diff --git a/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod1.R b/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod1.R
index c74a635e2a8..6a3b5416d82 100755
--- a/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod1.R
+++ b/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod1.R
@@ -22,13 +22,13 @@ library(digest)
 library(pROC)
 library(R.utils)
 
-almostnolabel_master <- "./almostnolabel-master/"
+almostnolabel_main <- "./almostnolabel-main/"
 
-source(file = paste(almostnolabel_master, "auc.R", sep = ""))
-source(file = paste(almostnolabel_master, "mean.map.R", sep = ""))
-source(file = paste(almostnolabel_master, "laplacian.mean.map.R", sep = ""))
-source(file = paste(almostnolabel_master, "alternating.mean.map.R", sep = ""))
-source(file = paste(almostnolabel_master, "logistic.regression.R", sep = ""))
+source(file = paste(almostnolabel_main, "auc.R", sep = ""))
+source(file = paste(almostnolabel_main, "mean.map.R", sep = ""))
+source(file = paste(almostnolabel_main, "laplacian.mean.map.R", sep = ""))
+source(file = paste(almostnolabel_main, "alternating.mean.map.R", sep = ""))
+source(file = paste(almostnolabel_main, "logistic.regression.R", sep = ""))
 
 root_for_experiments <- "./Data/"
 
diff --git a/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod2.R b/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod2.R
index 23fe9ea0108..41a88478284 100755
--- a/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod2.R
+++ b/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod2.R
@@ -22,13 +22,13 @@ library(digest)
 library(pROC)
 library(R.utils)
 
-almostnolabel_master <- "./almostnolabel-master/"
+almostnolabel_main <- "./almostnolabel-main/"
 
-source(file = paste(almostnolabel_master, "auc.R", sep = ""))
-source(file = paste(almostnolabel_master, "mean.map.R", sep = ""))
-source(file = paste(almostnolabel_master, "laplacian.mean.map.R", sep = ""))
-source(file = paste(almostnolabel_master, "alternating.mean.map.R", sep = ""))
-source(file = paste(almostnolabel_master, "logistic.regression.R", sep = ""))
+source(file = paste(almostnolabel_main, "auc.R", sep = ""))
+source(file = paste(almostnolabel_main, "mean.map.R", sep = ""))
+source(file = paste(almostnolabel_main, "laplacian.mean.map.R", sep = ""))
+source(file = paste(almostnolabel_main, "alternating.mean.map.R", sep = ""))
+source(file = paste(almostnolabel_main, "logistic.regression.R", sep = ""))
 
 root_for_experiments <- "./Data/"
 
diff --git a/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod3.R b/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod3.R
index 791f294daef..611ce5fff3e 100755
--- a/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod3.R
+++ b/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod3.R
@@ -22,13 +22,13 @@ library(digest)
 library(pROC)
 library(R.utils)
 
-almostnolabel_master <- "./almostnolabel-master/"
+almostnolabel_main <- "./almostnolabel-main/"
 
-source(file = paste(almostnolabel_master, "auc.R", sep = ""))
-source(file = paste(almostnolabel_master, "mean.map.R", sep = ""))
-source(file = paste(almostnolabel_master, "laplacian.mean.map.R", sep = ""))
-source(file = paste(almostnolabel_master, "alternating.mean.map.R", sep = ""))
-source(file = paste(almostnolabel_master, "logistic.regression.R", sep = ""))
+source(file = paste(almostnolabel_main, "auc.R", sep = ""))
+source(file = paste(almostnolabel_main, "mean.map.R", sep = ""))
+source(file = paste(almostnolabel_main, "laplacian.mean.map.R", sep = ""))
+source(file = paste(almostnolabel_main, "alternating.mean.map.R", sep = ""))
+source(file = paste(almostnolabel_main, "logistic.regression.R", sep = ""))
 
 root_for_experiments <- "./Data/"
 
diff --git a/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod4.R b/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod4.R
index 96501083bca..ab10a262f5f 100755
--- a/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod4.R
+++ b/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod4.R
@@ -22,13 +22,13 @@ library(digest)
 library(pROC)
 library(R.utils)
 
-almostnolabel_master <- "./almostnolabel-master/"
+almostnolabel_main <- "./almostnolabel-main/"
 
-source(file = paste(almostnolabel_master, "auc.R", sep = ""))
-source(file = paste(almostnolabel_master, "mean.map.R", sep = ""))
-source(file = paste(almostnolabel_master, "laplacian.mean.map.R", sep = ""))
-source(file = paste(almostnolabel_master, "alternating.mean.map.R", sep = ""))
-source(file = paste(almostnolabel_master, "logistic.regression.R", sep = ""))
+source(file = paste(almostnolabel_main, "auc.R", sep = ""))
+source(file = paste(almostnolabel_main, "mean.map.R", sep = ""))
+source(file = paste(almostnolabel_main, "laplacian.mean.map.R", sep = ""))
+source(file = paste(almostnolabel_main, "alternating.mean.map.R", sep = ""))
+source(file = paste(almostnolabel_main, "logistic.regression.R", sep = ""))
 
 root_for_experiments <- "./Data/"
 
diff --git a/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod5.R b/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod5.R
index 728c43b5645..26ba4c067f6 100755
--- a/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod5.R
+++ b/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod5.R
@@ -22,13 +22,13 @@ library(digest)
 library(pROC)
 library(R.utils)
 
-almostnolabel_master <- "./almostnolabel-master/"
+almostnolabel_main <- "./almostnolabel-main/"
 
