From 98deabb3fd078ea704f3b3a9329c9551a83aec79 Mon Sep 17 00:00:00 2001
From: James Wexler <jwexler@google.com>
Date: Wed, 8 May 2019 15:10:10 -0400
Subject: [PATCH] fix notebooks to work in firefox

---
 colab_facets.ipynb                  | 464 +++++++++++++---------------
 facets_dive/Dive_demo.ipynb         |  14 +-
 facets_overview/Overview_demo.ipynb |  53 +---
 3 files changed, 243 insertions(+), 288 deletions(-)

diff --git a/colab_facets.ipynb b/colab_facets.ipynb
index 879628e..caafa53 100644
--- a/colab_facets.ipynb
+++ b/colab_facets.ipynb
@@ -1,253 +1,227 @@
 {
-  "nbformat": 4,
-  "nbformat_minor": 0,
-  "metadata": {
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
     "colab": {
-      "name": "Facets Dive and Overview Colab Example",
-      "version": "0.3.2",
-      "views": {},
-      "default_view": {},
-      "provenance": []
+     "autoexec": {
+      "startup": false,
+      "wait_interval": 0
+     }
     },
-    "kernelspec": {
-      "name": "python2",
-      "display_name": "Python 2"
-    }
+    "colab_type": "code",
+    "id": "blPpZw5R3Bb4"
+   },
+   "outputs": [],
+   "source": [
+    "# Load UCI census train and test data into dataframes.\n",
+    "import pandas as pd\n",
+    "features = [\"Age\", \"Workclass\", \"fnlwgt\", \"Education\", \"Education-Num\", \"Marital Status\",\n",
+    "            \"Occupation\", \"Relationship\", \"Race\", \"Sex\", \"Capital Gain\", \"Capital Loss\",\n",
+    "            \"Hours per week\", \"Country\", \"Target\"]\n",
+    "train_data = pd.read_csv(\n",
+    "    \"https://archive.ics.uci.edu/ml/machine-learning-databases/adult/adult.data\",\n",
+    "    names=features,\n",
+    "    sep=r'\\s*,\\s*',\n",
+    "    engine='python',\n",
+    "    na_values=\"?\")\n",
+    "test_data = pd.read_csv(\n",
+    "    \"https://archive.ics.uci.edu/ml/machine-learning-databases/adult/adult.test\",\n",
+    "    names=features,\n",
+    "    sep=r'\\s*,\\s*',\n",
+    "    skiprows=[0],\n",
+    "    engine='python',\n",
+    "    na_values=\"?\")"
+   ]
   },
-  "cells": [
-    {
-      "metadata": {
-        "id": "blPpZw5R3Bb4",
-        "colab_type": "code",
-        "colab": {
-          "autoexec": {
-            "startup": false,
-            "wait_interval": 0
-          }
-        }
-      },
-      "cell_type": "code",
-      "source": [
-        "# Load UCI census train and test data into dataframes.\n",
-        "import pandas as pd\n",
-        "features = [\"Age\", \"Workclass\", \"fnlwgt\", \"Education\", \"Education-Num\", \"Marital Status\",\n",
-        "            \"Occupation\", \"Relationship\", \"Race\", \"Sex\", \"Capital Gain\", \"Capital Loss\",\n",
-        "            \"Hours per week\", \"Country\", \"Target\"]\n",
-        "train_data = pd.read_csv(\n",
-        "    \"https://archive.ics.uci.edu/ml/machine-learning-databases/adult/adult.data\",\n",
-        "    names=features,\n",
-        "    sep=r'\\s*,\\s*',\n",
-        "    engine='python',\n",
-        "    na_values=\"?\")\n",
-        "test_data = pd.read_csv(\n",
-        "    \"https://archive.ics.uci.edu/ml/machine-learning-databases/adult/adult.test\",\n",
-        "    names=features,\n",
-        "    sep=r'\\s*,\\s*',\n",
-        "    skiprows=[0],\n",
-        "    engine='python',\n",
-        "    na_values=\"?\")"
-      ],
-      "execution_count": 0,
-      "outputs": []
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "autoexec": {
+      "startup": false,
+      "wait_interval": 0
+     },
+     "base_uri": "https://localhost:8080/",
+     "height": 617
+    },
+    "colab_type": "code",
+    "executionInfo": {
+     "elapsed": 4749,
+     "status": "ok",
+     "timestamp": 1532523415979,
+     "user": {
+      "displayName": "James Wexler",
+      "photoUrl": "//lh4.googleusercontent.com/-TJBPojJ2kd8/AAAAAAAAAAI/AAAAAAAAABE/YrSFlsiqR80/s50-c-k-no/photo.jpg",
+      "userId": "104529426628068202733"
+     },
+     "user_tz": 240
     },
-    {
-      "metadata": {
-        "id": "XtOzRy8Z3M36",
-        "colab_type": "code",
-        "colab": {
-          "autoexec": {
-            "startup": false,
-            "wait_interval": 0
-          },
-          "base_uri": "https://localhost:8080/",
-          "height": 617
-        },
-        "outputId": "9efa442d-1e11-416e-d57f-e57b6e7e16e4",
-        "executionInfo": {
-          "status": "ok",
-          "timestamp": 1532523415979,
-          "user_tz": 240,
-          "elapsed": 4749,
-          "user": {
-            "displayName": "James Wexler",
-            "photoUrl": "//lh4.googleusercontent.com/-TJBPojJ2kd8/AAAAAAAAAAI/AAAAAAAAABE/YrSFlsiqR80/s50-c-k-no/photo.jpg",
-            "userId": "104529426628068202733"
-          }
-        }
-      },
-      "cell_type": "code",
-      "source": [
-        "\n",
-        "# Display the Dive visualization for the training data.\n",
-        "from IPython.core.display import display, HTML\n",
-        "\n",
-        "jsonstr = train_data.to_json(orient='records')\n",
-        "HTML_TEMPLATE = \"\"\"<link rel=\"import\" href=\"https://raw.githubusercontent.com/PAIR-code/facets/master/facets-dist/facets-jupyter.html\">\n",
-        "        <facets-dive id=\"elem\" height=\"600\"></facets-dive>\n",
-        "        <script>\n",
-        "          var data = {jsonstr};\n",
-        "          document.querySelector(\"#elem\").data = data;\n",
-        "        </script>\"\"\"\n",
-        "html = HTML_TEMPLATE.format(jsonstr=jsonstr)\n",
-        "display(HTML(html))"
-      ],
-      "execution_count": 14,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "text/plain": [
