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Exploration of Temperature Measurements in Schistosomiasis Transmission Sites

## Pearson Correlation (Hourly Data - HOBO Sensor and ERA5):0.386615320901648
## Pearson Correlation (Daily Data - HOBO Sensor and ERA5):0.71264621819712
## 
## Call:
## lm(formula = era5_temp ~ mean_temp, data = combined_data)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -10.8038  -3.0101  -0.5599   2.6977  13.4777 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 6.062505   0.140393   43.18   <2e-16 ***
## mean_temp   0.672861   0.005734  117.35   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3.893 on 78357 degrees of freedom
## Multiple R-squared:  0.1495, Adjusted R-squared:  0.1495 
## F-statistic: 1.377e+04 on 1 and 78357 DF,  p-value: < 2.2e-16
## 
## Call:
## lm(formula = mean_era_daily_temp ~ mean_hobo_daily_temp, data = combined_data_daily_means)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -7.3923 -1.3013 -0.3571  1.1685  6.6115 
## 
## Coefficients:
##                      Estimate Std. Error t value Pr(>|t|)    
## (Intercept)          -0.89407    0.39867  -2.243    0.025 *  
## mean_hobo_daily_temp  0.95818    0.01631  58.753   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 1.824 on 3345 degrees of freedom
## Multiple R-squared:  0.5079, Adjusted R-squared:  0.5077 
## F-statistic:  3452 on 1 and 3345 DF,  p-value: < 2.2e-16
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## [1] "Mean difference (ERA5 - HOBO), Hourly Time-Series: -1.90794775959698"
## [1] "Median difference (ERA5 - HOBO), Hourly Time-Series: -2.68065759277341"
## [1] "Mean difference (ERA5 - HOBO), Daily Time-Series: -1.91312476300987"
## [1] "Median difference (ERA5 - HOBO), Daily Time-Series: -2.24960507032604"