LAB_1_Heart_Failure_2_7.jupyter.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "<center><h1> Predict heart failure with Watson Machine Learning</h1></center>\n",
    "![alt text](https://www.cdc.gov/dhdsp/images/heart_failure.jpg \"Heart failure\")\n",
    "<p>This notebook contains steps and code to create a predictive model to predict heart failure and then deploy that model to Watson Machine Learning so it can be used in an application.</p>\n",
    "## Learning Goals\n",
    "The learning goals of this notebook are:\n",
    "* Load a CSV file into the  Object Storage Service linked to your Data Science Experience \n",
    "* Create an Apache® Spark machine learning model\n",
    "* Train and evaluate a model\n",
    "* Persist a model in a Watson Machine Learning repository\n",
    "\n",
    "## 1. Setup\n",
    "\n",
    "Before you use the sample code in this notebook, you must perform the following setup tasks:\n",
    "* Create a Watson Machine Learning Service instance (a free plan is offered) and associate it with your project\n",
    "* Upload heart failure  data to the Object Store service that is part of your data Science Experience trial\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## 2. Load and explore data\n",
    "<p>In this section you will load the data as an Apache® Spark DataFrame and perform a basic exploration.</p>\n",
    "\n",
    "<p>Load the data to the Spark DataFrame from your associated Object Storage instance.</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# IMPORTANT Follow the lab instructions to insert Spark Session Data Frame to get access to the data used in this notebook\n",
    "# Ensure the Spark Session Data Frame is named df_data\n",
    "# Add the .option('inferSchema','True')\\ line after the option line from the inserted code.\n",
    "\n",
    "\n",
    "#  .option('inferSchema','True')\\\n",
    "\n",
    "import pandas as pd\n",
    "from pyspark.sql import SQLContext\n",
    "from pyspark import SparkContext\n",
    "\n",
    "#sc = SparkContext()\n",
    "sqlContext = SQLContext(sc)\n",
    "\n",
    "df_data_pd = pd.read_csv('https://raw.githubusercontent.com/krondor/prime-ml/master/data/patientdataV6.csv')\n",
    "df_data = sqlContext.createDataFrame(df_data_pd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-------------------+------------------+-----------+---+------------+---+---+-------------+--------------+------------------+\n",
      "|AVGHEARTBEATSPERMIN|PALPITATIONSPERDAY|CHOLESTEROL|BMI|HEARTFAILURE|AGE|SEX|FAMILYHISTORY|SMOKERLAST5YRS|EXERCISEMINPERWEEK|\n",
      "+-------------------+------------------+-----------+---+------------+---+---+-------------+--------------+------------------+\n",
      "|                 93|                22|        163| 25|           N| 49|  F|            N|             N|               110|\n",
      "|                108|                22|        181| 24|           N| 32|  F|            N|             N|               192|\n",
      "|                 86|                 0|        239| 20|           N| 60|  F|            N|             N|               121|\n",
      "|                 80|                36|        164| 31|           Y| 45|  F|            Y|             N|               141|\n",
      "|                 66|                36|        185| 23|           N| 39|  F|            N|             N|                63|\n",
      "+-------------------+------------------+-----------+---+------------+---+---+-------------+--------------+------------------+\n",
      "only showing top 5 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "\n",
    "\n",
    "import os\n",
    "from pyspark.sql import SQLContext\n",
    "# Add asset from file system\n",
    "df_data = SQLContext(sc).read.csv(os.environ['DSX_PROJECT_DIR']+'/datasets/patientdataV6.csv', header='true', inferSchema = 'true')\n",
    "df_data.show(5)\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Explore the loaded data by using the following Apache® Spark DataFrame methods:\n",
    "* print schema\n",
    "* print top ten records\n",
    "* count all records"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "root\n",
      " |-- AVGHEARTBEATSPERMIN: long (nullable = true)\n",
      " |-- PALPITATIONSPERDAY: long (nullable = true)\n",
      " |-- CHOLESTEROL: long (nullable = true)\n",
      " |-- BMI: long (nullable = true)\n",
      " |-- HEARTFAILURE: string (nullable = true)\n",
      " |-- AGE: long (nullable = true)\n",
      " |-- SEX: string (nullable = true)\n",
      " |-- FAMILYHISTORY: string (nullable = true)\n",
      " |-- SMOKERLAST5YRS: string (nullable = true)\n",
      " |-- EXERCISEMINPERWEEK: long (nullable = true)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "df_data.printSchema()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "As you can see, the data contains ten  fields. The  HEARTFAILURE field is the one we would like to predict (label)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-------------------+------------------+-----------+---+------------+---+---+-------------+--------------+------------------+\n",
      "|AVGHEARTBEATSPERMIN|PALPITATIONSPERDAY|CHOLESTEROL|BMI|HEARTFAILURE|AGE|SEX|FAMILYHISTORY|SMOKERLAST5YRS|EXERCISEMINPERWEEK|\n",
      "+-------------------+------------------+-----------+---+------------+---+---+-------------+--------------+------------------+\n",
      "|                 93|                22|        163| 25|           N| 49|  F|            N|             N|               110|\n",
      "|                108|                22|        181| 24|           N| 32|  F|            N|             N|               192|\n",
      "|                 86|                 0|        239| 20|           N| 60|  F|            N|             N|               121|\n",
      "|                 80|                36|        164| 31|           Y| 45|  F|            Y|             N|               141|\n",
      "|                 66|                36|        185| 23|           N| 39|  F|            N|             N|                63|\n",
      "|                125|                27|        201| 31|           N| 47|  M|            N|             N|                13|\n",
      "|                 83|                27|        169| 20|           N| 71|  F|            Y|             N|               124|\n",
      "|                107|                31|        199| 32|           N| 55|  F|            N|             N|                22|\n",
      "|                 92|                28|        174| 22|           N| 44|  F|            N|             N|               107|\n",
      "|                 84|                12|        206| 25|           N| 50|  M|            N|             N|               199|\n",
      "|                 60|                 1|        194| 28|           N| 71|  M|            N|             N|                27|\n",
      "|                134|                 7|        228| 34|           Y| 63|  F|            Y|             N|                92|\n",
      "|                103|                 0|        237| 24|           N| 64|  F|            Y|             N|                34|\n",
      "|                101|                39|        157| 20|           N| 49|  M|            N|             N|                33|\n",
      "|                 92|                 2|        169| 26|           N| 36|  M|            N|             N|               217|\n",
      "|                 80|                27|        234| 27|           N| 50|  M|            N|             N|                28|\n",
      "|                 82|                14|        155| 30|           N| 70|  F|            N|             N|               207|\n",
      "|                 63|                 9|        204| 26|           N| 42|  M|            N|             N|                88|\n",
      "|                 83|                12|        209| 29|           N| 38|  M|            Y|             N|               220|\n",
      "|                 80|                37|        157| 20|           N| 48|  M|            N|             N|                54|\n",
      "+-------------------+------------------+-----------+---+------------+---+---+-------------+--------------+------------------+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "df_data.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-------+-------------------+------------------+------------------+------------------+------------------+------------------+\n",
      "|summary|AVGHEARTBEATSPERMIN|PALPITATIONSPERDAY|       CHOLESTEROL|               BMI|               AGE|EXERCISEMINPERWEEK|\n",
      "+-------+-------------------+------------------+------------------+------------------+------------------+------------------+\n",
      "|  count|              10800|             10800|             10800|             10800|             10800|             10800|\n",
      "|   mean|  87.11509259259259|20.423148148148147|195.08027777777778| 26.35972222222222|49.965185185185184|119.72953703703703|\n",
      "| stddev| 19.744375148984492| 12.16532035162301|26.136731865042268|3.8201472810942083|13.079280962015604| 71.14706006382842|\n",
      "|    min|                 48|                 0|               150|                20|                28|                 0|\n",
      "|    max|                161|                45|               245|                34|                72|               250|\n",
      "+-------+-------------------+------------------+------------------+------------------+------------------+------------------+\n",
      "\n"
     ]
    }
   ],
   "source": [
    "df_data.describe().show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10800"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_data.count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "As you can see, the data set contains 10800 records."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## 3 Interactive Visualizations w/PixieDust"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting pixiedust==1.1.2\n",
      "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/ac/13/0d7ae5d69b6faa70f0439a93e52cffafb1c2e1e767bd5ea8c39e9bd1cf96/pixiedust-1.1.2.tar.gz (150kB)\n",
      "\u001b[K    100% |████████████████████████████████| 153kB 963kB/s ta 0:00:01\n",
      "\u001b[?25hRequirement already satisfied: mpld3 in /user-home/anaconda2/lib/python2.7/site-packages (from pixiedust==1.1.2) (0.3)\n",
      "Requirement already satisfied: lxml in /user-home/anaconda2/lib/python2.7/site-packages (from pixiedust==1.1.2) (4.1.1)\n",
      "Requirement already satisfied: geojson in /user-home/anaconda2/lib/python2.7/site-packages (from pixiedust==1.1.2) (2.3.0)\n",
      "Building wheels for collected packages: pixiedust\n",
      "  Running setup.py bdist_wheel for pixiedust ... \u001b[?25l-\b \b\\\b \b|\b \b/\b \b-\b \b\\\b \bdone\n",
      "\u001b[?25h  Stored in directory: /user-home/1003/.cache/pip/wheels/37/e4/e7/7d45c1323f62f317f2a02d3c9c2c2a74ac3953993a75b05866\n",
      "Successfully built pixiedust\n",
      "\u001b[31mmxnet 1.1.0 has requirement numpy<=1.13.3, but you'll have numpy 1.14.1 which is incompatible.\u001b[0m\n",