-              "<IPython.core.display.HTML object>"
-            ],
-            "text/html": [
-              "<link rel=\"import\" href=\"https://raw.githubusercontent.com/PAIR-code/facets/master/facets-dist/facets-jupyter.html\">\n",
-              "        <facets-dive id=\"elem\" height=\"600\"></facets-dive>\n",
-              "        <script>\n",
-              "          var data = [{\"Age\":39,\"Workclass\":\"State-gov\",\"fnlwgt\":77516,\"Education\":\"Bachelors\",\"Education-Num\":13,\"Marital Status\":\"Never-married\",\"Occupation\":\"Adm-clerical\",\"Relationship\":\"Not-in-family\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":2174,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":50,\"Workclass\":\"Self-emp-not-inc\",\"fnlwgt\":83311,\"Education\":\"Bachelors\",\"Education-Num\":13,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Exec-managerial\",\"Relationship\":\"Husband\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":13,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":38,\"Workclass\":\"Private\",\"fnlwgt\":215646,\"Education\":\"HS-grad\",\"Education-Num\":9,\"Marital Status\":\"Divorced\",\"Occupation\":\"Handlers-cleaners\",\"Relationship\":\"Not-in-family\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":53,\"Workclass\":\"Private\",\"fnlwgt\":234721,\"Education\":\"11th\",\"Education-Num\":7,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Handlers-cleaners\",\"Relationship\":\"Husband\",\"Race\":\"Black\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":28,\"Workclass\":\"Private\",\"fnlwgt\":338409,\"Education\":\"Bachelors\",\"Education-Num\":13,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Prof-specialty\",\"Relationship\":\"Wife\",\"Race\":\"Black\",\"Sex\":\"Female\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"Cuba\",\"Target\":\"<=50K\"},{\"Age\":37,\"Workclass\":\"Private\",\"fnlwgt\":284582,\"Education\":\"Masters\",\"Education-Num\":14,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Exec-managerial\",\"Relationship\":\"Wife\",\"Race\":\"White\",\"Sex\":\"Female\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":49,\"Workclass\":\"Private\",\"fnlwgt\":160187,\"Education\":\"9th\",\"Education-Num\":5,\"Marital Status\":\"Married-spouse-absent\",\"Occupation\":\"Other-service\",\"Relationship\":\"Not-in-family\",\"Race\":\"Black\",\"Sex\":\"Female\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":16,\"Country\":\"Jamaica\",\"Target\":\"<=50K\"},{\"Age\":52,\"Workclass\":\"Self-emp-not-inc\",\"fnlwgt\":209642,\"Education\":\"HS-grad\",\"Education-Num\":9,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Exec-managerial\",\"Relationship\":\"Husband\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":45,\"Country\":\"United-States\",\"Target\":\">50K\"},{\"Age\":31,\"Workclass\":\"Private\",\"fnlwgt\":45781,\"Education\":\"Masters\",\"Education-Num\":14,\"Marital Status\":\"Never-married\",\"Occupation\":\"Prof-specialty\",\"Relationship\":\"Not-in-family\",\"Race\":\"White\",\"Sex\":\"Female\",\"Capital Gain\":14084,\"Capital Loss\":0,\"Hours per week\":50,\"Country\":\"United-States\",\"Target\":\">50K\"},{\"Age\":42,\"Workclass\":\"Private\",\"fnlwgt\":159449,\"Education\":\"Bachelors\",\"Education-Num\":13,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Exec-managerial\",\"Relationship\":\"Husband\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":5178,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\">50K\"},{\"Age\":37,\"Workclass\":\"Private\",\"fnlwgt\":280464,\"Education\":\"Some-college\",\"Education-Num\":10,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Exec-managerial\",\"Relationship\":\"Husband\",\"Race\":\"Black\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":80,\"Country\":\"United-States\",\"Target\":\">50K\"},{\"Age\":30,\"Workclass\":\"State-gov\",\"fnlwgt\":141297,\"Education\":\"Bachelors\",\"Education-Num\":13,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Prof-specialty\",\"Relationship\":\"Husband\",\"Race\":\"Asian-Pac-Islander\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"India\",\"Target\":\">50K\"},{\"Age\":23,\"Workclass\":\"Private\",\"fnlwgt\":122272,\"Education\":\"Bachelors\",\"Education-Num\":13,\"Marital Status\":\"Never-married\",\"Occupation\":\"Adm-clerical\",\"Relationship\":\"Own-child\",\"Race\":\"White\",\"Sex\":\"Female\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":30,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":32,\"Workclass\":\"Private\",\"fnlwgt\":205019,\"Education\":\"Assoc-acdm\",\"Education-Num\":12,\"Marital Status\":\"Never-married\",\"Occupation\":\"Sales\",\"Relationship\":\"Not-in-family\",\"Race\":\"Black\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":50,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":40,\"Workclass\":\"Private\",\"fnlwgt\":121772,\"Education\":\"Assoc-voc\",\"Education-Num\":11,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Craft-repair\",\"Relationship\":\"Husband\",\"Race\":\"Asian-Pac-Islander\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":null,\"Target\":\">50K\"},{\"Age\":34,\"Workclass\":\"Private\",\"fnlwgt\":245487,\"Education\":\"7th-8th\",\"Education-Num\":4,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Transport-moving\",\"Relationship\":\"Husband\",\"Race\":\"Amer-Indian-Eskimo\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":45,\"Country\":\"Mexico\",\"Target\":\"<=50K\"},{\"Age\":25,\"Workclass\":\"Self-emp-not-inc\",\"fnlwgt\":176756,\"Education\":\"HS-grad\",\"Education-Num\":9,\"Marital