 0.98
## U5_Population -0.11 -0.11
## UN_Population_Count_2020 -0.10 -0.10
## UN_Population_density_2020 -0.10 -0.10
## Wet_days_2020 -0.36 -0.38
## Avg_Household_2019 0.54 0.53
## ITN_useamongchildren_2020 0.46 0.47
## Temperature_September Temperature_October
## latitude -0.27 -0.29
## longitude -0.18 -0.16
## Malaria_incidence_2000 0.52 0.48
## Malaria_incidence_2005 0.49 0.44
## Malaria_incidence_2010 0.32 0.28
## Malaria_incidence_2015 0.46 0.40
## Malaria_incidence_2020 0.43 0.37
## Malaria_prevalance_2000 0.44 0.40
## Malaria_prevalance_2005 0.43 0.38
## Malaria_prevalance_2010 0.28 0.24
## Malaria_prevalance_2015 0.41 0.36
## Malaria_prevalance_2020 0.37 0.32
## Aridity_2010 -0.33 -0.38
## Aridity_2015 -0.62 -0.64
## Aridity_2020 -0.60 -0.64
## Day_land_surface_temp_2000 0.69 0.71
## Day_land_surface_temp_2005 0.82 0.83
## Day_land_surface_temp_2010 0.92 0.93
## Day_land_surface_temp_2015 0.86 0.88
## Day_land_surface_temp_2020 0.90 0.92
## Diurnal_temperature_range_2000 -0.18 -0.24
## Diurnal_temperature_range_2005 -0.23 -0.28
## Diurnal_temperature_range_2010 -0.19 -0.25
## Diurnal_temperature_range_2015 -0.19 -0.25
## Diurnal_temperature_range_2020 -0.19 -0.25
## Elavation -0.95 -0.97
## Enhanced_vegetation_index_2020 -0.48 -0.50
## Frost_days_2020 -0.77 -0.76
## Global_human_footprint -0.06 -0.05
## Growing_season_length -0.61 -0.64
## Irrigation 0.07 0.09
## ITN_coverage_2020 0.70 0.71
## Land_surface_temperature_2020 0.97 0.97
## Max_temp_2020 0.93 0.90
## mean_temp_2020 0.96 0.94
## Min_temp_2020 0.95 0.95
## Night_land_surface_temp_2020 0.98 0.98
## PET_2020 0.88 0.86
## Precipitation_2020 -0.30 -0.36
## Rainfall_2020 -0.20 -0.25
## Temperature_January 0.98 0.98
## Temperature_February 0.99 0.99
## Temperature_March 0.99 0.99
## Temperature_April 0.99 1.00
## Temperature_May 1.00 1.00
## Temperature_June 1.00 0.99
## Temperature_July 0.99 0.97
## Temperature_August 0.99 0.98
## Temperature_September 1.00 1.00
## Temperature_October 1.00 1.00
## Temperature_November 0.99 0.99
## Temperature_December 0.98 0.98
## U5_Population -0.09 -0.09
## UN_Population_Count_2020 -0.07 -0.07
## UN_Population_density_2020 -0.07 -0.07
## Wet_days_2020 -0.46 -0.52
## Avg_Household_2019 0.53 0.53
## ITN_useamongchildren_2020 0.46 0.44
## Temperature_November Temperature_December
## latitude -0.29 -0.26
## longitude -0.20 -0.23
## Malaria_incidence_2000 0.48 0.52
## Malaria_incidence_2005 0.45 0.50
## Malaria_incidence_2010 0.28 0.34
## Malaria_incidence_2015 0.42 0.48
## Malaria_incidence_2020 0.38 0.44
## Malaria_prevalance_2000 0.40 0.45
## Malaria_prevalance_2005 0.39 0.44
## Malaria_prevalance_2010 0.25 0.30
## Malaria_prevalance_2015 0.37 0.43
## Malaria_prevalance_2020 0.32 0.38
## Aridity_2010 -0.36 -0.31
## Aridity_2015 -0.61 -0.58
## Aridity_2020 -0.60 -0.55
## Day_land_surface_temp_2000 0.69 0.64
## Day_land_surface_temp_2005 0.83 0.82
## Day_land_surface_temp_2010 0.92 0.91
## Day_land_surface_temp_2015 0.87 0.86
## Day_land_surface_temp_2020 0.90 0.88
## Diurnal_temperature_range_2000 -0.25 -0.21
## Diurnal_temperature_range_2005 -0.30 -0.27
## Diurnal_temperature_range_2010 -0.26 -0.22
## Diurnal_temperature_range_2015 -0.26 -0.22
## Diurnal_temperature_range_2020 -0.27 -0.25
## Elavation -0.97 -0.96
## Enhanced_vegetation_index_2020 -0.48 -0.45
## Frost_days_2020 -0.77 -0.78
## Global_human_footprint -0.04 -0.03
## Growing_season_length -0.61 -0.57
## Irrigation 0.12 0.09
## ITN_coverage_2020 0.76 0.78
## Land_surface_temperature_2020 0.96 0.95
## Max_temp_2020 0.89 0.90
## mean_temp_2020 