      "Installing collected packages: pixiedust\n",
      "\u001b[33m  The script jupyter-pixiedust is installed in '/user-home/1003/.local/bin' which is not on PATH.\n",
      "  Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\n",
      "Successfully installed pixiedust\n"
     ]
    }
   ],
   "source": [
    "# To confirm you have the latest version of PixieDust on your system, run this cell\n",
    "!pip install --user pixiedust==1.1.2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "If indicated by the installer, restart the kernel and rerun the notebook until here and continue with the workshop."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pixiedust database opened successfully\n",
      "Table VERSION_TRACKER created successfully\n",
      "Table METRICS_TRACKER created successfully\n",
      "\n",
      "Share anonymous install statistics? (opt-out instructions)\n",
      "\n",
      "PixieDust will record metadata on its environment the next time the package is installed or updated. The data is anonymized and aggregated to help plan for future releases, and records only the following values:\n",
      "\n",
      "{\n",
      "   \"data_sent\": currentDate,\n",
      "   \"runtime\": \"python\",\n",
      "   \"application_version\": currentPixiedustVersion,\n",
      "   \"space_id\": nonIdentifyingUniqueId,\n",
      "   \"config\": {\n",
      "       \"repository_id\": \"https://github.com/ibm-watson-data-lab/pixiedust\",\n",
      "       \"target_runtimes\": [\"Data Science Experience\"],\n",
      "       \"event_id\": \"web\",\n",
      "       \"event_organizer\": \"dev-journeys\"\n",
      "   }\n",
      "}\n",
      "You can opt out by calling pixiedust.optOut() in a new cell.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <div style=\"margin:10px\">\n",
       "            <a href=\"https://github.com/ibm-watson-data-lab/pixiedust\" target=\"_new\">\n",
       "                <img src=\"https://github.com/ibm-watson-data-lab/pixiedust/raw/master/docs/_static/pd_icon32.png\" style=\"float:left;margin-right:10px\"/>\n",
       "            </a>\n",
       "            <span>Pixiedust version 1.1.8</span>\n",
       "        </div>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pixiedust runtime updated. Please restart kernel\n",
      "Table SPARK_PACKAGES created successfully\n",
      "Table USER_PREFERENCES created successfully\n",
      "Table service_connections created successfully\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>Warning: You are not running the latest version of PixieDust. Current is 1.1.8, Latest is 1.1.9</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <div>Please copy and run the following command in a new cell to upgrade: <span style=\"background-color:#ececec;font-family:monospace;padding:0 5px\">!pip install --user --upgrade pixiedust</span></div>\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>Please restart kernel after upgrading.</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pixiedust"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### Simple visualization using bar charts\n",
    "With PixieDust display(), you can visually explore the loaded data using built-in charts, such as, bar charts, line charts, scatter plots, or maps.\n",
    "To explore a data set: choose the desired chart type from the drop down, configure chart options, configure display options."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "pixiedust": {
     "displayParams": {
      "aggregation": "AVG",
      "chartsize": "78",
      "handlerId": "scatterPlot",
      "keyFields": "AGE",
      "kind": "kde",
      "mpld3": "false",
      "rendererId": "seaborn",
      "rowCount": "500",
      "title": "Explore",
      "valueFields": "BMI"
     }
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.pd_warning{display:none;}</style><div class=\"pd_warning\"><em>Hey, there's something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>\n",
       "        <div class=\"pd_save is-viewer-good\" style=\"padding-right:10px;text-align: center;line-height:initial !important;font-size: xx-large;font-weight: 500;color: coral;\">\n",
       "            Explore\n",
       "        </div>\n",
       "    <div id=\"chartFiguree8333794\" class=\"pd_save is-viewer-good\" style=\"overflow-x:auto\">\n",
       "            \n",
       "                    \n",
       "                            <center><img style=\"max-width:initial !important\" src=\"data:image/png;base64,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\" class=\"pd_save\"></center>\n",
       "                        \n",
       "                    \n",
       "                \n",
       "        </div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(df_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## 4. Create an Apache® Spark machine learning model\n",
    "In this section you will learn how to prepare data, create and train an Apache® Spark machine learning model.\n",
    "\n",
    "### 4.1: Prepare data\n",
    "In this subsection you will split your data into: train and  test  data sets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of training records: 8668\n",
      "Number of testing records : 2132\n"
     ]
    }
   ],
   "source": [
    "split_data = df_data.randomSplit([0.8, 0.20], 24)\n",
    "train_data = split_data[0]\n",
    "test_data = split_data[1]\n",
    "\n",
    "\n",
    "print \"Number of training records: \" + str(train_data.count())\n",
    "print \"Number of testing records : \" + str(test_data.count())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "As you can see our data has been successfully split into two data sets:\n",
    "* The train data set, which is the largest group, is used for training.\n",
    "* The test data set will be used for model evaluation and is used to test the assumptions of the model.\n",
    "\n",
    "### 4.2: Create pipeline and train a model\n",
    "In this section you will create an Apache® Spark machine learning pipeline and then train the model.\n",
    "In the first step you need to import the Apache® Spark machine learning packages that will be needed in the subsequent steps.\n",
    "\n",
    "A sequence of data processing is called a _data pipeline_.  Each step in the pipeline processes the data and passes the result to the next step in the pipeline, this allows you to transform and fit your model with the raw input data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "from pyspark.ml.feature import StringIndexer, IndexToString, VectorAssembler\n",
    "from pyspark.ml.classification import RandomForestClassifier\n",
    "from pyspark.ml.evaluation import MulticlassClassificationEvaluator\n",
    "from pyspark.ml import Pipeline, Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "In the following step, convert all the string fields to numeric ones by using the StringIndexer transformer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "stringIndexer_label = StringIndexer(inputCol=\"HEARTFAILURE\", outputCol=\"label\").fit(df_data)\n",
    "stringIndexer_sex = StringIndexer(inputCol=\"SEX\", outputCol=\"SEX_IX\")\n",
    "stringIndexer_famhist = StringIndexer(inputCol=\"FAMILYHISTORY\", outputCol=\"FAMILYHISTORY_IX\")\n",
    "stringIndexer_smoker = StringIndexer(inputCol=\"SMOKERLAST5YRS\", outputCol=\"SMOKERLAST5YRS_IX\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "\n",
    "In the following step, create a feature vector by combining all features together."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "vectorAssembler_features = VectorAssembler(inputCols=[\"AVGHEARTBEATSPERMIN\",\"PALPITATIONSPERDAY\",\"CHOLESTEROL\",\"BMI\",\"AGE\",\"SEX_IX\",\"FAMILYHISTORY_IX\",\"SMOKERLAST5YRS_IX\",\"EXERCISEMINPERWEEK\"], outputCol=\"features\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Next, define estimators you want to use for classification. Random Forest is used in the following example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "rf = RandomForestClassifier(labelCol=\"label\", featuresCol=\"features\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Finally, indexed labels back to original labels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "labelConverter = IndexToString(inputCol=\"prediction\", outputCol=\"predictedLabel\", labels=stringIndexer_label.labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "pixiedust": {
     "displayParams": {
      "handlerId": "tableView"
     }
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.pd_warning{display:none;}</style><div class=\"pd_warning\"><em>Hey, there's something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>\n",
       "        <div class=\"pd_save is-viewer-good\" style=\"padding-right:10px;text-align: center;line-height:initial !important;font-size: xx-large;font-weight: 500;color: coral;\">\n",
       "            \n",
       "        </div>\n",
       "    <div id=\"chartFigurea7274178\" class=\"pd_save is-viewer-good\" style=\"overflow-x:auto\">\n",
       "            <style type=\"text/css\" class=\"pd_save\">\n",
       "    .df-table-wrapper .panel-heading {\n",
       "      border-radius: 0;\n",
       "      padding: 0px;\n",
       "    }\n",
       "    .df-table-wrapper .panel-heading:hover {\n",
       "      border-color: #008571;\n",
       "    }\n",
       "    .df-table-wrapper .panel-title a {\n",
       "      background-color: #f9f9fb;\n",
       "      color: #333333;\n",
       "      display: block;\n",
       "      outline: none;\n",
       "      padding: 10px 15px;\n",
       "      text-decoration: none;\n",
       "    }\n",
       "    .df-table-wrapper .panel-title a:hover {\n",
       "      background-color: #337ab7;\n",
       "      border-color: #2e6da4;\n",
       "      color: #ffffff;\n",
       "      display: block;\n",
       "      padding: 10px 15px;\n",
       "      text-decoration: none;\n",
       "    }\n",
       "    .df-table-wrapper {\n",
       "      font-size: small;\n",
       "      font-weight: 300;\n",
       "      letter-spacing: 0.5px;\n",
       "      line-height: normal;\n",
       "      height: inherit;\n",
       "      overflow: auto;\n",
       "    }\n",
       "    .df-table-search {\n",
       "      margin: 0 0 20px 0;\n",
       "    }\n",
       "    .df-table-search-count {\n",
       "      display: inline-block;\n",
       "      margin: 0 0 20px 0;\n",
       "    }\n",
       "    .df-table-container {\n",
       "      max-height: 50vh;\n",
       "      max-width: 100%;\n",
       "      overflow-x: auto;\n",
       "      position: relative;\n",
       "    }\n",
       "    .df-table-wrapper table {\n",
       "      border: 0 none #ffffff;\n",
       "      border-collapse: collapse;\n",
       "      margin: 0;\n",
       "      min-width: 100%;\n",
       "      padding: 0;\n",
       "      table-layout: fixed;\n",
       "      height: inherit;\n",
       "      overflow: auto;\n",
       "    }\n",
       "    .df-table-wrapper tr.hidden {\n",
       "      display: none;\n",
       "    }\n",
