prediction.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5d9ae6dd",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyspark.ml import Pipeline\n",
    "from pyspark.ml.regression import LinearRegression\n",
    "from pyspark.ml.evaluation import RegressionEvaluator\n",
    "from pyspark.ml.feature import VectorAssembler\n",
    "import pyspark.sql.functions as F\n",
    "from pyspark.sql.window import Window\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ca9117aa-b637-42da-81f0-15a2b6cda844",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/mnt/c/Users/adrie/OneDrive/Documents/EPITA/ING2/S8/BigData/project/exploration.ipynb'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "pwd = os.getcwd()\n",
    "exploration_abs_path = f\"{pwd}/exploration.ipynb\"\n",
    "exploration_abs_path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6ff226b4-d1e2-475f-bc35-8cf1a29797d1",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "22/06/21 17:43:48 WARN Utils: Your hostname, Dell-XPS resolves to a loopback address: 127.0.1.1; using 172.24.3.238 instead (on interface eth0)\n",
      "22/06/21 17:43:48 WARN Utils: Set SPARK_LOCAL_IP if you need to bind to another address\n",
      "WARNING: An illegal reflective access operation has occurred\n",
      "WARNING: Illegal reflective access by org.apache.spark.unsafe.Platform (file:/home/adrien/.local/lib/python3.10/site-packages/pyspark/jars/spark-unsafe_2.12-3.2.1.jar) to constructor java.nio.DirectByteBuffer(long,int)\n",
      "WARNING: Please consider reporting this to the maintainers of org.apache.spark.unsafe.Platform\n",
      "WARNING: Use --illegal-access=warn to enable warnings of further illegal reflective access operations\n",
      "WARNING: All illegal access operations will be denied in a future release\n",
      "Using Spark's default log4j profile: org/apache/spark/log4j-defaults.properties\n",
      "Setting default log level to \"WARN\".\n",
      "To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).\n",
      "22/06/21 17:43:50 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "AMAZON.csv:\n",
      "Dataframe schema:\n",
      "root\n",
      " |-- Date: timestamp (nullable = true)\n",
      " |-- High: double (nullable = true)\n",
      " |-- Low: double (nullable = true)\n",
      " |-- Open: double (nullable = true)\n",
      " |-- Close: double (nullable = true)\n",
      " |-- Volume: double (nullable = true)\n",
      " |-- Adj Close: double (nullable = true)\n",
      " |-- company_name: string (nullable = true)\n",
      "\n",
      "First 40 lines:\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+\n",
      "|               Date|             High|              Low|             Open|            Close|   Volume|        Adj Close|company_name|\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+\n",
      "|2017-01-03 00:00:00| 758.760009765625|747.7000122070312|757.9199829101562|753.6699829101562|3521100.0|753.6699829101562|      AMAZON|\n",
      "|2017-01-04 00:00:00|759.6799926757812|754.2000122070312|758.3900146484375|757.1799926757812|2510500.0|757.1799926757812|      AMAZON|\n",
      "|2017-01-05 00:00:00|782.4000244140625| 760.260009765625|761.5499877929688|780.4500122070312|5830100.0|780.4500122070312|      AMAZON|\n",
      "|2017-01-06 00:00:00|799.4400024414062|  778.47998046875|782.3599853515625| 795.989990234375|5986200.0| 795.989990234375|      AMAZON|\n",
      "|2017-01-09 00:00:00|  801.77001953125|  791.77001953125|            798.0|796.9199829101562|3446100.0|796.9199829101562|      AMAZON|\n",
      "|2017-01-10 00:00:00|            798.0|789.5399780273438|796.5999755859375|795.9000244140625|2558400.0|795.9000244140625|      AMAZON|\n",
      "|2017-01-11 00:00:00|            799.5| 789.510009765625|793.6599731445312|  799.02001953125|2992800.0|  799.02001953125|      AMAZON|\n",
      "|2017-01-12 00:00:00|814.1300048828125|            799.5|800.3099975585938|813.6400146484375|4873900.0|813.6400146484375|      AMAZON|\n",
      "|2017-01-13 00:00:00|821.6500244140625|811.4000244140625|814.3200073242188|817.1400146484375|3791900.0|817.1400146484375|      AMAZON|\n",
      "|2017-01-17 00:00:00|            816.0|803.4400024414062|815.7000122070312| 809.719970703125|3670500.0| 809.719970703125|      AMAZON|\n",
      "|2017-01-18 00:00:00|  811.72998046875|  804.27001953125|            809.5|  807.47998046875|2354200.0|  807.47998046875|      AMAZON|\n",
      "|2017-01-19 00:00:00| 813.510009765625|807.3200073242188|            810.0|809.0399780273438|2540800.0|809.0399780273438|      AMAZON|\n",
      "|2017-01-20 00:00:00|  816.02001953125| 806.260009765625| 815.280029296875|808.3300170898438|3376200.0|808.3300170898438|      AMAZON|\n",
      "|2017-01-23 00:00:00|            818.5|805.0800170898438|806.7999877929688|817.8800048828125|2797500.0|817.8800048828125|      AMAZON|\n",
      "|2017-01-24 00:00:00| 823.989990234375|            814.5|            822.0|822.4400024414062|2971700.0|822.4400024414062|      AMAZON|\n",
      "|2017-01-25 00:00:00|837.4199829101562|825.2899780273438|825.7899780273438|  836.52001953125|3922600.0|  836.52001953125|      AMAZON|\n",
      "|2017-01-26 00:00:00|843.8400268554688|            833.0| 835.530029296875|839.1500244140625|3586300.0|839.1500244140625|      AMAZON|\n",
      "|2017-01-27 00:00:00|839.7000122070312|829.4400024414062|            839.0|  835.77001953125|2998700.0|  835.77001953125|      AMAZON|\n",
      "|2017-01-30 00:00:00|            833.5|816.3800048828125|            833.0|830.3800048828125|3747300.0|830.3800048828125|      AMAZON|\n",
      "|2017-01-31 00:00:00| 826.989990234375|819.5599975585938|           823.75|  823.47998046875|3137200.0|  823.47998046875|      AMAZON|\n",
      "|2017-02-01 00:00:00| 833.780029296875|824.9400024414062|829.2100219726562|832.3499755859375|3850200.0|832.3499755859375|      AMAZON|\n",
      "|2017-02-02 00:00:00| 842.489990234375| 828.260009765625|836.5900268554688|839.9500122070312|7350500.0|839.9500122070312|      AMAZON|\n",
      "|2017-02-03 00:00:00|818.2999877929688|            804.0| 806.719970703125|810.2000122070312|1.08688E7|810.2000122070312|      AMAZON|\n",
      "|2017-02-06 00:00:00| 810.719970703125|            803.0|809.7999877929688|807.6400146484375|3897300.0|807.6400146484375|      AMAZON|\n",
      "|2017-02-07 00:00:00|816.1599731445312|            807.5|809.3099975585938|            812.5|3466100.0|            812.5|      AMAZON|\n",
      "|2017-02-08 00:00:00|  821.47998046875|            812.5|812.6900024414062|819.7100219726562|2858000.0|819.7100219726562|      AMAZON|\n",
      "|2017-02-09 00:00:00|            825.0|819.7100219726562|821.5999755859375|821.3599853515625|2484900.0|821.3599853515625|      AMAZON|\n",
      "|2017-02-10 00:00:00|            828.0|822.8499755859375|823.8200073242188|827.4600219726562|2429600.0|827.4600219726562|      AMAZON|\n",
      "|2017-02-13 00:00:00|            843.0|828.5499877929688|831.6199951171875| 836.530029296875|4172600.0| 836.530029296875|      AMAZON|\n",
      "|2017-02-14 00:00:00|838.3099975585938|831.4500122070312|            837.0|836.3900146484375|2792400.0|836.3900146484375|      AMAZON|\n",
      "|2017-02-15 00:00:00|842.8099975585938|832.8200073242188|            834.0|842.7000122070312|2968900.0|842.7000122070312|      AMAZON|\n",
      "|2017-02-16 00:00:00|            845.0|839.3800048828125|841.8400268554688|844.1400146484375|2714700.0|844.1400146484375|      AMAZON|\n",
      "|2017-02-17 00:00:00|  847.27001953125|  840.72998046875|            842.0|845.0700073242188|3112300.0|845.0700073242188|      AMAZON|\n",
      "|2017-02-21 00:00:00|  857.97998046875|           847.25|848.8400268554688|856.4400024414062|3507700.0|856.4400024414062|      AMAZON|\n",
      "|2017-02-22 00:00:00|858.4299926757812|852.1799926757812|856.9500122070312|855.6099853515625|2617000.0|855.6099853515625|      AMAZON|\n",
      "|2017-02-23 00:00:00|860.8599853515625|            848.0|857.5700073242188|852.1900024414062|3462000.0|852.1900024414062|      AMAZON|\n",
      "|2017-02-24 00:00:00|845.8099975585938|           837.75|844.6900024414062| 845.239990234375|3688000.0| 845.239990234375|      AMAZON|\n",
      "|2017-02-27 00:00:00|            852.5|839.6699829101562|842.3800048828125|848.6400146484375|2713600.0|848.6400146484375|      AMAZON|\n",
      "|2017-02-28 00:00:00|854.0900268554688|842.0499877929688|851.4500122070312|845.0399780273438|2793700.0|845.0399780273438|      AMAZON|\n",
      "|2017-03-01 00:00:00|854.8300170898438| 849.010009765625|853.0499877929688|853.0800170898438|2760100.0|853.0800170898438|      AMAZON|\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+\n",
      "only showing top 40 rows\n",
      "\n",
      "Number of observations: 987\n",
      "\n",
      "Period between data points:\n",
      "1.449290060851927\n",
      "+-------+------------------+------------------+-----------------+------------------+-----------------+------------------+------------+\n",
      "|summary|              High|               Low|             Open|             Close|           Volume|         Adj Close|company_name|\n",
      "+-------+------------------+------------------+-----------------+------------------+-----------------+------------------+------------+\n",
      "|  count|               987|               987|              987|               987|              987|               987|         987|\n",
      "|   mean|1762.0071216958152|1722.1011452099956|1743.433881363487|1742.9566644206718| 4509728.05775076|1742.9566644206718|        null|\n",
      "| stddev| 667.2385315752688| 644.7988093382758|657.1153070927137| 655.9576061129322|2179817.628631287| 655.9576061129322|        null|\n",
      "|    min|  758.760009765625| 747.7000122070312|757.9199829101562| 753.6699829101562|         881300.0| 753.6699829101562|      AMAZON|\n",
      "|    max|           3552.25|  3486.68994140625|           3547.0| 3531.449951171875|         1.6565E7| 3531.449951171875|      AMAZON|\n",
      "+-------+------------------+------------------+-----------------+------------------+-----------------+------------------+------------+\n",
      "\n",
      "Number of missing values for each dataframe and column:\n",
      "+----+---+----+-----+------+---------+\n",
      "|High|Low|Open|Close|Volume|Adj Close|\n",
      "+----+---+----+-----+------+---------+\n",
      "|   0|  0|   0|    0|     0|        0|\n",
      "+----+---+----+-----+------+---------+\n",
      "\n",
      "Correlation between 'High' and 'Low':\n",
      "0.999196080434689\n",
      "Correlation matrix:\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "22/06/21 17:43:59 WARN InstanceBuilder$NativeBLAS: Failed to load implementation from:dev.ludovic.netlib.blas.JNIBLAS\n",
      "22/06/21 17:43:59 WARN InstanceBuilder$NativeBLAS: Failed to load implementation from:dev.ludovic.netlib.blas.ForeignLinkerBLAS\n",
      "/home/adrien/.local/lib/python3.10/site-packages/pyspark/sql/context.py:125: FutureWarning: Deprecated in 3.0.0. Use SparkSession.builder.getOrCreate() instead.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DenseMatrix([[1.        , 0.99919608, 0.99952481, 0.99943308, 0.16053643,\n",
      "              0.99943308],\n",
      "             [0.99919608, 1.        , 0.99934439, 0.99947694, 0.13293678,\n",
      "              0.99947694],\n",
      "             [0.99952481, 0.99934439, 1.        , 0.99885254, 0.14904749,\n",
      "              0.99885254],\n",
      "             [0.99943308, 0.99947694, 0.99885254, 1.        , 0.14617949,\n",
      "              1.        ],\n",
      "             [0.16053643, 0.13293678, 0.14904749, 0.14617949, 1.        ,\n",
      "              0.14617949],\n",
      "             [0.99943308, 0.99947694, 0.99885254, 1.        , 0.14617949,\n",
      "              1.        ]]) \n",
      "\n",
      "RSI\n",
      "Moving Average\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+-------------+\n",
      "|               Date|             High|              Low|             Open|            Close|   Volume|        Adj Close|company_name|daily_average|\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+-------------+\n",
      "|2017-01-03 00:00:00| 758.760009765625|747.7000122070312|757.9199829101562|753.6699829101562|3521100.0|753.6699829101562|      AMAZON|         null|\n",
      "|2017-01-04 00:00:00|759.6799926757812|754.2000122070312|758.3900146484375|757.1799926757812|2510500.0|757.1799926757812|      AMAZON|         null|\n",
      "|2017-01-05 00:00:00|782.4000244140625| 760.260009765625|761.5499877929688|780.4500122070312|5830100.0|780.4500122070312|      AMAZON|         null|\n",
      "|2017-01-06 00:00:00|799.4400024414062|  778.47998046875|782.3599853515625| 795.989990234375|5986200.0| 795.989990234375|      AMAZON|         null|\n",
      "|2017-01-09 00:00:00|  801.77001953125|  791.77001953125|            798.0|796.9199829101562|3446100.0|796.9199829101562|      AMAZON|         null|\n",
      "|2017-01-10 00:00:00|            798.0|789.5399780273438|796.5999755859375|795.9000244140625|2558400.0|795.9000244140625|      AMAZON|         null|\n",
      "|2017-01-11 00:00:00|            799.5| 789.510009765625|793.6599731445312|  799.02001953125|2992800.0|  799.02001953125|      AMAZON|         null|\n",
      "|2017-01-12 00:00:00|814.1300048828125|            799.5|800.3099975585938|813.6400146484375|4873900.0|813.6400146484375|      AMAZON|         null|\n",
      "|2017-01-13 00:00:00|821.6500244140625|811.4000244140625|814.3200073242188|817.1400146484375|3791900.0|817.1400146484375|      AMAZON|         null|\n",
      "|2017-01-17 00:00:00|            816.0|803.4400024414062|815.7000122070312| 809.719970703125|3670500.0| 809.719970703125|      AMAZON|         null|\n",
      "|2017-01-18 00:00:00|  811.72998046875|  804.27001953125|            809.5|  807.47998046875|2354200.0|  807.47998046875|      AMAZON|         null|\n",
      "|2017-01-19 00:00:00| 813.510009765625|807.3200073242188|            810.0|809.0399780273438|2540800.0|809.0399780273438|      AMAZON|         null|\n",
      "|2017-01-20 00:00:00|  816.02001953125| 806.260009765625| 815.280029296875|808.3300170898438|3376200.0|808.3300170898438|      AMAZON|         null|\n",
      "|2017-01-23 00:00:00|            818.5|805.0800170898438|806.7999877929688|817.8800048828125|2797500.0|817.8800048828125|      AMAZON|         null|\n",
      "|2017-01-24 00:00:00| 823.989990234375|            814.5|            822.0|822.4400024414062|2971700.0|822.4400024414062|      AMAZON|         null|\n",
      "|2017-01-25 00:00:00|837.4199829101562|825.2899780273438|825.7899780273438|  836.52001953125|3922600.0|  836.52001953125|      AMAZON|         null|\n",
      "|2017-01-26 00:00:00|843.8400268554688|            833.0| 835.530029296875|839.1500244140625|3586300.0|839.1500244140625|      AMAZON|         null|\n",
      "|2017-01-27 00:00:00|839.7000122070312|829.4400024414062|            839.0|  835.77001953125|2998700.0|  835.77001953125|      AMAZON|         null|\n",
      "|2017-01-30 00:00:00|            833.5|816.3800048828125|            833.0|830.3800048828125|3747300.0|830.3800048828125|      AMAZON|         null|\n",
      "|2017-01-31 00:00:00| 826.989990234375|819.5599975585938|           823.75|  823.47998046875|3137200.0|  823.47998046875|      AMAZON|         null|\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+-------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "volatility\n",
      "+--------------------------+\n",
      "|stddev_samp(daily_average)|\n",
      "+--------------------------+\n",
      "|                      null|\n",
      "+--------------------------+\n",
      "\n",
      "average opening from 2019-04-18 00:00:00 to 2019-05-16 00:00:00\n",
      "+------------------+\n",
      "|         avg(Open)|\n",
      "+------------------+\n",
      "|1901.2849914550782|\n",
      "+------------------+\n",
      "\n",
      "average closing from 2019-04-18 00:00:00 to 2019-05-16 00:00:00\n",
      "+------------------+\n",
      "|        avg(Close)|\n",
      "+------------------+\n",
      "|1904.3920043945313|\n",
      "+------------------+\n",
      "\n",
      "daily return rate\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+--------------------+\n",
      "|               Date|             High|              Low|             Open|            Close|   Volume|        Adj Close|company_name|        daily_return|\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+--------------------+\n",
      "|2017-01-03 00:00:00| 758.760009765625|747.7000122070312|757.9199829101562|753.6699829101562|3521100.0|753.6699829101562|      AMAZON| -0.5607452100261875|\n",
      "|2017-01-04 00:00:00|759.6799926757812|754.2000122070312|758.3900146484375|757.1799926757812|2510500.0|757.1799926757812|      AMAZON|  -0.159551411448524|\n",
      "|2017-01-05 00:00:00|782.4000244140625| 760.260009765625|761.5499877929688|780.4500122070312|5830100.0|780.4500122070312|      AMAZON|  2.4817838247015467|\n",
      "|2017-01-06 00:00:00|799.4400024414062|  778.47998046875|782.3599853515625| 795.989990234375|5986200.0| 795.989990234375|      AMAZON|   1.742165389080795|\n",
      "|2017-01-09 00:00:00|  801.77001953125|  791.77001953125|            798.0|796.9199829101562|3446100.0|796.9199829101562|      AMAZON|-0.13534048744909147|\n",
      "|2017-01-10 00:00:00|            798.0|789.5399780273438|796.5999755859375|795.9000244140625|2558400.0|795.9000244140625|      AMAZON|-0.08786733534107283|\n",
      "|2017-01-11 00:00:00|            799.5| 789.510009765625|793.6599731445312|  799.02001953125|2992800.0|  799.02001953125|      AMAZON|   0.675358033426066|\n",
      "|2017-01-12 00:00:00|814.1300048828125|            799.5|800.3099975585938|813.6400146484375|4873900.0|813.6400146484375|      AMAZON|  1.6656067187099972|\n",
      "|2017-01-13 00:00:00|821.6500244140625|811.4000244140625|814.3200073242188|817.1400146484375|3791900.0|817.1400146484375|      AMAZON| 0.34630210468302713|\n",
      "|2017-01-17 00:00:00|            816.0|803.4400024414062|815.7000122070312| 809.719970703125|3670500.0| 809.719970703125|      AMAZON| -0.7331177411320753|\n",
      "|2017-01-18 00:00:00|  811.72998046875|  804.27001953125|            809.5|  807.47998046875|2354200.0|  807.47998046875|      AMAZON|-0.24953916383570104|\n",
      "|2017-01-19 00:00:00| 813.510009765625|807.3200073242188|            810.0|809.0399780273438|2540800.0|809.0399780273438|      AMAZON|-0.11852123119212962|\n",
      "|2017-01-20 00:00:00|  816.02001953125| 806.260009765625| 815.280029296875|808.3300170898438|3376200.0|808.3300170898438|      AMAZON| -0.8524693304489717|\n",
      "|2017-01-23 00:00:00|            818.5|805.0800170898438|806.7999877929688|817.8800048828125|2797500.0|817.8800048828125|      AMAZON|  1.3733288618599941|\n",
      "|2017-01-24 00:00:00| 823.989990234375|            814.5|            822.0|822.4400024414062|2971700.0|822.4400024414062|      AMAZON|0.053528277543339414|\n",
      "|2017-01-25 00:00:00|837.4199829101562|825.2899780273438|825.7899780273438|  836.52001953125|3922600.0|  836.52001953125|      AMAZON|  1.2993668837612067|\n",
      "|2017-01-26 00:00:00|843.8400268554688|            833.0| 835.530029296875|839.1500244140625|3586300.0|839.1500244140625|      AMAZON|  0.4332573325023208|\n",
      "|2017-01-27 00:00:00|839.7000122070312|829.4400024414062|            839.0|  835.77001953125|2998700.0|  835.77001953125|      AMAZON|-0.38497979365315854|\n",
      "|2017-01-30 00:00:00|            833.5|816.3800048828125|            833.0|830.3800048828125|3747300.0|830.3800048828125|      AMAZON|-0.31452522415216083|\n",
      "|2017-01-31 00:00:00| 826.989990234375|819.5599975585938|           823.75|  823.47998046875|3137200.0|  823.47998046875|      AMAZON| -0.0327793057663126|\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+--------------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "return rate from 2019-04-18 00:00:00 to 2019-05-16 00:00:00\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.020751345210517542\n",
      "IMI score\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+-----------------+------------------+---------+---------+-----------------+----------------+-----------------+-----------------+-----------------+\n",
      "|               Date|             High|              Low|             Open|            Close|   Volume|        Adj Close|company_name|       daily_gain|        daily_loss|gain_bool|loss_bool|         net_gain|        net_loss|           mgains|          mlosses|              imi|\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+-----------------+------------------+---------+---------+-----------------+----------------+-----------------+-----------------+-----------------+\n",
      "|2017-01-03 00:00:00| 758.760009765625|747.7000122070312|757.9199829101562|753.6699829101562|3521100.0|753.6699829101562|      AMAZON|            -4.25|              4.25|      0.0|      1.0|             -0.0|            4.25|              0.0|             4.25|              0.0|\n",
      "|2017-01-04 00:00:00|759.6799926757812|754.2000122070312|758.3900146484375|757.1799926757812|2510500.0|757.1799926757812|      AMAZON|-1.21002197265625|  1.21002197265625|      0.0|      1.0|             -0.0|1.21002197265625|              0.0| 5.46002197265625|              0.0|\n",
      "|2017-01-05 00:00:00|782.4000244140625| 760.260009765625|761.5499877929688|780.4500122070312|5830100.0|780.4500122070312|      AMAZON| 18.9000244140625| -18.9000244140625|      1.0|      0.0| 18.9000244140625|            -0.0| 18.9000244140625| 5.46002197265625|77.58615937762299|\n",
      "|2017-01-06 00:00:00|799.4400024414062|  778.47998046875|782.3599853515625| 795.989990234375|5986200.0| 795.989990234375|      AMAZON| 13.6300048828125| -13.6300048828125|      1.0|      0.0| 13.6300048828125|            -0.0|  32.530029296875| 5.46002197265625|85.62775834673513|\n",
      "|2017-01-09 00:00:00|  801.77001953125|  791.77001953125|            798.0|796.9199829101562|3446100.0|796.9199829101562|      AMAZON|-1.08001708984375|  1.08001708984375|      0.0|      1.0|             -0.0|1.08001708984375|  32.530029296875|     6.5400390625|  83.260743230999|\n",
      "|2017-01-10 00:00:00|            798.0|789.5399780273438|796.5999755859375|795.9000244140625|2558400.0|795.9000244140625|      AMAZON|  -0.699951171875|    0.699951171875|      0.0|      1.0|             -0.0|  0.699951171875|  32.530029296875|   7.239990234375|81.79535660351877|\n",
      "|2017-01-11 00:00:00|            799.5| 789.510009765625|793.6599731445312|  799.02001953125|2992800.0|  799.02001953125|      AMAZON| 5.36004638671875| -5.36004638671875|      1.0|      0.0| 5.36004638671875|            -0.0|37.89007568359375|   7.239990234375|83.95750130847391|\n",
      "|2017-01-12 00:00:00|814.1300048828125|            799.5|800.3099975585938|813.6400146484375|4873900.0|813.6400146484375|      AMAZON|13.33001708984375|-13.33001708984375|      1.0|      0.0|13.33001708984375|            -0.0| 51.2200927734375|   7.239990234375|87.61549785448052|\n",
      "|2017-01-13 00:00:00|821.6500244140625|811.4000244140625|814.3200073242188|817.1400146484375|3791900.0|817.1400146484375|      AMAZON| 2.82000732421875| -2.82000732421875|      1.0|      0.0| 2.82000732421875|            -0.0|54.04010009765625|   7.239990234375|88.18541194187725|\n",
      "|2017-01-17 00:00:00|            816.0|803.4400024414062|815.7000122070312| 809.719970703125|3670500.0| 809.719970703125|      AMAZON|-5.98004150390625|  5.98004150390625|      0.0|      1.0|             -0.0|5.98004150390625|54.04010009765625|13.22003173828125|80.34492146026734|\n",
      "|2017-01-18 00:00:00|  811.72998046875|  804.27001953125|            809.5|  807.47998046875|2354200.0|  807.47998046875|      AMAZON|   -2.02001953125|     2.02001953125|      0.0|      1.0|             -0.0|   2.02001953125|54.04010009765625|15.24005126953125|78.00228352741554|\n",
      "|2017-01-19 00:00:00| 813.510009765625|807.3200073242188|            810.0|809.0399780273438|2540800.0|809.0399780273438|      AMAZON|-0.96002197265625|  0.96002197265625|      0.0|      1.0|             -0.0|0.96002197265625|54.04010009765625| 16.2000732421875|76.93617132206306|\n",
      "|2017-01-20 00:00:00|  816.02001953125| 806.260009765625| 815.280029296875|808.3300170898438|3376200.0|808.3300170898438|      AMAZON|-6.95001220703125|  6.95001220703125|      0.0|      1.0|             -0.0|6.95001220703125|54.04010009765625|23.15008544921875|70.00902992368054|\n",
      "|2017-01-23 00:00:00|            818.5|805.0800170898438|806.7999877929688|817.8800048828125|2797500.0|817.8800048828125|      AMAZON|11.08001708984375|-11.08001708984375|      1.0|      0.0|11.08001708984375|            -0.0|    65.1201171875|23.15008544921875|73.77361243352493|\n",
      "|2017-01-24 00:00:00| 823.989990234375|            814.5|            822.0|822.4400024414062|2971700.0|822.4400024414062|      AMAZON| 0.44000244140625| -0.44000244140625|      1.0|      0.0| 0.44000244140625|            -0.0|65.56011962890625|23.15008544921875|73.90369526388648|\n",
      "|2017-01-25 00:00:00|837.4199829101562|825.2899780273438|825.7899780273438|  836.52001953125|3922600.0|  836.52001953125|      AMAZON|10.73004150390625|-10.73004150390625|      1.0|      0.0|10.73004150390625|            -0.0| 76.2901611328125|18.90008544921875|80.14493487740744|\n",
      "|2017-01-26 00:00:00|843.8400268554688|            833.0| 835.530029296875|839.1500244140625|3586300.0|839.1500244140625|      AMAZON|  3.6199951171875|  -3.6199951171875|      1.0|      0.0|  3.6199951171875|            -0.0|      79.91015625| 17.6900634765625|81.87497576734651|\n",
      "|2017-01-27 00:00:00|839.7000122070312|829.4400024414062|            839.0|  835.77001953125|2998700.0|  835.77001953125|      AMAZON|   -3.22998046875|     3.22998046875|      0.0|      1.0|             -0.0|   3.22998046875| 61.0101318359375| 20.9200439453125|74.46600871311676|\n",