Status\":\"Never-married\",\"Occupation\":\"Farming-fishing\",\"Relationship\":\"Own-child\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":35,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":32,\"Workclass\":\"Private\",\"fnlwgt\":186824,\"Education\":\"HS-grad\",\"Education-Num\":9,\"Marital Status\":\"Never-married\",\"Occupation\":\"Machine-op-inspct\",\"Relationship\":\"Unmarried\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":38,\"Workclass\":\"Private\",\"fnlwgt\":28887,\"Education\":\"11th\",\"Education-Num\":7,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Sales\",\"Relationship\":\"Husband\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":50,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":43,\"Workclass\":\"Self-emp-not-inc\",\"fnlwgt\":292175,\"Education\":\"Masters\",\"Education-Num\":14,\"Marital Status\":\"Divorced\",\"Occupation\":\"Exec-managerial\",\"Relationship\":\"Unmarried\",\"Race\":\"White\",\"Sex\":\"Female\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":45,\"Country\":\"United-States\",\"Target\":\">50K\"},{\"Age\":40,\"Workclass\":\"Private\",\"fnlwgt\":193524,\"Education\":\"Doctorate\",\"Education-Num\":16,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Prof-specialty\",\"Relationship\":\"Husband\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":60,\"Country\":\"United-States\",\"Target\":\">50K\"},{\"Age\":54,\"Workclass\":\"Private\",\"fnlwgt\":302146,\"Education\":\"HS-grad\",\"Education-Num\":9,\"Marital Status\":\"Separated\",\"Occupation\":\"Other-service\",\"Relationship\":\"Unmarried\",\"Race\":\"Black\",\"Sex\":\"Female\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":20,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":35,\"Workclass\":\"Federal-gov\",\"fnlwgt\":76845,\"Education\":\"9th\",\"Education-Num\":5,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Farming-fishing\",\"Relationship\":\"Husband\",\"Race\":\"Black\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":43,\"Workclass\":\"Private\",\"fnlwgt\":117037,\"Education\":\"11th\",\"Education-Num\":7,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Transport-moving\",\"Relationship\":\"Husband\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":2042,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":59,\"Workclass\":\"Private\",\"fnlwgt\":109015,\"Education\":\"HS-grad\",\"Education-Num\":9,\"Marital Status\":\"Divorced\",\"Occupation\":\"Tech-support\",\"Relationship\":\"Unmarried\",\"Race\":\"White\",\"Sex\":\"Female\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":56,\"Workclass\":\"Local-gov\",\"fnlwgt\":216851,\"Education\":\"Bachelors\",\"Education-Num\":13,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Tech-support\",\"Relationship\":\"Husband\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\">50K\"},{\"Age\":19,\"Workclass\":\"Private\",\"fnlwgt\":168294,\"Education\":\"HS-grad\",\"Education-Num\":9,\"Marital Status\":\"Never-married\",\"Occupation\":\"Craft-repair\",\"Relationship\":\"Own-child\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":54,\"Workclass\":null,\"fnlwgt\":180211,\"Education\":\"Some-college\",\"Education-Num\":10,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":null,\"Relationship\":\"Husband\",\"Race\":\"Asian-Pac-Islander\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":60,\"Country\":\"South\",\"Target\":\">50K\"},{\"Age\":39,\"Workclass\":\"Private\",\"fnlwgt\":367260,\"Education\":\"HS-grad\",\"Education-Num\":9,\"Marital Status\":\"Divorced\",\"Occupation\":\"Exec-managerial\",\"Relationship\":\"Not-in-family\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":80,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":49,\"Workclass\":\"Private\",\"fnlwgt\":193366,\"Education\":\"HS-grad\",\"Education-Num\":9,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Craft-repair\",\"Relationship\":\"Husband\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":23,\"Workclass\":\"Local-gov\",\"fnlwgt\":190709,\"Education\":\"Assoc-acdm\",\"Education-Num\":12,\"Marital Status\":\"Never-married\",\"Occupation\":\"Protective-serv\",\"Relationship\":\"Not-in-family\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":52,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":20,\"Workclass\":\"Private\",\"fnlwgt\":266015,\"Education\":\"Some-college\",\"Education-Num\":10,\"Marital Status\":\"Never-married\",\"Occupation\":\"Sales\",\"Relationship\":\"Own-child\",\"Race\":\"Black\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":44,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":45,\"Workclass\":\"Private\",\"fnlwgt\":386940,\"Education\":\"Bachelors\",\"Education-Num\":13,\"Marital Status\":\"Divorced\",\"Occupation\":\"Exec-managerial\",\"Relationship\":\"Own-child\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":1408,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":30,\"Workclass\":\"Federal-gov\",\"fnlwgt\":59951,\"Education\":\"Some-college\",\"Education-Num\":10,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Adm-clerical\",\"Relationship\":\"Own-child\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":22,\"Workclass\":\"State-gov\",\"fnlwgt\":311512,\"Education\":\"Some-college\",\"Education-Num\":10,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Other-service\",\"Relationship\":\"Husband\",\"Race\":\"Black\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":15,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":48,\"Workclass\":\"Private\",\"fnlwgt\":242406,\"Education\":\"11th\",\"Education-Num\":7,\"Marital