       "    .df-table-wrapper tr:nth-child(even) {\n",
       "      background-color: #f9f9fb;\n",
       "    }\n",
       "    .df-table-wrapper tr.even {\n",
       "      background-color: #f9f9fb;\n",
       "    }\n",
       "    .df-table-wrapper tr.odd {\n",
       "      background-color: #ffffff;\n",
       "    }\n",
       "    .df-table-wrapper td + td {\n",
       "      border-left: 1px solid #e0e0e0;\n",
       "    }\n",
       "  \n",
       "    .df-table-wrapper thead,\n",
       "    .fixed-header {\n",
       "      font-weight: 600;\n",
       "    }\n",
       "    .df-table-wrapper tr,\n",
       "    .fixed-row {\n",
       "      border: 0 none #ffffff;\n",
       "      margin: 0;\n",
       "      padding: 0;\n",
       "    }\n",
       "    .df-table-wrapper th,\n",
       "    .df-table-wrapper td,\n",
       "    .fixed-cell {\n",
       "      border: 0 none #ffffff;\n",
       "      margin: 0;\n",
       "      min-width: 50px;\n",
       "      padding: 5px 20px 5px 10px;\n",
       "      text-align: left;\n",
       "      word-wrap: break-word;\n",
       "    }\n",
       "    .df-table-wrapper th {\n",
       "      padding-bottom: 0;\n",
       "      padding-top: 0;\n",
       "    }\n",
       "    .df-table-wrapper th div {\n",
       "      max-height: 1px;\n",
       "      visibility: hidden;\n",
       "    }\n",
       "  \n",
       "    .df-schema-field {\n",
       "      margin-left: 10px;\n",
       "    }\n",
       "  \n",
       "    .fixed-header-container {\n",
       "      overflow: hidden;\n",
       "      position: relative;\n",
       "    }\n",
       "    .fixed-header {\n",
       "      border-bottom: 2px solid #000;\n",
       "      display: table;\n",
       "      position: relative;\n",
       "    }\n",
       "    .fixed-row {\n",
       "      display: table-row;\n",
       "    }\n",
       "    .fixed-cell {\n",
       "      display: table-cell;\n",
       "    }\n",
       "  </style>\n",
       "  \n",
       "  \n",
       "  <div class=\"df-table-wrapper df-table-wrapper-a7274178 panel-group pd_save\">\n",
       "    <!-- dataframe schema -->\n",
       "    \n",
       "    <div class=\"panel panel-default\">\n",
       "      <div class=\"panel-heading\">\n",
       "        <h4 class=\"panel-title\" style=\"margin: 0px;\">\n",
       "          <a data-toggle=\"collapse\" href=\"#df-schema-a7274178\" data-parent=\"#df-table-wrapper-a7274178\">Schema</a>\n",
       "        </h4>\n",
       "      </div>\n",
       "      <div id=\"df-schema-a7274178\" class=\"panel-collapse collapse\">\n",
       "        <div class=\"panel-body\" style=\"font-family: monospace;\">\n",
       "          <div class=\"df-schema-fields\">\n",
       "            <div>Field types:</div>\n",
       "            \n",
       "              <div class=\"df-schema-field\"><strong>AVGHEARTBEATSPERMIN: </strong> int64</div>\n",
       "            \n",
       "              <div class=\"df-schema-field\"><strong>PALPITATIONSPERDAY: </strong> int64</div>\n",
       "            \n",
       "              <div class=\"df-schema-field\"><strong>CHOLESTEROL: </strong> int64</div>\n",
       "            \n",
       "              <div class=\"df-schema-field\"><strong>BMI: </strong> int64</div>\n",
       "            \n",
       "              <div class=\"df-schema-field\"><strong>HEARTFAILURE: </strong> object</div>\n",
       "            \n",
       "              <div class=\"df-schema-field\"><strong>AGE: </strong> int64</div>\n",
       "            \n",
       "              <div class=\"df-schema-field\"><strong>SEX: </strong> object</div>\n",
       "            \n",
       "              <div class=\"df-schema-field\"><strong>FAMILYHISTORY: </strong> object</div>\n",
       "            \n",
       "              <div class=\"df-schema-field\"><strong>SMOKERLAST5YRS: </strong> object</div>\n",
       "            \n",
       "              <div class=\"df-schema-field\"><strong>EXERCISEMINPERWEEK: </strong> int64</div>\n",
       "            \n",
       "              <div class=\"df-schema-field\"><strong>label: </strong> float64</div>\n",
       "            \n",
       "              <div class=\"df-schema-field\"><strong>SEX_IX: </strong> float64</div>\n",
       "            \n",
       "              <div class=\"df-schema-field\"><strong>FAMILYHISTORY_IX: </strong> float64</div>\n",
       "            \n",
       "              <div class=\"df-schema-field\"><strong>SMOKERLAST5YRS_IX: </strong> float64</div>\n",
       "            \n",
       "              <div class=\"df-schema-field\"><strong>features: </strong> object</div>\n",
       "            \n",
       "          </div>\n",
       "        </div>\n",
       "      </div>\n",
       "    </div>\n",
       "    \n",
       "    <!-- dataframe table -->\n",
       "    <div class=\"panel panel-default\">\n",
       "      \n",
       "      <div class=\"panel-heading\">\n",
       "        <h4 class=\"panel-title\" style=\"margin: 0px;\">\n",
       "          <a data-toggle=\"collapse\" href=\"#df-table-a7274178\" data-parent=\"#df-table-wrapper-a7274178\"> Table</a>\n",
       "        </h4>\n",
       "      </div>\n",
       "      \n",
       "      <div id=\"df-table-a7274178\" class=\"panel-collapse collapse in\">\n",
       "        <div class=\"panel-body\">\n",
       "          \n",
       "          <input class=\"df-table-search form-control input-sm\" placeholder=\"Search table\" type=\"text\">\n",
       "          \n",
       "          <div>\n",
       "            \n",
       "            <span class=\"df-table-search-count\">Showing 100 of 10800 rows</span>\n",
       "            \n",
       "          </div>\n",
       "          <!-- fixed header for when dataframe table scrolls -->\n",
       "          <div class=\"fixed-header-container\">\n",
       "            <div class=\"fixed-header\" style=\"width: 2119px;\">\n",
       "              <div class=\"fixed-row\">\n",
       "                \n",
       "                <div class=\"fixed-cell\" style=\"width: 203px;\">AVGHEARTBEATSPERMIN</div>\n",
       "                \n",
       "                <div class=\"fixed-cell\" style=\"width: 183px;\">PALPITATIONSPERDAY</div>\n",
       "                \n",
       "                <div class=\"fixed-cell\" style=\"width: 133px;\">CHOLESTEROL</div>\n",
       "                \n",
       "                <div class=\"fixed-cell\" style=\"width: 56px;\">BMI</div>\n",
       "                \n",
       "                <div class=\"fixed-cell\" style=\"width: 135px;\">HEARTFAILURE</div>\n",
       "                \n",
       "                <div class=\"fixed-cell\" style=\"width: 59px;\">AGE</div>\n",
       "                \n",
       "                <div class=\"fixed-cell\" style=\"width: 57px;\">SEX</div>\n",
       "                \n",
       "                <div class=\"fixed-cell\" style=\"width: 140px;\">FAMILYHISTORY</div>\n",
       "                \n",
       "                <div class=\"fixed-cell\" style=\"width: 161px;\">SMOKERLAST5YRS</div>\n",
       "                \n",
       "                <div class=\"fixed-cell\" style=\"width: 194px;\">EXERCISEMINPERWEEK</div>\n",
       "                \n",
       "                <div class=\"fixed-cell\" style=\"width: 62px;\">label</div>\n",
       "                \n",
       "                <div class=\"fixed-cell\" style=\"width: 78px;\">SEX_IX</div>\n",
       "                \n",
       "                <div class=\"fixed-cell\" style=\"width: 161px;\">FAMILYHISTORY_IX</div>\n",
       "                \n",
       "                <div class=\"fixed-cell\" style=\"width: 182px;\">SMOKERLAST5YRS_IX</div>\n",
       "                \n",
       "                <div class=\"fixed-cell\" style=\"width: 315px;\">features</div>\n",
       "                \n",
       "              </div>\n",
       "            </div>\n",
       "          </div>\n",
       "          <div class=\"df-table-container\">\n",
       "            <table class=\"df-table\">\n",
       "              <thead>\n",
       "                <tr>\n",
       "                  \n",
       "                  <th><div>AVGHEARTBEATSPERMIN</div></th>\n",
       "                  \n",
       "                  <th><div>PALPITATIONSPERDAY</div></th>\n",
       "                  \n",
       "                  <th><div>CHOLESTEROL</div></th>\n",
       "                  \n",
       "                  <th><div>BMI</div></th>\n",
       "                  \n",
       "                  <th><div>HEARTFAILURE</div></th>\n",
       "                  \n",
       "                  <th><div>AGE</div></th>\n",
       "                  \n",
       "                  <th><div>SEX</div></th>\n",
       "                  \n",
       "                  <th><div>FAMILYHISTORY</div></th>\n",
       "                  \n",
       "                  <th><div>SMOKERLAST5YRS</div></th>\n",
       "                  \n",
       "                  <th><div>EXERCISEMINPERWEEK</div></th>\n",
       "                  \n",
       "                  <th><div>label</div></th>\n",
       "                  \n",
       "                  <th><div>SEX_IX</div></th>\n",
       "                  \n",
       "                  <th><div>FAMILYHISTORY_IX</div></th>\n",
       "                  \n",
       "                  <th><div>SMOKERLAST5YRS_IX</div></th>\n",
       "                  \n",
       "                  <th><div>features</div></th>\n",
       "                  \n",
       "                </tr>\n",
       "              </thead>\n",
       "              <tbody>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>75</td>\n",
       "                  \n",
       "                  <td>26</td>\n",
       "                  \n",
       "                  <td>194</td>\n",
       "                  \n",
       "                  <td>24</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>46</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>241</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[75.0,26.0,194.0,24.0,46.0,1.0,0.0,0.0,241.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>75</td>\n",
       "                  \n",
       "                  <td>1</td>\n",
       "                  \n",
       "                  <td>151</td>\n",
       "                  \n",
       "                  <td>28</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>35</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>240</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[75.0,1.0,151.0,28.0,35.0,0.0,1.0,0.0,240.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>64</td>\n",
       "                  \n",
       "                  <td>37</td>\n",
       "                  \n",
       "                  <td>189</td>\n",
       "                  \n",
       "                  <td>22</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>57</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>51</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[64.0,37.0,189.0,22.0,57.0,1.0,0.0,0.0,51.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>102</td>\n",