      "|2017-01-30 00:00:00|            833.5|816.3800048828125|            833.0|830.3800048828125|3747300.0|830.3800048828125|      AMAZON| -2.6199951171875|   2.6199951171875|      0.0|      1.0|             -0.0| 2.6199951171875|  47.380126953125|    23.5400390625|66.80769323451146|\n",
      "|2017-01-31 00:00:00| 826.989990234375|819.5599975585938|           823.75|  823.47998046875|3137200.0|  823.47998046875|      AMAZON|   -0.27001953125|     0.27001953125|      0.0|      1.0|             -0.0|   0.27001953125|  47.380126953125|22.73004150390625|67.57953660054758|\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+-----------------+------------------+---------+---------+-----------------+----------------+-----------------+-----------------+-----------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "Money Flow Index\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+------------------+--------------------+-----------+-----------+--------------------+--------------------+------------------+------------------+\n",
      "|               Date|             High|              Low|             Open|            Close|   Volume|        Adj Close|company_name|     typical_price|      raw_money_flow|is_pos_flow|is_neg_flow|     pos_period_flow|     neg_period_flow|  money_flow_ratio|  money_flow_index|\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+------------------+--------------------+-----------+-----------+--------------------+--------------------+------------------+------------------+\n",
      "|2017-01-03 00:00:00| 758.760009765625|747.7000122070312|757.9199829101562|753.6699829101562|3521100.0|753.6699829101562|      AMAZON|2260.1300048828125| 7.958143760192871E9|       null|       null|                null|                null|              null|              null|\n",
      "|2017-01-04 00:00:00|759.6799926757812|754.2000122070312|758.3900146484375|757.1799926757812|2510500.0|757.1799926757812|      AMAZON|2271.0599975585938|  5.70149612387085E9|        1.0|        0.0|  5.70149612387085E9|                 0.0|              null|              null|\n",
      "|2017-01-05 00:00:00|782.4000244140625| 760.260009765625|761.5499877929688|780.4500122070312|5830100.0|780.4500122070312|      AMAZON|2323.1100463867188|1.354396388143920...|        1.0|        0.0|1.924546000531006E10|                 0.0|              null|              null|\n",
      "|2017-01-06 00:00:00|799.4400024414062|  778.47998046875|782.3599853515625| 795.989990234375|5986200.0| 795.989990234375|      AMAZON|2373.9099731445312|1.421069988123779...|        1.0|        0.0|3.345615988654785E10|                 0.0|              null|              null|\n",
      "|2017-01-09 00:00:00|  801.77001953125|  791.77001953125|            798.0|796.9199829101562|3446100.0|796.9199829101562|      AMAZON|2390.4600219726562| 8.237764281719971E9|        1.0|        0.0|4.169392416826782E10|                 0.0|              null|              null|\n",
      "|2017-01-10 00:00:00|            798.0|789.5399780273438|796.5999755859375|795.9000244140625|2558400.0|795.9000244140625|      AMAZON|2383.4400024414062| 6.097792902246094E9|        0.0|        1.0|4.169392416826782E10| 6.097792902246094E9| 6.837543491008043|12.759099852489403|\n",
      "|2017-01-11 00:00:00|            799.5| 789.510009765625|793.6599731445312|  799.02001953125|2992800.0|  799.02001953125|      AMAZON| 2388.030029296875|7.1468962716796875E9|        1.0|        0.0|4.884082043994751E10| 6.097792902246094E9| 8.009589899643398|11.099284330794903|\n",
      "|2017-01-12 00:00:00|814.1300048828125|            799.5|800.3099975585938|813.6400146484375|4873900.0|813.6400146484375|      AMAZON|  2427.27001953125|1.183027134819336E10|        1.0|        0.0|6.067109178814087E10| 6.097792902246094E9|  9.94968060751833| 9.132686475926745|\n",
      "|2017-01-13 00:00:00|821.6500244140625|811.4000244140625|814.3200073242188|817.1400146484375|3791900.0|817.1400146484375|      AMAZON|2450.1900634765625| 9.290875701696777E9|        1.0|        0.0|6.996196748983765E10| 6.097792902246094E9| 11.47332626925842|  8.01710769375596|\n",
      "|2017-01-17 00:00:00|            816.0|803.4400024414062|815.7000122070312| 809.719970703125|3670500.0| 809.719970703125|      AMAZON|2429.1599731445312| 8.916231681427002E9|        0.0|        1.0|6.996196748983765E10|1.501402458367309...|4.6597744062519615|17.668548748080298|\n",
      "|2017-01-18 00:00:00|  811.72998046875|  804.27001953125|            809.5|  807.47998046875|2354200.0|  807.47998046875|      AMAZON|  2423.47998046875| 5.705356570019531E9|        0.0|        1.0|6.996196748983765E10|2.071938115369262...|3.3766436830749145| 22.84855867675813|\n",
      "|2017-01-19 00:00:00| 813.510009765625|807.3200073242188|            810.0|809.0399780273438|2540800.0|809.0399780273438|      AMAZON|2429.8699951171875|  6.17381368359375E9|        1.0|        0.0| 7.61357811734314E10|2.071938115369262...|3.6746165635290904| 21.39212888179758|\n",
      "|2017-01-20 00:00:00|  816.02001953125| 806.260009765625| 815.280029296875|808.3300170898438|3376200.0|808.3300170898438|      AMAZON|2430.6100463867188|  8.20622563861084E9|        1.0|        0.0|8.434200681204224E10|2.071938115369262...| 4.070681753784462|19.721214001522736|\n",
      "|2017-01-23 00:00:00|            818.5|805.0800170898438|806.7999877929688|817.8800048828125|2797500.0|817.8800048828125|      AMAZON|2441.4600219726562| 6.829984411468506E9|        1.0|        0.0|9.117199122351074E10|2.071938115369262...|4.4003240515348105| 18.51740729736011|\n",
      "|2017-01-24 00:00:00| 823.989990234375|            814.5|            822.0|822.4400024414062|2971700.0|822.4400024414062|      AMAZON|2460.9299926757812| 7.313145659234619E9|        1.0|        0.0|9.848513688274536E10|2.071938115369262...| 4.753285638803611|17.381372363217984|\n",
      "|2017-01-25 00:00:00|837.4199829101562|825.2899780273438|825.7899780273438|  836.52001953125|3922600.0|  836.52001953125|      AMAZON|  2499.22998046875| 9.803479521386719E9|        1.0|        0.0|1.082886164041320...|2.071938115369262...| 5.226440674114091|16.060540079622324|\n",
      "|2017-01-26 00:00:00|843.8400268554688|            833.0| 835.530029296875|839.1500244140625|3586300.0|839.1500244140625|      AMAZON|2515.9900512695312|  9.02309512086792E9|        1.0|        0.0|1.116102154011291...|2.071938115369262...| 5.386754294118378|15.657405216306964|\n",
      "|2017-01-27 00:00:00|839.7000122070312|829.4400024414062|            839.0|  835.77001953125|2998700.0|  835.77001953125|      AMAZON|2504.9100341796875| 7.511473719494629E9|        0.0|        1.0|9.806625151968994E10|2.823085487318725...|  3.47372589176639|22.352732916436313|\n",
      "|2017-01-30 00:00:00|            833.5|816.3800048828125|            833.0|830.3800048828125|3747300.0|830.3800048828125|      AMAZON| 2480.260009765625| 9.294278334594727E9|        0.0|        1.0|8.385555163845215E10|3.752513320778198E10|2.2346503388577483|30.915242614851838|\n",
      "|2017-01-31 00:00:00| 826.989990234375|819.5599975585938|           823.75|  823.47998046875|3137200.0|  823.47998046875|      AMAZON|2470.0299682617188| 7.748978016430664E9|        0.0|        1.0|7.561778735673218E10|4.527411122421265E10|1.6702213541475708| 37.45007875271207|\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+------------------+--------------------+-----------+-----------+--------------------+--------------------+------------------+------------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "\n",
      "APPLE.csv:\n",
      "Dataframe schema:\n",
      "root\n",
      " |-- Date: timestamp (nullable = true)\n",
      " |-- High: double (nullable = true)\n",
      " |-- Low: double (nullable = true)\n",
      " |-- Open: double (nullable = true)\n",
      " |-- Close: double (nullable = true)\n",
      " |-- Volume: double (nullable = true)\n",
      " |-- Adj Close: double (nullable = true)\n",
      " |-- company_name: string (nullable = true)\n",
      "\n",
      "First 40 lines:\n",
      "+-------------------+------------------+------------------+------------------+------------------+----------+------------------+------------+\n",
      "|               Date|              High|               Low|              Open|             Close|    Volume|         Adj Close|company_name|\n",
      "+-------------------+------------------+------------------+------------------+------------------+----------+------------------+------------+\n",
      "|2017-01-03 00:00:00|29.082500457763672|28.690000534057617|28.950000762939453|29.037500381469727|1.151276E8|27.277639389038086|       APPLE|\n",
      "|2017-01-04 00:00:00|29.127500534057617|           28.9375|28.962499618530273|  29.0049991607666| 8.44724E7|27.247108459472656|       APPLE|\n",
      "|2017-01-05 00:00:00| 29.21500015258789|28.952499389648438|28.979999542236328| 29.15250015258789| 8.87744E7| 27.38566780090332|       APPLE|\n",
      "|2017-01-06 00:00:00|29.540000915527344| 29.11750030517578| 29.19499969482422|29.477500915527344|1.270076E8| 27.69097137451172|       APPLE|\n",
      "|2017-01-09 00:00:00|29.857500076293945|29.485000610351562|29.487499237060547|29.747499465942383|1.342476E8|27.944602966308594|       APPLE|\n",
      "|2017-01-10 00:00:00|29.844999313354492|29.575000762939453|  29.6924991607666| 29.77750015258789| 9.78484E7| 27.97278594970703|       APPLE|\n",
      "|2017-01-11 00:00:00|29.982500076293945|29.649999618530273|29.684999465942383|           29.9375|1.103544E8|28.123088836669922|       APPLE|\n",
      "|2017-01-12 00:00:00|29.825000762939453|29.552499771118164|29.725000381469727|           29.8125|1.083448E8|28.005664825439453|       APPLE|\n",
      "|2017-01-13 00:00:00|29.905000686645508|29.702499389648438| 29.77750015258789|29.760000228881836|1.044476E8|27.956350326538086|       APPLE|\n",
      "|2017-01-17 00:00:00|30.059999465942383| 29.55500030517578|29.584999084472656|              30.0|1.377592E8|28.181800842285156|       APPLE|\n",
      "|2017-01-18 00:00:00|            30.125|29.927499771118164|              30.0|29.997499465942383|  9.4852E7| 28.17945671081543|       APPLE|\n",
      "|2017-01-19 00:00:00|30.022499084472656|29.842500686645508|29.850000381469727| 29.94499969482422|1.023892E8|  28.1301326751709|       APPLE|\n",
      "|2017-01-20 00:00:00|30.112499237060547|  29.9325008392334|30.112499237060547|              30.0|1.303916E8|28.181800842285156|       APPLE|\n",
      "|2017-01-23 00:00:00|30.202499389648438|  29.9424991607666|              30.0|30.020000457763672| 8.82008E7|28.200590133666992|       APPLE|\n",
      "|2017-01-24 00:00:00|30.024999618530273|            29.875|29.887500762939453| 29.99250030517578|  9.2844E7| 28.17475700378418|       APPLE|\n",
      "|2017-01-25 00:00:00|30.524999618530273| 30.06999969482422|30.104999542236328|30.469999313354492|1.295104E8|28.623313903808594|       APPLE|\n",
      "|2017-01-26 00:00:00|30.610000610351562|30.399999618530273|30.417499542236328|30.485000610351562|1.053504E8|28.637407302856445|       APPLE|\n",
      "|2017-01-27 00:00:00|30.587499618530273|30.399999618530273| 30.53499984741211|30.487499237060547| 8.22516E7|28.639755249023438|       APPLE|\n",
      "|2017-01-30 00:00:00|30.407499313354492|30.165000915527344|30.232500076293945|30.407499313354492|  1.2151E8|28.564605712890625|       APPLE|\n",
      "|2017-01-31 00:00:00| 30.34749984741211|30.155000686645508|30.287500381469727|30.337499618530273| 1.96804E8|28.498844146728516|       APPLE|\n",
      "|2017-02-01 00:00:00|32.622501373291016|31.752500534057617| 31.75749969482422|           32.1875|  4.4794E8|30.236719131469727|       APPLE|\n",
      "|2017-02-02 00:00:00| 32.34749984741211| 31.94499969482422|  31.9950008392334| 32.13249969482422|1.348416E8|30.185060501098633|       APPLE|\n",
      "|2017-02-03 00:00:00| 32.29750061035156|32.040000915527344| 32.07749938964844| 32.27000045776367| 9.80292E7| 30.31422996520996|       APPLE|\n",
      "|2017-02-06 00:00:00|            32.625|32.224998474121094|32.282501220703125|  32.5724983215332|1.073836E8|30.598392486572266|       APPLE|\n",
      "|2017-02-07 00:00:00|33.022499084472656| 32.61249923706055|  32.6349983215332| 32.88249969482422|1.527352E8| 30.88960075378418|       APPLE|\n",
      "|2017-02-08 00:00:00| 33.05500030517578| 32.80500030517578|32.837501525878906|  33.0099983215332| 9.20164E7| 31.00937271118164|       APPLE|\n",
      "|2017-02-09 00:00:00| 33.11249923706055|32.779998779296875|32.912498474121094| 33.10499954223633|1.133996E8| 31.23344612121582|       APPLE|\n",
      "|2017-02-10 00:00:00| 33.23500061035156| 33.01250076293945|  33.1150016784668|33.029998779296875|  8.0262E7|31.162689208984375|       APPLE|\n",
      "|2017-02-13 00:00:00| 33.45500183105469|           33.1875| 33.27000045776367|  33.3224983215332| 9.21416E7| 31.43865203857422|       APPLE|\n",
      "|2017-02-14 00:00:00|33.772499084472656|           33.3125| 33.36750030517578|33.755001068115234|1.329048E8|31.846702575683594|       APPLE|\n",
      "|2017-02-15 00:00:00|34.067501068115234|33.654998779296875|33.880001068115234|33.877498626708984|1.424924E8|31.962276458740234|       APPLE|\n",
      "|2017-02-16 00:00:00|33.974998474121094|33.709999084472656| 33.91749954223633|33.837501525878906| 9.03384E7| 31.92454719543457|       APPLE|\n",
      "|2017-02-17 00:00:00| 33.95750045776367|33.775001525878906|33.775001525878906| 33.93000030517578| 8.87928E7|32.011810302734375|       APPLE|\n",
      "|2017-02-21 00:00:00|           34.1875|33.994998931884766|34.057498931884766| 34.17499923706055| 9.80288E7|32.242958068847656|       APPLE|\n",
      "|2017-02-22 00:00:00|34.279998779296875| 34.02750015258789| 34.10749816894531| 34.27750015258789| 8.33476E7|32.339664459228516|       APPLE|\n",
      "|2017-02-23 00:00:00|34.369998931884766| 34.07500076293945|34.345001220703125| 34.13249969482422| 8.31528E7|  32.2028694152832|       APPLE|\n",
      "|2017-02-24 00:00:00|34.165000915527344| 33.81999969482422|33.977500915527344|34.165000915527344| 8.71064E7|32.233524322509766|       APPLE|\n",
      "|2017-02-27 00:00:00| 34.36000061035156| 34.06999969482422| 34.28499984741211| 34.23249816894531| 8.10296E7|32.297210693359375|       APPLE|\n",
      "|2017-02-28 00:00:00| 34.36000061035156| 34.17499923706055| 34.27000045776367|34.247501373291016| 9.39316E7| 32.31135940551758|       APPLE|\n",
      "|2017-03-01 00:00:00|35.037498474121094|34.400001525878906| 34.47249984741211|  34.9474983215332|1.456584E8|32.971778869628906|       APPLE|\n",
      "+-------------------+------------------+------------------+------------------+------------------+----------+------------------+------------+\n",
      "only showing top 40 rows\n",
      "\n",
      "Number of observations: 987\n",
      "\n",
      "Period between data points:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.449290060851927\n",
      "+-------+------------------+------------------+------------------+------------------+--------------------+------------------+------------+\n",
      "|summary|              High|               Low|              Open|             Close|              Volume|         Adj Close|company_name|\n",
      "+-------+------------------+------------------+------------------+------------------+--------------------+------------------+------------+\n",
      "|  count|               987|               987|               987|               987|                 987|               987|         987|\n",
      "|   mean|57.322335375599344| 56.08516212123264| 56.68830042165584|56.735163877075564|1.2677001693920973E8|  55.3555844972682|        null|\n",
      "| stddev|23.909537521895153| 23.04004228077875| 23.50911719644306|23.487454843800442| 6.043945164169236E7| 24.00281865091007|        null|\n",
      "|    min|29.082500457763672|28.690000534057617|28.950000762939453|  29.0049991607666|           2.01978E7|27.247108459472656|       APPLE|\n",
      "|    max|137.97999572753906|130.52999877929688|137.58999633789062|134.17999267578125|            4.4794E8| 133.9488983154297|       APPLE|\n",
      "+-------+------------------+------------------+------------------+------------------+--------------------+------------------+------------+\n",
      "\n",
      "Number of missing values for each dataframe and column:\n",
      "+----+---+----+-----+------+---------+\n",
      "|High|Low|Open|Close|Volume|Adj Close|\n",
      "+----+---+----+-----+------+---------+\n",
      "|   0|  0|   0|    0|     0|        0|\n",
      "+----+---+----+-----+------+---------+\n",
      "\n",
      "Correlation between 'High' and 'Low':\n",
      "0.9992907718076349\n",
      "Correlation matrix:\n",
      "DenseMatrix([[1.        , 0.99929077, 0.9996024 , 0.99948856, 0.16714814,\n",
      "              0.99944437],\n",
      "             [0.99929077, 1.        , 0.99941351, 0.99952778, 0.14293344,\n",
      "              0.99943611],\n",
      "             [0.9996024 , 0.99941351, 1.        , 0.99904195, 0.15680482,\n",
      "              0.99897057],\n",
      "             [0.99948856, 0.99952778, 0.99904195, 1.        , 0.15405974,\n",
      "              0.99991719],\n",
      "             [0.16714814, 0.14293344, 0.15680482, 0.15405974, 1.        ,\n",
      "              0.15437409],\n",
      "             [0.99944437, 0.99943611, 0.99897057, 0.99991719, 0.15437409,\n",
      "              1.        ]]) \n",
      "\n",
      "RSI\n",
      "Moving Average\n",
      "+-------------------+------------------+------------------+------------------+------------------+----------+------------------+------------+-------------+\n",
      "|               Date|              High|               Low|              Open|             Close|    Volume|         Adj Close|company_name|daily_average|\n",
      "+-------------------+------------------+------------------+------------------+------------------+----------+------------------+------------+-------------+\n",
      "|2017-01-03 00:00:00|29.082500457763672|28.690000534057617|28.950000762939453|29.037500381469727|1.151276E8|27.277639389038086|       APPLE|         null|\n",
      "|2017-01-04 00:00:00|29.127500534057617|           28.9375|28.962499618530273|  29.0049991607666| 8.44724E7|27.247108459472656|       APPLE|         null|\n",
      "|2017-01-05 00:00:00| 29.21500015258789|28.952499389648438|28.979999542236328| 29.15250015258789| 8.87744E7| 27.38566780090332|       APPLE|         null|\n",
      "|2017-01-06 00:00:00|29.540000915527344| 29.11750030517578| 29.19499969482422|29.477500915527344|1.270076E8| 27.69097137451172|       APPLE|         null|\n",
      "|2017-01-09 00:00:00|29.857500076293945|29.485000610351562|29.487499237060547|29.747499465942383|1.342476E8|27.944602966308594|       APPLE|         null|\n",
      "|2017-01-10 00:00:00|29.844999313354492|29.575000762939453|  29.6924991607666| 29.77750015258789| 9.78484E7| 27.97278594970703|       APPLE|         null|\n",
      "|2017-01-11 00:00:00|29.982500076293945|29.649999618530273|29.684999465942383|           29.9375|1.103544E8|28.123088836669922|       APPLE|         null|\n",
      "|2017-01-12 00:00:00|29.825000762939453|29.552499771118164|29.725000381469727|           29.8125|1.083448E8|28.005664825439453|       APPLE|         null|\n",
      "|2017-01-13 00:00:00|29.905000686645508|29.702499389648438| 29.77750015258789|29.760000228881836|1.044476E8|27.956350326538086|       APPLE|         null|\n",
      "|2017-01-17 00:00:00|30.059999465942383| 29.55500030517578|29.584999084472656|              30.0|1.377592E8|28.181800842285156|       APPLE|         null|\n",
      "|2017-01-18 00:00:00|            30.125|29.927499771118164|              30.0|29.997499465942383|  9.4852E7| 28.17945671081543|       APPLE|         null|\n",
      "|2017-01-19 00:00:00|30.022499084472656|29.842500686645508|29.850000381469727| 29.94499969482422|1.023892E8|  28.1301326751709|       APPLE|         null|\n",
      "|2017-01-20 00:00:00|30.112499237060547|  29.9325008392334|30.112499237060547|              30.0|1.303916E8|28.181800842285156|       APPLE|         null|\n",
      "|2017-01-23 00:00:00|30.202499389648438|  29.9424991607666|              30.0|30.020000457763672| 8.82008E7|28.200590133666992|       APPLE|         null|\n",
      "|2017-01-24 00:00:00|30.024999618530273|            29.875|29.887500762939453| 29.99250030517578|  9.2844E7| 28.17475700378418|       APPLE|         null|\n",
      "|2017-01-25 00:00:00|30.524999618530273| 30.06999969482422|30.104999542236328|30.469999313354492|1.295104E8|28.623313903808594|       APPLE|         null|\n",
      "|2017-01-26 00:00:00|30.610000610351562|30.399999618530273|30.417499542236328|30.485000610351562|1.053504E8|28.637407302856445|       APPLE|         null|\n",
      "|2017-01-27 00:00:00|30.587499618530273|30.399999618530273| 30.53499984741211|30.487499237060547| 8.22516E7|28.639755249023438|       APPLE|         null|\n",
      "|2017-01-30 00:00:00|30.407499313354492|30.165000915527344|30.232500076293945|30.407499313354492|  1.2151E8|28.564605712890625|       APPLE|         null|\n",
      "|2017-01-31 00:00:00| 30.34749984741211|30.155000686645508|30.287500381469727|30.337499618530273| 1.96804E8|28.498844146728516|       APPLE|         null|\n",
      "+-------------------+------------------+------------------+------------------+------------------+----------+------------------+------------+-------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "volatility\n",
      "+--------------------------+\n",
      "|stddev_samp(daily_average)|\n",
      "+--------------------------+\n",
      "|                      null|\n",
      "+--------------------------+\n",
      "\n",
      "average opening from 2019-04-18 00:00:00 to 2019-05-16 00:00:00\n",
      "+------------------+\n",
      "|         avg(Open)|\n",
      "+------------------+\n",
      "|50.346624755859374|\n",
      "+------------------+\n",
      "\n",
      "average closing from 2019-04-18 00:00:00 to 2019-05-16 00:00:00\n",
      "+-----------------+\n",
      "|       avg(Close)|\n",
      "+-----------------+\n",
      "|50.46037483215332|\n",
      "+-----------------+\n",
      "\n",
      "daily return rate\n",
      "+-------------------+------------------+------------------+------------------+------------------+----------+------------------+------------+--------------------+\n",
      "|               Date|              High|               Low|              Open|             Close|    Volume|         Adj Close|company_name|        daily_return|\n",
      "+-------------------+------------------+------------------+------------------+------------------+----------+------------------+------------+--------------------+\n",
      "|2017-01-03 00:00:00|29.082500457763672|28.690000534057617|28.950000762939453|29.037500381469727|1.151276E8|27.277639389038086|       APPLE|  0.3022439247818145|\n",
      "|2017-01-04 00:00:00|29.127500534057617|           28.9375|28.962499618530273|  29.0049991607666| 8.44724E7|27.247108459472656|       APPLE| 0.14673989744012572|\n",
      "|2017-01-05 00:00:00| 29.21500015258789|28.952499389648438|28.979999542236328| 29.15250015258789| 8.87744E7| 27.38566780090332|       APPLE|  0.5952402107534712|\n",
      "|2017-01-06 00:00:00|29.540000915527344| 29.11750030517578| 29.19499969482422|29.477500915527344|1.270076E8| 27.69097137451172|       APPLE|  0.9676356350611907|\n",
      "|2017-01-09 00:00:00|29.857500076293945|29.485000610351562|29.487499237060547|29.747499465942383|1.342476E8|27.944602966308594|       APPLE|  0.8817303454307914|\n",
      "|2017-01-10 00:00:00|29.844999313354492|29.575000762939453|  29.6924991607666| 29.77750015258789| 9.78484E7| 27.97278594970703|       APPLE|  0.2862709243875398|\n",
      "|2017-01-11 00:00:00|29.982500076293945|29.649999618530273|29.684999465942383|           29.9375|1.103544E8|28.123088836669922|       APPLE|  0.8505997594755264|\n",
      "|2017-01-12 00:00:00|29.825000762939453|29.552499771118164|29.725000381469727|           29.8125|1.083448E8|28.005664825439453|       APPLE|  0.2943637255083766|\n",
      "|2017-01-13 00:00:00|29.905000686645508|29.702499389648438| 29.77750015258789|29.760000228881836|1.044476E8|27.956350326538086|       APPLE|-0.05876894842206494|\n",
      "|2017-01-17 00:00:00|30.059999465942383| 29.55500030517578|29.584999084472656|              30.0|1.377592E8|28.181800842285156|       APPLE|  1.4027410118973171|\n",
      "|2017-01-18 00:00:00|            30.125|29.927499771118164|              30.0|29.997499465942383|  9.4852E7| 28.17945671081543|       APPLE|-0.00833511352539...|\n",
      "|2017-01-19 00:00:00|30.022499084472656|29.842500686645508|29.850000381469727| 29.94499969482422|1.023892E8|  28.1301326751709|       APPLE| 0.31825565206178635|\n",
      "|2017-01-20 00:00:00|30.112499237060547|  29.9325008392334|30.112499237060547|              30.0|1.303916E8|28.181800842285156|       APPLE| -0.3735964795711476|\n",
      "|2017-01-23 00:00:00|30.202499389648438|  29.9424991607666|              30.0|30.020000457763672| 8.82008E7|28.200590133666992|       APPLE| 0.06666819254557292|\n",
      "|2017-01-24 00:00:00|30.024999618530273|            29.875|29.887500762939453| 29.99250030517578|  9.2844E7| 28.17475700378418|       APPLE|  0.3513158998109595|\n",
      "|2017-01-25 00:00:00|30.524999618530273| 30.06999969482422|30.104999542236328|30.469999313354492|1.295104E8|28.623313903808594|       APPLE|  1.2124224436744513|\n",
      "|2017-01-26 00:00:00|30.610000610351562|30.399999618530273|30.417499542236328|30.485000610351562|1.053504E8|28.637407302856445|       APPLE| 0.22191524330100024|\n",
      "|2017-01-27 00:00:00|30.587499618530273|30.399999618530273| 30.53499984741211|30.487499237060547| 8.22516E7|28.639755249023438|       APPLE|-0.15556119400337332|\n",
      "|2017-01-30 00:00:00|30.407499313354492|30.165000915527344|30.232500076293945|30.407499313354492|  1.2151E8|28.564605712890625|       APPLE|  0.5788447419794042|\n",
      "|2017-01-31 00:00:00| 30.34749984741211|30.155000686645508|30.287500381469727|30.337499618530273| 1.96804E8|28.498844146728516|       APPLE| 0.16508208479012362|\n",
      "+-------------------+------------------+------------------+------------------+------------------+----------+------------------+------------+--------------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "return rate from 2019-04-18 00:00:00 to 2019-05-16 00:00:00\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-0.06419847183734695\n",