Status\":\"Never-married\",\"Occupation\":\"Machine-op-inspct\",\"Relationship\":\"Unmarried\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"Puerto-Rico\",\"Target\":\"<=50K\"},{\"Age\":21,\"Workclass\":\"Private\",\"fnlwgt\":197200,\"Education\":\"Some-college\",\"Education-Num\":10,\"Marital Status\":\"Never-married\",\"Occupation\":\"Machine-op-inspct\",\"Relationship\":\"Own-child\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":19,\"Workclass\":\"Private\",\"fnlwgt\":544091,\"Education\":\"HS-grad\",\"Education-Num\":9,\"Marital Status\":\"Married-AF-spouse\",\"Occupation\":\"Adm-clerical\",\"Relationship\":\"Wife\",\"Race\":\"White\",\"Sex\":\"Female\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":25,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":31,\"Workclass\":\"Private\",\"fnlwgt\":84154,\"Education\":\"Some-college\",\"Education-Num\":10,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Sales\",\"Relationship\":\"Husband\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":38,\"Country\":null,\"Target\":\">50K\"},{\"Age\":48,\"Workclass\":\"Self-emp-not-inc\",\"fnlwgt\":265477,\"Education\":\"Assoc-acdm\",\"Education-Num\":12,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Prof-specialty\",\"Relationship\":\"Husband\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per 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week\":40,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":30,\"Workclass\":\"Private\",\"fnlwgt\":176175,\"Education\":\"Assoc-voc\",\"Education-Num\":11,\"Marital Status\":\"Divorced\",\"Occupation\":\"Adm-clerical\",\"Relationship\":\"Unmarried\",\"Race\":\"White\",\"Sex\":\"Female\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":24,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":36,\"Workclass\":\"Private\",\"fnlwgt\":131459,\"Education\":\"7th-8th\",\"Education-Num\":4,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Craft-repair\",\"Relationship\":\"Husband\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":57,\"Workclass\":\"Local-gov\",\"fnlwgt\":110417,\"Education\":\"HS-grad\",\"Education-Num\":9,\"Marital 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week\":64,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":33,\"Workclass\":\"Private\",\"fnlwgt\":273243,\"Education\":\"HS-grad\",\"Education-Num\":9,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Craft-repair\",\"Relationship\":\"Husband\",\"Race\":\"Black\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":58,\"Workclass\":\"Private\",\"fnlwgt\":147707,\"Education\":\"11th\",\"Education-Num\":7,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Sales\",\"Relationship\":\"Husband\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":30,\"Workclass\":\"Private\",\"fnlwgt\":77266,\"Education\":\"HS-grad\",\"Education-Num\":9,\"Marital Status\":\"Divorced\",\"Occupation\":\"Transport-moving\",\"Relationship\":\"Not-in-family\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":55,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":26,\"Workclass\":\"Private\",\"fnlwgt\":191648,\"Education\":\"Assoc-acdm\",\"Education-Num\":12,\"Marital Status\":\"Never-married\",\"Occupation\":\"Machine-op-inspct\",\"Relationship\":\"Other-relative\",\"Race\":\"White\",\"Sex\":\"Female\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":15,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":81,\"Workclass\":null,\"fnlwgt\":120478,\"Education\":\"Assoc-voc\",\"Education-Num\":11,\"Marital Status\":\"Divorced\",\"Occupation\":null,\"Relationship\":\"Unmarried\",\"Race\":\"White\",\"Sex\":\"Female\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":1,\"Country\":null,\"Target\":\"<=50K\"},{\"Age\":32,\"Workclass\":\"Private\",\"fnlwgt\":211349,\"Education\":\"10th\",\"Education-Num\":6,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Transport-moving\",\"Relationship\":\"Husband\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":22,\"Workclass\":\"Private\",\"fnlwgt\":203715,\"Education\":\"Some-college\",\"Education-Num\":10,\"Marital Status\":\"Never-married\",\"Occupation\":\"Adm-clerical\",\"Relationship\":\"Own-child\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":31,\"Workclass\":\"Private\",\"fnlwgt\":292592,\"Education\":\"HS-grad\",\"Education-Num\":9,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Machine-op-inspct\",\"Relationship\":\"Wife\",\"Race\":\"White\",\"Sex\":\"Female\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":29,\"Workclass\":\"Private\",\"fnlwgt\":125976,\"Education\":\"HS-grad\",\"Education-Num\":9,\"Marital Status\":\"Separated\",\"Occupation\":\"Sales\",\"Relationship\":\"Unmarried\",\"Race\":\"White\",\"Sex\":\"Female\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":35,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":35,\"Workclass\":null,\"fnlwgt\":320084,\"Education\":\"Bachelors\",\"Education-Num\":13,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":null,\"Relationship\":\"Wife\",\"Race\":\"White\",\"Sex\":\"Female\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":55,\"Country\":\"United-States\",\"Target\":\">50K\"},{\"Age\":30,\"Workclass\":null,\"fnlwgt\":33811,\"Education\":\"Bachelors\",\"Education-Num\":13,\"Marital