From 1321dd0ea8697860806ea516917ba0a19ab8e630 Mon Sep 17 00:00:00 2001
From: venknat <venk.natarajan@gmail.com>
Date: Sun, 13 Dec 2020 16:13:32 -0800
Subject: [PATCH] make into pycharm project

---
 .idea/.gitignore                               |  8 ++++++++
 .idea/inspectionProfiles/profiles_settings.xml |  6 ++++++
 .idea/misc.xml                                 |  4 ++++
 .idea/modules.xml                              |  8 ++++++++
 .idea/stackoverflow.iml                        | 13 +++++++++++++
 .idea/vcs.xml                                  |  6 ++++++
 Salary_ML.py                                   |  2 +-
 7 files changed, 46 insertions(+), 1 deletion(-)
 create mode 100644 .idea/.gitignore
 create mode 100644 .idea/inspectionProfiles/profiles_settings.xml
 create mode 100644 .idea/misc.xml
 create mode 100644 .idea/modules.xml
 create mode 100644 .idea/stackoverflow.iml
 create mode 100644 .idea/vcs.xml

diff --git a/.idea/.gitignore b/.idea/.gitignore
new file mode 100644
index 0000000..73f69e0
--- /dev/null
+++ b/.idea/.gitignore
@@ -0,0 +1,8 @@
+# Default ignored files
+/shelf/
+/workspace.xml
+# Datasource local storage ignored files
+/dataSources/
+/dataSources.local.xml
+# Editor-based HTTP Client requests
+/httpRequests/
diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml
new file mode 100644
index 0000000..105ce2d
--- /dev/null
+++ b/.idea/inspectionProfiles/profiles_settings.xml
@@ -0,0 +1,6 @@
+<component name="InspectionProjectProfileManager">
+  <settings>
+    <option name="USE_PROJECT_PROFILE" value="false" />
+    <version value="1.0" />
+  </settings>
+</component>
\ No newline at end of file
diff --git a/.idea/misc.xml b/.idea/misc.xml
new file mode 100644
index 0000000..a2e120d
--- /dev/null
+++ b/.idea/misc.xml
@@ -0,0 +1,4 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.7" project-jdk-type="Python SDK" />
+</project>
\ No newline at end of file
diff --git a/.idea/modules.xml b/.idea/modules.xml
new file mode 100644
index 0000000..0cebee0
--- /dev/null
+++ b/.idea/modules.xml
@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectModuleManager">
+    <modules>
+      <module fileurl="file://$PROJECT_DIR$/.idea/stackoverflow.iml" filepath="$PROJECT_DIR$/.idea/stackoverflow.iml" />
+    </modules>
+  </component>
+</project>
\ No newline at end of file
diff --git a/.idea/stackoverflow.iml b/.idea/stackoverflow.iml
new file mode 100644
index 0000000..949c352
--- /dev/null
+++ b/.idea/stackoverflow.iml
@@ -0,0 +1,13 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<module type="PYTHON_MODULE" version="4">
+  <component name="NewModuleRootManager">
+    <content url="file://$MODULE_DIR$" />
+    <orderEntry type="inheritedJdk" />
+    <orderEntry type="sourceFolder" forTests="false" />
+  </component>
+  <component name="PyDocumentationSettings">
+    <option name="format" value="PLAIN" />
+    <option name="myDocStringFormat" value="Plain" />
+    <option name="renderExternalDocumentation" value="true" />
+  </component>
+</module>
\ No newline at end of file
diff --git a/.idea/vcs.xml b/.idea/vcs.xml
new file mode 100644
index 0000000..94a25f7
--- /dev/null
+++ b/.idea/vcs.xml
@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="VcsDirectoryMappings">
+    <mapping directory="$PROJECT_DIR$" vcs="Git" />
+  </component>
+</project>
\ No newline at end of file
diff --git a/Salary_ML.py b/Salary_ML.py
index a916a9e..2f32d3f 100644
--- a/Salary_ML.py
+++ b/Salary_ML.py
@@ -67,7 +67,7 @@ def find_optimal_lm_mod(X, y, cutoffs, test_size = .30, random_state=42, plot=Tr
         reduce_X = X.iloc[:, np.where((X.sum() > cutoff) == True)[0]]
         num_feats.append(reduce_X.shape[1])
 
-        #split the data into train and test
+        #split the data into train and test, this is fancy what I am doing
         X_train, X_test, y_train, y_test = train_test_split(reduce_X, y, test_size = test_size, random_state=random_state)
 
         #fit the model and obtain pred response