       "                  \n",
       "                  <td>9</td>\n",
       "                  \n",
       "                  <td>185</td>\n",
       "                  \n",
       "                  <td>25</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>43</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>166</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>[102.0,9.0,185.0,25.0,43.0,0.0,0.0,1.0,166.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>91</td>\n",
       "                  \n",
       "                  <td>13</td>\n",
       "                  \n",
       "                  <td>224</td>\n",
       "                  \n",
       "                  <td>24</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>32</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>12</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[91.0,13.0,224.0,24.0,32.0,1.0,0.0,0.0,12.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>72</td>\n",
       "                  \n",
       "                  <td>26</td>\n",
       "                  \n",
       "                  <td>203</td>\n",
       "                  \n",
       "                  <td>27</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>71</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>215</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[72.0,26.0,203.0,27.0,71.0,0.0,0.0,0.0,215.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>72</td>\n",
       "                  \n",
       "                  <td>19</td>\n",
       "                  \n",
       "                  <td>164</td>\n",
       "                  \n",
       "                  <td>24</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>53</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>77</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[72.0,19.0,164.0,24.0,53.0,1.0,0.0,0.0,77.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>94</td>\n",
       "                  \n",
       "                  <td>35</td>\n",
       "                  \n",
       "                  <td>176</td>\n",
       "                  \n",
       "                  <td>31</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>29</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>159</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[94.0,35.0,176.0,31.0,29.0,0.0,0.0,0.0,159.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>134</td>\n",
       "                  \n",
       "                  <td>5</td>\n",
       "                  \n",
       "                  <td>152</td>\n",
       "                  \n",
       "                  <td>23</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>33</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>151</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[134.0,5.0,152.0,23.0,33.0,1.0,0.0,0.0,151.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>73</td>\n",
       "                  \n",
       "                  <td>27</td>\n",
       "                  \n",
       "                  <td>200</td>\n",
       "                  \n",
       "                  <td>25</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>70</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>116</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[73.0,27.0,200.0,25.0,70.0,0.0,0.0,0.0,116.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>100</td>\n",
       "                  \n",
       "                  <td>3</td>\n",
       "                  \n",
       "                  <td>157</td>\n",
       "                  \n",
       "                  <td>31</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>62</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>35</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[100.0,3.0,157.0,31.0,62.0,1.0,1.0,0.0,35.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>85</td>\n",
       "                  \n",
       "                  <td>7</td>\n",
       "                  \n",
       "                  <td>159</td>\n",
       "                  \n",
       "                  <td>33</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>39</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>11</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[85.0,7.0,159.0,33.0,39.0,0.0,0.0,0.0,11.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>70</td>\n",
       "                  \n",
       "                  <td>33</td>\n",
       "                  \n",
       "                  <td>191</td>\n",
       "                  \n",
       "                  <td>34</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>64</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>80</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[70.0,33.0,191.0,34.0,64.0,1.0,0.0,0.0,80.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>132</td>\n",
       "                  \n",
       "                  <td>19</td>\n",
       "                  \n",
       "                  <td>221</td>\n",
       "                  \n",
       "                  <td>34</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>58</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>112</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[132.0,19.0,221.0,34.0,58.0,0.0,0.0,0.0,112.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>83</td>\n",
       "                  \n",
       "                  <td>16</td>\n",
       "                  \n",
       "                  <td>172</td>\n",
       "                  \n",
       "                  <td>32</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>46</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>152</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[83.0,16.0,172.0,32.0,46.0,1.0,0.0,0.0,152.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>95</td>\n",
       "                  \n",
       "                  <td>24</td>\n",
       "                  \n",
       "                  <td>180</td>\n",
       "                  \n",
       "                  <td>28</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>31</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>84</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[95.0,24.0,180.0,28.0,31.0,0.0,0.0,0.0,84.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>70</td>\n",
       "                  \n",
       "                  <td>24</td>\n",
       "                  \n",
       "                  <td>206</td>\n",
       "                  \n",
       "                  <td>23</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>68</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>126</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[70.0,24.0,206.0,23.0,68.0,1.0,0.0,0.0,126.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>148</td>\n",
       "                  \n",
       "                  <td>29</td>\n",
       "                  \n",
       "                  <td>226</td>\n",
       "                  \n",
       "                  <td>29</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>57</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>52</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[148.0,29.0,226.0,29.0,57.0,0.0,0.0,0.0,52.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>93</td>\n",
       "                  \n",
       "                  <td>16</td>\n",
       "                  \n",
       "                  <td>210</td>\n",
       "                  \n",
       "                  <td>34</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>45</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>54</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[93.0,16.0,210.0,34.0,45.0,1.0,1.0,0.0,54.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>97</td>\n",
       "                  \n",
       "                  <td>15</td>\n",
       "                  \n",
       "                  <td>226</td>\n",
       "                  \n",
       "                  <td>26</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>36</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>6</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[97.0,15.0,226.0,26.0,36.0,1.0,1.0,0.0,6.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>130</td>\n",
       "                  \n",
       "                  <td>7</td>\n",
       "                  \n",
       "                  <td>212</td>\n",
       "                  \n",
       "                  <td>34</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>52</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>47</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[130.0,7.0,212.0,34.0,52.0,0.0,0.0,0.0,47.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>97</td>\n",
       "                  \n",
       "                  <td>1</td>\n",
       "                  \n",
       "                  <td>237</td>\n",
       "                  \n",
       "                  <td>33</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>63</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>54</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[97.0,1.0,237.0,33.0,63.0,0.0,0.0,0.0,54.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>118</td>\n",
       "                  \n",
       "                  <td>5</td>\n",
       "                  \n",
       "                  <td>158</td>\n",
       "                  \n",
       "                  <td>30</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>49</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>143</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>[118.0,5.0,158.0,30.0,49.0,0.0,0.0,1.0,143.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>66</td>\n",
       "                  \n",
       "                  <td>35</td>\n",
       "                  \n",
       "                  <td>232</td>\n",
       "                  \n",
       "                  <td>32</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>42</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>128</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[66.0,35.0,232.0,32.0,42.0,0.0,0.0,0.0,128.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>76</td>\n",
       "                  \n",
       "                  <td>20</td>\n",
       "                  \n",
       "                  <td>207</td>\n",
       "                  \n",
       "                  <td>30</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>42</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>147</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[76.0,20.0,207.0,30.0,42.0,1.0,0.0,0.0,147.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>94</td>\n",
       "                  \n",
       "                  <td>38</td>\n",
       "                  \n",
       "                  <td>221</td>\n",
       "                  \n",
       "                  <td>28</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>72</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>123</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[94.0,38.0,221.0,28.0,72.0,0.0,0.0,0.0,123.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>113</td>\n",
