diff --git a/examples/outputs/demo_ED50boxplot.pdf b/examples/outputs/demo_ED50boxplot.pdf
index f0398d9..2f746e8 100644
Binary files a/examples/outputs/demo_ED50boxplot.pdf and b/examples/outputs/demo_ED50boxplot.pdf differ
diff --git a/examples/outputs/demo_ED50df.csv b/examples/outputs/demo_ED50df.csv
index 0f4b230..1011e10 100644
--- a/examples/outputs/demo_ED50df.csv
+++ b/examples/outputs/demo_ED50df.csv
@@ -1,61 +1,61 @@
-"ED50","GroupingProperty","Site","Condition","Species","Genotype","Timepoint"
-38.17,"Zugspitze_Nursery_Acropora germania_1_420","Zugspitze","Nursery","Acropora germania","1",420
-38.02,"Zugspitze_Nursery_Acropora germania_2_420","Zugspitze","Nursery","Acropora germania","2",420
-38.16,"Zugspitze_Nursery_Acropora germania_3_420","Zugspitze","Nursery","Acropora germania","3",420
-38.41,"Zugspitze_Nursery_Acropora germania_4_420","Zugspitze","Nursery","Acropora germania","4",420
-38.24,"Zugspitze_Nursery_Acropora germania_5_420","Zugspitze","Nursery","Acropora germania","5",420
-38.54,"Zugspitze_Nursery_Acropora germania_6_420","Zugspitze","Nursery","Acropora germania","6",420
-38.26,"Zugspitze_Nursery_Acropora germania_7_420","Zugspitze","Nursery","Acropora germania","7",420
-38.46,"Zugspitze_Nursery_Acropora germania_8_420","Zugspitze","Nursery","Acropora germania","8",420
-37.83,"Zugspitze_Nursery_Acropora germania_9_420","Zugspitze","Nursery","Acropora germania","9",420
-38.35,"Zugspitze_Nursery_Acropora germania_10_420","Zugspitze","Nursery","Acropora germania","10",420
-38.67,"Zugspitze_Wild_Acropora germania_1_420","Zugspitze","Wild","Acropora germania","1",420
-38.45,"Zugspitze_Wild_Acropora germania_2_420","Zugspitze","Wild","Acropora germania","2",420
-38.42,"Zugspitze_Wild_Acropora germania_3_420","Zugspitze","Wild","Acropora germania","3",420
-38.27,"Zugspitze_Wild_Acropora germania_4_420","Zugspitze","Wild","Acropora germania","4",420
-38.45,"Zugspitze_Wild_Acropora germania_5_420","Zugspitze","Wild","Acropora germania","5",420
-38.39,"Zugspitze_Wild_Acropora germania_6_420","Zugspitze","Wild","Acropora germania","6",420
-38.5,"Zugspitze_Wild_Acropora germania_7_420","Zugspitze","Wild","Acropora germania","7",420
-38.41,"Zugspitze_Wild_Acropora germania_8_420","Zugspitze","Wild","Acropora germania","8",420
-38.58,"Zugspitze_Wild_Acropora germania_9_420","Zugspitze","Wild","Acropora germania","9",420
-38.4,"Zugspitze_Wild_Acropora germania_10_420","Zugspitze","Wild","Acropora germania","10",420
-37.9,"Zugspitze_Nursery_Porites germania_1_420","Zugspitze","Nursery","Porites germania","1",420
-37.93,"Zugspitze_Nursery_Porites germania_2_420","Zugspitze","Nursery","Porites germania","2",420
-38.06,"Zugspitze_Nursery_Porites germania_3_420","Zugspitze","Nursery","Porites germania","3",420
-37.77,"Zugspitze_Nursery_Porites germania_4_420","Zugspitze","Nursery","Porites germania","4",420
-37.88,"Zugspitze_Nursery_Porites germania_5_420","Zugspitze","Nursery","Porites germania","5",420
-38.31,"Zugspitze_Nursery_Porites germania_6_420","Zugspitze","Nursery","Porites germania","6",420
-38.01,"Zugspitze_Nursery_Porites germania_7_420","Zugspitze","Nursery","Porites germania","7",420
-37.9,"Zugspitze_Nursery_Porites germania_8_420","Zugspitze","Nursery","Porites germania","8",420
