diff --git a/stats_check.R b/stats_check.R
index 4bc5f5e..e2bb218 100755
--- a/stats_check.R
+++ b/stats_check.R
@@ -5,12 +5,12 @@
 #=============
 # Input
 #=============
-source("data_extraction_formatting.R")
+source("plot_data.R")
 #%%========================================================
 # data assignment for stats
-wf_npa = npa_df_adults_clean[npa_df_adults_clean$flustat == 1,]
-wf_sam = sam_df_adults_clean[sam_df_adults_clean$flustat == 1,]
-wf_serum = serum_df_adults_clean[serum_df_adults_clean$flustat == 1,]
+wf_npa = wf_fp_npa
+wf_sam = wf_fp_sam
+wf_serum = wf_fp_serum
 ############################################################
 #=========
 # t1
@@ -21,12 +21,18 @@ length(wf_npa$eotaxin3_npa1) - sum(is.na(wf_npa$eotaxin3_npa1))
 wilcox.test(wf_npa$il12p70_npa1[wf_npa$obesity == 1], wf_npa$il12p70_npa1[wf_npa$obesity == 0], paired = F)
 length(wf_npa$il12p70_npa1) - sum(is.na(wf_npa$il12p70_npa1))
 
+tapply(wf_npa$eotaxin3_npa1, wf_npa$obesity, mean, na.rm = T)
+tapply(wf_npa$eotaxin3_npa1, wf_npa$obesity, median, na.rm = T)
+
 #=========
 # t2
 #=========
 wilcox.test(wf_npa$il4_npa2[wf_npa$obesity == 1], wf_npa$il4_npa2[wf_npa$obesity == 0], paired = F)
 length(wf_npa$il4_npa2) - sum(is.na(wf_npa$il4_npa2))
 
+tapply(wf_npa$il4_npa2, wf_npa$obesity, mean, na.rm = T)
+tapply(wf_npa$il4_npa2, wf_npa$obesity, median, na.rm = T)
+
 #=========
 # t3
 #=========
@@ -45,11 +51,17 @@ length(wf_sam$eotaxin3_sam1) - sum(is.na(wf_sam$eotaxin3_sam1))
 wilcox.test(wf_sam$il12p70_sam1[wf_sam$obesity == 1], wf_sam$il12p70_sam1[wf_sam$obesity == 0], paired = F)
 length(wf_sam$il12p70_sam1) - sum(is.na(wf_sam$il12p70_sam1))
 
+tapply(wf_sam$il13_sam1, wf_sam$obesity, mean, na.rm = T)
+tapply(wf_sam$il13_sam1, wf_sam$obesity, median, na.rm = T)
+
 #=========
 # t2
 #=========
-wilcox.test(wf_sam$il4_sam2[wf_sam$obesity == 1], wf_sam$il4_sam2[wf_sam$obesity == 0], paired = F)
-length(wf_sam$il4_sam2) - sum(is.na(wf_sam$il4_sam2))
+wilcox.test(wf_sam$il5_sam2[wf_sam$obesity == 1], wf_sam$il5_sam2[wf_sam$obesity == 0], paired = F)
+length(wf_sam$il5_sam2) - sum(is.na(wf_sam$il5_sam2))
+
+tapply(wf_sam$il29_sam2, wf_sam$obesity, mean, na.rm = T)
+tapply(wf_sam$il29_sam2, wf_sam$obesity, median, na.rm = T)
 
 #=========
 # t3
@@ -68,14 +80,17 @@ length(wf_sam$tnfr1_sam3) - sum(is.na(wf_sam$tnfr1_sam3))
 wilcox.test(wf_serum$eotaxin3_serum1[wf_serum$obesity == 1], wf_serum$eotaxin3_serum1[wf_serum$obesity == 0], paired = F)
 length(wf_serum$eotaxin3_serum1) - sum(is.na(wf_serum$eotaxin3_serum1))
 
-wilcox.test(wf_serum$ifna2a_serum1[wf_serum$obesity == 1], wf_serum$ifna2a_serum1[wf_serum$obesity == 0], paired = F)
-length(wf_serum$ifna2a_serum1) - sum(is.na(wf_serum$ifna2a_serum1))
+wilcox.test(wf_serum$neopterin_serum1[wf_serum$obesity == 1], wf_serum$neopterin_serum1[wf_serum$obesity == 0], paired = F)
+length(wf_serum$neopterin_serum1) - sum(is.na(wf_serum$neopterin_serum1))
+
+tapply(wf_serum$eotaxin3_serum1, wf_serum$obesity, mean, na.rm = T)
+tapply(wf_serum$eotaxin3_serum1, wf_serum$obesity, median, na.rm = T)
 
 #=========
 # t2
 #=========
-wilcox.test(wf_serum$il5_serum2[wf_serum$obesity == 1], wf_serum$il5_serum2[wf_serum$obesity == 0], paired = F)
-length(wf_serum$il5_serum2) - sum(is.na(wf_serum$il5_serum2))
+wilcox.test(wf_serum$il8_2_serum2[wf_serum$obesity == 1], wf_serum$il8_2_serum2[wf_serum$obesity == 0], paired = F)
+length(wf_serum$il8_2_serum2) - sum(is.na(wf_serum$il8_2_serum2))
 
 #=========
 # t3
@@ -83,3 +98,6 @@ length(wf_serum$il5_serum2) - sum(is.na(wf_serum$il5_serum2))
 wilcox.test(wf_serum$rantes_serum3[wf_serum$obesity == 1], wf_serum$rantes_serum3[wf_serum$obesity == 0], paired = F)
 length(wf_serum$rantes_serum3) - sum(is.na(wf_serum$rantes_serum3))
 
+tapply(wf_serum$itac_serum3, wf_serum$obesity, mean, na.rm = T)
+tapply(wf_serum$itac_serum3, wf_serum$obesity, median, na.rm = T)
+