      "IMI score\n",
      "+-------------------+------------------+------------------+------------------+------------------+----------+------------------+------------+--------------------+--------------------+---------+---------+--------------------+--------------------+-------------------+--------------------+-----------------+\n",
      "|               Date|              High|               Low|              Open|             Close|    Volume|         Adj Close|company_name|          daily_gain|          daily_loss|gain_bool|loss_bool|            net_gain|            net_loss|             mgains|             mlosses|              imi|\n",
      "+-------------------+------------------+------------------+------------------+------------------+----------+------------------+------------+--------------------+--------------------+---------+---------+--------------------+--------------------+-------------------+--------------------+-----------------+\n",
      "|2017-01-03 00:00:00|29.082500457763672|28.690000534057617|28.950000762939453|29.037500381469727|1.151276E8|27.277639389038086|       APPLE| 0.08749961853027344|-0.08749961853027344|      1.0|      0.0| 0.08749961853027344|                -0.0|0.08749961853027344|                 0.0|            100.0|\n",
      "|2017-01-04 00:00:00|29.127500534057617|           28.9375|28.962499618530273|  29.0049991607666| 8.44724E7|27.247108459472656|       APPLE|0.042499542236328125|-0.04249954223632...|      1.0|      0.0|0.042499542236328125|                -0.0|0.12999916076660156|                 0.0|            100.0|\n",
      "|2017-01-05 00:00:00| 29.21500015258789|28.952499389648438|28.979999542236328| 29.15250015258789| 8.87744E7| 27.38566780090332|       APPLE|  0.1725006103515625| -0.1725006103515625|      1.0|      0.0|  0.1725006103515625|                -0.0|0.30249977111816406|                 0.0|            100.0|\n",
      "|2017-01-06 00:00:00|29.540000915527344| 29.11750030517578| 29.19499969482422|29.477500915527344|1.270076E8| 27.69097137451172|       APPLE|   0.282501220703125|  -0.282501220703125|      1.0|      0.0|   0.282501220703125|                -0.0| 0.5850009918212891|                 0.0|            100.0|\n",
      "|2017-01-09 00:00:00|29.857500076293945|29.485000610351562|29.487499237060547|29.747499465942383|1.342476E8|27.944602966308594|       APPLE| 0.26000022888183594|-0.26000022888183594|      1.0|      0.0| 0.26000022888183594|                -0.0|  0.845001220703125|                 0.0|            100.0|\n",
      "|2017-01-10 00:00:00|29.844999313354492|29.575000762939453|  29.6924991607666| 29.77750015258789| 9.78484E7| 27.97278594970703|       APPLE| 0.08500099182128906|-0.08500099182128906|      1.0|      0.0| 0.08500099182128906|                -0.0| 0.9300022125244141|                 0.0|            100.0|\n",
      "|2017-01-11 00:00:00|29.982500076293945|29.649999618530273|29.684999465942383|           29.9375|1.103544E8|28.123088836669922|       APPLE|  0.2525005340576172| -0.2525005340576172|      1.0|      0.0|  0.2525005340576172|                -0.0| 1.1825027465820312|                 0.0|            100.0|\n",
      "|2017-01-12 00:00:00|29.825000762939453|29.552499771118164|29.725000381469727|           29.8125|1.083448E8|28.005664825439453|       APPLE| 0.08749961853027344|-0.08749961853027344|      1.0|      0.0| 0.08749961853027344|                -0.0| 1.2700023651123047|                 0.0|            100.0|\n",
      "|2017-01-13 00:00:00|29.905000686645508|29.702499389648438| 29.77750015258789|29.760000228881836|1.044476E8|27.956350326538086|       APPLE|-0.01749992370605...|0.017499923706054688|      0.0|      1.0|                -0.0|0.017499923706054688| 1.2700023651123047|0.017499923706054688|98.64078504108015|\n",
      "|2017-01-17 00:00:00|30.059999465942383| 29.55500030517578|29.584999084472656|              30.0|1.377592E8|28.181800842285156|       APPLE| 0.41500091552734375|-0.41500091552734375|      1.0|      0.0| 0.41500091552734375|                -0.0| 1.6850032806396484|0.017499923706054688|98.97210626908746|\n",
      "|2017-01-18 00:00:00|            30.125|29.927499771118164|              30.0|29.997499465942383|  9.4852E7| 28.17945671081543|       APPLE|-0.00250053405761...|0.002500534057617...|      0.0|      1.0|                -0.0|0.002500534057617...| 1.6850032806396484|0.020000457763671875|98.82695519586358|\n",
      "|2017-01-19 00:00:00|30.022499084472656|29.842500686645508|29.850000381469727| 29.94499969482422|1.023892E8|  28.1301326751709|       APPLE| 0.09499931335449219|-0.09499931335449219|      1.0|      0.0| 0.09499931335449219|                -0.0| 1.7800025939941406|0.020000457763671875|98.88886534141483|\n",
      "|2017-01-20 00:00:00|30.112499237060547|  29.9325008392334|30.112499237060547|              30.0|1.303916E8|28.181800842285156|       APPLE|-0.11249923706054688| 0.11249923706054688|      0.0|      1.0|                -0.0| 0.11249923706054688| 1.7800025939941406| 0.13249969482421875|93.07191967304344|\n",
      "|2017-01-23 00:00:00|30.202499389648438|  29.9424991607666|              30.0|30.020000457763672| 8.82008E7|28.200590133666992|       APPLE|0.020000457763671875|-0.02000045776367...|      1.0|      0.0|0.020000457763671875|                -0.0| 1.8000030517578125| 0.13249969482421875|93.14362191419559|\n",
      "|2017-01-24 00:00:00|30.024999618530273|            29.875|29.887500762939453| 29.99250030517578|  9.2844E7| 28.17475700378418|       APPLE| 0.10499954223632812|-0.10499954223632812|      1.0|      0.0| 0.10499954223632812|                -0.0| 1.9050025939941406| 0.13249969482421875|93.49695479846251|\n",
      "|2017-01-25 00:00:00|30.524999618530273| 30.06999969482422|30.104999542236328|30.469999313354492|1.295104E8|28.623313903808594|       APPLE| 0.36499977111816406|-0.36499977111816406|      1.0|      0.0| 0.36499977111816406|                -0.0| 2.1825027465820312| 0.13249969482421875|94.27647710195365|\n",
      "|2017-01-26 00:00:00|30.610000610351562|30.399999618530273|30.417499542236328|30.485000610351562|1.053504E8|28.637407302856445|       APPLE| 0.06750106811523438|-0.06750106811523438|      1.0|      0.0| 0.06750106811523438|                -0.0| 2.2075042724609375| 0.13249969482421875|94.33762947940882|\n",
      "|2017-01-27 00:00:00|30.587499618530273|30.399999618530273| 30.53499984741211|30.487499237060547| 8.22516E7|28.639755249023438|       APPLE| -0.0475006103515625|  0.0475006103515625|      0.0|      1.0|                -0.0|  0.0475006103515625|  2.035003662109375| 0.18000030517578125|91.87358994230604|\n",
      "|2017-01-30 00:00:00|30.407499313354492|30.165000915527344|30.232500076293945|30.407499313354492|  1.2151E8|28.564605712890625|       APPLE| 0.17499923706054688|-0.17499923706054688|      1.0|      0.0| 0.17499923706054688|                -0.0| 1.9275016784667969| 0.18000030517578125|91.45906829161456|\n",
      "|2017-01-31 00:00:00| 30.34749984741211|30.155000686645508|30.287500381469727|30.337499618530273| 1.96804E8|28.498844146728516|       APPLE|0.049999237060546875|-0.04999923706054...|      1.0|      0.0|0.049999237060546875|                -0.0| 1.7175006866455078| 0.18000030517578125|90.51382286746473|\n",
      "+-------------------+------------------+------------------+------------------+------------------+----------+------------------+------------+--------------------+--------------------+---------+---------+--------------------+--------------------+-------------------+--------------------+-----------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "Money Flow Index\n",
      "+-------------------+------------------+------------------+------------------+------------------+----------+------------------+------------+-----------------+--------------------+-----------+-----------+--------------------+--------------------+------------------+------------------+\n",
      "|               Date|              High|               Low|              Open|             Close|    Volume|         Adj Close|company_name|    typical_price|      raw_money_flow|is_pos_flow|is_neg_flow|     pos_period_flow|     neg_period_flow|  money_flow_ratio|  money_flow_index|\n",
      "+-------------------+------------------+------------------+------------------+------------------+----------+------------------+------------+-----------------+--------------------+-----------+-----------+--------------------+--------------------+------------------+------------------+\n",
      "|2017-01-03 00:00:00|29.082500457763672|28.690000534057617|28.950000762939453|29.037500381469727|1.151276E8|27.277639389038086|       APPLE|86.81000137329102| 9.994227114103699E9|       null|       null|                null|                null|              null|              null|\n",
      "|2017-01-04 00:00:00|29.127500534057617|           28.9375|28.962499618530273|  29.0049991607666| 8.44724E7|27.247108459472656|       APPLE|87.06999969482422| 7.355011842221069E9|        1.0|        0.0| 7.355011842221069E9|                 0.0|              null|              null|\n",
      "|2017-01-05 00:00:00| 29.21500015258789|28.952499389648438|28.979999542236328| 29.15250015258789| 8.87744E7| 27.38566780090332|       APPLE|87.31999969482422| 7.751780580908203E9|        1.0|        0.0|1.510679242312927...|                 0.0|              null|              null|\n",
      "|2017-01-06 00:00:00|29.540000915527344| 29.11750030517578| 29.19499969482422|29.477500915527344|1.270076E8| 27.69097137451172|       APPLE|88.13500213623047|1.119381509731750...|        1.0|        0.0|2.630060752044677...|                 0.0|              null|              null|\n",
      "|2017-01-09 00:00:00|29.857500076293945|29.485000610351562|29.487499237060547|29.747499465942383|1.342476E8|27.944602966308594|       APPLE|89.09000015258789|1.196011870448455...|        1.0|        0.0|3.826072622493133...|                 0.0|              null|              null|\n",
      "|2017-01-10 00:00:00|29.844999313354492|29.575000762939453|  29.6924991607666| 29.77750015258789| 9.78484E7| 27.97278594970703|       APPLE|89.19750022888184| 8.727832681395721E9|        1.0|        0.0|4.698855890632706E10|                 0.0|              null|              null|\n",
      "|2017-01-11 00:00:00|29.982500076293945|29.649999618530273|29.684999465942383|           29.9375|1.103544E8|28.123088836669922|       APPLE|89.56999969482422|  9.88444357432251E9|        1.0|        0.0|5.687300248064957E10|                 0.0|              null|              null|\n",
      "|2017-01-12 00:00:00|29.825000762939453|29.552499771118164|29.725000381469727|           29.8125|1.083448E8|28.005664825439453|       APPLE|89.19000053405762| 9.663272769862366E9|        0.0|        1.0|5.687300248064957E10| 9.663272769862366E9| 5.885480399355385|14.523314888727583|\n",
      "|2017-01-13 00:00:00|29.905000686645508|29.702499389648438| 29.77750015258789|29.760000228881836|1.044476E8|27.956350326538086|       APPLE|89.36750030517578| 9.334220924874878E9|        1.0|        0.0|6.620722340552444...| 9.663272769862366E9|6.8514285979808305|12.736535619226956|\n",
      "|2017-01-17 00:00:00|30.059999465942383| 29.55500030517578|29.584999084472656|              30.0|1.377592E8|28.181800842285156|       APPLE|89.61499977111816|1.234529067646942...|        1.0|        0.0|7.855251408199387E10| 9.663272769862366E9| 8.128976171197607|10.954130904131965|\n",
      "|2017-01-18 00:00:00|            30.125|29.927499771118164|              30.0|29.997499465942383|  9.4852E7| 28.17945671081543|       APPLE|90.04999923706055| 8.541422527633667E9|        1.0|        0.0|8.709393660962753E10| 9.663272769862366E9| 9.012881938017363|    9.987134635066|\n",
      "|2017-01-19 00:00:00|30.022499084472656|29.842500686645508|29.850000381469727| 29.94499969482422|1.023892E8|  28.1301326751709|       APPLE|89.80999946594238| 9.195573997318268E9|        0.0|        1.0|8.709393660962753E10|1.885884676718063...| 4.618200555147092| 17.79929338912357|\n",
      "|2017-01-20 00:00:00|30.112499237060547|  29.9325008392334|30.112499237060547|              30.0|1.303916E8|28.181800842285156|       APPLE|90.04500007629395|1.174111163194809E10|        1.0|        0.0|9.883504824157562E10|1.885884676718063...| 5.240779007419196| 16.02364061940304|\n",
      "|2017-01-23 00:00:00|30.202499389648438|  29.9424991607666|              30.0|30.020000457763672| 8.82008E7|28.200590133666992|       APPLE|90.16499900817871| 7.952625044520569E9|        1.0|        0.0|1.067876732860961...|1.885884676718063...|5.6624710198046095|15.009446150346287|\n",
      "|2017-01-24 00:00:00|30.024999618530273|            29.875|29.887500762939453| 29.99250030517578|  9.2844E7| 28.17475700378418|       APPLE|89.89249992370605| 8.345979262916565E9|        0.0|        1.0|1.067876732860961...| 2.72048260300972E10| 3.925320940040382|20.303245456971197|\n",
      "|2017-01-25 00:00:00|30.524999618530273| 30.06999969482422|30.104999542236328|30.469999313354492|1.295104E8|28.623313903808594|       APPLE|91.06499862670898|1.179386439814453...|        1.0|        0.0|1.185815376842407...| 2.72048260300972E10| 4.358841977267261| 18.66074805418968|\n",
      "|2017-01-26 00:00:00|30.610000610351562|30.399999618530273|30.417499542236328|30.485000610351562|1.053504E8|28.637407302856445|       APPLE| 91.4950008392334| 9.639034936413574E9|        1.0|        0.0|1.208655607784332...| 2.72048260300972E10| 4.442798518348084|18.372901304888003|\n",
      "|2017-01-27 00:00:00|30.587499618530273|30.399999618530273| 30.53499984741211|30.487499237060547| 8.22516E7|28.639755249023438|       APPLE| 91.4749984741211| 7.523964984494019E9|        0.0|        1.0|1.131137801975250...|3.472879101459122E10|3.2570606949720924| 23.49038624657325|\n",
      "|2017-01-30 00:00:00|30.407499313354492|30.165000915527344|30.232500076293945|30.407499313354492|  1.2151E8|28.564605712890625|       APPLE|90.97999954223633|1.105497974437713...|        0.0|        1.0|1.019199651002075...|4.578377075896835E10| 2.226115573502493|30.997029623285666|\n",
      "|2017-01-31 00:00:00| 30.34749984741211|30.155000686645508|30.287500381469727|30.337499618530273| 1.96804E8|28.498844146728516|       APPLE|90.84000015258789|1.787767539002990...|        0.0|        1.0|8.995984639572296E10|6.366144614899826E10|1.4130977512696437|41.440509381514005|\n",
      "+-------------------+------------------+------------------+------------------+------------------+----------+------------------+------------+-----------------+--------------------+-----------+-----------+--------------------+--------------------+------------------+------------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "\n",
      "FACEBOOK.csv:\n",
      "Dataframe schema:\n",
      "root\n",
      " |-- Date: timestamp (nullable = true)\n",
      " |-- High: double (nullable = true)\n",
      " |-- Low: double (nullable = true)\n",
      " |-- Open: double (nullable = true)\n",
      " |-- Close: double (nullable = true)\n",
      " |-- Volume: double (nullable = true)\n",
      " |-- Adj Close: double (nullable = true)\n",
      " |-- company_name: string (nullable = true)\n",
      "\n",
      "First 40 lines:\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+\n",
      "|               Date|              High|               Low|              Open|             Close|   Volume|         Adj Close|company_name|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+\n",
      "|2017-01-03 00:00:00|117.83999633789062|115.51000213623047|116.02999877929688|116.86000061035156|2.06639E7|116.86000061035156|    FACEBOOK|\n",
      "|2017-01-04 00:00:00|119.66000366210938|117.29000091552734|117.55000305175781|118.69000244140625|1.96309E7|118.69000244140625|    FACEBOOK|\n",
      "|2017-01-05 00:00:00|120.94999694824219|118.31999969482422|118.86000061035156|120.66999816894531|1.94922E7|120.66999816894531|    FACEBOOK|\n",
      "|2017-01-06 00:00:00|123.87999725341797|120.02999877929688| 120.9800033569336|123.41000366210938|2.85453E7|123.41000366210938|    FACEBOOK|\n",
      "|2017-01-09 00:00:00|125.43000030517578|123.04000091552734|123.55000305175781| 124.9000015258789|2.28804E7| 124.9000015258789|    FACEBOOK|\n",
      "|2017-01-10 00:00:00|             125.5|124.27999877929688|124.81999969482422| 124.3499984741211|1.73246E7| 124.3499984741211|    FACEBOOK|\n",
      "|2017-01-11 00:00:00|126.12000274658203|124.05999755859375| 124.3499984741211|126.08999633789062|1.83565E7|126.08999633789062|    FACEBOOK|\n",
      "|2017-01-12 00:00:00| 126.7300033569336|124.80000305175781|125.61000061035156|126.62000274658203|1.86539E7|126.62000274658203|    FACEBOOK|\n",
      "|2017-01-13 00:00:00|129.27000427246094|127.37000274658203|127.48999786376953|128.33999633789062|2.48843E7|128.33999633789062|    FACEBOOK|\n",
      "|2017-01-17 00:00:00|128.33999633789062| 127.4000015258789| 128.0399932861328|127.87000274658203|1.52945E7|127.87000274658203|    FACEBOOK|\n",
      "|2017-01-18 00:00:00|128.42999267578125|126.83999633789062|128.41000366210938|127.91999816894531|1.31459E7|127.91999816894531|    FACEBOOK|\n",
      "|2017-01-19 00:00:00|128.35000610351562|127.44999694824219|128.22999572753906|127.55000305175781|1.21955E7|127.55000305175781|    FACEBOOK|\n",
      "|2017-01-20 00:00:00|128.47999572753906|126.77999877929688|128.10000610351562|127.04000091552734|1.90972E7|127.04000091552734|    FACEBOOK|\n",
      "|2017-01-23 00:00:00|            129.25|126.94999694824219|127.30999755859375|128.92999267578125|1.65936E7|128.92999267578125|    FACEBOOK|\n",
      "|2017-01-24 00:00:00|129.89999389648438| 128.3800048828125| 129.3800048828125| 129.3699951171875|1.51627E7| 129.3699951171875|    FACEBOOK|\n",
      "|2017-01-25 00:00:00|131.74000549316406|129.77000427246094|             130.0|131.47999572753906|1.87313E7|131.47999572753906|    FACEBOOK|\n",
      "|2017-01-26 00:00:00|133.13999938964844|131.44000244140625| 131.6300048828125|132.77999877929688|2.00201E7|132.77999877929688|    FACEBOOK|\n",
      "|2017-01-27 00:00:00| 132.9499969482422| 131.0800018310547|132.67999267578125|132.17999267578125|1.95395E7|132.17999267578125|    FACEBOOK|\n",
      "|2017-01-30 00:00:00| 131.5800018310547|129.60000610351562| 131.5800018310547|130.97999572753906|1.89561E7|130.97999572753906|    FACEBOOK|\n",
      "|2017-01-31 00:00:00|130.66000366210938|129.52000427246094| 130.1699981689453|130.32000732421875|1.97905E7|130.32000732421875|    FACEBOOK|\n",
      "|2017-02-01 00:00:00|133.49000549316406|130.67999267578125|            132.25|133.22999572753906|5.01398E7|133.22999572753906|    FACEBOOK|\n",
      "|2017-02-02 00:00:00|135.49000549316406|130.39999389648438|133.22000122070312|130.83999633789062|5.43664E7|130.83999633789062|    FACEBOOK|\n",
      "|2017-02-03 00:00:00|132.85000610351562|130.75999450683594|131.24000549316406|130.97999572753906|2.48049E7|130.97999572753906|    FACEBOOK|\n",
      "|2017-02-06 00:00:00|132.05999755859375| 130.3000030517578|130.97999572753906|132.05999755859375|1.70585E7|132.05999755859375|    FACEBOOK|\n",
      "|2017-02-07 00:00:00|             133.0|131.66000366210938|132.24000549316406|131.83999633789062|1.45964E7|131.83999633789062|    FACEBOOK|\n",
      "|2017-02-08 00:00:00|134.44000244140625|132.44000244140625|132.60000610351562| 134.1999969482422|2.23906E7| 134.1999969482422|    FACEBOOK|\n",
      "|2017-02-09 00:00:00|             134.5|133.30999755859375|134.49000549316406|134.13999938964844|1.64706E7|134.13999938964844|    FACEBOOK|\n",
      "|2017-02-10 00:00:00|134.94000244140625|133.67999267578125|134.10000610351562|134.19000244140625|1.50619E7|134.19000244140625|    FACEBOOK|\n",
      "|2017-02-13 00:00:00| 134.6999969482422| 133.6999969482422| 134.6999969482422| 134.0500030517578|1.35262E7| 134.0500030517578|    FACEBOOK|\n",
      "|2017-02-14 00:00:00|134.22999572753906| 132.5500030517578|134.10000610351562|133.85000610351562|1.43649E7|133.85000610351562|    FACEBOOK|\n",
      "|2017-02-15 00:00:00| 133.6999969482422|132.66000366210938| 133.4499969482422|133.44000244140625|1.32265E7|133.44000244140625|    FACEBOOK|\n",
      "|2017-02-16 00:00:00| 133.8699951171875|133.02000427246094|133.07000732421875|133.83999633789062|1.28311E7|133.83999633789062|    FACEBOOK|\n",
      "|2017-02-17 00:00:00|134.08999633789062| 133.1699981689453|             133.5|133.52999877929688|1.22765E7|133.52999877929688|    FACEBOOK|\n",
      "|2017-02-21 00:00:00|133.91000366210938|132.89999389648438|             133.5|133.72000122070312|1.47591E7|133.72000122070312|    FACEBOOK|\n",
      "|2017-02-22 00:00:00| 136.7899932861328| 133.4600067138672|133.60000610351562| 136.1199951171875|2.73601E7| 136.1199951171875|    FACEBOOK|\n",
      "|2017-02-23 00:00:00| 136.1199951171875| 134.3300018310547|135.88999938964844|135.36000061035156|1.84225E7|135.36000061035156|    FACEBOOK|\n",
      "|2017-02-24 00:00:00| 135.6199951171875|134.16000366210938|134.16000366210938|135.44000244140625|1.26257E7|135.44000244140625|    FACEBOOK|\n",
      "|2017-02-27 00:00:00|137.17999267578125|135.02000427246094|135.25999450683594|136.41000366210938|1.43067E7|136.41000366210938|    FACEBOOK|\n",
      "|2017-02-28 00:00:00|136.80999755859375|            134.75| 136.7899932861328| 135.5399932861328|1.61121E7| 135.5399932861328|    FACEBOOK|\n",
      "|2017-03-01 00:00:00|137.47999572753906| 136.3000030517578|136.47000122070312| 137.4199981689453| 1.6257E7| 137.4199981689453|    FACEBOOK|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+\n",
      "only showing top 40 rows\n",
      "\n",
      "Number of observations: 987\n",
      "\n",
      "Period between data points:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.449290060851927\n",
      "+-------+------------------+------------------+------------------+------------------+--------------------+------------------+------------+\n",
      "|summary|              High|               Low|              Open|             Close|              Volume|         Adj Close|company_name|\n",
      "+-------+------------------+------------------+------------------+------------------+--------------------+------------------+------------+\n",
      "|  count|               987|               987|               987|               987|                 987|               987|         987|\n",
      "|   mean| 186.3984500224105| 182.0770063931698|184.23939196461964|184.34894618968713|2.0852387126646403E7|184.34894618968713|        null|\n",
      "| stddev|37.254783636139116| 35.96107958363421| 36.62328370702378| 36.62017415511841|1.3239300733826615E7| 36.62017415511841|        null|\n",
      "|    min|117.83999633789062|115.51000213623047|116.02999877929688|116.86000061035156|           4113594.0|116.86000061035156|    FACEBOOK|\n",
      "|    max| 304.6700134277344|293.04998779296875| 300.1600036621094| 303.9100036621094|          1.698037E8| 303.9100036621094|    FACEBOOK|\n",
      "+-------+------------------+------------------+------------------+------------------+--------------------+------------------+------------+\n",
      "\n",
      "Number of missing values for each dataframe and column:\n",
      "+----+---+----+-----+------+---------+\n",
      "|High|Low|Open|Close|Volume|Adj Close|\n",
      "+----+---+----+-----+------+---------+\n",
      "|   0|  0|   0|    0|     0|        0|\n",
      "+----+---+----+-----+------+---------+\n",
      "\n",
      "Correlation between 'High' and 'Low':\n",
      "0.9976397623503692\n",
      "Correlation matrix:\n",
      "DenseMatrix([[ 1.        ,  0.99763976,  0.99842827,  0.99829194, -0.00189788,\n",
      "               0.99829194],\n",
      "             [ 0.99763976,  1.        ,  0.99818802,  0.99841692, -0.0446164 ,\n",
      "               0.99841692],\n",
      "             [ 0.99842827,  0.99818802,  1.        ,  0.99668953, -0.0214664 ,\n",
      "               0.99668953],\n",
      "             [ 0.99829194,  0.99841692,  0.99668953,  1.        , -0.0235399 ,\n",
      "               1.        ],\n",
      "             [-0.00189788, -0.0446164 , -0.0214664 , -0.0235399 ,  1.        ,\n",
      "              -0.0235399 ],\n",
      "             [ 0.99829194,  0.99841692,  0.99668953,  1.        , -0.0235399 ,\n",
      "               1.        ]]) \n",
      "\n",
      "RSI\n",
      "Moving Average\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+-------------+\n",
      "|               Date|              High|               Low|              Open|             Close|   Volume|         Adj Close|company_name|daily_average|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+-------------+\n",
      "|2017-01-03 00:00:00|117.83999633789062|115.51000213623047|116.02999877929688|116.86000061035156|2.06639E7|116.86000061035156|    FACEBOOK|         null|\n",
      "|2017-01-04 00:00:00|119.66000366210938|117.29000091552734|117.55000305175781|118.69000244140625|1.96309E7|118.69000244140625|    FACEBOOK|         null|\n",
      "|2017-01-05 00:00:00|120.94999694824219|118.31999969482422|118.86000061035156|120.66999816894531|1.94922E7|120.66999816894531|    FACEBOOK|         null|\n",
      "|2017-01-06 00:00:00|123.87999725341797|120.02999877929688| 120.9800033569336|123.41000366210938|2.85453E7|123.41000366210938|    FACEBOOK|         null|\n",
      "|2017-01-09 00:00:00|125.43000030517578|123.04000091552734|123.55000305175781| 124.9000015258789|2.28804E7| 124.9000015258789|    FACEBOOK|         null|\n",
      "|2017-01-10 00:00:00|             125.5|124.27999877929688|124.81999969482422| 124.3499984741211|1.73246E7| 124.3499984741211|    FACEBOOK|         null|\n",
      "|2017-01-11 00:00:00|126.12000274658203|124.05999755859375| 124.3499984741211|126.08999633789062|1.83565E7|126.08999633789062|    FACEBOOK|         null|\n",
      "|2017-01-12 00:00:00| 126.7300033569336|124.80000305175781|125.61000061035156|126.62000274658203|1.86539E7|126.62000274658203|    FACEBOOK|         null|\n",
      "|2017-01-13 00:00:00|129.27000427246094|127.37000274658203|127.48999786376953|128.33999633789062|2.48843E7|128.33999633789062|    FACEBOOK|         null|\n",