-38.05,"Zugspitze_Nursery_Porites germania_9_420","Zugspitze","Nursery","Porites germania","9",420
-37.54,"Zugspitze_Nursery_Porites germania_10_420","Zugspitze","Nursery","Porites germania","10",420
-38.55,"Zugspitze_Wild_Porites germania_1_420","Zugspitze","Wild","Porites germania","1",420
-38.41,"Zugspitze_Wild_Porites germania_2_420","Zugspitze","Wild","Porites germania","2",420
-38.11,"Zugspitze_Wild_Porites germania_3_420","Zugspitze","Wild","Porites germania","3",420
-38.6,"Zugspitze_Wild_Porites germania_4_420","Zugspitze","Wild","Porites germania","4",420
-38.8,"Zugspitze_Wild_Porites germania_5_420","Zugspitze","Wild","Porites germania","5",420
-38.5,"Zugspitze_Wild_Porites germania_6_420","Zugspitze","Wild","Porites germania","6",420
-38.26,"Zugspitze_Wild_Porites germania_7_420","Zugspitze","Wild","Porites germania","7",420
-38.57,"Zugspitze_Wild_Porites germania_8_420","Zugspitze","Wild","Porites germania","8",420
-38.94,"Zugspitze_Wild_Porites germania_9_420","Zugspitze","Wild","Porites germania","9",420
-38.55,"Zugspitze_Wild_Porites germania_10_420","Zugspitze","Wild","Porites germania","10",420
-37.52,"Feldberg_Nursery_Porites germania_1_420","Feldberg","Nursery","Porites germania","1",420
-38.2,"Feldberg_Nursery_Porites germania_2_420","Feldberg","Nursery","Porites germania","2",420
-38.16,"Feldberg_Nursery_Porites germania_3_420","Feldberg","Nursery","Porites germania","3",420
-38.4,"Feldberg_Nursery_Porites germania_4_420","Feldberg","Nursery","Porites germania","4",420
-37.81,"Feldberg_Nursery_Porites germania_5_420","Feldberg","Nursery","Porites germania","5",420
-37.71,"Feldberg_Nursery_Porites germania_6_420","Feldberg","Nursery","Porites germania","6",420
-38.48,"Feldberg_Nursery_Porites germania_7_420","Feldberg","Nursery","Porites germania","7",420
-37.32,"Feldberg_Nursery_Porites germania_8_420","Feldberg","Nursery","Porites germania","8",420
-37.81,"Feldberg_Nursery_Porites germania_9_420","Feldberg","Nursery","Porites germania","9",420
-38.03,"Feldberg_Nursery_Porites germania_10_420","Feldberg","Nursery","Porites germania","10",420
-38.42,"Feldberg_Wild_Porites germania_1_420","Feldberg","Wild","Porites germania","1",420
-38.52,"Feldberg_Wild_Porites germania_2_420","Feldberg","Wild","Porites germania","2",420
-38.57,"Feldberg_Wild_Porites germania_3_420","Feldberg","Wild","Porites germania","3",420
-38.63,"Feldberg_Wild_Porites germania_4_420","Feldberg","Wild","Porites germania","4",420
-38.44,"Feldberg_Wild_Porites germania_5_420","Feldberg","Wild","Porites germania","5",420
-38.15,"Feldberg_Wild_Porites germania_6_420","Feldberg","Wild","Porites germania","6",420
-37.79,"Feldberg_Wild_Porites germania_7_420","Feldberg","Wild","Porites germania","7",420
-38.46,"Feldberg_Wild_Porites germania_8_420","Feldberg","Wild","Porites germania","8",420
-38.14,"Feldberg_Wild_Porites germania_9_420","Feldberg","Wild","Porites germania","9",420
-37.45,"Feldberg_Wild_Porites germania_10_420","Feldberg","Wild","Porites germania","10",420
+"ED50","GroupingProperty","Site","Condition","Species","Timepoint"
+38.14,"Zugspitze_Nursery_Acropora germania_420_1","Zugspitze","Nursery","Acropora germania",420
+38.03,"Zugspitze_Nursery_Acropora germania_420_2","Zugspitze","Nursery","Acropora germania",420
+38.17,"Zugspitze_Nursery_Acropora germania_420_3","Zugspitze","Nursery","Acropora germania",420