       "                  \n",
       "                  <td>6</td>\n",
       "                  \n",
       "                  <td>228</td>\n",
       "                  \n",
       "                  <td>25</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>48</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>124</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[113.0,6.0,228.0,25.0,48.0,1.0,0.0,0.0,124.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>71</td>\n",
       "                  \n",
       "                  <td>18</td>\n",
       "                  \n",
       "                  <td>169</td>\n",
       "                  \n",
       "                  <td>25</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>60</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>70</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[71.0,18.0,169.0,25.0,60.0,1.0,0.0,0.0,70.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>120</td>\n",
       "                  \n",
       "                  <td>22</td>\n",
       "                  \n",
       "                  <td>213</td>\n",
       "                  \n",
       "                  <td>24</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>67</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>137</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[120.0,22.0,213.0,24.0,67.0,1.0,0.0,0.0,137.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>143</td>\n",
       "                  \n",
       "                  <td>33</td>\n",
       "                  \n",
       "                  <td>167</td>\n",
       "                  \n",
       "                  <td>23</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>60</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>68</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[143.0,33.0,167.0,23.0,60.0,1.0,0.0,0.0,68.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>124</td>\n",
       "                  \n",
       "                  <td>39</td>\n",
       "                  \n",
       "                  <td>168</td>\n",
       "                  \n",
       "                  <td>29</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>70</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>18</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[124.0,39.0,168.0,29.0,70.0,0.0,0.0,0.0,18.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>81</td>\n",
       "                  \n",
       "                  <td>22</td>\n",
       "                  \n",
       "                  <td>169</td>\n",
       "                  \n",
       "                  <td>30</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>39</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>79</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[81.0,22.0,169.0,30.0,39.0,1.0,0.0,0.0,79.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>60</td>\n",
       "                  \n",
       "                  <td>18</td>\n",
       "                  \n",
       "                  <td>236</td>\n",
       "                  \n",
       "                  <td>23</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>32</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>11</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[60.0,18.0,236.0,23.0,32.0,0.0,1.0,0.0,11.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>142</td>\n",
       "                  \n",
       "                  <td>22</td>\n",
       "                  \n",
       "                  <td>215</td>\n",
       "                  \n",
       "                  <td>29</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>50</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>2</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[142.0,22.0,215.0,29.0,50.0,0.0,1.0,0.0,2.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>54</td>\n",
       "                  \n",
       "                  <td>12</td>\n",
       "                  \n",
       "                  <td>202</td>\n",
       "                  \n",
       "                  <td>28</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>33</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>133</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[54.0,12.0,202.0,28.0,33.0,1.0,1.0,0.0,133.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>72</td>\n",
       "                  \n",
       "                  <td>35</td>\n",
       "                  \n",
       "                  <td>175</td>\n",
       "                  \n",
       "                  <td>23</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>43</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>123</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[72.0,35.0,175.0,23.0,43.0,0.0,1.0,0.0,123.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>80</td>\n",
       "                  \n",
       "                  <td>26</td>\n",
       "                  \n",
       "                  <td>162</td>\n",
       "                  \n",
       "                  <td>22</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>32</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>30</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[80.0,26.0,162.0,22.0,32.0,1.0,0.0,0.0,30.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>120</td>\n",
       "                  \n",
       "                  <td>44</td>\n",
       "                  \n",
       "                  <td>230</td>\n",
       "                  \n",
       "                  <td>34</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>38</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>[120.0,44.0,230.0,34.0,38.0,1.0,1.0,1.0,0.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>73</td>\n",
       "                  \n",
       "                  <td>3</td>\n",
       "                  \n",
       "                  <td>175</td>\n",
       "                  \n",
       "                  <td>29</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>63</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>120</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[73.0,3.0,175.0,29.0,63.0,0.0,0.0,0.0,120.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>115</td>\n",
       "                  \n",
       "                  <td>18</td>\n",
       "                  \n",
       "                  <td>166</td>\n",
       "                  \n",
       "                  <td>28</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>28</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>244</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[115.0,18.0,166.0,28.0,28.0,0.0,0.0,0.0,244.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>77</td>\n",
       "                  \n",
       "                  <td>16</td>\n",
       "                  \n",
       "                  <td>179</td>\n",
       "                  \n",
       "                  <td>24</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>68</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>197</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[77.0,16.0,179.0,24.0,68.0,0.0,0.0,0.0,197.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>96</td>\n",
       "                  \n",
       "                  <td>1</td>\n",
       "                  \n",
       "                  <td>202</td>\n",
       "                  \n",
       "                  <td>20</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>58</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>206</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[96.0,1.0,202.0,20.0,58.0,0.0,0.0,0.0,206.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>61</td>\n",
       "                  \n",
       "                  <td>26</td>\n",
       "                  \n",
       "                  <td>227</td>\n",
       "                  \n",
       "                  <td>25</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>38</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>94</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[61.0,26.0,227.0,25.0,38.0,0.0,0.0,0.0,94.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>80</td>\n",
       "                  \n",
       "                  <td>16</td>\n",
       "                  \n",
       "                  <td>200</td>\n",
       "                  \n",
       "                  <td>22</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>46</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>201</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[80.0,16.0,200.0,22.0,46.0,1.0,0.0,0.0,201.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>86</td>\n",
       "                  \n",
       "                  <td>25</td>\n",
       "                  \n",
       "                  <td>198</td>\n",
       "                  \n",
       "                  <td>24</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>71</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>166</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[86.0,25.0,198.0,24.0,71.0,0.0,0.0,0.0,166.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>130</td>\n",
       "                  \n",
       "                  <td>7</td>\n",
       "                  \n",
       "                  <td>232</td>\n",
       "                  \n",
       "                  <td>26</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>34</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>35</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>[130.0,7.0,232.0,26.0,34.0,1.0,1.0,1.0,35.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>72</td>\n",
       "                  \n",
       "                  <td>37</td>\n",
       "                  \n",
       "                  <td>189</td>\n",
       "                  \n",
       "                  <td>33</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>50</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>71</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[72.0,37.0,189.0,33.0,50.0,0.0,0.0,0.0,71.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>52</td>\n",
       "                  \n",
       "                  <td>7</td>\n",
       "                  \n",
       "                  <td>217</td>\n",
       "                  \n",
       "                  <td>32</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>51</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>117</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[52.0,7.0,217.0,32.0,51.0,0.0,0.0,0.0,117.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>69</td>\n",
       "                  \n",
       "                  <td>30</td>\n",
       "                  \n",
       "                  <td>156</td>\n",
       "                  \n",
       "                  <td>21</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>62</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>99</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[69.0,30.0,156.0,21.0,62.0,1.0,0.0,0.0,99.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>90</td>\n",