      "|2017-01-17 00:00:00|128.33999633789062| 127.4000015258789| 128.0399932861328|127.87000274658203|1.52945E7|127.87000274658203|    FACEBOOK|         null|\n",
      "|2017-01-18 00:00:00|128.42999267578125|126.83999633789062|128.41000366210938|127.91999816894531|1.31459E7|127.91999816894531|    FACEBOOK|         null|\n",
      "|2017-01-19 00:00:00|128.35000610351562|127.44999694824219|128.22999572753906|127.55000305175781|1.21955E7|127.55000305175781|    FACEBOOK|         null|\n",
      "|2017-01-20 00:00:00|128.47999572753906|126.77999877929688|128.10000610351562|127.04000091552734|1.90972E7|127.04000091552734|    FACEBOOK|         null|\n",
      "|2017-01-23 00:00:00|            129.25|126.94999694824219|127.30999755859375|128.92999267578125|1.65936E7|128.92999267578125|    FACEBOOK|         null|\n",
      "|2017-01-24 00:00:00|129.89999389648438| 128.3800048828125| 129.3800048828125| 129.3699951171875|1.51627E7| 129.3699951171875|    FACEBOOK|         null|\n",
      "|2017-01-25 00:00:00|131.74000549316406|129.77000427246094|             130.0|131.47999572753906|1.87313E7|131.47999572753906|    FACEBOOK|         null|\n",
      "|2017-01-26 00:00:00|133.13999938964844|131.44000244140625| 131.6300048828125|132.77999877929688|2.00201E7|132.77999877929688|    FACEBOOK|         null|\n",
      "|2017-01-27 00:00:00| 132.9499969482422| 131.0800018310547|132.67999267578125|132.17999267578125|1.95395E7|132.17999267578125|    FACEBOOK|         null|\n",
      "|2017-01-30 00:00:00| 131.5800018310547|129.60000610351562| 131.5800018310547|130.97999572753906|1.89561E7|130.97999572753906|    FACEBOOK|         null|\n",
      "|2017-01-31 00:00:00|130.66000366210938|129.52000427246094| 130.1699981689453|130.32000732421875|1.97905E7|130.32000732421875|    FACEBOOK|         null|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+-------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "volatility\n",
      "+--------------------------+\n",
      "|stddev_samp(daily_average)|\n",
      "+--------------------------+\n",
      "|                      null|\n",
      "+--------------------------+\n",
      "\n",
      "average opening from 2019-04-18 00:00:00 to 2019-05-16 00:00:00\n",
      "+------------------+\n",
      "|         avg(Open)|\n",
      "+------------------+\n",
      "|188.05850067138672|\n",
      "+------------------+\n",
      "\n",
      "average closing from 2019-04-18 00:00:00 to 2019-05-16 00:00:00\n",
      "+------------------+\n",
      "|        avg(Close)|\n",
      "+------------------+\n",
      "|188.28749923706056|\n",
      "+------------------+\n",
      "\n",
      "daily return rate\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+--------------------+\n",
      "|               Date|              High|               Low|              Open|             Close|   Volume|         Adj Close|company_name|        daily_return|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+--------------------+\n",
      "|2017-01-03 00:00:00|117.83999633789062|115.51000213623047|116.02999877929688|116.86000061035156|2.06639E7|116.86000061035156|    FACEBOOK|  0.7153338272746617|\n",
      "|2017-01-04 00:00:00|119.66000366210938|117.29000091552734|117.55000305175781|118.69000244140625|1.96309E7|118.69000244140625|    FACEBOOK|  0.9697995406656779|\n",
      "|2017-01-05 00:00:00|120.94999694824219|118.31999969482422|118.86000061035156|120.66999816894531|1.94922E7|120.66999816894531|    FACEBOOK|  1.5227978708559056|\n",
      "|2017-01-06 00:00:00|123.87999725341797|120.02999877929688| 120.9800033569336|123.41000366210938|2.85453E7|123.41000366210938|    FACEBOOK|   2.008596658744028|\n",
      "|2017-01-09 00:00:00|125.43000030517578|123.04000091552734|123.55000305175781| 124.9000015258789|2.28804E7| 124.9000015258789|    FACEBOOK|  1.0926737683329313|\n",
      "|2017-01-10 00:00:00|             125.5|124.27999877929688|124.81999969482422| 124.3499984741211|1.73246E7| 124.3499984741211|    FACEBOOK| -0.3765431996893476|\n",
      "|2017-01-11 00:00:00|126.12000274658203|124.05999755859375| 124.3499984741211|126.08999633789062|1.83565E7|126.08999633789062|    FACEBOOK|  1.3992745356821603|\n",
      "|2017-01-12 00:00:00| 126.7300033569336|124.80000305175781|125.61000061035156|126.62000274658203|1.86539E7|126.62000274658203|    FACEBOOK|  0.8040778053680179|\n",
      "|2017-01-13 00:00:00|129.27000427246094|127.37000274658203|127.48999786376953|128.33999633789062|2.48843E7|128.33999633789062|    FACEBOOK|  0.6667177726595984|\n",
      "|2017-01-17 00:00:00|128.33999633789062| 127.4000015258789| 128.0399932861328|127.87000274658203|1.52945E7|127.87000274658203|    FACEBOOK|-0.13276362735422906|\n",
      "|2017-01-18 00:00:00|128.42999267578125|126.83999633789062|128.41000366210938|127.91999816894531|1.31459E7|127.91999816894531|    FACEBOOK|-0.38159448577965505|\n",
      "|2017-01-19 00:00:00|128.35000610351562|127.44999694824219|128.22999572753906|127.55000305175781|1.21955E7|127.55000305175781|    FACEBOOK|  -0.530291428244361|\n",
      "|2017-01-20 00:00:00|128.47999572753906|126.77999877929688|128.10000610351562|127.04000091552734|1.90972E7|127.04000091552734|    FACEBOOK| -0.8274825429217447|\n",
      "|2017-01-23 00:00:00|            129.25|126.94999694824219|127.30999755859375|128.92999267578125|1.65936E7|128.92999267578125|    FACEBOOK|  1.2724806757159082|\n",
      "|2017-01-24 00:00:00|129.89999389648438| 128.3800048828125| 129.3800048828125| 129.3699951171875|1.51627E7| 129.3699951171875|    FACEBOOK|-0.00773671761263...|\n",
      "|2017-01-25 00:00:00|131.74000549316406|129.77000427246094|             130.0|131.47999572753906|1.87313E7|131.47999572753906|    FACEBOOK|   1.138458251953125|\n",
      "|2017-01-26 00:00:00|133.13999938964844|131.44000244140625| 131.6300048828125|132.77999877929688|2.00201E7|132.77999877929688|    FACEBOOK|  0.8736563502433894|\n",
      "|2017-01-27 00:00:00| 132.9499969482422| 131.0800018310547|132.67999267578125|132.17999267578125|1.95395E7|132.17999267578125|    FACEBOOK| -0.3768465688883532|\n",
      "|2017-01-30 00:00:00| 131.5800018310547|129.60000610351562| 131.5800018310547|130.97999572753906|1.89561E7|130.97999572753906|    FACEBOOK| -0.4560009843182836|\n",
      "|2017-01-31 00:00:00|130.66000366210938|129.52000427246094| 130.1699981689453|130.32000732421875|1.97905E7|130.32000732421875|    FACEBOOK|  0.1152409598091438|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+--------------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "return rate from 2019-04-18 00:00:00 to 2019-05-16 00:00:00\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.04580538200010804\n",
      "IMI score\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+--------------------+-------------------+---------+---------+------------------+-------------------+------------------+------------------+-----------------+\n",
      "|               Date|              High|               Low|              Open|             Close|   Volume|         Adj Close|company_name|          daily_gain|         daily_loss|gain_bool|loss_bool|          net_gain|           net_loss|            mgains|           mlosses|              imi|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+--------------------+-------------------+---------+---------+------------------+-------------------+------------------+------------------+-----------------+\n",
      "|2017-01-03 00:00:00|117.83999633789062|115.51000213623047|116.02999877929688|116.86000061035156|2.06639E7|116.86000061035156|    FACEBOOK|  0.8300018310546875|-0.8300018310546875|      1.0|      0.0|0.8300018310546875|               -0.0|0.8300018310546875|               0.0|            100.0|\n",
      "|2017-01-04 00:00:00|119.66000366210938|117.29000091552734|117.55000305175781|118.69000244140625|1.96309E7|118.69000244140625|    FACEBOOK|  1.1399993896484375|-1.1399993896484375|      1.0|      0.0|1.1399993896484375|               -0.0| 1.970001220703125|               0.0|            100.0|\n",
      "|2017-01-05 00:00:00|120.94999694824219|118.31999969482422|118.86000061035156|120.66999816894531|1.94922E7|120.66999816894531|    FACEBOOK|    1.80999755859375|  -1.80999755859375|      1.0|      0.0|  1.80999755859375|               -0.0| 3.779998779296875|               0.0|            100.0|\n",
      "|2017-01-06 00:00:00|123.87999725341797|120.02999877929688| 120.9800033569336|123.41000366210938|2.85453E7|123.41000366210938|    FACEBOOK|  2.4300003051757812|-2.4300003051757812|      1.0|      0.0|2.4300003051757812|               -0.0| 6.209999084472656|               0.0|            100.0|\n",
      "|2017-01-09 00:00:00|125.43000030517578|123.04000091552734|123.55000305175781| 124.9000015258789|2.28804E7| 124.9000015258789|    FACEBOOK|  1.3499984741210938|-1.3499984741210938|      1.0|      0.0|1.3499984741210938|               -0.0|  7.55999755859375|               0.0|            100.0|\n",
      "|2017-01-10 00:00:00|             125.5|124.27999877929688|124.81999969482422| 124.3499984741211|1.73246E7| 124.3499984741211|    FACEBOOK|  -0.470001220703125|  0.470001220703125|      0.0|      1.0|              -0.0|  0.470001220703125|  7.55999755859375| 0.470001220703125|94.14693284991658|\n",
      "|2017-01-11 00:00:00|126.12000274658203|124.05999755859375| 124.3499984741211|126.08999633789062|1.83565E7|126.08999633789062|    FACEBOOK|  1.7399978637695312|-1.7399978637695312|      1.0|      0.0|1.7399978637695312|               -0.0| 9.299995422363281| 0.470001220703125|95.18934102155832|\n",
      "|2017-01-12 00:00:00| 126.7300033569336|124.80000305175781|125.61000061035156|126.62000274658203|1.86539E7|126.62000274658203|    FACEBOOK|  1.0100021362304688|-1.0100021362304688|      1.0|      0.0|1.0100021362304688|               -0.0| 10.30999755859375| 0.470001220703125|95.64006239401651|\n",
      "|2017-01-13 00:00:00|129.27000427246094|127.37000274658203|127.48999786376953|128.33999633789062|2.48843E7|128.33999633789062|    FACEBOOK|  0.8499984741210938|-0.8499984741210938|      1.0|      0.0|0.8499984741210938|               -0.0|11.159996032714844| 0.470001220703125|95.95871597850125|\n",
      "|2017-01-17 00:00:00|128.33999633789062| 127.4000015258789| 128.0399932861328|127.87000274658203|1.52945E7|127.87000274658203|    FACEBOOK|-0.16999053955078125|0.16999053955078125|      0.0|      1.0|              -0.0|0.16999053955078125|11.159996032714844|0.6399917602539062|94.57633540404798|\n",
      "|2017-01-18 00:00:00|128.42999267578125|126.83999633789062|128.41000366210938|127.91999816894531|1.31459E7|127.91999816894531|    FACEBOOK| -0.4900054931640625| 0.4900054931640625|      0.0|      1.0|              -0.0| 0.4900054931640625|11.159996032714844|1.1299972534179688|90.80555027891691|\n",
      "|2017-01-19 00:00:00|128.35000610351562|127.44999694824219|128.22999572753906|127.55000305175781|1.21955E7|127.55000305175781|    FACEBOOK|   -0.67999267578125|   0.67999267578125|      0.0|      1.0|              -0.0|   0.67999267578125|11.159996032714844|1.8099899291992188|86.04478112378692|\n",
      "|2017-01-20 00:00:00|128.47999572753906|126.77999877929688|128.10000610351562|127.04000091552734|1.90972E7|127.04000091552734|    FACEBOOK| -1.0600051879882812| 1.0600051879882812|      0.0|      1.0|              -0.0| 1.0600051879882812|11.159996032714844|   2.8699951171875|79.54385653901515|\n",
      "|2017-01-23 00:00:00|            129.25|126.94999694824219|127.30999755859375|128.92999267578125|1.65936E7|128.92999267578125|    FACEBOOK|     1.6199951171875|   -1.6199951171875|      1.0|      0.0|   1.6199951171875|               -0.0|12.779991149902344|   2.8699951171875|81.66135696091456|\n",
      "|2017-01-24 00:00:00|129.89999389648438| 128.3800048828125| 129.3800048828125| 129.3699951171875|1.51627E7| 129.3699951171875|    FACEBOOK|     -0.010009765625|     0.010009765625|      0.0|      1.0|              -0.0|     0.010009765625|12.779991149902344|   2.8800048828125| 81.6091595630295|\n",
      "|2017-01-25 00:00:00|131.74000549316406|129.77000427246094|             130.0|131.47999572753906|1.87313E7|131.47999572753906|    FACEBOOK|  1.4799957275390625|-1.4799957275390625|      1.0|      0.0|1.4799957275390625|               -0.0|13.429985046386719|   2.8800048828125|82.34208055728762|\n",
      "|2017-01-26 00:00:00|133.13999938964844|131.44000244140625| 131.6300048828125|132.77999877929688|2.00201E7|132.77999877929688|    FACEBOOK|   1.149993896484375| -1.149993896484375|      1.0|      0.0| 1.149993896484375|               -0.0|13.439979553222656|   2.8800048828125|82.35289442768502|\n",
      "|2017-01-27 00:00:00| 132.9499969482422| 131.0800018310547|132.67999267578125|132.17999267578125|1.95395E7|132.17999267578125|    FACEBOOK|                -0.5|                0.5|      0.0|      1.0|              -0.0|                0.5|11.629981994628906|   3.3800048828125|77.48162666356272|\n",
      "|2017-01-30 00:00:00| 131.5800018310547|129.60000610351562| 131.5800018310547|130.97999572753906|1.89561E7|130.97999572753906|    FACEBOOK|  -0.600006103515625|  0.600006103515625|      0.0|      1.0|              -0.0|  0.600006103515625| 9.199981689453125| 3.980010986328125|69.80263127428326|\n",
      "|2017-01-31 00:00:00|130.66000366210938|129.52000427246094| 130.1699981689453|130.32000732421875|1.97905E7|130.32000732421875|    FACEBOOK|  0.1500091552734375|-0.1500091552734375|      1.0|      0.0|0.1500091552734375|               -0.0| 7.999992370605469| 3.980010986328125|66.77788087576253|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+--------------------+-------------------+---------+---------+------------------+-------------------+------------------+------------------+-----------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "Money Flow Index\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+------------------+--------------------+-----------+-----------+--------------------+--------------------+------------------+------------------+\n",
      "|               Date|              High|               Low|              Open|             Close|   Volume|         Adj Close|company_name|     typical_price|      raw_money_flow|is_pos_flow|is_neg_flow|     pos_period_flow|     neg_period_flow|  money_flow_ratio|  money_flow_index|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+------------------+--------------------+-----------+-----------+--------------------+--------------------+------------------+------------------+\n",
      "|2017-01-03 00:00:00|117.83999633789062|115.51000213623047|116.02999877929688|116.86000061035156|2.06639E7|116.86000061035156|    FACEBOOK|350.20999908447266|7.2367044000816345E9|       null|       null|                null|                null|              null|              null|\n",
      "|2017-01-04 00:00:00|119.66000366210938|117.29000091552734|117.55000305175781|118.69000244140625|1.96309E7|118.69000244140625|    FACEBOOK|355.64000701904297| 6.981533413790131E9|        1.0|        0.0| 6.981533413790131E9|                 0.0|              null|              null|\n",
      "|2017-01-05 00:00:00|120.94999694824219|118.31999969482422|118.86000061035156|120.66999816894531|1.94922E7|120.66999816894531|    FACEBOOK| 359.9399948120117| 7.016022366874695E9|        1.0|        0.0|1.399755578066482...|                 0.0|              null|              null|\n",
      "|2017-01-06 00:00:00|123.87999725341797|120.02999877929688| 120.9800033569336|123.41000366210938|2.85453E7|123.41000366210938|    FACEBOOK| 367.3199996948242|1.048525958728866...|        1.0|        0.0|2.448281536795349E10|                 0.0|              null|              null|\n",
      "|2017-01-09 00:00:00|125.43000030517578|123.04000091552734|123.55000305175781| 124.9000015258789|2.28804E7| 124.9000015258789|    FACEBOOK|373.37000274658203|8.5428550108428955E9|        1.0|        0.0|3.302567037879638...|                 0.0|              null|              null|\n",
      "|2017-01-10 00:00:00|             125.5|124.27999877929688|124.81999969482422| 124.3499984741211|1.73246E7| 124.3499984741211|    FACEBOOK|374.12999725341797| 6.481652550416565E9|        1.0|        0.0|3.950732292921295E10|                 0.0|              null|              null|\n",
      "|2017-01-11 00:00:00|126.12000274658203|124.05999755859375| 124.3499984741211|126.08999633789062|1.83565E7|126.08999633789062|    FACEBOOK| 376.2699966430664|6.9070001933784485E9|        1.0|        0.0| 4.64143231225914E10|                 0.0|              null|              null|\n",
      "|2017-01-12 00:00:00| 126.7300033569336|124.80000305175781|125.61000061035156|126.62000274658203|1.86539E7|126.62000274658203|    FACEBOOK|378.15000915527344| 7.053972455781555E9|        1.0|        0.0|5.346829557837295...|                 0.0|              null|              null|\n",
      "|2017-01-13 00:00:00|129.27000427246094|127.37000274658203|127.48999786376953|128.33999633789062|2.48843E7|128.33999633789062|    FACEBOOK| 384.9800033569336| 9.579957897534943E9|        1.0|        0.0| 6.30482534759079E10|                 0.0|              null|              null|\n",
      "|2017-01-17 00:00:00|128.33999633789062| 127.4000015258789| 128.0399932861328|127.87000274658203|1.52945E7|127.87000274658203|    FACEBOOK|383.61000061035156| 5.867123154335022E9|        0.0|        1.0| 6.30482534759079E10| 5.867123154335022E9|10.746025235438196| 8.513518232388627|\n",
      "|2017-01-18 00:00:00|128.42999267578125|126.83999633789062|128.41000366210938|127.91999816894531|1.31459E7|127.91999816894531|    FACEBOOK| 383.1899871826172| 5.037377252503967E9|        0.0|        1.0| 6.30482534759079E10|1.090450040683899E10| 5.781856217490335|14.745225612731373|\n",
      "|2017-01-19 00:00:00|128.35000610351562|127.44999694824219|128.22999572753906|127.55000305175781|1.21955E7|127.55000305175781|    FACEBOOK| 383.3500061035156| 4.675144999435425E9|        1.0|        0.0|6.772339847534332E10|1.090450040683899E10| 6.210591585917054| 13.86848760028361|\n",
      "|2017-01-20 00:00:00|128.47999572753906|126.77999877929688|128.10000610351562|127.04000091552734|1.90972E7|127.04000091552734|    FACEBOOK| 382.2999954223633| 7.300859472579956E9|        0.0|        1.0|6.772339847534332E10|1.820535987941894...|3.7199703232400387| 21.18657388747196|\n",
      "|2017-01-23 00:00:00|            129.25|126.94999694824219|127.30999755859375|128.92999267578125|1.65936E7|128.92999267578125|    FACEBOOK|385.12998962402344| 6.390692995825195E9|        1.0|        0.0|7.411409147116852E10|1.820535987941894...| 4.071003922034745|19.719961084130833|\n",
      "|2017-01-24 00:00:00|129.89999389648438| 128.3800048828125| 129.3800048828125| 129.3699951171875|1.51627E7| 129.3699951171875|    FACEBOOK| 387.6499938964844| 5.877820562454224E9|        1.0|        0.0|7.999191203362274E10|1.820535987941894...| 4.393866013275197| 18.53957806031582|\n",
      "|2017-01-25 00:00:00|131.74000549316406|129.77000427246094|             130.0|131.47999572753906|1.87313E7|131.47999572753906|    FACEBOOK|392.99000549316406| 7.361213689894104E9|        1.0|        0.0|8.735312572351685E10|1.820535987941894...| 4.798209225310017|17.246704303715987|\n",
      "|2017-01-26 00:00:00|133.13999938964844|131.44000244140625| 131.6300048828125|132.77999877929688|2.00201E7|132.77999877929688|    FACEBOOK|397.36000061035156| 7.955186948219299E9|        1.0|        0.0|8.832677925794601E10|1.820535987941894...|  4.85169092195749| 17.08907755615847|\n",
      "|2017-01-27 00:00:00| 132.9499969482422| 131.0800018310547|132.67999267578125|132.17999267578125|1.95395E7|132.17999267578125|    FACEBOOK| 396.2099914550781| 7.741745128036499E9|        0.0|        1.0|8.131075689107132E10|2.594710500745544...| 3.133712098814419|24.191331570643438|\n",
      "|2017-01-30 00:00:00| 131.5800018310547|129.60000610351562| 131.5800018310547|130.97999572753906|1.89561E7|130.97999572753906|    FACEBOOK| 392.1600036621094| 7.433824245419312E9|        0.0|        1.0|7.082549730378265E10|3.338092925287475...| 2.121735340776446| 32.03346507110617|\n",
      "|2017-01-31 00:00:00|130.66000366210938|129.52000427246094| 130.1699981689453|130.32000732421875|1.97905E7|130.32000732421875|    FACEBOOK|390.50001525878906| 7.728190551979065E9|        0.0|        1.0|6.228264229293976E10|4.110911980485382E10|1.5150565759762618| 39.76053698163164|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+------------------+--------------------+-----------+-----------+--------------------+--------------------+------------------+------------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "\n",
      "GOOGLE.csv:\n",
      "Dataframe schema:\n",
      "root\n",
      " |-- Date: timestamp (nullable = true)\n",
      " |-- High: double (nullable = true)\n",
      " |-- Low: double (nullable = true)\n",
      " |-- Open: double (nullable = true)\n",
      " |-- Close: double (nullable = true)\n",
      " |-- Volume: double (nullable = true)\n",
      " |-- Adj Close: double (nullable = true)\n",
      " |-- company_name: string (nullable = true)\n",
      "\n",
      "First 40 lines:\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+\n",
      "|               Date|             High|              Low|             Open|            Close|   Volume|        Adj Close|company_name|\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+\n",
      "|2017-01-03 00:00:00|789.6300048828125|775.7999877929688|778.8099975585938|786.1400146484375|1657300.0|786.1400146484375|      GOOGLE|\n",
      "|2017-01-04 00:00:00|791.3400268554688|783.1599731445312|788.3599853515625|786.9000244140625|1073000.0|786.9000244140625|      GOOGLE|\n",
      "|2017-01-05 00:00:00|  794.47998046875|  785.02001953125|786.0800170898438|  794.02001953125|1335200.0|  794.02001953125|      GOOGLE|\n",
      "|2017-01-06 00:00:00|807.9000244140625|792.2039794921875| 795.260009765625|806.1500244140625|1640200.0|806.1500244140625|      GOOGLE|\n",
      "|2017-01-09 00:00:00|809.9660034179688|802.8300170898438|806.4000244140625|806.6500244140625|1274600.0|806.6500244140625|      GOOGLE|\n",
      "|2017-01-10 00:00:00|809.1300048828125| 803.510009765625|807.8599853515625|804.7899780273438|1176800.0|804.7899780273438|      GOOGLE|\n",
      "|2017-01-11 00:00:00|808.1500244140625|801.3699951171875|            805.0|807.9099731445312|1065900.0|807.9099731445312|      GOOGLE|\n",
      "|2017-01-12 00:00:00|807.3900146484375|799.1699829101562|807.1400146484375|806.3599853515625|1353100.0|806.3599853515625|      GOOGLE|\n",
      "|2017-01-13 00:00:00|811.2239990234375|806.6900024414062|  807.47998046875|807.8800048828125|1099200.0|807.8800048828125|      GOOGLE|\n",
      "|2017-01-17 00:00:00|807.1400146484375|800.3699951171875|807.0800170898438|804.6099853515625|1362100.0|804.6099853515625|      GOOGLE|\n",
      "|2017-01-18 00:00:00|806.2050170898438| 800.989990234375|805.8099975585938|806.0700073242188|1294400.0|806.0700073242188|      GOOGLE|\n",
      "|2017-01-19 00:00:00|  809.47998046875|801.7999877929688|805.1199951171875|802.1749877929688| 919300.0|802.1749877929688|      GOOGLE|\n",
      "|2017-01-20 00:00:00|806.9099731445312|801.6900024414062|806.9099731445312|  805.02001953125|1670000.0|  805.02001953125|      GOOGLE|\n",
      "|2017-01-23 00:00:00|820.8699951171875| 803.739990234375|           807.25|819.3099975585938|1963600.0|819.3099975585938|      GOOGLE|\n",
      "|2017-01-24 00:00:00|825.9000244140625|817.8209838867188|822.2999877929688|823.8699951171875|1474000.0|823.8699951171875|      GOOGLE|\n",
      "|2017-01-25 00:00:00|  835.77001953125|825.0599975585938|829.6199951171875|835.6699829101562|1494500.0|835.6699829101562|      GOOGLE|\n",
      "|2017-01-26 00:00:00|            838.0| 827.010009765625|837.8099975585938|832.1500244140625|2973900.0|832.1500244140625|      GOOGLE|\n",
      "|2017-01-27 00:00:00|841.9500122070312|820.4400024414062|834.7100219726562|823.3099975585938|2965800.0|823.3099975585938|      GOOGLE|\n",
      "|2017-01-30 00:00:00|815.8400268554688|799.7999877929688|814.6599731445312|802.3200073242188|3246600.0|802.3200073242188|      GOOGLE|\n",
      "|2017-01-31 00:00:00|           801.25|  790.52001953125|796.8599853515625|796.7899780273438|2160600.0|796.7899780273438|      GOOGLE|\n",
      "|2017-02-01 00:00:00|801.1900024414062|791.1900024414062|799.6799926757812|795.6950073242188|2029700.0|795.6950073242188|      GOOGLE|\n",
      "|2017-02-02 00:00:00|802.7000122070312|            792.0|793.7999877929688| 798.530029296875|1532100.0| 798.530029296875|      GOOGLE|\n",
      "|2017-02-03 00:00:00|            806.0|800.3699951171875| 802.989990234375| 801.489990234375|1463400.0| 801.489990234375|      GOOGLE|\n",
      "|2017-02-06 00:00:00|801.6699829101562|           795.25|799.7000122070312|801.3400268554688|1184500.0|801.3400268554688|      GOOGLE|\n",
      "|2017-02-07 00:00:00|            810.5| 801.780029296875| 803.989990234375| 806.969970703125|1241200.0| 806.969970703125|      GOOGLE|\n",
      "|2017-02-08 00:00:00|811.8400268554688|803.1900024414062|            807.0|808.3800048828125|1155300.0|808.3800048828125|      GOOGLE|\n",
      "|2017-02-09 00:00:00|810.6599731445312|804.5399780273438| 809.510009765625|809.5599975585938| 989700.0|809.5599975585938|      GOOGLE|\n",
      "|2017-02-10 00:00:00|           815.25| 809.780029296875|811.7000122070312|813.6699829101562|1135000.0|813.6699829101562|      GOOGLE|\n",
      "|2017-02-13 00:00:00|    820.958984375| 815.489990234375|            816.0| 819.239990234375|1213300.0| 819.239990234375|      GOOGLE|\n",
      "|2017-02-14 00:00:00|            823.0|            816.0|            819.0|820.4500122070312|1054700.0|820.4500122070312|      GOOGLE|\n",
      "|2017-02-15 00:00:00|            823.0| 818.469970703125|819.3599853515625|  818.97998046875|1313600.0|  818.97998046875|      GOOGLE|\n",
      "|2017-02-16 00:00:00|824.4000244140625|  818.97998046875|819.9299926757812|824.1599731445312|1287600.0|824.1599731445312|      GOOGLE|\n",
      "|2017-02-17 00:00:00|828.0700073242188| 821.655029296875|  823.02001953125|828.0700073242188|1611000.0|828.0700073242188|      GOOGLE|\n",