-source(file = paste(almostnolabel_master, "auc.R", sep = ""))
-source(file = paste(almostnolabel_master, "mean.map.R", sep = ""))
-source(file = paste(almostnolabel_master, "laplacian.mean.map.R", sep = ""))
-source(file = paste(almostnolabel_master, "alternating.mean.map.R", sep = ""))
-source(file = paste(almostnolabel_master, "logistic.regression.R", sep = ""))
+source(file = paste(almostnolabel_main, "auc.R", sep = ""))
+source(file = paste(almostnolabel_main, "mean.map.R", sep = ""))
+source(file = paste(almostnolabel_main, "laplacian.mean.map.R", sep = ""))
+source(file = paste(almostnolabel_main, "alternating.mean.map.R", sep = ""))
+source(file = paste(almostnolabel_main, "logistic.regression.R", sep = ""))
 
 root_for_experiments <- "./Data/"
 
diff --git a/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod6.R b/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod6.R
index 51cb144e96f..65c6e823d1b 100755
--- a/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod6.R
+++ b/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod6.R
@@ -22,13 +22,13 @@ library(digest)
 library(pROC)
 library(R.utils)
 
-almostnolabel_master <- "./almostnolabel-master/"
+almostnolabel_main <- "./almostnolabel-main/"
 
-source(file = paste(almostnolabel_master, "auc.R", sep = ""))
-source(file = paste(almostnolabel_master, "mean.map.R", sep = ""))
-source(file = paste(almostnolabel_master, "laplacian.mean.map.R", sep = ""))
-source(file = paste(almostnolabel_master, "alternating.mean.map.R", sep = ""))
-source(file = paste(almostnolabel_master, "logistic.regression.R", sep = ""))
+source(file = paste(almostnolabel_main, "auc.R", sep = ""))
+source(file = paste(almostnolabel_main, "mean.map.R", sep = ""))
+source(file = paste(almostnolabel_main, "laplacian.mean.map.R", sep = ""))
+source(file = paste(almostnolabel_main, "alternating.mean.map.R", sep = ""))
+source(file = paste(almostnolabel_main, "logistic.regression.R", sep = ""))
 
 root_for_experiments <- "./Data/"
 
diff --git a/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod7.R b/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod7.R
index e0139ef6470..45ea532f1f4 100755
--- a/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod7.R
+++ b/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/RCode/RCodeMethod7.R
@@ -22,13 +22,13 @@ library(digest)
 library(pROC)
 library(R.utils)
 
-almostnolabel_master <- "./almostnolabel-master/"
+almostnolabel_main <- "./almostnolabel-main/"
 
-source(file = paste(almostnolabel_master, "auc.R", sep = ""))
-source(file = paste(almostnolabel_master, "mean.map.R", sep = ""))
-source(file = paste(almostnolabel_master, "laplacian.mean.map.R", sep = ""))
-source(file = paste(almostnolabel_master, "alternating.mean.map.R", sep = ""))
-source(file = paste(almostnolabel_master, "logistic.regression.R", sep = ""))
+source(file = paste(almostnolabel_main, "auc.R", sep = ""))
+source(file = paste(almostnolabel_main, "mean.map.R", sep = ""))
+source(file = paste(almostnolabel_main, "laplacian.mean.map.R", sep = ""))
+source(file = paste(almostnolabel_main, "alternating.mean.map.R", sep = ""))
+source(file = paste(almostnolabel_main, "logistic.regression.R", sep = ""))
 
 root_for_experiments <- "./Data/"
 
diff --git a/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/TrainTestCreation/preprocessingdata.py b/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/TrainTestCreation/preprocessingdata.py
index ce256504acb..4de5ccd64d5 100644
--- a/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/TrainTestCreation/preprocessingdata.py
+++ b/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/Code/TrainTestCreation/preprocessingdata.py
@@ -80,7 +80,7 @@ def label_map(x):
 # pylint: disable=unnecessary-lambda
 df[last_col] = df[last_col].map(lambda x: label_map(x))
 
-# insert dummy bag column
+# insert placeholder bag column
 df.insert(loc=0, column="bag", value=1)
 
 # insert label column
@@ -133,7 +133,7 @@ def label_map(x):  # pylint: disable=function-redefined
 # pylint: disable=unnecessary-lambda
 df[last_col] = df[last_col].map(lambda x: label_map(x))
 
-# insert dummy bag column
+# insert placeholder bag column
 df.insert(loc=0, column="bag", value=1)
 
 # insert label column
@@ -186,7 +186,7 @@ def label_map(x):  # pylint: disable=function-redefined
 # pylint: disable=unnecessary-lambda
 df[last_col] = df[last_col].map(lambda x: label_map(x))
 
-# insert dummy bag column
+# insert placeholder bag column
 df.insert(loc=0, column="bag", value=1)
 
 # insert label column
diff --git a/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/README.md b/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/README.md
index 13fe300372b..be0b196e574 100644
--- a/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/README.md
+++ b/On_Combining_Bags_to_Better_Learn_from_Label_Proportions/README.md
@@ -20,7 +20,7 @@ To Appear in AISTATS'22.
 
 # For Pseudo-synthetic datasets experiments
 1. Collect code for previous work:
-      * Git pull `https://github.com/giorgiop/almostnolabel` (commit `4de5f54`) as folder `almostnolabel-master` in directory containing this README.
+      * Git pull `https://github.com/giorgiop/almostnolabel` (commit `4de5f54`) as folder `almostnolabel-main` in directory containing this README.
       * Git pull `https://github.com/Z-Jianxin/Learning-from-Label-Proportions-A-Mutual-Contamination-Framework` (commit `adb57fa`) and copy the contents of the LMMCM directory to ./Code/PythCode/.
 2. Create virtual environment `pythenv` with python 3.9.2.
       * `cd ./Code`, `python -m venv pythenv`