       "                  \n",
       "                  <td>28</td>\n",
       "                  \n",
       "                  <td>181</td>\n",
       "                  \n",
       "                  <td>22</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>30</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>92</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[90.0,28.0,181.0,22.0,30.0,1.0,0.0,0.0,92.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>85</td>\n",
       "                  \n",
       "                  <td>35</td>\n",
       "                  \n",
       "                  <td>192</td>\n",
       "                  \n",
       "                  <td>31</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>52</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>178</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[85.0,35.0,192.0,31.0,52.0,0.0,0.0,0.0,178.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>70</td>\n",
       "                  \n",
       "                  <td>23</td>\n",
       "                  \n",
       "                  <td>158</td>\n",
       "                  \n",
       "                  <td>22</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>37</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>93</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[70.0,23.0,158.0,22.0,37.0,0.0,1.0,0.0,93.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>91</td>\n",
       "                  \n",
       "                  <td>5</td>\n",
       "                  \n",
       "                  <td>182</td>\n",
       "                  \n",
       "                  <td>31</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>59</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>36</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[91.0,5.0,182.0,31.0,59.0,0.0,1.0,0.0,36.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>108</td>\n",
       "                  \n",
       "                  <td>13</td>\n",
       "                  \n",
       "                  <td>163</td>\n",
       "                  \n",
       "                  <td>27</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>31</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>74</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[108.0,13.0,163.0,27.0,31.0,0.0,0.0,0.0,74.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>95</td>\n",
       "                  \n",
       "                  <td>33</td>\n",
       "                  \n",
       "                  <td>187</td>\n",
       "                  \n",
       "                  <td>23</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>36</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>50</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[95.0,33.0,187.0,23.0,36.0,1.0,0.0,0.0,50.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>78</td>\n",
       "                  \n",
       "                  <td>6</td>\n",
       "                  \n",
       "                  <td>199</td>\n",
       "                  \n",
       "                  <td>23</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>54</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>212</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[78.0,6.0,199.0,23.0,54.0,1.0,0.0,0.0,212.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>101</td>\n",
       "                  \n",
       "                  <td>17</td>\n",
       "                  \n",
       "                  <td>217</td>\n",
       "                  \n",
       "                  <td>24</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>62</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>121</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[101.0,17.0,217.0,24.0,62.0,0.0,0.0,0.0,121.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>52</td>\n",
       "                  \n",
       "                  <td>40</td>\n",
       "                  \n",
       "                  <td>156</td>\n",
       "                  \n",
       "                  <td>32</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>49</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>104</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[52.0,40.0,156.0,32.0,49.0,0.0,0.0,0.0,104.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>84</td>\n",
       "                  \n",
       "                  <td>3</td>\n",
       "                  \n",
       "                  <td>180</td>\n",
       "                  \n",
       "                  <td>23</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>65</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>179</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[84.0,3.0,180.0,23.0,65.0,1.0,0.0,0.0,179.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>105</td>\n",
       "                  \n",
       "                  <td>29</td>\n",
       "                  \n",
       "                  <td>154</td>\n",
       "                  \n",
       "                  <td>20</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>36</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>59</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>[105.0,29.0,154.0,20.0,36.0,1.0,0.0,1.0,59.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>91</td>\n",
       "                  \n",
       "                  <td>18</td>\n",
       "                  \n",
       "                  <td>189</td>\n",
       "                  \n",
       "                  <td>32</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>56</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>11</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[91.0,18.0,189.0,32.0,56.0,0.0,0.0,0.0,11.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>81</td>\n",
       "                  \n",
       "                  <td>12</td>\n",
       "                  \n",
       "                  <td>193</td>\n",
       "                  \n",
       "                  <td>23</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>28</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>208</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[81.0,12.0,193.0,23.0,28.0,1.0,0.0,0.0,208.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>66</td>\n",
       "                  \n",
       "                  <td>24</td>\n",
       "                  \n",
       "                  <td>221</td>\n",
       "                  \n",
       "                  <td>24</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>33</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>33</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[66.0,24.0,221.0,24.0,33.0,0.0,1.0,0.0,33.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>88</td>\n",
       "                  \n",
       "                  <td>29</td>\n",
       "                  \n",
       "                  <td>201</td>\n",
       "                  \n",
       "                  <td>25</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>57</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>236</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[88.0,29.0,201.0,25.0,57.0,1.0,0.0,0.0,236.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>111</td>\n",
       "                  \n",
       "                  <td>34</td>\n",
       "                  \n",
       "                  <td>219</td>\n",
       "                  \n",
       "                  <td>32</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>51</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>138</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[111.0,34.0,219.0,32.0,51.0,1.0,0.0,0.0,138.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>63</td>\n",
       "                  \n",
       "                  <td>34</td>\n",
       "                  \n",
       "                  <td>190</td>\n",
       "                  \n",
       "                  <td>22</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>28</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>70</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[63.0,34.0,190.0,22.0,28.0,0.0,0.0,0.0,70.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>83</td>\n",
       "                  \n",
       "                  <td>40</td>\n",
       "                  \n",
       "                  <td>151</td>\n",
       "                  \n",
       "                  <td>26</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>57</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>233</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[83.0,40.0,151.0,26.0,57.0,1.0,0.0,0.0,233.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>65</td>\n",
       "                  \n",
       "                  <td>25</td>\n",
       "                  \n",
       "                  <td>217</td>\n",
       "                  \n",
       "                  <td>31</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>39</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>63</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[65.0,25.0,217.0,31.0,39.0,0.0,0.0,0.0,63.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>92</td>\n",
       "                  \n",
       "                  <td>2</td>\n",
       "                  \n",
       "                  <td>176</td>\n",
       "                  \n",
       "                  <td>21</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>28</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>25</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[92.0,2.0,176.0,21.0,28.0,1.0,0.0,0.0,25.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>75</td>\n",
       "                  \n",
       "                  <td>29</td>\n",
       "                  \n",
       "                  <td>232</td>\n",
       "                  \n",
       "                  <td>29</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>59</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>118</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[75.0,29.0,232.0,29.0,59.0,1.0,0.0,0.0,118.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>87</td>\n",
       "                  \n",
       "                  <td>15</td>\n",
       "                  \n",
       "                  <td>180</td>\n",
       "                  \n",
       "                  <td>22</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>45</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>73</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[87.0,15.0,180.0,22.0,45.0,0.0,0.0,0.0,73.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>84</td>\n",
       "                  \n",
       "                  <td>38</td>\n",
       "                  \n",
       "                  <td>194</td>\n",
       "                  \n",