      "|2017-02-21 00:00:00|833.4500122070312|828.3499755859375|828.6599731445312|831.6599731445312|1262300.0|831.6599731445312|      GOOGLE|\n",
      "|2017-02-22 00:00:00|           833.25|828.6400146484375|828.6599731445312| 830.760009765625| 982900.0| 830.760009765625|      GOOGLE|\n",
      "|2017-02-23 00:00:00|832.4600219726562|822.8800048828125|830.1199951171875|831.3300170898438|1472800.0|831.3300170898438|      GOOGLE|\n",
      "|2017-02-24 00:00:00|            829.0|824.2000122070312|  827.72998046875|828.6400146484375|1392200.0|828.6400146484375|      GOOGLE|\n",
      "|2017-02-27 00:00:00|            830.5|            824.0|824.5499877929688| 829.280029296875|1101500.0| 829.280029296875|      GOOGLE|\n",
      "|2017-02-28 00:00:00|828.5399780273438|820.2000122070312|825.6099853515625|823.2100219726562|2260800.0|823.2100219726562|      GOOGLE|\n",
      "|2017-03-01 00:00:00|836.2550048828125| 827.260009765625|828.8499755859375| 835.239990234375|1496500.0| 835.239990234375|      GOOGLE|\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+\n",
      "only showing top 40 rows\n",
      "\n",
      "Number of observations: 987\n",
      "\n",
      "Period between data points:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.449290060851927\n",
      "+-------+------------------+------------------+------------------+------------------+------------------+------------------+------------+\n",
      "|summary|              High|               Low|              Open|             Close|            Volume|         Adj Close|company_name|\n",
      "+-------+------------------+------------------+------------------+------------------+------------------+------------------+------------+\n",
      "|  count|               987|               987|               987|               987|               987|               987|         987|\n",
      "|   mean|1175.6790605137292|1152.9178970166856|1163.8854444324065|1164.8144006854736|1634631.7335359675|1164.8144006854736|        null|\n",
      "| stddev| 218.8235632110295| 212.2207173542823|214.97779187990264|215.44599608390612| 716425.6760312195|215.44599608390612|        null|\n",
      "|    min| 789.6300048828125| 775.7999877929688| 778.8099975585938| 786.1400146484375|          285821.0| 786.1400146484375|      GOOGLE|\n",
      "|    max|1824.8299560546875|1789.4725341796875|1798.0999755859375|1807.1199951171875|         6207000.0|1807.1199951171875|      GOOGLE|\n",
      "+-------+------------------+------------------+------------------+------------------+------------------+------------------+------------+\n",
      "\n",
      "Number of missing values for each dataframe and column:\n",
      "+----+---+----+-----+------+---------+\n",
      "|High|Low|Open|Close|Volume|Adj Close|\n",
      "+----+---+----+-----+------+---------+\n",
      "|   0|  0|   0|    0|     0|        0|\n",
      "+----+---+----+-----+------+---------+\n",
      "\n",
      "Correlation between 'High' and 'Low':\n",
      "0.9979768472196063\n",
      "Correlation matrix:\n",
      "DenseMatrix([[1.        , 0.99797685, 0.99876601, 0.99852863, 0.07899549,\n",
      "              0.99852863],\n",
      "             [0.99797685, 1.        , 0.99839345, 0.99871947, 0.03681076,\n",
      "              0.99871947],\n",
      "             [0.99876601, 0.99839345, 1.        , 0.99717218, 0.06258244,\n",
      "              0.99717218],\n",
      "             [0.99852863, 0.99871947, 0.99717218, 1.        , 0.05524262,\n",
      "              1.        ],\n",
      "             [0.07899549, 0.03681076, 0.06258244, 0.05524262, 1.        ,\n",
      "              0.05524262],\n",
      "             [0.99852863, 0.99871947, 0.99717218, 1.        , 0.05524262,\n",
      "              1.        ]]) \n",
      "\n",
      "RSI\n",
      "Moving Average\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+-------------+\n",
      "|               Date|             High|              Low|             Open|            Close|   Volume|        Adj Close|company_name|daily_average|\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+-------------+\n",
      "|2017-01-03 00:00:00|789.6300048828125|775.7999877929688|778.8099975585938|786.1400146484375|1657300.0|786.1400146484375|      GOOGLE|         null|\n",
      "|2017-01-04 00:00:00|791.3400268554688|783.1599731445312|788.3599853515625|786.9000244140625|1073000.0|786.9000244140625|      GOOGLE|         null|\n",
      "|2017-01-05 00:00:00|  794.47998046875|  785.02001953125|786.0800170898438|  794.02001953125|1335200.0|  794.02001953125|      GOOGLE|         null|\n",
      "|2017-01-06 00:00:00|807.9000244140625|792.2039794921875| 795.260009765625|806.1500244140625|1640200.0|806.1500244140625|      GOOGLE|         null|\n",
      "|2017-01-09 00:00:00|809.9660034179688|802.8300170898438|806.4000244140625|806.6500244140625|1274600.0|806.6500244140625|      GOOGLE|         null|\n",
      "|2017-01-10 00:00:00|809.1300048828125| 803.510009765625|807.8599853515625|804.7899780273438|1176800.0|804.7899780273438|      GOOGLE|         null|\n",
      "|2017-01-11 00:00:00|808.1500244140625|801.3699951171875|            805.0|807.9099731445312|1065900.0|807.9099731445312|      GOOGLE|         null|\n",
      "|2017-01-12 00:00:00|807.3900146484375|799.1699829101562|807.1400146484375|806.3599853515625|1353100.0|806.3599853515625|      GOOGLE|         null|\n",
      "|2017-01-13 00:00:00|811.2239990234375|806.6900024414062|  807.47998046875|807.8800048828125|1099200.0|807.8800048828125|      GOOGLE|         null|\n",
      "|2017-01-17 00:00:00|807.1400146484375|800.3699951171875|807.0800170898438|804.6099853515625|1362100.0|804.6099853515625|      GOOGLE|         null|\n",
      "|2017-01-18 00:00:00|806.2050170898438| 800.989990234375|805.8099975585938|806.0700073242188|1294400.0|806.0700073242188|      GOOGLE|         null|\n",
      "|2017-01-19 00:00:00|  809.47998046875|801.7999877929688|805.1199951171875|802.1749877929688| 919300.0|802.1749877929688|      GOOGLE|         null|\n",
      "|2017-01-20 00:00:00|806.9099731445312|801.6900024414062|806.9099731445312|  805.02001953125|1670000.0|  805.02001953125|      GOOGLE|         null|\n",
      "|2017-01-23 00:00:00|820.8699951171875| 803.739990234375|           807.25|819.3099975585938|1963600.0|819.3099975585938|      GOOGLE|         null|\n",
      "|2017-01-24 00:00:00|825.9000244140625|817.8209838867188|822.2999877929688|823.8699951171875|1474000.0|823.8699951171875|      GOOGLE|         null|\n",
      "|2017-01-25 00:00:00|  835.77001953125|825.0599975585938|829.6199951171875|835.6699829101562|1494500.0|835.6699829101562|      GOOGLE|         null|\n",
      "|2017-01-26 00:00:00|            838.0| 827.010009765625|837.8099975585938|832.1500244140625|2973900.0|832.1500244140625|      GOOGLE|         null|\n",
      "|2017-01-27 00:00:00|841.9500122070312|820.4400024414062|834.7100219726562|823.3099975585938|2965800.0|823.3099975585938|      GOOGLE|         null|\n",
      "|2017-01-30 00:00:00|815.8400268554688|799.7999877929688|814.6599731445312|802.3200073242188|3246600.0|802.3200073242188|      GOOGLE|         null|\n",
      "|2017-01-31 00:00:00|           801.25|  790.52001953125|796.8599853515625|796.7899780273438|2160600.0|796.7899780273438|      GOOGLE|         null|\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+-------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "volatility\n",
      "+--------------------------+\n",
      "|stddev_samp(daily_average)|\n",
      "+--------------------------+\n",
      "|                      null|\n",
      "+--------------------------+\n",
      "\n",
      "average opening from 2019-04-18 00:00:00 to 2019-05-16 00:00:00\n",
      "+------------------+\n",
      "|         avg(Open)|\n",
      "+------------------+\n",
      "|1195.7559997558594|\n",
      "+------------------+\n",
      "\n",
      "average closing from 2019-04-18 00:00:00 to 2019-05-16 00:00:00\n",
      "+------------------+\n",
      "|        avg(Close)|\n",
      "+------------------+\n",
      "|1199.2804931640626|\n",
      "+------------------+\n",
      "\n",
      "daily return rate\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+--------------------+\n",
      "|               Date|             High|              Low|             Open|            Close|   Volume|        Adj Close|company_name|        daily_return|\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+--------------------+\n",
      "|2017-01-03 00:00:00|789.6300048828125|775.7999877929688|778.8099975585938|786.1400146484375|1657300.0|786.1400146484375|      GOOGLE|  0.9411816890925666|\n",
      "|2017-01-04 00:00:00|791.3400268554688|783.1599731445312|788.3599853515625|786.9000244140625|1073000.0|786.9000244140625|      GOOGLE|  -0.185189629690419|\n",
      "|2017-01-05 00:00:00|  794.47998046875|  785.02001953125|786.0800170898438|  794.02001953125|1335200.0|  794.02001953125|      GOOGLE|  1.0100755990212076|\n",
      "|2017-01-06 00:00:00|807.9000244140625|792.2039794921875| 795.260009765625|806.1500244140625|1640200.0|806.1500244140625|      GOOGLE|  1.3693653037636018|\n",
      "|2017-01-09 00:00:00|809.9660034179688|802.8300170898438|806.4000244140625|806.6500244140625|1274600.0|806.6500244140625|      GOOGLE| 0.03100198318838746|\n",
      "|2017-01-10 00:00:00|809.1300048828125| 803.510009765625|807.8599853515625|804.7899780273438|1176800.0|804.7899780273438|      GOOGLE| -0.3800172529751863|\n",
      "|2017-01-11 00:00:00|808.1500244140625|801.3699951171875|            805.0|807.9099731445312|1065900.0|807.9099731445312|      GOOGLE| 0.36148734714673914|\n",
      "|2017-01-12 00:00:00|807.3900146484375|799.1699829101562|807.1400146484375|806.3599853515625|1353100.0|806.3599853515625|      GOOGLE|-0.09664113818155255|\n",
      "|2017-01-13 00:00:00|811.2239990234375|806.6900024414062|  807.47998046875|807.8800048828125|1099200.0|807.8800048828125|      GOOGLE| 0.04953985532003926|\n",
      "|2017-01-17 00:00:00|807.1400146484375|800.3699951171875|807.0800170898438|804.6099853515625|1362100.0|804.6099853515625|      GOOGLE| -0.3060454584401248|\n",
      "|2017-01-18 00:00:00|806.2050170898438| 800.989990234375|805.8099975585938|806.0700073242188|1294400.0|806.0700073242188|      GOOGLE| 0.03226688256695321|\n",
      "|2017-01-19 00:00:00|  809.47998046875|801.7999877929688|805.1199951171875|802.1749877929688| 919300.0|802.1749877929688|      GOOGLE| -0.3657848944355302|\n",
      "|2017-01-20 00:00:00|806.9099731445312|801.6900024414062|806.9099731445312|  805.02001953125|1670000.0|  805.02001953125|      GOOGLE|-0.23422112455942184|\n",
      "|2017-01-23 00:00:00|820.8699951171875| 803.739990234375|           807.25|819.3099975585938|1963600.0|819.3099975585938|      GOOGLE|  1.4939606761961908|\n",
      "|2017-01-24 00:00:00|825.9000244140625|817.8209838867188|822.2999877929688|823.8699951171875|1474000.0|823.8699951171875|      GOOGLE| 0.19092877873348968|\n",
      "|2017-01-25 00:00:00|  835.77001953125|825.0599975585938|829.6199951171875|835.6699829101562|1494500.0|835.6699829101562|      GOOGLE|  0.7292480688238671|\n",
      "|2017-01-26 00:00:00|            838.0| 827.010009765625|837.8099975585938|832.1500244140625|2973900.0|832.1500244140625|      GOOGLE| -0.6755676300145141|\n",
      "|2017-01-27 00:00:00|841.9500122070312|820.4400024414062|834.7100219726562|823.3099975585938|2965800.0|823.3099975585938|      GOOGLE| -1.3657466801609752|\n",
      "|2017-01-30 00:00:00|815.8400268554688|799.7999877929688|814.6599731445312|802.3200073242188|3246600.0|802.3200073242188|      GOOGLE| -1.5147382008571115|\n",
      "|2017-01-31 00:00:00|           801.25|  790.52001953125|796.8599853515625|796.7899780273438|2160600.0|796.7899780273438|      GOOGLE|-0.00878539837683829|\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+--------------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "return rate from 2019-04-18 00:00:00 to 2019-05-16 00:00:00\n",
      "-0.04858056991952706\n",
      "IMI score\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+-----------------+------------------+---------+---------+-----------------+----------------+-----------------+-----------------+------------------+\n",
      "|               Date|             High|              Low|             Open|            Close|   Volume|        Adj Close|company_name|       daily_gain|        daily_loss|gain_bool|loss_bool|         net_gain|        net_loss|           mgains|          mlosses|               imi|\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+-----------------+------------------+---------+---------+-----------------+----------------+-----------------+-----------------+------------------+\n",
      "|2017-01-03 00:00:00|789.6300048828125|775.7999877929688|778.8099975585938|786.1400146484375|1657300.0|786.1400146484375|      GOOGLE| 7.33001708984375| -7.33001708984375|      1.0|      0.0| 7.33001708984375|            -0.0| 7.33001708984375|              0.0|             100.0|\n",
      "|2017-01-04 00:00:00|791.3400268554688|783.1599731445312|788.3599853515625|786.9000244140625|1073000.0|786.9000244140625|      GOOGLE|    -1.4599609375|      1.4599609375|      0.0|      1.0|             -0.0|    1.4599609375| 7.33001708984375|     1.4599609375| 83.39061903273965|\n",
      "|2017-01-05 00:00:00|  794.47998046875|  785.02001953125|786.0800170898438|  794.02001953125|1335200.0|  794.02001953125|      GOOGLE| 7.94000244140625| -7.94000244140625|      1.0|      0.0| 7.94000244140625|            -0.0|   15.27001953125|     1.4599609375|  91.2733852844176|\n",
      "|2017-01-06 00:00:00|807.9000244140625|792.2039794921875| 795.260009765625|806.1500244140625|1640200.0|806.1500244140625|      GOOGLE| 10.8900146484375| -10.8900146484375|      1.0|      0.0| 10.8900146484375|            -0.0| 26.1600341796875|     1.4599609375| 94.71411587400503|\n",
      "|2017-01-09 00:00:00|809.9660034179688|802.8300170898438|806.4000244140625|806.6500244140625|1274600.0|806.6500244140625|      GOOGLE|             0.25|             -0.25|      1.0|      0.0|             0.25|            -0.0| 26.4100341796875|     1.4599609375|  94.7615314198615|\n",
      "|2017-01-10 00:00:00|809.1300048828125| 803.510009765625|807.8599853515625|804.7899780273438|1176800.0|804.7899780273438|      GOOGLE|-3.07000732421875|  3.07000732421875|      0.0|      1.0|             -0.0|3.07000732421875| 26.4100341796875| 4.52996826171875| 85.35886262356462|\n",
      "|2017-01-11 00:00:00|808.1500244140625|801.3699951171875|            805.0|807.9099731445312|1065900.0|807.9099731445312|      GOOGLE| 2.90997314453125| -2.90997314453125|      1.0|      0.0| 2.90997314453125|            -0.0|29.32000732421875| 4.52996826171875| 86.61751394703911|\n",
      "|2017-01-12 00:00:00|807.3900146484375|799.1699829101562|807.1400146484375|806.3599853515625|1353100.0|806.3599853515625|      GOOGLE|  -0.780029296875|    0.780029296875|      0.0|      1.0|             -0.0|  0.780029296875|29.32000732421875| 5.30999755859375| 84.66648336734946|\n",
      "|2017-01-13 00:00:00|811.2239990234375|806.6900024414062|  807.47998046875|807.8800048828125|1099200.0|807.8800048828125|      GOOGLE|  0.4000244140625|  -0.4000244140625|      1.0|      0.0|  0.4000244140625|            -0.0|29.72003173828125| 5.30999755859375|  84.8415840204066|\n",
      "|2017-01-17 00:00:00|807.1400146484375|800.3699951171875|807.0800170898438|804.6099853515625|1362100.0|804.6099853515625|      GOOGLE|-2.47003173828125|  2.47003173828125|      0.0|      1.0|             -0.0|2.47003173828125|29.72003173828125|   7.780029296875| 79.25328897576665|\n",
      "|2017-01-18 00:00:00|806.2050170898438| 800.989990234375|805.8099975585938|806.0700073242188|1294400.0|806.0700073242188|      GOOGLE|   0.260009765625|   -0.260009765625|      1.0|      0.0|   0.260009765625|            -0.0|29.98004150390625|   7.780029296875|  79.3961474862647|\n",
      "|2017-01-19 00:00:00|  809.47998046875|801.7999877929688|805.1199951171875|802.1749877929688| 919300.0|802.1749877929688|      GOOGLE|-2.94500732421875|  2.94500732421875|      0.0|      1.0|             -0.0|2.94500732421875|29.98004150390625|10.72503662109375| 73.65184612062761|\n",
      "|2017-01-20 00:00:00|806.9099731445312|801.6900024414062|806.9099731445312|  805.02001953125|1670000.0|  805.02001953125|      GOOGLE|-1.88995361328125|  1.88995361328125|      0.0|      1.0|             -0.0|1.88995361328125|29.98004150390625|  12.614990234375| 70.38389286364216|\n",
      "|2017-01-23 00:00:00|820.8699951171875| 803.739990234375|           807.25|819.3099975585938|1963600.0|819.3099975585938|      GOOGLE|12.05999755859375|-12.05999755859375|      1.0|      0.0|12.05999755859375|            -0.0|    42.0400390625|  12.614990234375|   76.918884873608|\n",
      "|2017-01-24 00:00:00|825.9000244140625|817.8209838867188|822.2999877929688|823.8699951171875|1474000.0|823.8699951171875|      GOOGLE| 1.57000732421875| -1.57000732421875|      1.0|      0.0| 1.57000732421875|            -0.0|43.61004638671875|  12.614990234375| 77.56339347648859|\n",
      "|2017-01-25 00:00:00|  835.77001953125|825.0599975585938|829.6199951171875|835.6699829101562|1494500.0|835.6699829101562|      GOOGLE| 6.04998779296875| -6.04998779296875|      1.0|      0.0| 6.04998779296875|            -0.0|42.33001708984375|  12.614990234375| 77.04069787462828|\n",
      "|2017-01-26 00:00:00|            838.0| 827.010009765625|837.8099975585938|832.1500244140625|2973900.0|832.1500244140625|      GOOGLE|-5.65997314453125|  5.65997314453125|      0.0|      1.0|             -0.0|5.65997314453125|42.33001708984375|16.81500244140625| 71.56987591741036|\n",
      "|2017-01-27 00:00:00|841.9500122070312|820.4400024414062|834.7100219726562|823.3099975585938|2965800.0|823.3099975585938|      GOOGLE|-11.4000244140625|  11.4000244140625|      0.0|      1.0|             -0.0|11.4000244140625| 34.3900146484375|28.21502685546875|  54.9317017005599|\n",
      "|2017-01-30 00:00:00|815.8400268554688|799.7999877929688|814.6599731445312|802.3200073242188|3246600.0|802.3200073242188|      GOOGLE|-12.3399658203125|  12.3399658203125|      0.0|      1.0|             -0.0|12.3399658203125|             23.5|40.55499267578125|36.687226113578475|\n",
      "|2017-01-31 00:00:00|           801.25|  790.52001953125|796.8599853515625|796.7899780273438|2160600.0|796.7899780273438|      GOOGLE|-0.07000732421875|  0.07000732421875|      0.0|      1.0|             -0.0|0.07000732421875|            23.25|           40.625|36.399217221135025|\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+-----------------+------------------+---------+---------+-----------------+----------------+-----------------+-----------------+------------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "Money Flow Index\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+------------------+--------------------+-----------+-----------+--------------------+--------------------+------------------+------------------+\n",
      "|               Date|             High|              Low|             Open|            Close|   Volume|        Adj Close|company_name|     typical_price|      raw_money_flow|is_pos_flow|is_neg_flow|     pos_period_flow|     neg_period_flow|  money_flow_ratio|  money_flow_index|\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+------------------+--------------------+-----------+-----------+--------------------+--------------------+------------------+------------------+\n",
      "|2017-01-03 00:00:00|789.6300048828125|775.7999877929688|778.8099975585938|786.1400146484375|1657300.0|786.1400146484375|      GOOGLE|2351.5700073242188|3.8972569731384277E9|       null|       null|                null|                null|              null|              null|\n",
      "|2017-01-04 00:00:00|791.3400268554688|783.1599731445312|788.3599853515625|786.9000244140625|1073000.0|786.9000244140625|      GOOGLE|2361.4000244140625| 2.533782226196289E9|        1.0|        0.0| 2.533782226196289E9|                 0.0|              null|              null|\n",
      "|2017-01-05 00:00:00|  794.47998046875|  785.02001953125|786.0800170898438|  794.02001953125|1335200.0|  794.02001953125|      GOOGLE|  2373.52001953125| 3.169123930078125E9|        1.0|        0.0| 5.702906156274414E9|                 0.0|              null|              null|\n",
      "|2017-01-06 00:00:00|807.9000244140625|792.2039794921875| 795.260009765625|806.1500244140625|1640200.0|806.1500244140625|      GOOGLE|2406.2540283203125|3.9467378572509766E9|        1.0|        0.0|  9.64964401352539E9|                 0.0|              null|              null|\n",
      "|2017-01-09 00:00:00|809.9660034179688|802.8300170898438|806.4000244140625|806.6500244140625|1274600.0|806.6500244140625|      GOOGLE| 2419.446044921875| 3.083825928857422E9|        1.0|        0.0|1.273346994238281...|                 0.0|              null|              null|\n",
      "|2017-01-10 00:00:00|809.1300048828125| 803.510009765625|807.8599853515625|804.7899780273438|1176800.0|804.7899780273438|      GOOGLE|2417.4299926757812|2.8448316153808594E9|        0.0|        1.0|1.273346994238281...|2.8448316153808594E9| 4.476001276679458| 18.26150049048894|\n",
      "|2017-01-11 00:00:00|808.1500244140625|801.3699951171875|            805.0|807.9099731445312|1065900.0|807.9099731445312|      GOOGLE|2417.4299926757812| 2.576738629193115E9|        0.0|        0.0|1.273346994238281...|2.8448316153808594E9| 4.476001276679458| 18.26150049048894|\n",
      "|2017-01-12 00:00:00|807.3900146484375|799.1699829101562|807.1400146484375|806.3599853515625|1353100.0|806.3599853515625|      GOOGLE|2412.9199829101562|3.2649220288757324E9|        0.0|        1.0|1.273346994238281...| 6.109753644256592E9| 2.084121665748794|32.424142377574135|\n",
      "|2017-01-13 00:00:00|811.2239990234375|806.6900024414062|  807.47998046875|807.8800048828125|1099200.0|807.8800048828125|      GOOGLE|2425.7940063476562|2.6664327717773438E9|        1.0|        0.0|1.539990271416015...| 6.109753644256592E9|2.5205439713001634| 28.40470132320752|\n",
      "|2017-01-17 00:00:00|807.1400146484375|800.3699951171875|807.0800170898438|804.6099853515625|1362100.0|804.6099853515625|      GOOGLE|2412.1199951171875| 3.285548645349121E9|        0.0|        1.0|1.539990271416015...| 9.395302289605713E9|1.6391066768759002| 37.89160964056867|\n",
      "|2017-01-18 00:00:00|806.2050170898438| 800.989990234375|805.8099975585938|806.0700073242188|1294400.0|806.0700073242188|      GOOGLE|2413.2650146484375|3.1237302349609375E9|        1.0|        0.0|1.852363294912109...| 9.395302289605713E9|1.9715845619586194|33.652079526920275|\n",
      "|2017-01-19 00:00:00|  809.47998046875|801.7999877929688|805.1199951171875|802.1749877929688| 919300.0|802.1749877929688|      GOOGLE|2413.4549560546875| 2.218689141101074E9|        1.0|        0.0|2.074232209022216...| 9.395302289605713E9|2.2077333385185467| 31.17466118495492|\n",
      "|2017-01-20 00:00:00|806.9099731445312|801.6900024414062|806.9099731445312|  805.02001953125|1670000.0|  805.02001953125|      GOOGLE|2413.6199951171875| 4.030745391845703E9|        1.0|        0.0|2.477306748206787E10| 9.395302289605713E9|2.6367504438335114|27.497075079638858|\n",
      "|2017-01-23 00:00:00|820.8699951171875| 803.739990234375|           807.25|819.3099975585938|1963600.0|819.3099975585938|      GOOGLE|2443.9199829101562| 4.798881278442383E9|        1.0|        0.0|2.957194876051025...| 9.395302289605713E9|3.1475249916361427|  24.1107649023596|\n",
      "|2017-01-24 00:00:00|825.9000244140625|817.8209838867188|822.2999877929688|823.8699951171875|1474000.0|823.8699951171875|      GOOGLE|2467.5910034179688| 3.637229139038086E9|        1.0|        0.0|3.320917789954834E10| 9.395302289605713E9| 3.534657733821783| 22.05238098878977|\n",
      "|2017-01-25 00:00:00|  835.77001953125|825.0599975585938|829.6199951171875|835.6699829101562|1494500.0|835.6699829101562|      GOOGLE|            2496.5|        3.73101925E9|        1.0|        0.0|3.694019714954834E10| 9.395302289605713E9| 3.931773136284962| 20.27668289610918|\n",
      "|2017-01-26 00:00:00|            838.0| 827.010009765625|837.8099975585938|832.1500244140625|2973900.0|832.1500244140625|      GOOGLE|2497.1600341796875| 7.426304225646973E9|        1.0|        0.0|4.183271914899902E10| 9.395302289605713E9| 4.452514443870501|18.340162328669482|\n",
      "|2017-01-27 00:00:00|841.9500122070312|820.4400024414062|834.7100219726562|823.3099975585938|2965800.0|823.3099975585938|      GOOGLE|2485.7000122070312| 7.372089096203613E9|        0.0|        1.0| 3.86635952189209E10|1.676739138580932...|2.3058801652141843|30.249130338189712|\n",
      "|2017-01-30 00:00:00|815.8400268554688|799.7999877929688|814.6599731445312|802.3200073242188|3246600.0|802.3200073242188|      GOOGLE|2417.9600219726562| 7.850149007336426E9|        0.0|        1.0|3.471685736166992E10|2.461754039314575...| 1.410248822881433|41.489492309118035|\n",
      "|2017-01-31 00:00:00|           801.25|  790.52001953125|796.8599853515625|796.7899780273438|2160600.0|796.7899780273438|      GOOGLE|2388.5599975585938| 5.160722730725098E9|        0.0|        1.0| 3.16330314328125E10|2.977826312387085E10|1.0622859802543296|48.489880141486296|\n",
      "+-------------------+-----------------+-----------------+-----------------+-----------------+---------+-----------------+------------+------------------+--------------------+-----------+-----------+--------------------+--------------------+------------------+------------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "\n",
      "MICROSOFT.csv:\n",
      "Dataframe schema:\n",
      "root\n",
      " |-- Date: timestamp (nullable = true)\n",
      " |-- High: double (nullable = true)\n",
      " |-- Low: double (nullable = true)\n",
      " |-- Open: double (nullable = true)\n",
      " |-- Close: double (nullable = true)\n",
      " |-- Volume: double (nullable = true)\n",
      " |-- Adj Close: double (nullable = true)\n",
      " |-- company_name: string (nullable = true)\n",
      "\n",
      "First 40 lines:\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+\n",
      "|               Date|              High|               Low|              Open|             Close|   Volume|         Adj Close|company_name|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+\n",