Status\":\"Never-married\",\"Occupation\":null,\"Relationship\":\"Not-in-family\",\"Race\":\"Asian-Pac-Islander\",\"Sex\":\"Female\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":99,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":34,\"Workclass\":\"Private\",\"fnlwgt\":204461,\"Education\":\"Doctorate\",\"Education-Num\":16,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Prof-specialty\",\"Relationship\":\"Husband\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":60,\"Country\":\"United-States\",\"Target\":\">50K\"},{\"Age\":54,\"Workclass\":\"Private\",\"fnlwgt\":337992,\"Education\":\"Bachelors\",\"Education-Num\":13,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Exec-managerial\",\"Relationship\":\"Husband\",\"Race\":\"Asian-Pac-Islander\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":50,\"Country\":\"Japan\",\"Target\":\">50K\"},{\"Age\":37,\"Workclass\":\"Private\",\"fnlwgt\":179137,\"Education\":\"Some-college\",\"Education-Num\":10,\"Marital Status\":\"Divorced\",\"Occupation\":\"Adm-clerical\",\"Relationship\":\"Unmarried\",\"Race\":\"White\",\"Sex\":\"Female\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":39,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":22,\"Workclass\":\"Private\",\"fnlwgt\":325033,\"Education\":\"12th\",\"Education-Num\":8,\"Marital Status\":\"Never-married\",\"Occupation\":\"Protective-serv\",\"Relationship\":\"Own-child\",\"Race\":\"Black\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":35,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":34,\"Workclass\":\"Private\",\"fnlwgt\":160216,\"Education\":\"Bachelors\",\"Education-Num\":13,\"Marital Status\":\"Never-married\",\"Occupation\":\"Exec-managerial\",\"Relationship\":\"Not-in-family\",\"Race\":\"White\",\"Sex\":\"Female\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":55,\"Country\":\"United-States\",\"Target\":\">50K\"},{\"Age\":30,\"Workclass\":\"Private\",\"fnlwgt\":345898,\"Education\":\"HS-grad\",\"Education-Num\":9,\"Marital Status\":\"Never-married\",\"Occupation\":\"Craft-repair\",\"Relationship\":\"Not-in-family\",\"Race\":\"Black\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":46,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":38,\"Workclass\":\"Private\",\"fnlwgt\":139180,\"Education\":\"Bachelors\",\"Education-Num\":13,\"Marital Status\":\"Divorced\",\"Occupation\":\"Prof-specialty\",\"Relationship\":\"Unmarried\",\"Race\":\"Black\",\"Sex\":\"Female\",\"Capital Gain\":15020,\"Capital Loss\":0,\"Hours per week\":45,\"Country\":\"United-States\",\"Target\":\">50K\"},{\"Age\":71,\"Workclass\":null,\"fnlwgt\":287372,\"Education\":\"Doctorate\",\"Education-Num\":16,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":null,\"Relationship\":\"Husband\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":10,\"Country\":\"United-States\",\"Target\":\">50K\"},{\"Age\":45,\"Workclass\":\"State-gov\",\"fnlwgt\":252208,\"Education\":\"HS-grad\",\"Education-Num\":9,\"Marital Status\":\"Separated\",\"Occupation\":\"Adm-clerical\",\"Relationship\":\"Own-child\",\"Race\":\"White\",\"Sex\":\"Female\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":41,\"Workclass\":null,\"fnlwgt\":202822,\"Education\":\"HS-grad\",\"Education-Num\":9,\"Marital Status\":\"Separated\",\"Occupation\":null,\"Relationship\":\"Not-in-family\",\"Race\":\"Black\",\"Sex\":\"Female\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":32,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":72,\"Workclass\":null,\"fnlwgt\":129912,\"Education\":\"HS-grad\",\"Education-Num\":9,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":null,\"Relationship\":\"Husband\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":25,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":45,\"Workclass\":\"Local-gov\",\"fnlwgt\":119199,\"Education\":\"Assoc-acdm\",\"Education-Num\":12,\"Marital Status\":\"Divorced\",\"Occupation\":\"Prof-specialty\",\"Relationship\":\"Unmarried\",\"Race\":\"White\",\"Sex\":\"Female\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":48,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":31,\"Workclass\":\"Private\",\"fnlwgt\":199655,\"Education\":\"Masters\",\"Education-Num\":14,\"Marital Status\":\"Divorced\",\"Occupation\":\"Other-service\",\"Relationship\":\"Not-in-family\",\"Race\":\"Other\",\"Sex\":\"Female\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":30,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":39,\"Workclass\":\"Local-gov\",\"fnlwgt\":111499,\"Education\":\"Assoc-acdm\",\"Education-Num\":12,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Adm-clerical\",\"Relationship\":\"Wife\",\"Race\":\"White\",\"Sex\":\"Female\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":20,\"Country\":\"United-States\",\"Target\":\">50K\"},{\"Age\":37,\"Workclass\":\"Private\",\"fnlwgt\":198216,\"Education\":\"Assoc-acdm\",\"Education-Num\":12,\"Marital Status\":\"Divorced\",\"Occupation\":\"Tech-support\",\"Relationship\":\"Not-in-family\",\"Race\":\"White\",\"Sex\":\"Female\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":43,\"Workclass\":\"Private\",\"fnlwgt\":260761,\"Education\":\"HS-grad\",\"Education-Num\":9,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Machine-op-inspct\",\"Relationship\":\"Husband\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"Mexico\",\"Target\":\"<=50K\"},{\"Age\":65,\"Workclass\":\"Self-emp-not-inc\",\"fnlwgt\":99359,\"Education\":\"Prof-school\",\"Education-Num\":15,\"Marital Status\":\"Never-married\",\"Occupation\":\"Prof-specialty\",\"Relationship\":\"Not-in-family\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":1086,\"Capital Loss\":0,\"Hours per week\":60,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":43,\"Workclass\":\"State-gov\",\"fnlwgt\":255835,\"Education\":\"Some-college\",\"Education-Num\":10,\"Marital