       "                  <td>28</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>29</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>7</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[84.0,38.0,194.0,28.0,29.0,0.0,0.0,0.0,7.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>110</td>\n",
       "                  \n",
       "                  <td>25</td>\n",
       "                  \n",
       "                  <td>207</td>\n",
       "                  \n",
       "                  <td>25</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>50</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>83</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[110.0,25.0,207.0,25.0,50.0,1.0,1.0,0.0,83.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>61</td>\n",
       "                  \n",
       "                  <td>2</td>\n",
       "                  \n",
       "                  <td>230</td>\n",
       "                  \n",
       "                  <td>26</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>49</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>191</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[61.0,2.0,230.0,26.0,49.0,0.0,0.0,0.0,191.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>83</td>\n",
       "                  \n",
       "                  <td>14</td>\n",
       "                  \n",
       "                  <td>224</td>\n",
       "                  \n",
       "                  <td>21</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>38</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>72</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[83.0,14.0,224.0,21.0,38.0,1.0,0.0,0.0,72.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>82</td>\n",
       "                  \n",
       "                  <td>15</td>\n",
       "                  \n",
       "                  <td>179</td>\n",
       "                  \n",
       "                  <td>25</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>71</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>134</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[82.0,15.0,179.0,25.0,71.0,0.0,0.0,0.0,134.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>77</td>\n",
       "                  \n",
       "                  <td>17</td>\n",
       "                  \n",
       "                  <td>237</td>\n",
       "                  \n",
       "                  <td>23</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>60</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>18</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[77.0,17.0,237.0,23.0,60.0,1.0,0.0,0.0,18.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>82</td>\n",
       "                  \n",
       "                  <td>22</td>\n",
       "                  \n",
       "                  <td>220</td>\n",
       "                  \n",
       "                  <td>27</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>39</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>149</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[82.0,22.0,220.0,27.0,39.0,1.0,1.0,0.0,149.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>106</td>\n",
       "                  \n",
       "                  <td>8</td>\n",
       "                  \n",
       "                  <td>203</td>\n",
       "                  \n",
       "                  <td>21</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>44</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>54</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[106.0,8.0,203.0,21.0,44.0,1.0,0.0,0.0,54.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>71</td>\n",
       "                  \n",
       "                  <td>5</td>\n",
       "                  \n",
       "                  <td>222</td>\n",
       "                  \n",
       "                  <td>21</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>28</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>140</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[71.0,5.0,222.0,21.0,28.0,1.0,0.0,0.0,140.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>115</td>\n",
       "                  \n",
       "                  <td>21</td>\n",
       "                  \n",
       "                  <td>159</td>\n",
       "                  \n",
       "                  <td>32</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>31</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>81</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[115.0,21.0,159.0,32.0,31.0,0.0,0.0,0.0,81.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>77</td>\n",
       "                  \n",
       "                  <td>5</td>\n",
       "                  \n",
       "                  <td>174</td>\n",
       "                  \n",
       "                  <td>22</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>68</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>206</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[77.0,5.0,174.0,22.0,68.0,1.0,0.0,0.0,206.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>94</td>\n",
       "                  \n",
       "                  <td>21</td>\n",
       "                  \n",
       "                  <td>187</td>\n",
       "                  \n",
       "                  <td>25</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>68</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>133</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[94.0,21.0,187.0,25.0,68.0,1.0,0.0,0.0,133.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>82</td>\n",
       "                  \n",
       "                  <td>38</td>\n",
       "                  \n",
       "                  <td>201</td>\n",
       "                  \n",
       "                  <td>27</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>37</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>39</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[82.0,38.0,201.0,27.0,37.0,0.0,1.0,0.0,39.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>132</td>\n",
       "                  \n",
       "                  <td>25</td>\n",
       "                  \n",
       "                  <td>152</td>\n",
       "                  \n",
       "                  <td>34</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>54</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>16</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[132.0,25.0,152.0,34.0,54.0,0.0,1.0,0.0,16.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>51</td>\n",
       "                  \n",
       "                  <td>4</td>\n",
       "                  \n",
       "                  <td>158</td>\n",
       "                  \n",
       "                  <td>24</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>35</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>20</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[51.0,4.0,158.0,24.0,35.0,1.0,0.0,0.0,20.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>118</td>\n",
       "                  \n",
       "                  <td>11</td>\n",
       "                  \n",
       "                  <td>150</td>\n",
       "                  \n",
       "                  <td>30</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>63</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>130</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[118.0,11.0,150.0,30.0,63.0,0.0,1.0,0.0,130.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>71</td>\n",
       "                  \n",
       "                  <td>17</td>\n",
       "                  \n",
       "                  <td>195</td>\n",
       "                  \n",
       "                  <td>31</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>32</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>47</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[71.0,17.0,195.0,31.0,32.0,1.0,0.0,0.0,47.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>124</td>\n",
       "                  \n",
       "                  <td>6</td>\n",
       "                  \n",
       "                  <td>173</td>\n",
       "                  \n",
       "                  <td>28</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>45</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>21</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[124.0,6.0,173.0,28.0,45.0,0.0,0.0,0.0,21.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>114</td>\n",
       "                  \n",
       "                  <td>3</td>\n",
       "                  \n",
       "                  <td>179</td>\n",
       "                  \n",
       "                  <td>32</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>55</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>18</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[114.0,3.0,179.0,32.0,55.0,1.0,0.0,0.0,18.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>107</td>\n",
       "                  \n",
       "                  <td>25</td>\n",
       "                  \n",
       "                  <td>216</td>\n",
       "                  \n",
       "                  <td>25</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>29</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>105</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[107.0,25.0,216.0,25.0,29.0,1.0,0.0,0.0,105.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>64</td>\n",
       "                  \n",
       "                  <td>3</td>\n",
       "                  \n",
       "                  <td>217</td>\n",
       "                  \n",
       "                  <td>32</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>69</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>194</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[64.0,3.0,217.0,32.0,69.0,1.0,0.0,0.0,194.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>74</td>\n",
       "                  \n",
       "                  <td>14</td>\n",
       "                  \n",
       "                  <td>182</td>\n",
       "                  \n",
       "                  <td>22</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>57</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>151</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>[74.0,14.0,182.0,22.0,57.0,0.0,0.0,1.0,151.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>90</td>\n",
       "                  \n",
       "                  <td>26</td>\n",
       "                  \n",
       "                  <td>195</td>\n",
       "                  \n",
       "                  <td>30</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>60</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>212</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[90.0,26.0,195.0,30.0,60.0,1.0,0.0,0.0,212.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>95</td>\n",
       "                  \n",
       "                  <td>38</td>\n",
       "                  \n",
       "                  <td>217</td>\n",
       "                  \n",