      "|2017-01-03 00:00:00| 62.84000015258789|62.130001068115234|62.790000915527344| 62.58000183105469|2.06941E7| 58.67324447631836|   MICROSOFT|\n",
      "|2017-01-04 00:00:00|             62.75|62.119998931884766| 62.47999954223633| 62.29999923706055|  2.134E7| 58.41072463989258|   MICROSOFT|\n",
      "|2017-01-05 00:00:00| 62.65999984741211|62.029998779296875|62.189998626708984| 62.29999923706055| 2.4876E7| 58.41072463989258|   MICROSOFT|\n",
      "|2017-01-06 00:00:00|63.150001525878906|62.040000915527344| 62.29999923706055| 62.84000015258789|1.99229E7|58.917015075683594|   MICROSOFT|\n",
      "|2017-01-09 00:00:00| 63.08000183105469|62.540000915527344|  62.7599983215332| 62.63999938964844|2.03827E7|58.729496002197266|   MICROSOFT|\n",
      "|2017-01-10 00:00:00| 63.06999969482422|62.279998779296875| 62.72999954223633|62.619998931884766| 1.8593E7| 58.71074676513672|   MICROSOFT|\n",
      "|2017-01-11 00:00:00| 63.22999954223633| 62.43000030517578| 62.61000061035156|63.189998626708984|2.15173E7| 59.24515914916992|   MICROSOFT|\n",
      "|2017-01-12 00:00:00|63.400001525878906| 61.95000076293945|63.060001373291016| 62.61000061035156|2.09682E7| 58.70137023925781|   MICROSOFT|\n",
      "|2017-01-13 00:00:00|62.869998931884766|62.349998474121094|62.619998931884766| 62.70000076293945|1.94223E7|  58.7857551574707|   MICROSOFT|\n",
      "|2017-01-17 00:00:00| 62.70000076293945|62.029998779296875| 62.68000030517578|62.529998779296875| 2.0664E7| 58.62636947631836|   MICROSOFT|\n",
      "|2017-01-18 00:00:00| 62.70000076293945|62.119998931884766| 62.66999816894531|              62.5|1.96701E7| 58.59824752807617|   MICROSOFT|\n",
      "|2017-01-19 00:00:00| 62.97999954223633| 62.20000076293945|  62.2400016784668| 62.29999923706055|1.84517E7| 58.41072463989258|   MICROSOFT|\n",
      "|2017-01-20 00:00:00| 62.81999969482422|62.369998931884766| 62.66999816894531|  62.7400016784668|3.02135E7| 58.82326126098633|   MICROSOFT|\n",
      "|2017-01-23 00:00:00|63.119998931884766| 62.56999969482422| 62.70000076293945|62.959999084472656|2.30976E7| 59.02952575683594|   MICROSOFT|\n",
      "|2017-01-24 00:00:00|  63.7400016784668|62.939998626708984| 63.20000076293945| 63.52000045776367|2.46729E7|59.554569244384766|   MICROSOFT|\n",
      "|2017-01-25 00:00:00|  64.0999984741211| 63.45000076293945| 63.95000076293945| 63.68000030517578|2.36727E7| 59.70457458496094|   MICROSOFT|\n",
      "|2017-01-26 00:00:00| 64.54000091552734| 63.54999923706055| 64.12000274658203|  64.2699966430664|4.35546E7| 60.25773620605469|   MICROSOFT|\n",
      "|2017-01-27 00:00:00| 65.91000366210938| 64.88999938964844| 65.38999938964844| 65.77999877929688| 4.4818E7| 61.67348098754883|   MICROSOFT|\n",
      "|2017-01-30 00:00:00| 65.79000091552734| 64.80000305175781| 65.69000244140625| 65.12999725341797|3.16514E7| 61.06404495239258|   MICROSOFT|\n",
      "|2017-01-31 00:00:00|  65.1500015258789| 64.26000213623047| 64.86000061035156|  64.6500015258789|2.52705E7| 60.61402130126953|   MICROSOFT|\n",
      "|2017-02-01 00:00:00| 64.62000274658203|63.470001220703125| 64.36000061035156| 63.58000183105469|3.96715E7| 59.61082458496094|   MICROSOFT|\n",
      "|2017-02-02 00:00:00| 63.40999984741211|             62.75|             63.25| 63.16999816894531| 4.5827E7| 59.22640609741211|   MICROSOFT|\n",
      "|2017-02-03 00:00:00| 63.70000076293945| 63.06999969482422|              63.5| 63.68000030517578|3.03018E7| 59.70457458496094|   MICROSOFT|\n",
      "|2017-02-06 00:00:00|63.650001525878906| 63.13999938964844|              63.5| 63.63999938964844|1.97964E7| 59.66706848144531|   MICROSOFT|\n",
      "|2017-02-07 00:00:00|63.779998779296875| 63.22999954223633|  63.7400016784668| 63.43000030517578|2.02772E7| 59.47018051147461|   MICROSOFT|\n",
      "|2017-02-08 00:00:00|63.810001373291016|63.220001220703125| 63.56999969482422| 63.34000015258789|1.80964E7|59.385799407958984|   MICROSOFT|\n",
      "|2017-02-09 00:00:00| 64.44000244140625| 63.31999969482422| 63.52000045776367| 64.05999755859375|2.26444E7|60.060848236083984|   MICROSOFT|\n",
      "|2017-02-10 00:00:00| 64.30000305175781| 63.97999954223633|             64.25|              64.0|1.81707E7| 60.00460433959961|   MICROSOFT|\n",
      "|2017-02-13 00:00:00| 64.86000061035156| 64.12999725341797| 64.23999786376953| 64.72000122070312|2.29201E7| 60.67965316772461|   MICROSOFT|\n",
      "|2017-02-14 00:00:00| 64.72000122070312|  64.0199966430664| 64.41000366210938| 64.56999969482422|2.31084E7|60.906044006347656|   MICROSOFT|\n",
      "|2017-02-15 00:00:00| 64.56999969482422| 64.16000366210938|              64.5| 64.52999877929688|1.70052E7|  60.8682975769043|   MICROSOFT|\n",
      "|2017-02-16 00:00:00| 65.23999786376953| 64.44000244140625| 64.73999786376953|  64.5199966430664|2.05463E7| 60.85886001586914|   MICROSOFT|\n",
      "|2017-02-17 00:00:00| 64.69000244140625| 64.30000305175781| 64.47000122070312| 64.62000274658203|2.12488E7| 60.95319747924805|   MICROSOFT|\n",
      "|2017-02-21 00:00:00| 64.94999694824219| 64.44999694824219| 64.61000061035156| 64.48999786376953|2.06559E7|60.830570220947266|   MICROSOFT|\n",
      "|2017-02-22 00:00:00| 64.38999938964844| 64.05000305175781| 64.33000183105469| 64.36000061035156|1.92927E7| 60.70794677734375|   MICROSOFT|\n",
      "|2017-02-23 00:00:00|  64.7300033569336| 64.19000244140625| 64.41999816894531| 64.62000274658203|2.02731E7| 60.95319747924805|   MICROSOFT|\n",
      "|2017-02-24 00:00:00| 64.80000305175781| 64.13999938964844| 64.52999877929688| 64.62000274658203|2.17968E7| 60.95319747924805|   MICROSOFT|\n",
      "|2017-02-27 00:00:00| 64.54000091552734| 64.05000305175781| 64.54000091552734|  64.2300033569336|1.58715E7|60.585330963134766|   MICROSOFT|\n",
      "|2017-02-28 00:00:00| 64.19999694824219|  63.7599983215332| 64.08000183105469| 63.97999954223633|2.32398E7| 60.34950256347656|   MICROSOFT|\n",
      "|2017-03-01 00:00:00| 64.98999786376953|  64.0199966430664| 64.12999725341797| 64.94000244140625|2.69375E7| 61.25505065917969|   MICROSOFT|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+\n",
      "only showing top 40 rows\n",
      "\n",
      "Number of observations: 987\n",
      "\n",
      "Period between data points:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.449290060851927\n",
      "+-------+------------------+------------------+------------------+------------------+--------------------+------------------+------------+\n",
      "|summary|              High|               Low|              Open|             Close|              Volume|         Adj Close|company_name|\n",
      "+-------+------------------+------------------+------------------+------------------+--------------------+------------------+------------+\n",
      "|  count|               987|               987|               987|               987|                 987|               987|         987|\n",
      "|   mean|123.52858665334901|121.02308006634466|122.32611970601957|122.34503256924367|2.9104952561296858E7|119.77032003045203|        null|\n",
      "| stddev| 46.40416482581066|45.038031013567725| 45.73307377448831| 45.74600811823214|1.3627194702253582E7| 46.76978863281242|        null|\n",
      "|    min| 62.65999984741211| 61.95000076293945|62.189998626708984| 62.29999923706055|           6486678.0| 58.41072463989258|   MICROSOFT|\n",
      "|    max|232.86000061035156|227.35000610351562|229.27000427246094|231.64999389648438|          1.112421E8|231.04510498046875|   MICROSOFT|\n",
      "+-------+------------------+------------------+------------------+------------------+--------------------+------------------+------------+\n",
      "\n",
      "Number of missing values for each dataframe and column:\n",
      "+----+---+----+-----+------+---------+\n",
      "|High|Low|Open|Close|Volume|Adj Close|\n",
      "+----+---+----+-----+------+---------+\n",
      "|   0|  0|   0|    0|     0|        0|\n",
      "+----+---+----+-----+------+---------+\n",
      "\n",
      "Correlation between 'High' and 'Low':\n",
      "0.9992175051106363\n",
      "Correlation matrix:\n",
      "DenseMatrix([[1.        , 0.99921751, 0.99956925, 0.99944407, 0.26261179,\n",
      "              0.99947039],\n",
      "             [0.99921751, 1.        , 0.99950716, 0.99953128, 0.23309821,\n",
      "              0.99949715],\n",
      "             [0.99956925, 0.99950716, 1.        , 0.9990912 , 0.24904375,\n",
      "              0.99909304],\n",
      "             [0.99944407, 0.99953128, 0.9990912 , 1.        , 0.2456798 ,\n",
      "              0.99997632],\n",
      "             [0.26261179, 0.23309821, 0.24904375, 0.2456798 , 1.        ,\n",
      "              0.24681487],\n",
      "             [0.99947039, 0.99949715, 0.99909304, 0.99997632, 0.24681487,\n",
      "              1.        ]]) \n",
      "\n",
      "RSI\n",
      "Moving Average\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+-------------+\n",
      "|               Date|              High|               Low|              Open|             Close|   Volume|         Adj Close|company_name|daily_average|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+-------------+\n",
      "|2017-01-03 00:00:00| 62.84000015258789|62.130001068115234|62.790000915527344| 62.58000183105469|2.06941E7| 58.67324447631836|   MICROSOFT|         null|\n",
      "|2017-01-04 00:00:00|             62.75|62.119998931884766| 62.47999954223633| 62.29999923706055|  2.134E7| 58.41072463989258|   MICROSOFT|         null|\n",
      "|2017-01-05 00:00:00| 62.65999984741211|62.029998779296875|62.189998626708984| 62.29999923706055| 2.4876E7| 58.41072463989258|   MICROSOFT|         null|\n",
      "|2017-01-06 00:00:00|63.150001525878906|62.040000915527344| 62.29999923706055| 62.84000015258789|1.99229E7|58.917015075683594|   MICROSOFT|         null|\n",
      "|2017-01-09 00:00:00| 63.08000183105469|62.540000915527344|  62.7599983215332| 62.63999938964844|2.03827E7|58.729496002197266|   MICROSOFT|         null|\n",
      "|2017-01-10 00:00:00| 63.06999969482422|62.279998779296875| 62.72999954223633|62.619998931884766| 1.8593E7| 58.71074676513672|   MICROSOFT|         null|\n",
      "|2017-01-11 00:00:00| 63.22999954223633| 62.43000030517578| 62.61000061035156|63.189998626708984|2.15173E7| 59.24515914916992|   MICROSOFT|         null|\n",
      "|2017-01-12 00:00:00|63.400001525878906| 61.95000076293945|63.060001373291016| 62.61000061035156|2.09682E7| 58.70137023925781|   MICROSOFT|         null|\n",
      "|2017-01-13 00:00:00|62.869998931884766|62.349998474121094|62.619998931884766| 62.70000076293945|1.94223E7|  58.7857551574707|   MICROSOFT|         null|\n",
      "|2017-01-17 00:00:00| 62.70000076293945|62.029998779296875| 62.68000030517578|62.529998779296875| 2.0664E7| 58.62636947631836|   MICROSOFT|         null|\n",
      "|2017-01-18 00:00:00| 62.70000076293945|62.119998931884766| 62.66999816894531|              62.5|1.96701E7| 58.59824752807617|   MICROSOFT|         null|\n",
      "|2017-01-19 00:00:00| 62.97999954223633| 62.20000076293945|  62.2400016784668| 62.29999923706055|1.84517E7| 58.41072463989258|   MICROSOFT|         null|\n",
      "|2017-01-20 00:00:00| 62.81999969482422|62.369998931884766| 62.66999816894531|  62.7400016784668|3.02135E7| 58.82326126098633|   MICROSOFT|         null|\n",
      "|2017-01-23 00:00:00|63.119998931884766| 62.56999969482422| 62.70000076293945|62.959999084472656|2.30976E7| 59.02952575683594|   MICROSOFT|         null|\n",
      "|2017-01-24 00:00:00|  63.7400016784668|62.939998626708984| 63.20000076293945| 63.52000045776367|2.46729E7|59.554569244384766|   MICROSOFT|         null|\n",
      "|2017-01-25 00:00:00|  64.0999984741211| 63.45000076293945| 63.95000076293945| 63.68000030517578|2.36727E7| 59.70457458496094|   MICROSOFT|         null|\n",
      "|2017-01-26 00:00:00| 64.54000091552734| 63.54999923706055| 64.12000274658203|  64.2699966430664|4.35546E7| 60.25773620605469|   MICROSOFT|         null|\n",
      "|2017-01-27 00:00:00| 65.91000366210938| 64.88999938964844| 65.38999938964844| 65.77999877929688| 4.4818E7| 61.67348098754883|   MICROSOFT|         null|\n",
      "|2017-01-30 00:00:00| 65.79000091552734| 64.80000305175781| 65.69000244140625| 65.12999725341797|3.16514E7| 61.06404495239258|   MICROSOFT|         null|\n",
      "|2017-01-31 00:00:00|  65.1500015258789| 64.26000213623047| 64.86000061035156|  64.6500015258789|2.52705E7| 60.61402130126953|   MICROSOFT|         null|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+-------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "volatility\n",
      "+--------------------------+\n",
      "|stddev_samp(daily_average)|\n",
      "+--------------------------+\n",
      "|                      null|\n",
      "+--------------------------+\n",
      "\n",
      "average opening from 2019-04-18 00:00:00 to 2019-05-16 00:00:00\n",
      "+------------------+\n",
      "|         avg(Open)|\n",
      "+------------------+\n",
      "|126.32600021362305|\n",
      "+------------------+\n",
      "\n",
      "average closing from 2019-04-18 00:00:00 to 2019-05-16 00:00:00\n",
      "+------------------+\n",
      "|        avg(Close)|\n",
      "+------------------+\n",
      "|126.74099922180176|\n",
      "+------------------+\n",
      "\n",
      "daily return rate\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+--------------------+\n",
      "|               Date|              High|               Low|              Open|             Close|   Volume|         Adj Close|company_name|        daily_return|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+--------------------+\n",
      "|2017-01-03 00:00:00| 62.84000015258789|62.130001068115234|62.790000915527344| 62.58000183105469|2.06941E7| 58.67324447631836|   MICROSOFT| -0.3344466975803556|\n",
      "|2017-01-04 00:00:00|             62.75|62.119998931884766| 62.47999954223633| 62.29999923706055|  2.134E7| 58.41072463989258|   MICROSOFT|-0.28809268004891947|\n",
      "|2017-01-05 00:00:00| 62.65999984741211|62.029998779296875|62.189998626708984| 62.29999923706055| 2.4876E7| 58.41072463989258|   MICROSOFT| 0.17687829680111958|\n",
      "|2017-01-06 00:00:00|63.150001525878906|62.040000915527344| 62.29999923706055| 62.84000015258789|1.99229E7|58.917015075683594|   MICROSOFT|  0.8667751559234564|\n",
      "|2017-01-09 00:00:00| 63.08000183105469|62.540000915527344|  62.7599983215332| 62.63999938964844|2.03827E7|58.729496002197266|   MICROSOFT| -0.1912028921192522|\n",
      "|2017-01-10 00:00:00| 63.06999969482422|62.279998779296875| 62.72999954223633|62.619998931884766| 1.8593E7| 58.71074676513672|   MICROSOFT|-0.17535566898497856|\n",
      "|2017-01-11 00:00:00| 63.22999954223633| 62.43000030517578| 62.61000061035156|63.189998626708984|2.15173E7| 59.24515914916992|   MICROSOFT|  0.9263664122397861|\n",
      "|2017-01-12 00:00:00|63.400001525878906| 61.95000076293945|63.060001373291016| 62.61000061035156|2.09682E7| 58.70137023925781|   MICROSOFT| -0.7136072837607809|\n",
      "|2017-01-13 00:00:00|62.869998931884766|62.349998474121094|62.619998931884766| 62.70000076293945|1.94223E7|  58.7857551574707|   MICROSOFT|  0.1277576372074198|\n",
      "|2017-01-17 00:00:00| 62.70000076293945|62.029998779296875| 62.68000030517578|62.529998779296875| 2.0664E7| 58.62636947631836|   MICROSOFT|-0.23931321816940054|\n",
      "|2017-01-18 00:00:00| 62.70000076293945|62.119998931884766| 62.66999816894531|              62.5|1.96701E7| 58.59824752807617|   MICROSOFT| -0.2712592530911405|\n",
      "|2017-01-19 00:00:00| 62.97999954223633| 62.20000076293945|  62.2400016784668| 62.29999923706055|1.84517E7| 58.41072463989258|   MICROSOFT| 0.09639710311014882|\n",
      "|2017-01-20 00:00:00| 62.81999969482422|62.369998931884766| 62.66999816894531|  62.7400016784668|3.02135E7| 58.82326126098633|   MICROSOFT|  0.1117017896390701|\n",
      "|2017-01-23 00:00:00|63.119998931884766| 62.56999969482422| 62.70000076293945|62.959999084472656|2.30976E7| 59.02952575683594|   MICROSOFT|  0.4146703642257087|\n",
      "|2017-01-24 00:00:00|  63.7400016784668|62.939998626708984| 63.20000076293945| 63.52000045776367|2.46729E7|59.554569244384766|   MICROSOFT|  0.5063286249386676|\n",
      "|2017-01-25 00:00:00|  64.0999984741211| 63.45000076293945| 63.95000076293945| 63.68000030517578|2.36727E7| 59.70457458496094|   MICROSOFT| -0.4222055583150885|\n",
      "|2017-01-26 00:00:00| 64.54000091552734| 63.54999923706055| 64.12000274658203|  64.2699966430664|4.35546E7| 60.25773620605469|   MICROSOFT| 0.23392684039204997|\n",
      "|2017-01-27 00:00:00| 65.91000366210938| 64.88999938964844| 65.38999938964844| 65.77999877929688| 4.4818E7| 61.67348098754883|   MICROSOFT|  0.5964205433379716|\n",
      "|2017-01-30 00:00:00| 65.79000091552734| 64.80000305175781| 65.69000244140625| 65.12999725341797|3.16514E7| 61.06404495239258|   MICROSOFT| -0.8524968293124834|\n",
      "|2017-01-31 00:00:00|  65.1500015258789| 64.26000213623047| 64.86000061035156|  64.6500015258789|2.52705E7| 60.61402130126953|   MICROSOFT|-0.32377286848057896|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+--------------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "return rate from 2019-04-18 00:00:00 to 2019-05-16 00:00:00\n",
      "0.05515991570265355\n",
      "IMI score\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+--------------------+--------------------+---------+---------+-------------------+-------------------+------------------+-------------------+------------------+\n",
      "|               Date|              High|               Low|              Open|             Close|   Volume|         Adj Close|company_name|          daily_gain|          daily_loss|gain_bool|loss_bool|           net_gain|           net_loss|            mgains|            mlosses|               imi|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+--------------------+--------------------+---------+---------+-------------------+-------------------+------------------+-------------------+------------------+\n",
      "|2017-01-03 00:00:00| 62.84000015258789|62.130001068115234|62.790000915527344| 62.58000183105469|2.06941E7| 58.67324447631836|   MICROSOFT|-0.20999908447265625| 0.20999908447265625|      0.0|      1.0|               -0.0|0.20999908447265625|               0.0|0.20999908447265625|               0.0|\n",
      "|2017-01-04 00:00:00|             62.75|62.119998931884766| 62.47999954223633| 62.29999923706055|  2.134E7| 58.41072463989258|   MICROSOFT|-0.18000030517578125| 0.18000030517578125|      0.0|      1.0|               -0.0|0.18000030517578125|               0.0| 0.3899993896484375|               0.0|\n",
      "|2017-01-05 00:00:00| 62.65999984741211|62.029998779296875|62.189998626708984| 62.29999923706055| 2.4876E7| 58.41072463989258|   MICROSOFT|  0.1100006103515625| -0.1100006103515625|      1.0|      0.0| 0.1100006103515625|               -0.0|0.1100006103515625| 0.3899993896484375|  22.0001220703125|\n",
      "|2017-01-06 00:00:00|63.150001525878906|62.040000915527344| 62.29999923706055| 62.84000015258789|1.99229E7|58.917015075683594|   MICROSOFT|  0.5400009155273438| -0.5400009155273438|      1.0|      0.0| 0.5400009155273438|               -0.0|0.6500015258789062| 0.3899993896484375|62.500091699372774|\n",
      "|2017-01-09 00:00:00| 63.08000183105469|62.540000915527344|  62.7599983215332| 62.63999938964844|2.03827E7|58.729496002197266|   MICROSOFT|-0.11999893188476562| 0.11999893188476562|      0.0|      1.0|               -0.0|0.11999893188476562|0.6500015258789062| 0.5099983215332031|56.034621670771855|\n",
      "|2017-01-10 00:00:00| 63.06999969482422|62.279998779296875| 62.72999954223633|62.619998931884766| 1.8593E7| 58.71074676513672|   MICROSOFT| -0.1100006103515625|  0.1100006103515625|      0.0|      1.0|               -0.0| 0.1100006103515625|0.6500015258789062| 0.6199989318847656| 51.18120406220057|\n",
      "|2017-01-11 00:00:00| 63.22999954223633| 62.43000030517578| 62.61000061035156|63.189998626708984|2.15173E7| 59.24515914916992|   MICROSOFT|  0.5799980163574219| -0.5799980163574219|      1.0|      0.0| 0.5799980163574219|               -0.0|1.2299995422363281| 0.6199989318847656| 66.48651658054379|\n",
      "|2017-01-12 00:00:00|63.400001525878906| 61.95000076293945|63.060001373291016| 62.61000061035156|2.09682E7| 58.70137023925781|   MICROSOFT| -0.4500007629394531|  0.4500007629394531|      0.0|      1.0|               -0.0| 0.4500007629394531|1.2299995422363281| 1.0699996948242188| 53.47825870622012|\n",
      "|2017-01-13 00:00:00|62.869998931884766|62.349998474121094|62.619998931884766| 62.70000076293945|1.94223E7|  58.7857551574707|   MICROSOFT|  0.0800018310546875| -0.0800018310546875|      1.0|      0.0| 0.0800018310546875|               -0.0|1.3100013732910156| 1.0699996948242188| 55.04204980581917|\n",
      "|2017-01-17 00:00:00| 62.70000076293945|62.029998779296875| 62.68000030517578|62.529998779296875| 2.0664E7| 58.62636947631836|   MICROSOFT|-0.15000152587890625| 0.15000152587890625|      0.0|      1.0|               -0.0|0.15000152587890625|1.3100013732910156|  1.220001220703125|51.778657318406275|\n",
      "|2017-01-18 00:00:00| 62.70000076293945|62.119998931884766| 62.66999816894531|              62.5|1.96701E7| 58.59824752807617|   MICROSOFT| -0.1699981689453125|  0.1699981689453125|      0.0|      1.0|               -0.0| 0.1699981689453125|1.3100013732910156| 1.3899993896484375| 48.51855567125231|\n",
      "|2017-01-19 00:00:00| 62.97999954223633| 62.20000076293945|  62.2400016784668| 62.29999923706055|1.84517E7| 58.41072463989258|   MICROSOFT|    0.05999755859375|   -0.05999755859375|      1.0|      0.0|   0.05999755859375|               -0.0|1.3699989318847656| 1.3899993896484375| 49.63767264625434|\n",
      "|2017-01-20 00:00:00| 62.81999969482422|62.369998931884766| 62.66999816894531|  62.7400016784668|3.02135E7| 58.82326126098633|   MICROSOFT| 0.07000350952148438|-0.07000350952148438|      1.0|      0.0|0.07000350952148438|               -0.0|  1.44000244140625| 1.3899993896484375|50.883445572527734|\n",
      "|2017-01-23 00:00:00|63.119998931884766| 62.56999969482422| 62.70000076293945|62.959999084472656|2.30976E7| 59.02952575683594|   MICROSOFT|  0.2599983215332031| -0.2599983215332031|      1.0|      0.0| 0.2599983215332031|               -0.0|1.7000007629394531| 1.3899993896484375| 55.01620320360483|\n",
      "|2017-01-24 00:00:00|  63.7400016784668|62.939998626708984| 63.20000076293945| 63.52000045776367|2.46729E7|59.554569244384766|   MICROSOFT| 0.31999969482421875|-0.31999969482421875|      1.0|      0.0|0.31999969482421875|               -0.0| 2.020000457763672| 1.3899993896484375| 59.23755273175965|\n",
      "|2017-01-25 00:00:00|  64.0999984741211| 63.45000076293945| 63.95000076293945| 63.68000030517578|2.36727E7| 59.70457458496094|   MICROSOFT| -0.2700004577636719|  0.2700004577636719|      0.0|      1.0|               -0.0| 0.2700004577636719| 2.020000457763672| 1.4500007629394531|58.213249197484714|\n",
      "|2017-01-26 00:00:00| 64.54000091552734| 63.54999923706055| 64.12000274658203|  64.2699966430664|4.35546E7| 60.25773620605469|   MICROSOFT|   0.149993896484375|  -0.149993896484375|      1.0|      0.0|  0.149993896484375|               -0.0| 2.169994354248047| 1.2700004577636719|63.081326363368206|\n",
      "|2017-01-27 00:00:00| 65.91000366210938| 64.88999938964844| 65.38999938964844| 65.77999877929688| 4.4818E7| 61.67348098754883|   MICROSOFT|  0.3899993896484375| -0.3899993896484375|      1.0|      0.0| 0.3899993896484375|               -0.0| 2.449993133544922| 1.2700004577636719|  65.8601439332878|\n",
      "|2017-01-30 00:00:00| 65.79000091552734| 64.80000305175781| 65.69000244140625| 65.12999725341797|3.16514E7| 61.06404495239258|   MICROSOFT| -0.5600051879882812|  0.5600051879882812|      0.0|      1.0|               -0.0| 0.5600051879882812|1.9099922180175781| 1.8300056457519531| 51.06933981220255|\n",
      "|2017-01-31 00:00:00|  65.1500015258789| 64.26000213623047| 64.86000061035156|  64.6500015258789|2.52705E7| 60.61402130126953|   MICROSOFT|-0.20999908447265625| 0.20999908447265625|      0.0|      1.0|               -0.0|0.20999908447265625|1.9099922180175781| 1.9200057983398438|49.869274340619775|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+--------------------+--------------------+---------+---------+-------------------+-------------------+------------------+-------------------+------------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "Money Flow Index\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+------------------+--------------------+-----------+-----------+--------------------+--------------------+-------------------+------------------+\n",
      "|               Date|              High|               Low|              Open|             Close|   Volume|         Adj Close|company_name|     typical_price|      raw_money_flow|is_pos_flow|is_neg_flow|     pos_period_flow|     neg_period_flow|   money_flow_ratio|  money_flow_index|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+------------------+--------------------+-----------+-----------+--------------------+--------------------+-------------------+------------------+\n",
      "|2017-01-03 00:00:00| 62.84000015258789|62.130001068115234|62.790000915527344| 62.58000183105469|2.06941E7| 58.67324447631836|   MICROSOFT| 187.5500030517578|3.8811785181533813E9|       null|       null|                null|                null|               null|              null|\n",
      "|2017-01-04 00:00:00|             62.75|62.119998931884766| 62.47999954223633| 62.29999923706055|  2.134E7| 58.41072463989258|   MICROSOFT| 187.1699981689453| 3.994207760925293E9|        0.0|        1.0|                 0.0| 3.994207760925293E9|                0.0|             100.0|\n",
      "|2017-01-05 00:00:00| 62.65999984741211|62.029998779296875|62.189998626708984| 62.29999923706055| 2.4876E7| 58.41072463989258|   MICROSOFT|186.98999786376953| 4.651563186859131E9|        0.0|        1.0|                 0.0| 8.645770947784424E9|                0.0|             100.0|\n",
