Add histogram-data-drift monitoring application module (without example)

modules/src/histogram_data_drift/assets/feature_stats.csv

@@ -0,0 +1,23 @@
+,sepal_length_cm,sepal_width_cm,petal_length_cm,petal_width_cm
+0,0.0,0.0,0.0,0.0
+1,0.02666666666666667,0.006666666666666667,0.02666666666666667,0.22666666666666666
+2,0.03333333333333333,0.02,0.22,0.04666666666666667
+3,0.04666666666666667,0.02666666666666667,0.07333333333333333,0.04666666666666667
+4,0.10666666666666667,0.02,0.013333333333333334,0.006666666666666667
+5,0.06,0.05333333333333334,0.0,0.006666666666666667
+6,0.03333333333333333,0.09333333333333334,0.0,0.0
+7,0.08666666666666667,0.09333333333333334,0.006666666666666667,0.0
+8,0.09333333333333334,0.06666666666666667,0.013333333333333334,0.04666666666666667
+9,0.06666666666666667,0.17333333333333334,0.02,0.02
+10,0.04,0.07333333333333333,0.03333333333333333,0.03333333333333333
+11,0.06666666666666667,0.12666666666666668,0.08,0.14
+12,0.10666666666666667,0.08,0.09333333333333334,0.08
+13,0.04666666666666667,0.04,0.08,0.02666666666666667
+14,0.07333333333333333,0.02666666666666667,0.11333333333333333,0.013333333333333334
+15,0.02666666666666667,0.06,0.04,0.08
+16,0.013333333333333334,0.013333333333333334,0.08,0.07333333333333333
+17,0.02666666666666667,0.006666666666666667,0.04666666666666667,0.04
+18,0.006666666666666667,0.006666666666666667,0.02666666666666667,0.02
+19,0.03333333333333333,0.006666666666666667,0.013333333333333334,0.05333333333333334
+20,0.006666666666666667,0.006666666666666667,0.02,0.04
+21,0.0,0.0,0.0,0.0

modules/src/histogram_data_drift/assets/sample_df_stats.csv

@@ -0,0 +1,23 @@
+,p0,petal_length_cm,petal_width_cm,sepal_length_cm,sepal_width_cm
+0,0.0,1.0,1.0,1.0,1.0
+1,0.0,0.0,0.0,0.0,0.0
+2,0.0,0.0,0.0,0.0,0.0
+3,0.0,0.0,0.0,0.0,0.0
+4,0.0,0.0,0.0,0.0,0.0
+5,0.0,0.0,0.0,0.0,0.0
+6,0.0,0.0,0.0,0.0,0.0
+7,0.0,0.0,0.0,0.0,0.0
+8,0.0,0.0,0.0,0.0,0.0
+9,0.0,0.0,0.0,0.0,0.0
+10,0.0,0.0,0.0,0.0,0.0
+11,1.0,0.0,0.0,0.0,0.0
+12,0.0,0.0,0.0,0.0,0.0
+13,0.0,0.0,0.0,0.0,0.0
+14,0.0,0.0,0.0,0.0,0.0
+15,0.0,0.0,0.0,0.0,0.0
+16,0.0,0.0,0.0,0.0,0.0
+17,0.0,0.0,0.0,0.0,0.0
+18,0.0,0.0,0.0,0.0,0.0
+19,0.0,0.0,0.0,0.0,0.0
+20,0.0,0.0,0.0,0.0,0.0
+21,0.0,0.0,0.0,0.0,0.0

modules/src/histogram_data_drift/histogram_data_drift.ipynb

@@ -0,0 +1,31 @@
+{
+ "cells": [
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "# Histogram Data Drift Demo",
+   "id": "2517d91b275da01d"
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 2
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython2",
+   "version": "2.7.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}