       "                  <td>23</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>71</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>220</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[95.0,38.0,217.0,23.0,71.0,0.0,0.0,0.0,220.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>130</td>\n",
       "                  \n",
       "                  <td>24</td>\n",
       "                  \n",
       "                  <td>172</td>\n",
       "                  \n",
       "                  <td>24</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>39</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>7</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[130.0,24.0,172.0,24.0,39.0,1.0,0.0,0.0,7.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>73</td>\n",
       "                  \n",
       "                  <td>21</td>\n",
       "                  \n",
       "                  <td>226</td>\n",
       "                  \n",
       "                  <td>32</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>68</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>62</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[73.0,21.0,226.0,32.0,68.0,0.0,0.0,0.0,62.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>81</td>\n",
       "                  \n",
       "                  <td>10</td>\n",
       "                  \n",
       "                  <td>234</td>\n",
       "                  \n",
       "                  <td>29</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>45</td>\n",
       "                  \n",
       "                  <td>F</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>34</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[81.0,10.0,234.0,29.0,45.0,1.0,0.0,0.0,34.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>133</td>\n",
       "                  \n",
       "                  <td>33</td>\n",
       "                  \n",
       "                  <td>152</td>\n",
       "                  \n",
       "                  <td>32</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>34</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>Y</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>11</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>1.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[133.0,33.0,152.0,32.0,34.0,0.0,1.0,0.0,11.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                  \n",
       "                  <td>120</td>\n",
       "                  \n",
       "                  <td>24</td>\n",
       "                  \n",
       "                  <td>193</td>\n",
       "                  \n",
       "                  <td>21</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>29</td>\n",
       "                  \n",
       "                  <td>M</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>N</td>\n",
       "                  \n",
       "                  <td>177</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>0.0</td>\n",
       "                  \n",
       "                  <td>[120.0,24.0,193.0,21.0,29.0,0.0,0.0,0.0,177.0]</td>\n",
       "                  \n",
       "                </tr>\n",
       "                \n",
       "              </tbody>\n",
       "            </table>\n",
       "          </div>\n",
       "        </div>\n",
       "      </div>\n",
       "    </div>\n",
       "  </div>\n",
       "  \n",
       "  <script class=\"pd_save\">\n",
       "    $(function() {\n",
       "      var tableWrapper = $('.df-table-wrapper-a7274178');\n",
       "      var fixedHeader = $('.fixed-header', tableWrapper);\n",
       "      var tableContainer = $('.df-table-container', tableWrapper);\n",
       "      var table = $('.df-table', tableContainer);\n",
       "      var rows = $('tbody > tr', table);\n",
       "      var total = 100;\n",
       "  \n",
       "      fixedHeader\n",
       "        .css('width', table.width())\n",
       "        .find('.fixed-cell')\n",
       "        .each(function(i, e) {\n",
       "          $(this).css('width', $('.df-table-wrapper-a7274178 th:nth-child(' + (i+1) + ')').css('width'));\n",
       "        });\n",
       "  \n",
       "      tableContainer.scroll(function() {\n",
       "        fixedHeader.css({ left: table.position().left });\n",
       "      });\n",
       "  \n",
       "      rows.on(\"click\", function(e){\n",
       "          var txt = e.delegateTarget.innerText;\n",
       "          var splits = txt.split(\"\\t\");\n",
       "          var len = splits.length;\n",
       "          var hdrs = $(fixedHeader).find(\".fixed-cell\");\n",
       "          // Add all cells in the selected row as a map to be consumed by the target as needed\n",
       "          var payload = {type:\"select\", targetDivId: \"\" };\n",
       "          for (var i = 0; i < len; i++) {\n",
       "            payload[hdrs[i].innerHTML] = splits[i];\n",
       "          }\n",
       "  \n",
       "          //simple selection highlighting, client adds \"selected\" class\n",
       "          $(this).addClass(\"selected\").siblings().removeClass(\"selected\");\n",
       "          $(document).trigger('pd_event', payload);\n",
       "      });\n",
       "  \n",
       "      $('.df-table-search', tableWrapper).keyup(function() {\n",
       "        var val = '^(?=.*\\\\b' + $.trim($(this).val()).split(/\\s+/).join('\\\\b)(?=.*\\\\b') + ').*$';\n",
       "        var reg = RegExp(val, 'i');\n",
       "        var index = 0;\n",
       "        \n",
       "        rows.each(function(i, e) {\n",
       "          if (!reg.test($(this).text().replace(/\\s+/g, ' '))) {\n",
       "            $(this).attr('class', 'hidden');\n",
       "          }\n",
       "          else {\n",
       "            $(this).attr('class', (++index % 2 == 0 ? 'even' : 'odd'));\n",
       "          }\n",
       "        });\n",
       "        $('.df-table-search-count', tableWrapper).html('Showing ' + index + ' of ' + total + ' rows');\n",
       "      });\n",
       "    });\n",
       "  \n",
       "    $(\".df-table-wrapper td:contains('http://')\").each(function(){var tc = this.textContent; $(this).wrapInner(\"<a target='_blank' href='\" + tc + \"'></a>\");});\n",
       "    $(\".df-table-wrapper td:contains('https://')\").each(function(){var tc = this.textContent; $(this).wrapInner(\"<a target='_blank' href='\" + tc + \"'></a>\");});\n",
       "  </script>\n",
       "  \n",
       "        </div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transform_df_pipeline = Pipeline(stages=[stringIndexer_label, stringIndexer_sex, stringIndexer_famhist, stringIndexer_smoker, vectorAssembler_features])\n",
    "transformed_df = transform_df_pipeline.fit(df_data).transform(df_data)\n",
    "display(transformed_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Let's build the pipeline now. A pipeline consists of transformers and an estimator."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "pipeline_rf = Pipeline(stages=[stringIndexer_label, stringIndexer_sex, stringIndexer_famhist, stringIndexer_smoker, vectorAssembler_features, rf, labelConverter])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Now, you can train your Random Forest model by using the previously defined **pipeline** and **training data**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "model_rf = pipeline_rf.fit(train_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "You can check your **model accuracy** now. To evaluate the model, use **test data**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy = 0.865385\n",
      "Test Error = 0.134615\n"
     ]
    }
   ],
   "source": [
    "predictions = model_rf.transform(test_data)\n",
    "evaluatorRF = MulticlassClassificationEvaluator(labelCol=\"label\", predictionCol=\"prediction\", metricName=\"accuracy\")\n",
    "accuracy = evaluatorRF.evaluate(predictions)\n",
    "print(\"Accuracy = %g\" % accuracy)\n",
    "print(\"Test Error = %g\" % (1.0 - accuracy))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "You can tune your model now to achieve better accuracy. For simplicity of this example tuning section is omitted.\n",
    "## 5. Save the model\n",
    "In this section you will learn how to store your pipeline and model in Watson Machine Learning repository by using Python client libraries.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "#https://content-dsxlocal.mybluemix.net/docs/content/local/upgrade.html\n",
    "\n",
    "from dsx_ml.ml import save\n",
    "model_name=\"HeartModel\"\n",
    "saved_model = save(model=model_rf, name=model_name, test_data=test_data, algorithm_type=\"Classification\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "\n",
    "## 5.2 Use the model to verify that it was saved correctly\n",
    "You can load your model  to make sure that it was saved  correctly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "import requests\n",
    "import os\n",
    "import json\n",
    "\n",
    "saved_model['scoring_endpoint']\n",
    "header_online = {'Content-Type': 'application/json', 'Authorization': os.environ['DSX_TOKEN']}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "new_data = {\n",
    "            \"AVGHEARTBEATSPERMIN\" : 93, \n",
    "            \"PALPITATIONSPERDAY\" : 22,\n",
    "            \"CHOLESTEROL\" : 163,\n",
    "            \"BMI\": 25,\n",
    "            \"HEARTFAILURE\": \"N\",\n",
    "            \"AGE\": 49,\n",
    "            \"SEX\": \"F\",\n",
    "            \"FAMILYHISTORY\": \"N\",\n",
    "            \"SMOKERLAST5YRS\": \"N\",\n",
    "            \"EXERCISEMINPERWEEK\": 110\n",
    "           }\n",
    "payload = [new_data]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Print the  model name to make sure that model artifact has been loaded correctly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Scoring response\n",
      "{u'object': {u'output': {u'probabilities': [[0.9070286816620697, 0.09297131833793026]], u'classes': [u'N', u'Y'], u'predictions': [u'N']}, u'returnCode': u'0', u'error': u''}, u'description': u'Success', u'success': True}\n"
     ]
    }
   ],
   "source": [
    "response_scoring = requests.post(saved_model['scoring_endpoint'], json=payload, headers=header_online)\n",
    "print(\"Scoring response\")\n",
    "print(json.loads(response_scoring.text))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "%%javascript\n",
    "Jupyter.notebook.session.delete();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## <font color=green>Congratulations</font>, you've sucessfully created a predictive model and saved it in the Watson Machine Learning service. \n",
    "You can now switch to the Watson Machine Learning console to deploy the model and then test it in application, or continue within the notebook to deploy the model using the APIs.\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "***\n",
    "***"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Raw Cell Format",
  "kernelspec": {
   "display_name": "Python2.7",
   "language": "python",
   "name": "py2localspark"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}