Status\":\"Divorced\",\"Occupation\":\"Adm-clerical\",\"Relationship\":\"Other-relative\",\"Race\":\"White\",\"Sex\":\"Female\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":43,\"Workclass\":\"Self-emp-not-inc\",\"fnlwgt\":27242,\"Education\":\"Some-college\",\"Education-Num\":10,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Craft-repair\",\"Relationship\":\"Husband\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":50,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":32,\"Workclass\":\"Private\",\"fnlwgt\":34066,\"Education\":\"10th\",\"Education-Num\":6,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Handlers-cleaners\",\"Relationship\":\"Husband\",\"Race\":\"Amer-Indian-Eskimo\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":43,\"Workclass\":\"Private\",\"fnlwgt\":84661,\"Education\":\"Assoc-voc\",\"Education-Num\":11,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Sales\",\"Relationship\":\"Husband\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":45,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":32,\"Workclass\":\"Private\",\"fnlwgt\":116138,\"Education\":\"Masters\",\"Education-Num\":14,\"Marital Status\":\"Never-married\",\"Occupation\":\"Tech-support\",\"Relationship\":\"Not-in-family\",\"Race\":\"Asian-Pac-Islander\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":11,\"Country\":\"Taiwan\",\"Target\":\"<=50K\"},{\"Age\":53,\"Workclass\":\"Private\",\"fnlwgt\":321865,\"Education\":\"Masters\",\"Education-Num\":14,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Exec-managerial\",\"Relationship\":\"Husband\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\">50K\"},{\"Age\":22,\"Workclass\":\"Private\",\"fnlwgt\":310152,\"Education\":\"Some-college\",\"Education-Num\":10,\"Marital Status\":\"Never-married\",\"Occupation\":\"Protective-serv\",\"Relationship\":\"Not-in-family\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":27,\"Workclass\":\"Private\",\"fnlwgt\":257302,\"Education\":\"Assoc-acdm\",\"Education-Num\":12,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Tech-support\",\"Relationship\":\"Wife\",\"Race\":\"White\",\"Sex\":\"Female\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":38,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":40,\"Workclass\":\"Private\",\"fnlwgt\":154374,\"Education\":\"HS-grad\",\"Education-Num\":9,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Machine-op-inspct\",\"Relationship\":\"Husband\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\">50K\"},{\"Age\":58,\"Workclass\":\"Private\",\"fnlwgt\":151910,\"Education\":\"HS-grad\",\"Education-Num\":9,\"Marital Status\":\"Widowed\",\"Occupation\":\"Adm-clerical\",\"Relationship\":\"Unmarried\",\"Race\":\"White\",\"Sex\":\"Female\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":22,\"Workclass\":\"Private\",\"fnlwgt\":201490,\"Education\":\"HS-grad\",\"Education-Num\":9,\"Marital Status\":\"Never-married\",\"Occupation\":\"Adm-clerical\",\"Relationship\":\"Own-child\",\"Race\":\"White\",\"Sex\":\"Male\",\"Capital Gain\":0,\"Capital Loss\":0,\"Hours per week\":20,\"Country\":\"United-States\",\"Target\":\"<=50K\"},{\"Age\":52,\"Workclass\":\"Self-emp-inc\",\"fnlwgt\":287927,\"Education\":\"HS-grad\",\"Education-Num\":9,\"Marital Status\":\"Married-civ-spouse\",\"Occupation\":\"Exec-managerial\",\"Relationship\":\"Wife\",\"Race\":\"White\",\"Sex\":\"Female\",\"Capital Gain\":15024,\"Capital Loss\":0,\"Hours per week\":40,\"Country\":\"United-States\",\"Target\":\">50K\"}];\n",
-              "          document.querySelector(\"#elem\").data = data;\n",
-              "        </script>"
-            ]
-          },
-          "metadata": {
-            "tags": []
-          }
-        }
-      ]
+    "id": "XtOzRy8Z3M36",
+    "outputId": "9efa442d-1e11-416e-d57f-e57b6e7e16e4"
+   },
+   "outputs": [],
+   "source": [
+    "\n",
+    "# Display the Dive visualization for the training data.\n",
+    "from IPython.core.display import display, HTML\n",
+    "\n",
+    "jsonstr = train_data.to_json(orient='records')\n",
+    "HTML_TEMPLATE = \"\"\"\n",
+    "        <script src=\"https://cdnjs.cloudflare.com/ajax/libs/webcomponentsjs/0.7.24/webcomponents-lite.js\"></script>\n",
+    "        <link rel=\"import\" href=\"https://raw.githubusercontent.com/PAIR-code/facets/master/facets-dist/facets-jupyter.html\">\n",
+    "        <facets-dive id=\"elem\" height=\"600\"></facets-dive>\n",
+    "        <script>\n",
+    "          var data = {jsonstr};\n",
+    "          document.querySelector(\"#elem\").data = data;\n",
+    "        </script>\"\"\"\n",
+    "html = HTML_TEMPLATE.format(jsonstr=jsonstr)\n",
+    "display(HTML(html))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "autoexec": {
+      "startup": false,
+      "wait_interval": 0
+     },
+     "base_uri": "https://localhost:8080/",
+     "height": 125
     },
-    {
-      "metadata": {
-        "id": "B22HH9kyeyQd",
-        "colab_type": "code",
-        "colab": {
-          "autoexec": {
-            "startup": false,
-            "wait_interval": 0
-          },
-          "base_uri": "https://localhost:8080/",
-          "height": 125
-        },
-        "outputId": "323a4d74-8d40-480b-ac9f-58ccf7a4f990",
-        "executionInfo": {
-          "status": "ok",
-          "timestamp": 1532522957138,
-          "user_tz": 240,
-          "elapsed": 3967,
-          "user": {
-            "displayName": "James Wexler",
-            "photoUrl": "//lh4.googleusercontent.com/-TJBPojJ2kd8/AAAAAAAAAAI/AAAAAAAAABE/YrSFlsiqR80/s50-c-k-no/photo.jpg",
-            "userId": "104529426628068202733"
-          }
-        }
-      },
-      "cell_type": "code",
-      "source": [
-        "# Clone the facets github repo to get access to the python feature stats generation code\n",