+38.4,"Zugspitze_Nursery_Acropora germania_420_4","Zugspitze","Nursery","Acropora germania",420
+38.23,"Zugspitze_Nursery_Acropora germania_420_5","Zugspitze","Nursery","Acropora germania",420
+38.53,"Zugspitze_Nursery_Acropora germania_420_6","Zugspitze","Nursery","Acropora germania",420
+38.27,"Zugspitze_Nursery_Acropora germania_420_7","Zugspitze","Nursery","Acropora germania",420
+38.44,"Zugspitze_Nursery_Acropora germania_420_8","Zugspitze","Nursery","Acropora germania",420
+37.83,"Zugspitze_Nursery_Acropora germania_420_9","Zugspitze","Nursery","Acropora germania",420
+38.35,"Zugspitze_Nursery_Acropora germania_420_10","Zugspitze","Nursery","Acropora germania",420
+38.59,"Zugspitze_Wild_Acropora germania_420_1","Zugspitze","Wild","Acropora germania",420
+38.45,"Zugspitze_Wild_Acropora germania_420_2","Zugspitze","Wild","Acropora germania",420
+38.46,"Zugspitze_Wild_Acropora germania_420_3","Zugspitze","Wild","Acropora germania",420
+38.28,"Zugspitze_Wild_Acropora germania_420_4","Zugspitze","Wild","Acropora germania",420
+38.45,"Zugspitze_Wild_Acropora germania_420_5","Zugspitze","Wild","Acropora germania",420
+38.36,"Zugspitze_Wild_Acropora germania_420_6","Zugspitze","Wild","Acropora germania",420
+38.48,"Zugspitze_Wild_Acropora germania_420_7","Zugspitze","Wild","Acropora germania",420
+38.39,"Zugspitze_Wild_Acropora germania_420_8","Zugspitze","Wild","Acropora germania",420
+38.58,"Zugspitze_Wild_Acropora germania_420_9","Zugspitze","Wild","Acropora germania",420
+38.4,"Zugspitze_Wild_Acropora germania_420_10","Zugspitze","Wild","Acropora germania",420
+37.9,"Zugspitze_Nursery_Porites germania_420_1","Zugspitze","Nursery","Porites germania",420
+37.93,"Zugspitze_Nursery_Porites germania_420_2","Zugspitze","Nursery","Porites germania",420
+38.06,"Zugspitze_Nursery_Porites germania_420_3","Zugspitze","Nursery","Porites germania",420
+37.76,"Zugspitze_Nursery_Porites germania_420_4","Zugspitze","Nursery","Porites germania",420
+37.89,"Zugspitze_Nursery_Porites germania_420_5","Zugspitze","Nursery","Porites germania",420
+38.26,"Zugspitze_Nursery_Porites germania_420_6","Zugspitze","Nursery","Porites germania",420
+38.01,"Zugspitze_Nursery_Porites germania_420_7","Zugspitze","Nursery","Porites germania",420
+37.9,"Zugspitze_Nursery_Porites germania_420_8","Zugspitze","Nursery","Porites germania",420
+38.05,"Zugspitze_Nursery_Porites germania_420_9","Zugspitze","Nursery","Porites germania",420
+37.55,"Zugspitze_Nursery_Porites germania_420_10","Zugspitze","Nursery","Porites germania",420
+38.56,"Zugspitze_Wild_Porites germania_420_1","Zugspitze","Wild","Porites germania",420
+38.41,"Zugspitze_Wild_Porites germania_420_2","Zugspitze","Wild","Porites germania",420
+38.11,"Zugspitze_Wild_Porites germania_420_3","Zugspitze","Wild","Porites germania",420
+38.59,"Zugspitze_Wild_Porites germania_420_4","Zugspitze","Wild","Porites germania",420
+38.79,"Zugspitze_Wild_Porites germania_420_5","Zugspitze","Wild","Porites germania",420
+38.49,"Zugspitze_Wild_Porites germania_420_6","Zugspitze","Wild","Porites germania",420
+38.29,"Zugspitze_Wild_Porites germania_420_7","Zugspitze","Wild","Porites germania",420
+38.57,"Zugspitze_Wild_Porites germania_420_8","Zugspitze","Wild","Porites germania",420