0.93 0.94
## Min_temp_2020 0.95 0.94
## Night_land_surface_temp_2020 0.97 0.97
## PET_2020 0.83 0.82
## Precipitation_2020 -0.32 -0.26
## Rainfall_2020 -0.24 -0.19
## Temperature_January 0.99 1.00
## Temperature_February 1.00 1.00
## Temperature_March 1.00 0.99
## Temperature_April 1.00 0.99
## Temperature_May 0.99 0.98
## Temperature_June 0.98 0.98
## Temperature_July 0.97 0.97
## Temperature_August 0.98 0.98
## Temperature_September 0.99 0.98
## Temperature_October 0.99 0.98
## Temperature_November 1.00 0.99
## Temperature_December 0.99 1.00
## U5_Population -0.09 -0.09
## UN_Population_Count_2020 -0.07 -0.07
## UN_Population_density_2020 -0.07 -0.07
## Wet_days_2020 -0.51 -0.45
## Avg_Household_2019 0.51 0.50
## ITN_useamongchildren_2020 0.47 0.49
## U5_Population UN_Population_Count_2020
## latitude -0.06 -0.07
## longitude 0.14 0.14
## Malaria_incidence_2000 -0.18 -0.19
## Malaria_incidence_2005 -0.12 -0.13
## Malaria_incidence_2010 0.00 -0.02
## Malaria_incidence_2015 -0.12 -0.13
## Malaria_incidence_2020 -0.11 -0.12
## Malaria_prevalance_2000 -0.12 -0.13
## Malaria_prevalance_2005 -0.08 -0.09
## Malaria_prevalance_2010 0.02 0.00
## Malaria_prevalance_2015 -0.08 -0.09
## Malaria_prevalance_2020 -0.07 -0.08
## Aridity_2010 -0.01 -0.04
## Aridity_2015 -0.05 -0.05
## Aridity_2020 -0.04 -0.06
## Day_land_surface_temp_2000 -0.07 -0.04
## Day_land_surface_temp_2005 -0.05 -0.03
## Day_land_surface_temp_2010 -0.07 -0.06
## Day_land_surface_temp_2015 -0.06 -0.04
## Day_land_surface_temp_2020 0.03 0.05
## Diurnal_temperature_range_2000 -0.07 -0.14
## Diurnal_temperature_range_2005 -0.07 -0.13
## Diurnal_temperature_range_2010 -0.06 -0.13
## Diurnal_temperature_range_2015 -0.06 -0.13
## Diurnal_temperature_range_2020 -0.09 -0.15
## Elavation 0.13 0.10
## Enhanced_vegetation_index_2020 -0.31 -0.33
## Frost_days_2020 -0.12 -0.12
## Global_human_footprint 0.85 0.85
## Growing_season_length 0.00 -0.01
## Irrigation 0.01 0.05
## ITN_coverage_2020 -0.16 -0.14
## Land_surface_temperature_2020 -0.03 -0.01
## Max_temp_2020 -0.16 -0.17
## mean_temp_2020 -0.14 -0.14
## Min_temp_2020 -0.12 -0.10
## Night_land_surface_temp_2020 -0.09 -0.07
## PET_2020 -0.13 -0.14
## Precipitation_2020 -0.06 -0.09
## Rainfall_2020 -0.04 -0.06
## Temperature_January -0.08 -0.06
## Temperature_February -0.08 -0.06
## Temperature_March -0.08 -0.06
## Temperature_April -0.09 -0.07
## Temperature_May -0.09 -0.07
## Temperature_June -0.10 -0.09
## Temperature_July -0.11 -0.10
## Temperature_August -0.11 -0.10
## Temperature_September -0.09 -0.07
## Temperature_October -0.09 -0.07
## Temperature_November -0.09 -0.07
## Temperature_December -0.09 -0.07
## U5_Population 1.00 0.99
## UN_Population_Count_2020 0.99 1.00
## UN_Population_density_2020 0.99 1.00
## Wet_days_2020 0.01 -0.03
## Avg_Household_2019 0.00 0.02
## ITN_useamongchildren_2020 -0.28 -0.28
## UN_Population_density_2020 Wet_days_2020
## latitude -0.07 0.49
## longitude 0.14 -0.27
## Malaria_incidence_2000 -0.19 0.37
## Malaria_incidence_2005 -0.14 0.37
## Malaria_incidence_2010 -0.02 0.48
## Malaria_incidence_2015 -0.13 0.45
## Malaria_incidence_2020 -0.12 0.49
## Malaria_prevalance_2000 -0.13 0.43
## Malaria_prevalance_2005 -0.09 0.41
## Malaria_prevalance_2010 0.00 0.48
## Malaria_prevalance_2015 -0.09 0.48
## Malaria_prevalance_2020 -0.08 0.52
## Aridity_2010 -0.04 0.93
## Aridity_2015 -0.05 0.79
## Aridity_2020 -0.06 0.91
## Day_land_surface_temp_2000 -0.04 -0.78
## Day_land_surface_temp_2005 -0.03 -0.70
## Day_land_surface_temp_2010 -0.06 -0.60
## Day_land_surface_temp_2015 -0.04 -0.71
## Day_land_surface_temp_2020 0.05 -0.67
## Diurnal_temperature_range_2000 -0.14 0.58
## Diurnal_temperature_range_2005 -0.13 0.56
## Diurnal_temperature_range_2010 -0.13 0.62
## Diurnal_temperature_range_2015 -0.13 0.56
## Diurnal_temperature_range_2020 -0.15 0.51
## Elavation 0.10 0.56
## Enhanced_vegetation_index_2020 -0.33 0.72
## Frost_days_2020 -0.12 0.30
## Global_human_footprint 0.85 0.11
## Growing_season_length -0.01 0.86
## Irrigation 0.05 -0.23
## ITN_coverage_2020 -0.14 -0.26
## Land_surface_temperature_2020 -0.01 -0.59
## Max_temp_2020 -0.17 -0.36
## mean_temp_2020 -0.14 -0.45
## Min_temp_2020 -0.10 -0.52
## Night_land_surface_temp_2020 -0.07 -0.50
## PET_2020 -0.14 -0.45
## Precipitation_2020 -0.09 0.93
## Rainfall_2020 -0.06 0.91
## Temperature_January -0.06 -0.43
## Temperature_February -0.06 -0.48
## Temperature_March -0.06 -0.52
## Temperature_April -0.07 -0.52
## Temperature_May -0.07 -0.49
## Temperature_June -0.09 -0.41
## Temperature_July -0.10 -0.36
## Temperature_August -0.10 -0.38
## Temperature_September -0.07 -0.46
## Temperature_October -0.07 -0.52
## Temperature_November -0.07 -0.51
## Temperature_December -0.07 -0.45
## U5_Population 0.99 0.01
## UN_Population_Count_2020 1.00 -0.03
## UN_Population_density_2020 1.00 -0.03
## Wet_days_2020 -0.03 1.00
## Avg_Household_2019 0.02 -0.18
## ITN_useamongchildren_2020 -0.28 -0.14
## Avg_Household_2019 ITN_useamongchildren_2020
## latitude 0.22 -0.41
## longitude -0.03 -0.61
## Malaria_incidence_2000 0.43 0.20
## Malaria_incidence_2005 0.46 0.15
## Malaria_incidence_2010 0.44 -0.03
## Malaria_incidence_2015 0.39 0.14
## Malaria_incidence_2020 0.40 0.16
## Malaria_prevalance_2000 0.41 0.15
## Malaria_prevalance_2005 0.45 0.09
## Malaria_prevalance_2010 0.44 -0.06
## Malaria_prevalance_2015 0.38 0.07
## Malaria_prevalance_2020 0.38 0.10
## Aridity_2010 -0.07 -0.06
## Aridity_2015 -0.22 -0.18
## Aridity_2020 -0.22 -0.11
## Day_land_surface_temp_2000 0.26 0.21
## Day_land_surface_temp_2005 0.34 0.32
## Day_land_surface_temp_2010 0.43 0.43
## Day_land_surface_temp_2015 0.38 0.37
## Day_land_surface_temp_2020 0.45 0.34
## Diurnal_temperature_range_2000 -0.21 0.04
## Diurnal_temperature_range_2005 -0.25 0.04
## Diurnal_temperature_range_2010 -0.21 0.04
## Diurnal_temperature_range_2015 -0.24 0.05
## Diurnal_temperature_range_2020 -0.22 0.05
## Elavation -0.52 -0.47
## Enhanced_vegetation_index_2020 -0.14 -0.02
## Frost_days_2020 -0.19 -0.37
## Global_human_footprint -0.13 -0.15
## Growing_season_length -0.16 -0.20
## Irrigation 0.10 0.27
## ITN_coverage_2020 0.44 0.47
## Land_surface_temperature_2020 0.51 0.42
## Max_temp_2020 0.48 0.47
## mean_temp_2020 0.52 0.46
## Min_temp_2020 0.53 0.43
## Night_land_surface_temp_2020 0.54 0.47
## PET_2020 0.45 0.40
## Precipitation_2020 -0.10 0.08
## Rainfall_2020 0.02 -0.02
## Temperature_January 0.50 0.50
## Temperature_February 0.50 0.49
## Temperature_March 0.51 0.48
## Temperature_April 0.51 0.47
## Temperature_May 0.53 0.45
## Temperature_June 0.53 0.46
## Temperature_July 0.54 0.46
## Temperature_August 0.53 0.47
## Temperature_September 0.53 0.46
## Temperature_October 0.53 0.44
## Temperature_November 0.51 0.47
## Temperature_December 0.50 0.49
## U5_Population 0.00 -0.28
## UN_Population_Count_2020 0.02 -0.28
## UN_Population_density_2020 0.02 -0.28
## Wet_days_2020 -0.18 -0.14
## Avg_Household_2019 1.00 0.02
## ITN_useamongchildren_2020 0.02 1.00library(ggplot2)
library(ggcorrplot)
ggcorrplot(r)
ggcorrplot(r,
hc.order = TRUE,
type = "lower",
lab = TRUE)