-        "!git clone https://github.com/pair-code/facets.git"
-      ],
-      "execution_count": 1,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": [
-            "Cloning into 'facets'...\n",
-            "remote: Counting objects: 900, done.\u001b[K\n",
-            "remote: Compressing objects: 100% (33/33), done.\u001b[K\n",
-            "remote: Total 900 (delta 21), reused 14 (delta 7), pack-reused 860\u001b[K\n",
-            "Receiving objects: 100% (900/900), 17.44 MiB | 21.33 MiB/s, done.\n",
-            "Resolving deltas: 100% (530/530), done.\n"
-          ],
-          "name": "stdout"
-        }
-      ]
+    "colab_type": "code",
+    "executionInfo": {
+     "elapsed": 3967,
+     "status": "ok",
+     "timestamp": 1532522957138,
+     "user": {
+      "displayName": "James Wexler",
+      "photoUrl": "//lh4.googleusercontent.com/-TJBPojJ2kd8/AAAAAAAAAAI/AAAAAAAAABE/YrSFlsiqR80/s50-c-k-no/photo.jpg",
+      "userId": "104529426628068202733"
+     },
+     "user_tz": 240
     },
-    {
-      "metadata": {
-        "id": "mjv5Kr1Mflq7",
-        "colab_type": "code",
-        "colab": {
-          "autoexec": {
-            "startup": false,
-            "wait_interval": 0
-          }
-        }
-      },
-      "cell_type": "code",
-      "source": [
-        "# Add the path to the feature stats generation code.\n",
-        "import sys\n",
-        "sys.path.insert(0, '/content/facets/facets_overview/python/')\n",
-        "\n",
-        "# Create the feature stats for the datasets and stringify it.\n",
-        "import base64\n",
-        "from generic_feature_statistics_generator import GenericFeatureStatisticsGenerator\n",
-        "\n",
-        "gfsg = GenericFeatureStatisticsGenerator()\n",
-        "proto = gfsg.ProtoFromDataFrames([{'name': 'train', 'table': train_data},\n",
-        "                                  {'name': 'test', 'table': test_data}])\n",
-        "protostr = base64.b64encode(proto.SerializeToString()).decode(\"utf-8\")"
-      ],
-      "execution_count": 0,
-      "outputs": []
+    "id": "B22HH9kyeyQd",
+    "outputId": "323a4d74-8d40-480b-ac9f-58ccf7a4f990"
+   },
+   "outputs": [],
+   "source": [
+    "# Clone the facets github repo to get access to the python feature stats generation code\n",
+    "!git clone https://github.com/pair-code/facets.git"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!ls /content"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "autoexec": {
+      "startup": false,
+      "wait_interval": 0
+     }
     },
-    {
-      "metadata": {
-        "id": "b7zs2p2_goJa",
-        "colab_type": "code",
-        "colab": {
-          "autoexec": {
-            "startup": false,
-            "wait_interval": 0
-          },
-          "base_uri": "https://localhost:8080/",
-          "height": 1028
-        },
-        "outputId": "22e211df-972f-49b9-f271-75e0d4ba68ee",
-        "executionInfo": {
-          "status": "ok",
-          "timestamp": 1532523370507,
-          "user_tz": 240,
-          "elapsed": 369,
-          "user": {
-            "displayName": "James Wexler",
-            "photoUrl": "//lh4.googleusercontent.com/-TJBPojJ2kd8/AAAAAAAAAAI/AAAAAAAAABE/YrSFlsiqR80/s50-c-k-no/photo.jpg",
-            "userId": "104529426628068202733"
-          }
-        }
-      },
-      "cell_type": "code",
-      "source": [
-        "# Display the facets overview visualization for this data\n",
-        "from IPython.core.display import display, HTML\n",
-        "\n",
-        "HTML_TEMPLATE = \"\"\"<link rel=\"import\" href=\"https://raw.githubusercontent.com/PAIR-code/facets/master/facets-dist/facets-jupyter.html\" >\n",
-        "        <facets-overview id=\"elem\"></facets-overview>\n",
-        "        <script>\n",
-        "          document.querySelector(\"#elem\").protoInput = \"{protostr}\";\n",
-        "        </script>\"\"\"\n",
-        "html = HTML_TEMPLATE.format(protostr=protostr)\n",
-        "display(HTML(html))"
-      ],
-      "execution_count": 13,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "text/plain": [
-              "<IPython.core.display.HTML object>"
-            ],
-            "text/html": [
-              "<link rel=\"import\" href=\"https://raw.githubusercontent.com/PAIR-code/facets/master/facets-dist/facets-jupyter.html\" >\n",
-              "        <facets-overview id=\"elem\"></facets-overview>\n",
-              "        <script>\n",
-              "          document.querySelector(\"#elem\").protoInput = 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-              "        </script>"
-            ]
-          },
-          "metadata": {
-            "tags": []
-          }
-        }
-      ]
-    }
-  ]
-}
\ No newline at end of file
+    "colab_type": "code",
+    "id": "mjv5Kr1Mflq7"
+   },
+   "outputs": [],
+   "source": [
+    "# Add the path to the feature stats generation code.\n",
+    "import sys\n",
+    "sys.path.insert(0, '/content/facets/facets_overview/python/')\n",
+    "\n",
+    "# Create the feature stats for the datasets and stringify it.\n",
+    "import base64\n",
+    "from generic_feature_statistics_generator import GenericFeatureStatisticsGenerator\n",
+    "\n",
+    "gfsg = GenericFeatureStatisticsGenerator()\n",
+    "proto = gfsg.ProtoFromDataFrames([{'name': 'train', 'table': train_data},\n",
+    "                                  {'name': 'test', 'table': test_data}])\n",
+    "protostr = base64.b64encode(proto.SerializeToString()).decode(\"utf-8\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "autoexec": {
+      "startup": false,
+      "wait_interval": 0
+     },
