diff --git a/.gitignore b/.gitignore
index 56516f32f8c92d42cf90a9aab17a46e24f6ae79e..e381df8d481cf391cdecfb0c7d1d98eecfd893ef 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,6 @@
 .idea/
 GUI_Pinard.iml
-__pycache__/
\ No newline at end of file
+__pycache__/
+data/models/
+data/predictions/
+data/sample_selections/
\ No newline at end of file
diff --git a/app.py b/app.py
index 48b543c34070a4067a41bdaed67d11d37229d9f0..84388356bbaa6f190ecd6a36939acc06c9749758 100644
--- a/app.py
+++ b/app.py
@@ -35,7 +35,7 @@ col2, col1 = st.columns([3, 1])
 
 container2 = st.container(border=True)
 container2.header("Exploratory Data Analysis-Multivariable Data Analysis", divider='blue')
-scores, loadings, pc = st.columns([2, 2, 0.5])
+scores, loadings, pc = st.columns([2, 3, 0.5])
 influence, hotelling, qexp = st.columns([2, 2, 1])
 
 
diff --git a/data/models/model_di_on_Xcal.csv_and_Ycal.csv_data_.pkl b/data/models/model_di_on_Xcal.csv_and_Ycal.csv_data_.pkl
deleted file mode 100644
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diff --git a/data/models/model_jh_on_Xcal.csv_and_Ycal.csv_data_pickle.pkl b/data/models/model_jh_on_Xcal.csv_and_Ycal.csv_data_pickle.pkl
deleted file mode 100644
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diff --git a/data/models/model_nbkjjg_on_Xcal.csv_and_Ycal.csv_data_.pkl b/data/models/model_nbkjjg_on_Xcal.csv_and_Ycal.csv_data_.pkl
deleted file mode 100644
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diff --git a/data/models/model_okfposk_on_Xcal.csv_and_Ycal.csv_data_pickle.pkl b/data/models/model_okfposk_on_Xcal.csv_and_Ycal.csv_data_pickle.pkl
deleted file mode 100644
index efbc87514c098e5c790c56c8ca26c0f86f36a340..0000000000000000000000000000000000000000
Binary files a/data/models/model_okfposk_on_Xcal.csv_and_Ycal.csv_data_pickle.pkl and /dev/null differ
diff --git a/data/predictions/Predictions_of_Xcal_with_model_di_on_Xcal.csv_and_Ycal.csv_data_.csv b/data/predictions/Predictions_of_Xcal_with_model_di_on_Xcal.csv_and_Ycal.csv_data_.csv
deleted file mode 100644
index 01c9099aba7aa9e9bb06308d2d99fdc6690edfe0..0000000000000000000000000000000000000000
--- a/data/predictions/Predictions_of_Xcal_with_model_di_on_Xcal.csv_and_Ycal.csv_data_.csv
+++ /dev/null
@@ -1,362 +0,0 @@
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diff --git a/data/predictions/Predictions_of_Xcal_with_model_jh_on_Xcal.csv_and_Ycal.csv_data_pickle.csv b/data/predictions/Predictions_of_Xcal_with_model_jh_on_Xcal.csv_and_Ycal.csv_data_pickle.csv
deleted file mode 100644
index 2434424ee96f6428398dbe0a9e4792dca774b0e1..0000000000000000000000000000000000000000
--- a/data/predictions/Predictions_of_Xcal_with_model_jh_on_Xcal.csv_and_Ycal.csv_data_pickle.csv
+++ /dev/null
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diff --git a/data/predictions/Predictions_of_Xcal_with_model_okfposk_on_Xcal.csv_and_Ycal.csv_data_pickle.csv b/data/predictions/Predictions_of_Xcal_with_model_okfposk_on_Xcal.csv_and_Ycal.csv_data_pickle.csv
deleted file mode 100644
index 814b86535141204c363252c64a075e7365ac0d9e..0000000000000000000000000000000000000000
--- a/data/predictions/Predictions_of_Xcal_with_model_okfposk_on_Xcal.csv_and_Ycal.csv_data_pickle.csv
+++ /dev/null
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