+38.95,"Zugspitze_Wild_Porites germania_420_9","Zugspitze","Wild","Porites germania",420
+38.55,"Zugspitze_Wild_Porites germania_420_10","Zugspitze","Wild","Porites germania",420
+37.52,"Feldberg_Nursery_Porites germania_420_1","Feldberg","Nursery","Porites germania",420
+38.16,"Feldberg_Nursery_Porites germania_420_2","Feldberg","Nursery","Porites germania",420
+38.15,"Feldberg_Nursery_Porites germania_420_3","Feldberg","Nursery","Porites germania",420
+38.41,"Feldberg_Nursery_Porites germania_420_4","Feldberg","Nursery","Porites germania",420
+37.83,"Feldberg_Nursery_Porites germania_420_5","Feldberg","Nursery","Porites germania",420
+37.71,"Feldberg_Nursery_Porites germania_420_6","Feldberg","Nursery","Porites germania",420
+38.59,"Feldberg_Nursery_Porites germania_420_7","Feldberg","Nursery","Porites germania",420
+37.29,"Feldberg_Nursery_Porites germania_420_8","Feldberg","Nursery","Porites germania",420
+37.81,"Feldberg_Nursery_Porites germania_420_9","Feldberg","Nursery","Porites germania",420
+38.34,"Feldberg_Nursery_Porites germania_420_10","Feldberg","Nursery","Porites germania",420
+38.33,"Feldberg_Wild_Porites germania_420_1","Feldberg","Wild","Porites germania",420
+38.45,"Feldberg_Wild_Porites germania_420_2","Feldberg","Wild","Porites germania",420
+38.57,"Feldberg_Wild_Porites germania_420_3","Feldberg","Wild","Porites germania",420
+38.63,"Feldberg_Wild_Porites germania_420_4","Feldberg","Wild","Porites germania",420
+38.42,"Feldberg_Wild_Porites germania_420_5","Feldberg","Wild","Porites germania",420
+38.12,"Feldberg_Wild_Porites germania_420_6","Feldberg","Wild","Porites germania",420
+37.85,"Feldberg_Wild_Porites germania_420_7","Feldberg","Wild","Porites germania",420
+38.38,"Feldberg_Wild_Porites germania_420_8","Feldberg","Wild","Porites germania",420
+38.13,"Feldberg_Wild_Porites germania_420_9","Feldberg","Wild","Porites germania",420
+37.48,"Feldberg_Wild_Porites germania_420_10","Feldberg","Wild","Porites germania",420
diff --git a/examples/outputs/demo_summaryED50df.csv b/examples/outputs/demo_summaryED50df.csv
index c71d01b..2b95ea6 100644
--- a/examples/outputs/demo_summaryED50df.csv
+++ b/examples/outputs/demo_summaryED50df.csv
@@ -1,7 +1,7 @@
-"Site","Condition","Species","Mean_ED50","SD_ED50","SE_ED50"
-"Feldberg","Nursery","Porites germania",37.94,0.38,0.12
-"Feldberg","Wild","Porites germania",38.26,0.38,0.12
-"Zugspitze","Nursery","Acropora germania",38.24,0.21,0.07
-"Zugspitze","Nursery","Porites germania",37.94,0.2,0.06
-"Zugspitze","Wild","Acropora germania",38.45,0.11,0.03
-"Zugspitze","Wild","Porites germania",38.53,0.24,0.08
+"Site","Condition","Species","Timepoint","Mean_ED50","SD_ED50","SE_ED50","Conf_Int"
+"Feldberg","Nursery","Porites germania",420,37.98,0.42,0.13,0.3
+"Feldberg","Wild","Porites germania",420,38.24,0.35,0.11,0.25
+"Zugspitze","Nursery","Acropora germania",420,38.24,0.21,0.07,0.15
+"Zugspitze","Nursery","Porites germania",420,37.93,0.19,0.06,0.14
+"Zugspitze","Wild","Acropora germania",420,38.44,0.09,0.03,0.07
+"Zugspitze","Wild","Porites germania",420,38.53,0.24,0.07,0.17
diff --git a/examples/outputs/demo_temprespcurve.pdf b/examples/outputs/demo_temprespcurve.pdf
index 49f20d6..f1ebb7b 100644
Binary files a/examples/outputs/demo_temprespcurve.pdf and b/examples/outputs/demo_temprespcurve.pdf differ