+     "base_uri": "https://localhost:8080/",
+     "height": 1028
+    },
+    "colab_type": "code",
+    "executionInfo": {
+     "elapsed": 369,
+     "status": "ok",
+     "timestamp": 1532523370507,
+     "user": {
+      "displayName": "James Wexler",
+      "photoUrl": "//lh4.googleusercontent.com/-TJBPojJ2kd8/AAAAAAAAAAI/AAAAAAAAABE/YrSFlsiqR80/s50-c-k-no/photo.jpg",
+      "userId": "104529426628068202733"
+     },
+     "user_tz": 240
+    },
+    "id": "b7zs2p2_goJa",
+    "outputId": "22e211df-972f-49b9-f271-75e0d4ba68ee"
+   },
+   "outputs": [],
+   "source": [
+    "# Display the facets overview visualization for this data\n",
+    "from IPython.core.display import display, HTML\n",
+    "\n",
+    "HTML_TEMPLATE = \"\"\"\n",
+    "        <script src=\"https://cdnjs.cloudflare.com/ajax/libs/webcomponentsjs/0.7.24/webcomponents-lite.js\"></script>\n",
+    "        <link rel=\"import\" href=\"https://raw.githubusercontent.com/PAIR-code/facets/master/facets-dist/facets-jupyter.html\" >\n",
+    "        <facets-overview id=\"elem\"></facets-overview>\n",
+    "        <script>\n",
+    "          document.querySelector(\"#elem\").protoInput = \"{protostr}\";\n",
+    "        </script>\"\"\"\n",
+    "html = HTML_TEMPLATE.format(protostr=protostr)\n",
+    "display(HTML(html))"
+   ]
+  }
+ ],
+ "metadata": {
+  "colab": {
+   "default_view": {},
+   "name": "Facets Dive and Overview Colab Example",
+   "provenance": [],
+   "version": "0.3.2",
+   "views": {}
+  },
+  "kernelspec": {
+   "display_name": "Python 2",
+   "language": "python",
+   "name": "python2"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 2
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython2",
+   "version": "2.7.16"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/facets_dive/Dive_demo.ipynb b/facets_dive/Dive_demo.ipynb
index 6881886..11d9aff 100644
--- a/facets_dive/Dive_demo.ipynb
+++ b/facets_dive/Dive_demo.ipynb
@@ -57,7 +57,9 @@
     "from IPython.core.display import display, HTML\n",
     "\n",
     "# Create Facets template  \n",
-    "HTML_TEMPLATE = \"\"\"<link rel=\"import\" href=\"/nbextensions/facets-dist/facets-jupyter.html\">\n",
+    "HTML_TEMPLATE = \"\"\"\n",
+    "        <script src=\"https://cdnjs.cloudflare.com/ajax/libs/webcomponentsjs/0.7.24/webcomponents-lite.js\"></script>\n",
+    "        <link rel=\"import\" href=\"/nbextensions/facets-dist/facets-jupyter.html\">\n",
     "        <facets-dive sprite-image-width=\"{sprite_size}\" sprite-image-height=\"{sprite_size}\" id=\"elem\" height=\"600\"></facets-dive>\n",
     "        <script>\n",
     "          document.querySelector(\"#elem\").data = {jsonstr};\n",
@@ -80,21 +82,21 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 2",
    "language": "python",
-   "name": "python3"
+   "name": "python2"
   },
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",
-    "version": 3
+    "version": 2
    },
    "file_extension": ".py",
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.5.2"
+   "pygments_lexer": "ipython2",
+   "version": "2.7.16"
   }
  },
  "nbformat": 4,
diff --git a/facets_overview/Overview_demo.ipynb b/facets_overview/Overview_demo.ipynb
index f89dce4..d92c526 100644
--- a/facets_overview/Overview_demo.ipynb
+++ b/facets_overview/Overview_demo.ipynb
@@ -2,10 +2,8 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": null,
+   "metadata": {},
    "outputs": [],
    "source": [
     "# Add the facets overview python code to the python path\n",
@@ -15,10 +13,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": null,
+   "metadata": {},
    "outputs": [],
    "source": [
     "# Load UCI census train and test data into dataframes.\n",
@@ -43,10 +39,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": null,
+   "metadata": {},
    "outputs": [],
    "source": [
     "# Calculate the feature statistics proto from the datasets and stringify it for use in facets overview\n",
@@ -61,33 +55,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {
     "scrolled": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<link rel=\"import\" href=\"/nbextensions/facets-dist/facets-jupyter.html\" >\n",
-       "        <facets-overview id=\"elem\"></facets-overview>\n",
-       "        <script>\n",
-       "          document.querySelector(\"#elem\").protoInput = 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-       "        </script>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Display the facets overview visualization for this data\n",
     "from IPython.core.display import display, HTML\n",
     "\n",
-    "HTML_TEMPLATE = \"\"\"<link rel=\"import\" href=\"https://raw.githubusercontent.com/PAIR-code/facets/master/facets-dist/facets-jupyter.html\" >\n",
+    "HTML_TEMPLATE = \"\"\"\n",
+    "        <script src=\"https://cdnjs.cloudflare.com/ajax/libs/webcomponentsjs/0.7.24/webcomponents-lite.js\"></script>\n",
+    "        <link rel=\"import\" href=\"https://raw.githubusercontent.com/PAIR-code/facets/master/facets-dist/facets-jupyter.html\" >\n",
     "        <facets-overview id=\"elem\"></facets-overview>\n",
     "        <script>\n",
     "          document.querySelector(\"#elem\").protoInput = \"{protostr}\";\n",
@@ -99,21 +78,21 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 2",
    "language": "python",
-   "name": "python3"
+   "name": "python2"
   },
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",
-    "version": 3
+    "version": 2
    },
    "file_extension": ".py",
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.4.3"
+   "pygments_lexer": "ipython2",
+   "version": "2.7.16"
   }
  },
  "nbformat": 4,