      "|2017-01-06 00:00:00|63.150001525878906|62.040000915527344| 62.29999923706055| 62.84000015258789|1.99229E7|58.917015075683594|   MICROSOFT|188.03000259399414| 3.746102938679886E9|        1.0|        0.0| 3.746102938679886E9| 8.645770947784424E9|0.43328732177896373| 69.76968154290395|\n",
      "|2017-01-09 00:00:00| 63.08000183105469|62.540000915527344|  62.7599983215332| 62.63999938964844|2.03827E7|58.729496002197266|   MICROSOFT|188.26000213623047| 3.837247145542145E9|        1.0|        0.0| 7.583350084222031E9| 8.645770947784424E9| 0.8771167001787561| 53.27319286567377|\n",
      "|2017-01-10 00:00:00| 63.06999969482422|62.279998779296875| 62.72999954223633|62.619998931884766| 1.8593E7| 58.71074676513672|   MICROSOFT|187.96999740600586| 3.494926161769867E9|        0.0|        1.0| 7.583350084222031E9|1.214069710955429E10| 0.6246222944030296| 61.55276850779965|\n",
      "|2017-01-11 00:00:00| 63.22999954223633| 62.43000030517578| 62.61000061035156|63.189998626708984|2.15173E7| 59.24515914916992|   MICROSOFT| 188.8499984741211| 4.063542072167206E9|        1.0|        0.0|1.164689215638923...|1.214069710955429E10| 0.9593264745253839|51.037946610823724|\n",
      "|2017-01-12 00:00:00|63.400001525878906| 61.95000076293945|63.060001373291016| 62.61000061035156|2.09682E7| 58.70137023925781|   MICROSOFT|187.96000289916992|3.9411829327903748E9|        0.0|        1.0|1.164689215638923...|1.608188004234466...|  0.724224538780428|57.997086661770645|\n",
      "|2017-01-13 00:00:00|62.869998931884766|62.349998474121094|62.619998931884766| 62.70000076293945|1.94223E7|  58.7857551574707|   MICROSOFT| 187.9199981689453|3.6498385804367065E9|        0.0|        1.0|1.164689215638923...|1.973171862278137...| 0.5902624286838476| 62.88270300315352|\n",
      "|2017-01-17 00:00:00| 62.70000076293945|62.029998779296875| 62.68000030517578|62.529998779296875| 2.0664E7| 58.62636947631836|   MICROSOFT| 187.2599983215332| 3.869540605316162E9|        0.0|        1.0|1.164689215638923...|2.360125922809753...|0.49348604851233935|  66.9574383367089|\n",
      "|2017-01-18 00:00:00| 62.70000076293945|62.119998931884766| 62.66999816894531|              62.5|1.96701E7| 58.59824752807617|   MICROSOFT|187.31999969482422| 3.684603125997162E9|        1.0|        0.0|1.533149528238639...|2.360125922809753...|  0.649604969557476|  60.6205739225107|\n",
      "|2017-01-19 00:00:00| 62.97999954223633| 62.20000076293945|  62.2400016784668| 62.29999923706055|1.84517E7| 58.41072463989258|   MICROSOFT|187.47999954223633| 3.459324707553482E9|        1.0|        0.0|1.879081998993988E10|2.360125922809753...| 0.7961787042095289| 55.67374769873385|\n",
      "|2017-01-20 00:00:00| 62.81999969482422|62.369998931884766| 62.66999816894531|  62.7400016784668|3.02135E7| 58.82326126098633|   MICROSOFT|187.93000030517578| 5.678023064220428E9|        1.0|        0.0|2.446884305416031E10|2.360125922809753...| 1.0367600651167759| 49.09758479296705|\n",
      "|2017-01-23 00:00:00|63.119998931884766| 62.56999969482422| 62.70000076293945|62.959999084472656|2.30976E7| 59.02952575683594|   MICROSOFT|188.64999771118164| 4.357362187133789E9|        1.0|        0.0|2.882620524129409...|2.360125922809753...| 1.2213842050841175| 45.01697624892102|\n",
      "|2017-01-24 00:00:00|  63.7400016784668|62.939998626708984| 63.20000076293945| 63.52000045776367|2.46729E7|59.554569244384766|   MICROSOFT|190.20000076293945| 4.692785598823929E9|        1.0|        0.0|3.351899084011802...|2.360125922809753...| 1.4202204431623433| 41.31855025128891|\n",
      "|2017-01-25 00:00:00|  64.0999984741211| 63.45000076293945| 63.95000076293945| 63.68000030517578|2.36727E7| 59.70457458496094|   MICROSOFT|191.22999954223633| 4.526930410163498E9|        1.0|        0.0|3.804592125028152...|2.360125922809753...| 1.6120292939703607| 38.28440983829744|\n",
      "|2017-01-26 00:00:00| 64.54000091552734| 63.54999923706055| 64.12000274658203|  64.2699966430664|4.35546E7| 60.25773620605469|   MICROSOFT| 192.3599967956543| 8.378162716436005E9|        1.0|        0.0|4.642408396671753E10|1.960705146717224E10| 2.3677238795667264|29.693645790481337|\n",
      "|2017-01-27 00:00:00| 65.91000366210938| 64.88999938964844| 65.38999938964844| 65.77999877929688| 4.4818E7| 61.67348098754883|   MICROSOFT| 196.5800018310547| 8.810322522064209E9|        1.0|        0.0|5.523440648878174E10|1.495548828031311E10| 3.6932533029690786|21.307181510262254|\n",
      "|2017-01-30 00:00:00| 65.79000091552734| 64.80000305175781| 65.69000244140625| 65.12999725341797|3.16514E7| 61.06404495239258|   MICROSOFT|195.72000122070312| 6.194812046636963E9|        0.0|        1.0|5.148830355010185E10|2.115030032695007...|  2.434400587895888| 29.11716249771136|\n",
      "|2017-01-31 00:00:00|  65.1500015258789| 64.26000213623047| 64.86000061035156|  64.6500015258789|2.52705E7| 60.61402130126953|   MICROSOFT|194.06000518798828| 4.903993361103058E9|        0.0|        1.0|4.765105640455971E10|2.605429368805313E10| 1.8289137665785007| 35.34925708285108|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+------------------+--------------------+-----------+-----------+--------------------+--------------------+-------------------+------------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "\n",
      "TESLA.csv:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataframe schema:\n",
      "root\n",
      " |-- Date: timestamp (nullable = true)\n",
      " |-- High: double (nullable = true)\n",
      " |-- Low: double (nullable = true)\n",
      " |-- Open: double (nullable = true)\n",
      " |-- Close: double (nullable = true)\n",
      " |-- Volume: double (nullable = true)\n",
      " |-- Adj Close: double (nullable = true)\n",
      " |-- company_name: string (nullable = true)\n",
      "\n",
      "First 40 lines:\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+\n",
      "|               Date|              High|               Low|              Open|             Close|   Volume|         Adj Close|company_name|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+\n",
      "|2017-01-03 00:00:00|44.066001892089844| 42.19200134277344| 42.97200012207031| 43.39799880981445|2.96165E7| 43.39799880981445|       TESLA|\n",
      "|2017-01-04 00:00:00|45.599998474121094| 42.86199951171875| 42.95000076293945| 45.39799880981445|5.60675E7| 45.39799880981445|       TESLA|\n",
      "|2017-01-05 00:00:00| 45.49599838256836| 44.38999938964844|45.284000396728516|45.349998474121094|2.95585E7|45.349998474121094|       TESLA|\n",
      "|2017-01-06 00:00:00|  46.0620002746582| 45.09000015258789| 45.38600158691406|45.801998138427734|2.76395E7|45.801998138427734|       TESLA|\n",
      "|2017-01-09 00:00:00| 46.38399887084961|45.599998474121094| 45.79399871826172| 46.25600051879883|1.98975E7| 46.25600051879883|       TESLA|\n",
      "|2017-01-10 00:00:00|46.400001525878906| 45.37799835205078|46.400001525878906|  45.9739990234375|   1.83E7|  45.9739990234375|       TESLA|\n",
      "|2017-01-11 00:00:00| 45.99599838256836| 45.33599853515625| 45.81399917602539| 45.94599914550781| 1.8254E7| 45.94599914550781|       TESLA|\n",
      "|2017-01-12 00:00:00| 46.13999938964844| 45.11600112915039|  45.8120002746582|45.917999267578125| 1.8951E7|45.917999267578125|       TESLA|\n",
      "|2017-01-13 00:00:00| 47.56999969482422|45.917999267578125|              46.0| 47.54999923706055| 3.0465E7| 47.54999923706055|       TESLA|\n",
      "|2017-01-17 00:00:00|47.992000579833984|46.874000549316406| 47.34000015258789| 47.11600112915039|2.30875E7| 47.11600112915039|       TESLA|\n",
      "|2017-01-18 00:00:00| 47.94200134277344| 47.11600112915039| 47.33000183105469|47.672000885009766| 1.8845E7|47.672000885009766|       TESLA|\n",
      "|2017-01-19 00:00:00|49.736000061035156|48.150001525878906| 49.45000076293945| 48.75199890136719|3.86615E7| 48.75199890136719|       TESLA|\n",
      "|2017-01-20 00:00:00| 49.20000076293945| 48.60200119018555| 49.09199905395508| 48.94599914550781|2.10215E7| 48.94599914550781|       TESLA|\n",
      "|2017-01-23 00:00:00|50.178001403808594|49.099998474121094| 49.16999816894531|49.784000396728516|3.13145E7|49.784000396728516|       TESLA|\n",
      "|2017-01-24 00:00:00|50.959999084472656| 49.93000030517578|              50.0|50.922000885009766|2.48275E7|50.922000885009766|       TESLA|\n",
      "|2017-01-25 00:00:00| 51.69200134277344| 50.36000061035156| 51.46200180053711| 50.89400100708008| 2.5713E7| 50.89400100708008|       TESLA|\n",
      "|2017-01-26 00:00:00| 51.14799880981445|50.150001525878906|50.858001708984375| 50.50199890136719|1.57605E7| 50.50199890136719|       TESLA|\n",
      "|2017-01-27 00:00:00|50.599998474121094| 49.70399856567383|  50.2760009765625| 50.59000015258789|1.58315E7| 50.59000015258789|       TESLA|\n",
      "|2017-01-30 00:00:00| 51.05799865722656| 49.41999816894531| 50.50600051879883|50.125999450683594|1.90055E7|50.125999450683594|       TESLA|\n",
      "|2017-01-31 00:00:00|51.178001403808594|49.540000915527344|49.847999572753906| 50.38600158691406|2.05805E7| 50.38600158691406|       TESLA|\n",
      "|2017-02-01 00:00:00| 50.63999938964844|49.810001373291016| 50.61000061035156|49.847999572753906| 1.9794E7|49.847999572753906|       TESLA|\n",
      "|2017-02-02 00:00:00| 50.48400115966797| 49.54199981689453|49.667999267578125|50.310001373291016| 1.2499E7|50.310001373291016|       TESLA|\n",
      "|2017-02-03 00:00:00| 50.43600082397461| 49.93600082397461| 50.38199996948242| 50.26599884033203|1.09335E7| 50.26599884033203|       TESLA|\n",
      "|2017-02-06 00:00:00| 51.56399917602539|50.125999450683594| 50.20000076293945| 51.55400085449219|1.78125E7| 51.55400085449219|       TESLA|\n",
      "|2017-02-07 00:00:00|              52.0|51.284000396728516| 51.63800048828125| 51.49599838256836| 2.1224E7| 51.49599838256836|       TESLA|\n",
      "|2017-02-08 00:00:00|52.672000885009766|  51.2400016784668|51.470001220703125| 52.41600036621094| 1.9665E7| 52.41600036621094|       TESLA|\n",
      "|2017-02-09 00:00:00|54.236000061035156| 53.22999954223633|             53.25| 53.84000015258789| 3.9101E7| 53.84000015258789|       TESLA|\n",
      "|2017-02-10 00:00:00|54.189998626708984| 53.22200012207031| 53.95800018310547| 53.84600067138672|1.80985E7| 53.84600067138672|       TESLA|\n",
      "|2017-02-13 00:00:00| 56.15800094604492| 54.10200119018555| 54.14799880981445|56.119998931884766| 3.5148E7|56.119998931884766|       TESLA|\n",
      "|2017-02-14 00:00:00| 57.47800064086914| 55.72200012207031|55.805999755859375| 56.19599914550781| 3.6726E7| 56.19599914550781|       TESLA|\n",
      "|2017-02-15 00:00:00|56.448001861572266| 55.28799819946289|              56.0| 55.95199966430664|2.47395E7| 55.95199966430664|       TESLA|\n",
      "|2017-02-16 00:00:00|              56.0| 53.70000076293945| 55.52000045776367|53.790000915527344|3.53865E7|53.790000915527344|       TESLA|\n",
      "|2017-02-17 00:00:00|54.577999114990234| 52.83000183105469| 53.15999984741211| 54.44599914550781|3.12855E7| 54.44599914550781|       TESLA|\n",
      "|2017-02-21 00:00:00|56.279998779296875|54.801998138427734| 55.09000015258789| 55.47800064086914|2.83835E7| 55.47800064086914|       TESLA|\n",
      "|2017-02-22 00:00:00|56.689998626708984| 54.52000045776367|  56.0620002746582| 54.70199966430664| 4.3775E7| 54.70199966430664|       TESLA|\n",
      "|2017-02-23 00:00:00| 52.93199920654297| 51.11199951171875| 52.79999923706055|51.198001861572266| 7.4576E7|51.198001861572266|       TESLA|\n",
      "|2017-02-24 00:00:00|51.650001525878906|50.040000915527344| 50.53200149536133|51.400001525878906| 4.0858E7|51.400001525878906|       TESLA|\n",
      "|2017-02-27 00:00:00|49.672000885009766|48.402000427246094| 49.63399887084961| 49.24599838256836| 5.7304E7| 49.24599838256836|       TESLA|\n",
      "|2017-02-28 00:00:00| 50.20000076293945|48.779998779296875|  48.8380012512207| 49.99800109863281|3.03905E7| 49.99800109863281|       TESLA|\n",
      "|2017-03-01 00:00:00|50.970001220703125|49.821998596191406| 50.83599853515625| 50.00400161743164|2.40475E7| 50.00400161743164|       TESLA|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+\n",
      "only showing top 40 rows\n",
      "\n",
      "Number of observations: 987\n",
      "\n",
      "Period between data points:\n",
      "1.449290060851927\n",
      "+-------+------------------+------------------+------------------+------------------+--------------------+------------------+------------+\n",
      "|summary|              High|               Low|              Open|             Close|              Volume|         Adj Close|company_name|\n",
      "+-------+------------------+------------------+------------------+------------------+--------------------+------------------+------------+\n",
      "|  count|               987|               987|               987|               987|                 987|               987|         987|\n",
      "|   mean|109.78768801858239|104.62396354636644|107.26065877433244|107.35318730208408| 4.622233212158055E7|107.35318730208408|        null|\n",
      "| stddev|111.32320643662912|104.77686876247262|108.22123794487165|108.29768349070845|3.1034771241949815E7|108.29768349070845|        null|\n",
      "|    min| 37.33599853515625| 35.39799880981445|36.220001220703125| 35.79399871826172|           7255600.0| 35.79399871826172|       TESLA|\n",
      "|    max| 607.7999877929688| 578.4500122070312| 602.2100219726562|  585.760009765625|           3.04694E8|  585.760009765625|       TESLA|\n",
      "+-------+------------------+------------------+------------------+------------------+--------------------+------------------+------------+\n",
      "\n",
      "Number of missing values for each dataframe and column:\n",
      "+----+---+----+-----+------+---------+\n",
      "|High|Low|Open|Close|Volume|Adj Close|\n",
      "+----+---+----+-----+------+---------+\n",
      "|   0|  0|   0|    0|     0|        0|\n",
      "+----+---+----+-----+------+---------+\n",
      "\n",
      "Correlation between 'High' and 'Low':\n",
      "0.999000128849665\n",
      "Correlation matrix:\n",
      "DenseMatrix([[1.        , 0.99900013, 0.99935214, 0.99943662, 0.22260226,\n",
      "              0.99943662],\n",
      "             [0.99900013, 1.        , 0.99919528, 0.99923199, 0.20065752,\n",
      "              0.99923199],\n",
      "             [0.99935214, 0.99919528, 1.        , 0.99864835, 0.21072936,\n",
      "              0.99864835],\n",
      "             [0.99943662, 0.99923199, 0.99864835, 1.        , 0.21256222,\n",
      "              1.        ],\n",
      "             [0.22260226, 0.20065752, 0.21072936, 0.21256222, 1.        ,\n",
      "              0.21256222],\n",
      "             [0.99943662, 0.99923199, 0.99864835, 1.        , 0.21256222,\n",
      "              1.        ]]) \n",
      "\n",
      "RSI\n",
      "Moving Average\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+-------------+\n",
      "|               Date|              High|               Low|              Open|             Close|   Volume|         Adj Close|company_name|daily_average|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+-------------+\n",
      "|2017-01-03 00:00:00|44.066001892089844| 42.19200134277344| 42.97200012207031| 43.39799880981445|2.96165E7| 43.39799880981445|       TESLA|         null|\n",
      "|2017-01-04 00:00:00|45.599998474121094| 42.86199951171875| 42.95000076293945| 45.39799880981445|5.60675E7| 45.39799880981445|       TESLA|         null|\n",
      "|2017-01-05 00:00:00| 45.49599838256836| 44.38999938964844|45.284000396728516|45.349998474121094|2.95585E7|45.349998474121094|       TESLA|         null|\n",
      "|2017-01-06 00:00:00|  46.0620002746582| 45.09000015258789| 45.38600158691406|45.801998138427734|2.76395E7|45.801998138427734|       TESLA|         null|\n",
      "|2017-01-09 00:00:00| 46.38399887084961|45.599998474121094| 45.79399871826172| 46.25600051879883|1.98975E7| 46.25600051879883|       TESLA|         null|\n",
      "|2017-01-10 00:00:00|46.400001525878906| 45.37799835205078|46.400001525878906|  45.9739990234375|   1.83E7|  45.9739990234375|       TESLA|         null|\n",
      "|2017-01-11 00:00:00| 45.99599838256836| 45.33599853515625| 45.81399917602539| 45.94599914550781| 1.8254E7| 45.94599914550781|       TESLA|         null|\n",
      "|2017-01-12 00:00:00| 46.13999938964844| 45.11600112915039|  45.8120002746582|45.917999267578125| 1.8951E7|45.917999267578125|       TESLA|         null|\n",
      "|2017-01-13 00:00:00| 47.56999969482422|45.917999267578125|              46.0| 47.54999923706055| 3.0465E7| 47.54999923706055|       TESLA|         null|\n",
      "|2017-01-17 00:00:00|47.992000579833984|46.874000549316406| 47.34000015258789| 47.11600112915039|2.30875E7| 47.11600112915039|       TESLA|         null|\n",
      "|2017-01-18 00:00:00| 47.94200134277344| 47.11600112915039| 47.33000183105469|47.672000885009766| 1.8845E7|47.672000885009766|       TESLA|         null|\n",
      "|2017-01-19 00:00:00|49.736000061035156|48.150001525878906| 49.45000076293945| 48.75199890136719|3.86615E7| 48.75199890136719|       TESLA|         null|\n",
      "|2017-01-20 00:00:00| 49.20000076293945| 48.60200119018555| 49.09199905395508| 48.94599914550781|2.10215E7| 48.94599914550781|       TESLA|         null|\n",
      "|2017-01-23 00:00:00|50.178001403808594|49.099998474121094| 49.16999816894531|49.784000396728516|3.13145E7|49.784000396728516|       TESLA|         null|\n",
      "|2017-01-24 00:00:00|50.959999084472656| 49.93000030517578|              50.0|50.922000885009766|2.48275E7|50.922000885009766|       TESLA|         null|\n",
      "|2017-01-25 00:00:00| 51.69200134277344| 50.36000061035156| 51.46200180053711| 50.89400100708008| 2.5713E7| 50.89400100708008|       TESLA|         null|\n",
      "|2017-01-26 00:00:00| 51.14799880981445|50.150001525878906|50.858001708984375| 50.50199890136719|1.57605E7| 50.50199890136719|       TESLA|         null|\n",
      "|2017-01-27 00:00:00|50.599998474121094| 49.70399856567383|  50.2760009765625| 50.59000015258789|1.58315E7| 50.59000015258789|       TESLA|         null|\n",
      "|2017-01-30 00:00:00| 51.05799865722656| 49.41999816894531| 50.50600051879883|50.125999450683594|1.90055E7|50.125999450683594|       TESLA|         null|\n",
      "|2017-01-31 00:00:00|51.178001403808594|49.540000915527344|49.847999572753906| 50.38600158691406|2.05805E7| 50.38600158691406|       TESLA|         null|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+-------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "volatility\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+--------------------------+\n",
      "|stddev_samp(daily_average)|\n",
      "+--------------------------+\n",
      "|                      null|\n",
      "+--------------------------+\n",
      "\n",
      "average opening from 2019-04-18 00:00:00 to 2019-05-16 00:00:00\n",
      "+-----------------+\n",
      "|        avg(Open)|\n",
      "+-----------------+\n",
      "|49.27509994506836|\n",
      "+-----------------+\n",
      "\n",
      "average closing from 2019-04-18 00:00:00 to 2019-05-16 00:00:00\n",
      "+-----------------+\n",
      "|       avg(Close)|\n",
      "+-----------------+\n",
      "|49.02979965209961|\n",
      "+-----------------+\n",
      "\n",
      "daily return rate\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+-------------------+\n",
      "|               Date|              High|               Low|              Open|             Close|   Volume|         Adj Close|company_name|       daily_return|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+-------------------+\n",
      "|2017-01-03 00:00:00|44.066001892089844| 42.19200134277344| 42.97200012207031| 43.39799880981445|2.96165E7| 43.39799880981445|       TESLA| 0.9913401436610085|\n",
      "|2017-01-04 00:00:00|45.599998474121094| 42.86199951171875| 42.95000076293945| 45.39799880981445|5.60675E7| 45.39799880981445|       TESLA|  5.699646108009665|\n",
      "|2017-01-05 00:00:00| 45.49599838256836| 44.38999938964844|45.284000396728516|45.349998474121094|2.95585E7|45.349998474121094|       TESLA| 0.1457425952088501|\n",
      "|2017-01-06 00:00:00|  46.0620002746582| 45.09000015258789| 45.38600158691406|45.801998138427734|2.76395E7|45.801998138427734|       TESLA| 0.9165745757908189|\n",
      "|2017-01-09 00:00:00| 46.38399887084961|45.599998474121094| 45.79399871826172| 46.25600051879883|1.98975E7| 46.25600051879883|       TESLA|  1.008869750334496|\n",
      "|2017-01-10 00:00:00|46.400001525878906| 45.37799835205078|46.400001525878906|  45.9739990234375|   1.83E7|  45.9739990234375|       TESLA|-0.9181088112762448|\n",
      "|2017-01-11 00:00:00| 45.99599838256836| 45.33599853515625| 45.81399917602539| 45.94599914550781| 1.8254E7| 45.94599914550781|       TESLA|0.28812147347201655|\n",
      "|2017-01-12 00:00:00| 46.13999938964844| 45.11600112915039|  45.8120002746582|45.917999267578125| 1.8951E7|45.917999267578125|       TESLA|0.23137822466694885|\n",
      "|2017-01-13 00:00:00| 47.56999969482422|45.917999267578125|              46.0| 47.54999923706055| 3.0465E7| 47.54999923706055|       TESLA|  3.369563558827276|\n",
      "|2017-01-17 00:00:00|47.992000579833984|46.874000549316406| 47.34000015258789| 47.11600112915039|2.30875E7| 47.11600112915039|       TESLA|-0.4731707281696214|\n",
      "|2017-01-18 00:00:00| 47.94200134277344| 47.11600112915039| 47.33000183105469|47.672000885009766| 1.8845E7|47.672000885009766|       TESLA| 0.7225840708306964|\n",
      "|2017-01-19 00:00:00|49.736000061035156|48.150001525878906| 49.45000076293945| 48.75199890136719|3.86615E7| 48.75199890136719|       TESLA|-1.4115305375189935|\n",
      "|2017-01-20 00:00:00| 49.20000076293945| 48.60200119018555| 49.09199905395508| 48.94599914550781|2.10215E7| 48.94599914550781|       TESLA|-0.2974006177397724|\n",
      "|2017-01-23 00:00:00|50.178001403808594|49.099998474121094| 49.16999816894531|49.784000396728516|3.13145E7|49.784000396728516|       TESLA| 1.2487334770148384|\n",
      "|2017-01-24 00:00:00|50.959999084472656| 49.93000030517578|              50.0|50.922000885009766|2.48275E7|50.922000885009766|       TESLA|  1.844001770019531|\n",
      "|2017-01-25 00:00:00| 51.69200134277344| 50.36000061035156| 51.46200180053711| 50.89400100708008| 2.5713E7| 50.89400100708008|       TESLA| -1.103728525094224|\n",
      "|2017-01-26 00:00:00| 51.14799880981445|50.150001525878906|50.858001708984375| 50.50199890136719|1.57605E7| 50.50199890136719|       TESLA|-0.6999936994266478|\n",
      "|2017-01-27 00:00:00|50.599998474121094| 49.70399856567383|  50.2760009765625| 50.59000015258789|1.58315E7| 50.59000015258789|       TESLA| 0.6245508193298224|\n",
      "|2017-01-30 00:00:00| 51.05799865722656| 49.41999816894531| 50.50600051879883|50.125999450683594|1.90055E7|50.125999450683594|       TESLA|-0.7523879622457816|\n",
      "|2017-01-31 00:00:00|51.178001403808594|49.540000915527344|49.847999572753906| 50.38600158691406|2.05805E7| 50.38600158691406|       TESLA| 1.0792850641376976|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+-------------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "return rate from 2019-04-18 00:00:00 to 2019-05-16 00:00:00\n",
      "-0.1581683123582173\n",
      "IMI score\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+--------------------+--------------------+---------+---------+-------------------+-------------------+------------------+-------------------+-----------------+\n",
      "|               Date|              High|               Low|              Open|             Close|   Volume|         Adj Close|company_name|          daily_gain|          daily_loss|gain_bool|loss_bool|           net_gain|           net_loss|            mgains|            mlosses|              imi|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+--------------------+--------------------+---------+---------+-------------------+-------------------+------------------+-------------------+-----------------+\n",
      "|2017-01-03 00:00:00|44.066001892089844| 42.19200134277344| 42.97200012207031| 43.39799880981445|2.96165E7| 43.39799880981445|       TESLA|  0.4259986877441406| -0.4259986877441406|      1.0|      0.0| 0.4259986877441406|               -0.0|0.4259986877441406|                0.0|            100.0|\n",
      "|2017-01-04 00:00:00|45.599998474121094| 42.86199951171875| 42.95000076293945| 45.39799880981445|5.60675E7| 45.39799880981445|       TESLA|      2.447998046875|     -2.447998046875|      1.0|      0.0|     2.447998046875|               -0.0|2.8739967346191406|                0.0|            100.0|\n",
      "|2017-01-05 00:00:00| 45.49599838256836| 44.38999938964844|45.284000396728516|45.349998474121094|2.95585E7|45.349998474121094|       TESLA| 0.06599807739257812|-0.06599807739257812|      1.0|      0.0|0.06599807739257812|               -0.0|2.9399948120117188|                0.0|            100.0|\n",
      "|2017-01-06 00:00:00|  46.0620002746582| 45.09000015258789| 45.38600158691406|45.801998138427734|2.76395E7|45.801998138427734|       TESLA|  0.4159965515136719| -0.4159965515136719|      1.0|      0.0| 0.4159965515136719|               -0.0|3.3559913635253906|                0.0|            100.0|\n",
      "|2017-01-09 00:00:00| 46.38399887084961|45.599998474121094| 45.79399871826172| 46.25600051879883|1.98975E7| 46.25600051879883|       TESLA|  0.4620018005371094| -0.4620018005371094|      1.0|      0.0| 0.4620018005371094|               -0.0|   3.8179931640625|                0.0|            100.0|\n",
      "|2017-01-10 00:00:00|46.400001525878906| 45.37799835205078|46.400001525878906|  45.9739990234375|   1.83E7|  45.9739990234375|       TESLA|-0.42600250244140625| 0.42600250244140625|      0.0|      1.0|               -0.0|0.42600250244140625|   3.8179931640625|0.42600250244140625|89.96223050358729|\n",
      "|2017-01-11 00:00:00| 45.99599838256836| 45.33599853515625| 45.81399917602539| 45.94599914550781| 1.8254E7| 45.94599914550781|       TESLA| 0.13199996948242188|-0.13199996948242188|      1.0|      0.0|0.13199996948242188|               -0.0| 3.949993133544922|0.42600250244140625|90.26501537300122|\n",
      "|2017-01-12 00:00:00| 46.13999938964844| 45.11600112915039|  45.8120002746582|45.917999267578125| 1.8951E7|45.917999267578125|       TESLA| 0.10599899291992188|-0.10599899291992188|      1.0|      0.0|0.10599899291992188|               -0.0| 4.055992126464844|0.42600250244140625|90.49524736834938|\n",
      "|2017-01-13 00:00:00| 47.56999969482422|45.917999267578125|              46.0| 47.54999923706055| 3.0465E7| 47.54999923706055|       TESLA|  1.5499992370605469| -1.5499992370605469|      1.0|      0.0| 1.5499992370605469|               -0.0| 5.605991363525391|0.42600250244140625|92.93761711455045|\n",
      "|2017-01-17 00:00:00|47.992000579833984|46.874000549316406| 47.34000015258789| 47.11600112915039|2.30875E7| 47.11600112915039|       TESLA|    -0.2239990234375|     0.2239990234375|      0.0|      1.0|               -0.0|    0.2239990234375| 5.605991363525391| 0.6500015258789062|89.60993822451738|\n",
      "|2017-01-18 00:00:00| 47.94200134277344| 47.11600112915039| 47.33000183105469|47.672000885009766| 1.8845E7|47.672000885009766|       TESLA|  0.3419990539550781| -0.3419990539550781|      1.0|      0.0| 0.3419990539550781|               -0.0| 5.947990417480469| 0.6500015258789062|90.14849470173864|\n",
      "|2017-01-19 00:00:00|49.736000061035156|48.150001525878906| 49.45000076293945| 48.75199890136719|3.86615E7| 48.75199890136719|       TESLA| -0.6980018615722656|  0.6980018615722656|      0.0|      1.0|               -0.0| 0.6980018615722656| 5.947990417480469| 1.3480033874511719|81.52406069012827|\n",
      "|2017-01-20 00:00:00| 49.20000076293945| 48.60200119018555| 49.09199905395508| 48.94599914550781|2.10215E7| 48.94599914550781|       TESLA|-0.14599990844726562| 0.14599990844726562|      0.0|      1.0|               -0.0|0.14599990844726562| 5.947990417480469| 1.4940032958984375|79.92469016451088|\n",
      "|2017-01-23 00:00:00|50.178001403808594|49.099998474121094| 49.16999816894531|49.784000396728516|3.13145E7|49.784000396728516|       TESLA|  0.6140022277832031| -0.6140022277832031|      1.0|      0.0| 0.6140022277832031|               -0.0| 6.561992645263672| 1.4940032958984375|81.45476603004691|\n",
      "|2017-01-24 00:00:00|50.959999084472656| 49.93000030517578|              50.0|50.922000885009766|2.48275E7|50.922000885009766|       TESLA|  0.9220008850097656| -0.9220008850097656|      1.0|      0.0| 0.9220008850097656|               -0.0|7.4839935302734375| 1.4940032958984375|83.35928019551923|\n",
      "|2017-01-25 00:00:00| 51.69200134277344| 50.36000061035156| 51.46200180053711| 50.89400100708008| 2.5713E7| 50.89400100708008|       TESLA| -0.5680007934570312|  0.5680007934570312|      0.0|      1.0|               -0.0| 0.5680007934570312| 7.057994842529297| 2.0620040893554688|77.39030338976883|\n",
      "|2017-01-26 00:00:00| 51.14799880981445|50.150001525878906|50.858001708984375| 50.50199890136719|1.57605E7| 50.50199890136719|       TESLA| -0.3560028076171875|  0.3560028076171875|      0.0|      1.0|               -0.0| 0.3560028076171875| 4.609996795654297| 2.4180068969726562| 65.5946837434167|\n",
      "|2017-01-27 00:00:00|50.599998474121094| 49.70399856567383|  50.2760009765625| 50.59000015258789|1.58315E7| 50.59000015258789|       TESLA|  0.3139991760253906| -0.3139991760253906|      1.0|      0.0| 0.3139991760253906|               -0.0| 4.857997894287109| 2.4180068969726562|66.76738173843336|\n",
      "|2017-01-30 00:00:00| 51.05799865722656| 49.41999816894531| 50.50600051879883|50.125999450683594|1.90055E7|50.125999450683594|       TESLA| -0.3800010681152344|  0.3800010681152344|      0.0|      1.0|               -0.0| 0.3800010681152344|4.4420013427734375| 2.7980079650878906|61.35353082972193|\n",
      "|2017-01-31 00:00:00|51.178001403808594|49.540000915527344|49.847999572753906| 50.38600158691406|2.05805E7| 50.38600158691406|       TESLA|  0.5380020141601562| -0.5380020141601562|      1.0|      0.0| 0.5380020141601562|               -0.0| 4.518001556396484| 2.7980079650878906|61.75499831060647|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+--------------------+--------------------+---------+---------+-------------------+-------------------+------------------+-------------------+-----------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "Money Flow Index\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+------------------+--------------------+-----------+-----------+--------------------+--------------------+------------------+------------------+\n",
      "|               Date|              High|               Low|              Open|             Close|   Volume|         Adj Close|company_name|     typical_price|      raw_money_flow|is_pos_flow|is_neg_flow|     pos_period_flow|     neg_period_flow|  money_flow_ratio|  money_flow_index|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+------------------+--------------------+-----------+-----------+--------------------+--------------------+------------------+------------------+\n",
      "|2017-01-03 00:00:00|44.066001892089844| 42.19200134277344| 42.97200012207031| 43.39799880981445|2.96165E7| 43.39799880981445|       TESLA|129.65600204467773| 3.839956984556198E9|       null|       null|                null|                null|              null|              null|\n",
      "|2017-01-04 00:00:00|45.599998474121094| 42.86199951171875| 42.95000076293945| 45.39799880981445|5.60675E7| 45.39799880981445|       TESLA| 133.8599967956543| 7.505195370340347E9|        1.0|        0.0| 7.505195370340347E9|                 0.0|              null|              null|\n",
      "|2017-01-05 00:00:00| 45.49599838256836| 44.38999938964844|45.284000396728516|45.349998474121094|2.95585E7|45.349998474121094|       TESLA| 135.2359962463379|3.9973731950473785E9|        1.0|        0.0|1.150256856538772...|                 0.0|              null|              null|\n",
      "|2017-01-06 00:00:00|  46.0620002746582| 45.09000015258789| 45.38600158691406|45.801998138427734|2.76395E7|45.801998138427734|       TESLA|136.95399856567383| 3.785340043355942E9|        1.0|        0.0|1.528790860874366...|                 0.0|              null|              null|\n",
      "|2017-01-09 00:00:00| 46.38399887084961|45.599998474121094| 45.79399871826172| 46.25600051879883|1.98975E7| 46.25600051879883|       TESLA|138.23999786376953|2.7506303574943542E9|        1.0|        0.0|1.803853896623802E10|                 0.0|              null|              null|\n",
      "|2017-01-10 00:00:00|46.400001525878906| 45.37799835205078|46.400001525878906|  45.9739990234375|   1.83E7|  45.9739990234375|       TESLA| 137.7519989013672|2.5208615798950195E9|        0.0|        1.0|1.803853896623802E10|2.5208615798950195E9| 7.155703871288812|12.261357398229986|\n",
      "|2017-01-11 00:00:00| 45.99599838256836| 45.33599853515625| 45.81399917602539| 45.94599914550781| 1.8254E7| 45.94599914550781|       TESLA|137.27799606323242|2.5058725401382446E9|        0.0|        1.0|1.803853896623802E10| 5.026734120033264E9| 3.588520605127739| 21.79351660494856|\n",
      "|2017-01-12 00:00:00| 46.13999938964844| 45.11600112915039|  45.8120002746582|45.917999267578125| 1.8951E7|45.917999267578125|       TESLA|137.17399978637695|2.5995844699516296E9|        0.0|        1.0|1.803853896623802E10| 7.626318589984894E9|2.3653009972500705|29.715024029563544|\n",
      "|2017-01-13 00:00:00| 47.56999969482422|45.917999267578125|              46.0| 47.54999923706055| 3.0465E7| 47.54999923706055|       TESLA| 141.0379981994629| 4.296722615146637E9|        1.0|        0.0|2.233526158138466E10| 7.626318589984894E9|2.9287081726058473|25.453659474450518|\n",
      "|2017-01-17 00:00:00|47.992000579833984|46.874000549316406| 47.34000015258789| 47.11600112915039|2.30875E7| 47.11600112915039|       TESLA|141.98200225830078|3.2780094771385193E9|        1.0|        0.0|2.561327105852318E10| 7.626318589984894E9| 3.358536724673328| 22.94347996058126|\n",
      "|2017-01-18 00:00:00| 47.94200134277344| 47.11600112915039| 47.33000183105469|47.672000885009766| 1.8845E7|47.672000885009766|       TESLA| 142.7300033569336|2.6897469132614136E9|        1.0|        0.0|2.830301797178459E10| 7.626318589984894E9|3.7112294271252906| 21.22588202226828|\n",
      "|2017-01-19 00:00:00|49.736000061035156|48.150001525878906| 49.45000076293945| 48.75199890136719|3.86615E7| 48.75199890136719|       TESLA|146.63800048828125| 5.669245055877686E9|        1.0|        0.0|3.397226302766227...| 7.626318589984894E9| 4.454608423030694|18.333121691701184|\n",
      "|2017-01-20 00:00:00| 49.20000076293945| 48.60200119018555| 49.09199905395508| 48.94599914550781|2.10215E7| 48.94599914550781|       TESLA| 146.7480010986328|3.0848631050949097E9|        1.0|        0.0|3.705712613275719E10| 7.626318589984894E9| 4.859110683026237|17.067436580383884|\n",
      "|2017-01-23 00:00:00|50.178001403808594|49.099998474121094| 49.16999816894531|49.784000396728516|3.13145E7|49.784000396728516|       TESLA| 149.0620002746582| 4.667802007600784E9|        1.0|        0.0|4.172492814035797E10| 7.626318589984894E9|5.4711755938379465|15.453142717255748|\n",
      "|2017-01-24 00:00:00|50.959999084472656| 49.93000030517578|              50.0|50.922000885009766|2.48275E7|50.922000885009766|       TESLA| 151.8120002746582|3.7691124368190765E9|        1.0|        0.0|4.549404057717705E10| 7.626318589984894E9| 5.965399955480638| 14.35667738236858|\n",
      "|2017-01-25 00:00:00| 51.69200134277344| 50.36000061035156| 51.46200180053711| 50.89400100708008| 2.5713E7| 50.89400100708008|       TESLA|152.94600296020508| 3.932700574115753E9|        1.0|        0.0| 4.94267411512928E10| 7.626318589984894E9|6.4810747896372245|13.367063264561915|\n",
      "|2017-01-26 00:00:00| 51.14799880981445|50.150001525878906|50.858001708984375| 50.50199890136719|1.57605E7| 50.50199890136719|       TESLA|151.79999923706055|2.3924438879756927E9|        0.0|        1.0|4.192154578095245E10|1.001876247796058...| 4.184303787336216| 19.28899310342724|\n",
      "|2017-01-27 00:00:00|50.599998474121094| 49.70399856567383|  50.2760009765625| 50.59000015258789|1.58315E7| 50.59000015258789|       TESLA| 150.8939971923828|2.3888783165512085E9|        0.0|        1.0|3.792417258590507...|1.240764079451179...| 3.056517609913391|24.651686401069284|\n",
      "|2017-01-30 00:00:00| 51.05799865722656| 49.41999816894531| 50.50600051879883|50.125999450683594|1.90055E7|50.125999450683594|       TESLA|150.60399627685547|2.8623042512397766E9|        0.0|        1.0|3.413883254254913...|1.526994504575157...|2.2356879766274793| 30.90532854908614|\n",
      "|2017-01-31 00:00:00|51.178001403808594|49.540000915527344|49.847999572753906| 50.38600158691406|2.05805E7| 50.38600158691406|       TESLA|   151.10400390625| 3.109795952392578E9|        1.0|        0.0|3.449799813744736E10|1.526994504575157...|2.2592090563577663| 30.68229078614309|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+------------------+--------------------+-----------+-----------+--------------------+--------------------+------------------+------------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "\n",
      "ZOOM.csv:\n",
      "Dataframe schema:\n",
      "root\n",
      " |-- Date: timestamp (nullable = true)\n",
      " |-- High: double (nullable = true)\n",
      " |-- Low: double (nullable = true)\n",
      " |-- Open: double (nullable = true)\n",
      " |-- Close: double (nullable = true)\n",
      " |-- Volume: double (nullable = true)\n",
      " |-- Adj Close: double (nullable = true)\n",
      " |-- company_name: string (nullable = true)\n",
      "\n",
      "First 40 lines:\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+\n",
      "|               Date|              High|               Low|              Open|             Close|   Volume|         Adj Close|company_name|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+\n",
      "|2019-04-18 00:00:00|              66.0| 60.32099914550781|              65.0|              62.0|2.57647E7|              62.0|        ZOOM|\n",
      "|2019-04-22 00:00:00|  68.9000015258789|59.939998626708984|              61.0| 65.69999694824219|9949700.0| 65.69999694824219|        ZOOM|\n",
      "|2019-04-23 00:00:00| 74.16899871826172| 65.55000305175781| 66.87000274658203|              69.0|6786500.0|              69.0|        ZOOM|\n",
      "|2019-04-24 00:00:00|              71.5| 63.15999984741211|  71.4000015258789| 63.20000076293945|4973500.0| 63.20000076293945|        ZOOM|\n",
      "|2019-04-25 00:00:00|  66.8499984741211|62.599998474121094| 64.73999786376953|              65.0|3863300.0|              65.0|        ZOOM|\n",
      "|2019-04-26 00:00:00| 66.98999786376953|63.599998474121094| 66.12000274658203| 66.22000122070312|1527400.0| 66.22000122070312|        ZOOM|\n",
      "|2019-04-29 00:00:00|              68.5|             64.75| 66.52999877929688| 68.16999816894531|1822300.0| 68.16999816894531|        ZOOM|\n",
      "|2019-04-30 00:00:00|  72.5199966430664| 66.66999816894531|  68.4000015258789| 72.47000122070312|4113100.0| 72.47000122070312|        ZOOM|\n",
      "|2019-05-01 00:00:00| 76.94999694824219| 70.81600189208984| 72.72000122070312| 72.76000213623047|3301900.0| 72.76000213623047|        ZOOM|\n",
      "|2019-05-02 00:00:00| 75.88999938964844| 69.69100189208984|             72.75|              75.5|2525300.0|              75.5|        ZOOM|\n",
      "|2019-05-03 00:00:00|             80.25|              75.0|              75.0| 79.18000030517578|2590300.0| 79.18000030517578|        ZOOM|\n",
      "|2019-05-06 00:00:00| 80.79000091552734|              74.5| 75.01000213623047| 78.23999786376953|2051800.0| 78.23999786376953|        ZOOM|\n",
      "|2019-05-07 00:00:00| 78.05000305175781|             73.25|  77.8499984741211| 73.33000183105469|1975200.0| 73.33000183105469|        ZOOM|\n",
      "|2019-05-08 00:00:00|              78.5| 74.02999877929688| 74.61000061035156| 77.68000030517578|2265500.0| 77.68000030517578|        ZOOM|\n",
      "|2019-05-09 00:00:00| 76.98999786376953|              74.0|  76.8499984741211| 75.20999908447266|1348200.0| 75.20999908447266|        ZOOM|\n",
      "|2019-05-10 00:00:00| 79.73999786376953|  74.7699966430664| 75.79000091552734| 79.62999725341797|1555100.0| 79.62999725341797|        ZOOM|\n",
      "|2019-05-13 00:00:00| 77.38999938964844|  70.5999984741211| 77.38999938964844| 72.54000091552734|2873200.0| 72.54000091552734|        ZOOM|\n",
      "|2019-05-14 00:00:00| 76.88500213623047| 73.11000061035156| 74.12000274658203| 73.13999938964844|1950400.0| 73.13999938964844|        ZOOM|\n",
      "|2019-05-15 00:00:00|              80.0| 72.20999908447266|  73.4000015258789| 79.76000213623047|2426500.0| 79.76000213623047|        ZOOM|\n",
      "|2019-05-16 00:00:00| 87.55000305175781|             79.25| 80.12000274658203|  83.4000015258789|4580700.0|  83.4000015258789|        ZOOM|\n",
      "|2019-05-17 00:00:00| 90.27999877929688| 81.87999725341797|             82.25|  89.9800033569336|3442500.0|  89.9800033569336|        ZOOM|\n",
      "|2019-05-20 00:00:00| 91.45999908447266|  83.2699966430664|  90.0999984741211| 84.66999816894531|3666800.0| 84.66999816894531|        ZOOM|\n",
      "|2019-05-21 00:00:00| 89.69999694824219|              84.5| 86.62999725341797| 85.44000244140625|2576000.0| 85.44000244140625|        ZOOM|\n",
      "|2019-05-22 00:00:00| 85.69999694824219|              82.0| 84.62999725341797| 82.43000030517578|1596400.0| 82.43000030517578|        ZOOM|\n",
      "|2019-05-23 00:00:00|              81.5| 77.26000213623047|             81.25| 78.76000213623047|2856000.0| 78.76000213623047|        ZOOM|\n",
      "|2019-05-24 00:00:00|             81.25| 74.19999694824219|  80.4800033569336|             76.25|2946800.0|             76.25|        ZOOM|\n",
      "|2019-05-28 00:00:00| 79.38999938964844| 76.80000305175781| 76.80000305175781|  77.7699966430664|1641300.0|  77.7699966430664|        ZOOM|\n",
      "|2019-05-29 00:00:00| 77.93000030517578| 73.58300018310547|              77.0|  75.7699966430664|1512100.0|  75.7699966430664|        ZOOM|\n",
      "|2019-05-30 00:00:00| 80.97000122070312|  76.5999984741211| 76.68000030517578| 80.41999816894531|1996000.0| 80.41999816894531|        ZOOM|\n",
      "|2019-05-31 00:00:00| 83.16999816894531| 77.77999877929688|  78.7699966430664|  79.7300033569336|1594300.0|  79.7300033569336|        ZOOM|\n",
      "|2019-06-03 00:00:00| 81.94000244140625|  75.6500015258789|              80.0|  75.9000015258789|1570500.0|  75.9000015258789|        ZOOM|\n",
      "|2019-06-04 00:00:00| 78.87999725341797| 76.62000274658203| 78.19999694824219| 78.73999786376953|1134900.0| 78.73999786376953|        ZOOM|\n",
      "|2019-06-05 00:00:00|  80.5999984741211| 76.23999786376953| 80.13999938964844| 78.04000091552734|1295800.0| 78.04000091552734|        ZOOM|\n",
      "|2019-06-06 00:00:00|             79.75| 77.02999877929688|  77.4000015258789| 79.43000030517578|3024000.0| 79.43000030517578|        ZOOM|\n",
      "|2019-06-07 00:00:00| 98.88999938964844|              92.5| 93.66000366210938| 94.05000305175781|9487800.0| 94.05000305175781|        ZOOM|\n",
      "|2019-06-10 00:00:00|105.98500061035156|              96.0| 98.51000213623047|             102.0|4852800.0|             102.0|        ZOOM|\n",
      "|2019-06-11 00:00:00|101.19999694824219| 91.56999969482422|             101.0| 94.87000274658203|4372400.0| 94.87000274658203|        ZOOM|\n",
      "|2019-06-12 00:00:00|104.18499755859375|              94.0|  94.5999984741211| 102.7699966430664|3151700.0| 102.7699966430664|        ZOOM|\n",
      "|2019-06-13 00:00:00| 105.1719970703125| 98.55000305175781| 105.0999984741211|100.94999694824219|3189100.0|100.94999694824219|        ZOOM|\n",
      "|2019-06-14 00:00:00|104.56999969482422|             99.25|100.47000122070312|100.29000091552734|1889300.0|100.29000091552734|        ZOOM|\n",
      "+-------------------+------------------+------------------+------------------+------------------+---------+------------------+------------+\n",
      "only showing top 40 rows\n",
      "\n",
      "Number of observations: 411\n",
      "\n",
      "Period between data points:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.448780487804878\n",
      "+-------+------------------+------------------+-----------------+------------------+-----------------+------------------+------------+\n",
      "|summary|              High|               Low|             Open|             Close|           Volume|         Adj Close|company_name|\n",
      "+-------+------------------+------------------+-----------------+------------------+-----------------+------------------+------------+\n",
      "|  count|               411|               411|              411|               411|              411|               411|         411|\n",
      "|   mean|182.39606543585043|172.02370037069576|177.1945766625323|177.46828020750172|7060712.613138686|177.46828020750172|        null|\n",
      "| stddev|142.85245242428914| 134.5095182837666|138.9019224307191|138.66359007242428|6905543.039975025|138.66359007242428|        null|\n",
      "|    min|  63.7400016784668|59.939998626708984|             61.0|              62.0|         512600.0|              62.0|        ZOOM|\n",
      "|    max| 588.8400268554688| 562.5499877929688|            572.5| 568.3400268554688|        5.33468E7| 568.3400268554688|        ZOOM|\n",
      "+-------+------------------+------------------+-----------------+------------------+-----------------+------------------+------------+\n",
      "\n",
      "Number of missing values for each dataframe and column:\n",
      "+----+---+----+-----+------+---------+\n",
      "|High|Low|Open|Close|Volume|Adj Close|\n",
      "+----+---+----+-----+------+---------+\n",
      "|   0|  0|   0|    0|     0|        0|\n",
      "+----+---+----+-----+------+---------+\n",
      "\n",
      "Correlation between 'High' and 'Low':\n",
      "0.999132019460127\n",
      "Correlation matrix:\n",
      "DenseMatrix([[1.        , 0.99913202, 0.99929984, 0.99921986, 0.41942667,\n",
      "              0.99921986],\n",
      "             [0.99913202, 1.        , 0.99914703, 0.99926417, 0.39512838,\n",
      "              0.99926417],\n",
      "             [0.99929984, 0.99914703, 1.        , 0.99824163, 0.40555376,\n",
      "              0.99824163],\n",
      "             [0.99921986, 0.99926417, 0.99824163, 1.        , 0.4103528 ,\n",
      "              1.        ],\n",
      "             [0.41942667, 0.39512838, 0.40555376, 0.4103528 , 1.        ,\n",
      "              0.4103528 ],\n",
      "             [0.99921986, 0.99926417, 0.99824163, 1.        , 0.4103528 ,\n",
      "              1.        ]]) \n",
      "\n",
      "RSI\n",
      "Moving Average\n",
      "+-------------------+-----------------+------------------+-----------------+-----------------+---------+-----------------+------------+-------------+\n",
      "|               Date|             High|               Low|             Open|            Close|   Volume|        Adj Close|company_name|daily_average|\n",
      "+-------------------+-----------------+------------------+-----------------+-----------------+---------+-----------------+------------+-------------+\n",
      "|2019-04-18 00:00:00|             66.0| 60.32099914550781|             65.0|             62.0|2.57647E7|             62.0|        ZOOM|         null|\n",
      "|2019-04-22 00:00:00| 68.9000015258789|59.939998626708984|             61.0|65.69999694824219|9949700.0|65.69999694824219|        ZOOM|         null|\n",
      "|2019-04-23 00:00:00|74.16899871826172| 65.55000305175781|66.87000274658203|             69.0|6786500.0|             69.0|        ZOOM|         null|\n",
      "|2019-04-24 00:00:00|             71.5| 63.15999984741211| 71.4000015258789|63.20000076293945|4973500.0|63.20000076293945|        ZOOM|         null|\n",
      "|2019-04-25 00:00:00| 66.8499984741211|62.599998474121094|64.73999786376953|             65.0|3863300.0|             65.0|        ZOOM|         null|\n",
      "|2019-04-26 00:00:00|66.98999786376953|63.599998474121094|66.12000274658203|66.22000122070312|1527400.0|66.22000122070312|        ZOOM|         null|\n",
      "|2019-04-29 00:00:00|             68.5|             64.75|66.52999877929688|68.16999816894531|1822300.0|68.16999816894531|        ZOOM|         null|\n",
      "|2019-04-30 00:00:00| 72.5199966430664| 66.66999816894531| 68.4000015258789|72.47000122070312|4113100.0|72.47000122070312|        ZOOM|         null|\n",
      "|2019-05-01 00:00:00|76.94999694824219| 70.81600189208984|72.72000122070312|72.76000213623047|3301900.0|72.76000213623047|        ZOOM|         null|\n",
      "|2019-05-02 00:00:00|75.88999938964844| 69.69100189208984|            72.75|             75.5|2525300.0|             75.5|        ZOOM|         null|\n",
      "|2019-05-03 00:00:00|            80.25|              75.0|             75.0|79.18000030517578|2590300.0|79.18000030517578|        ZOOM|         null|\n",
      "|2019-05-06 00:00:00|80.79000091552734|              74.5|75.01000213623047|78.23999786376953|2051800.0|78.23999786376953|        ZOOM|         null|\n",
      "|2019-05-07 00:00:00|78.05000305175781|             73.25| 77.8499984741211|73.33000183105469|1975200.0|73.33000183105469|        ZOOM|         null|\n",
      "|2019-05-08 00:00:00|             78.5| 74.02999877929688|74.61000061035156|77.68000030517578|2265500.0|77.68000030517578|        ZOOM|         null|\n",
      "|2019-05-09 00:00:00|76.98999786376953|              74.0| 76.8499984741211|75.20999908447266|1348200.0|75.20999908447266|        ZOOM|         null|\n",
      "|2019-05-10 00:00:00|79.73999786376953|  74.7699966430664|75.79000091552734|79.62999725341797|1555100.0|79.62999725341797|        ZOOM|         null|\n",
      "|2019-05-13 00:00:00|77.38999938964844|  70.5999984741211|77.38999938964844|72.54000091552734|2873200.0|72.54000091552734|        ZOOM|         null|\n",
      "|2019-05-14 00:00:00|76.88500213623047| 73.11000061035156|74.12000274658203|73.13999938964844|1950400.0|73.13999938964844|        ZOOM|         null|\n",
      "|2019-05-15 00:00:00|             80.0| 72.20999908447266| 73.4000015258789|79.76000213623047|2426500.0|79.76000213623047|        ZOOM|         null|\n",
      "|2019-05-16 00:00:00|87.55000305175781|             79.25|80.12000274658203| 83.4000015258789|4580700.0| 83.4000015258789|        ZOOM|         null|\n",
      "+-------------------+-----------------+------------------+-----------------+-----------------+---------+-----------------+------------+-------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "volatility\n",
      "+--------------------------+\n",
      "|stddev_samp(daily_average)|\n",
      "+--------------------------+\n",
      "|                      null|\n",
      "+--------------------------+\n",
      "\n",
      "average opening from 2019-04-18 00:00:00 to 2019-05-16 00:00:00\n",
      "+-----------------+\n",
      "|        avg(Open)|\n",
      "+-----------------+\n",
      "|71.78350067138672|\n",
      "+-----------------+\n",
      "\n",
      "average closing from 2019-04-18 00:00:00 to 2019-05-16 00:00:00\n",
      "+-----------------+\n",
      "|       avg(Close)|\n",
      "+-----------------+\n",
      "|72.60650005340577|\n",
      "+-----------------+\n",
      "\n",
      "daily return rate\n",
      "+-------------------+-----------------+------------------+-----------------+-----------------+---------+-----------------+------------+-------------------+\n",
      "|               Date|             High|               Low|             Open|            Close|   Volume|        Adj Close|company_name|       daily_return|\n",
      "+-------------------+-----------------+------------------+-----------------+-----------------+---------+-----------------+------------+-------------------+\n",
      "|2019-04-18 00:00:00|             66.0| 60.32099914550781|             65.0|             62.0|2.57647E7|             62.0|        ZOOM| -4.615384615384616|\n",
      "|2019-04-22 00:00:00| 68.9000015258789|59.939998626708984|             61.0|65.69999694824219|9949700.0|65.69999694824219|        ZOOM|  7.704913029905224|\n",
      "|2019-04-23 00:00:00|74.16899871826172| 65.55000305175781|66.87000274658203|             69.0|6786500.0|             69.0|        ZOOM| 3.1852806429364784|\n",
      "|2019-04-24 00:00:00|             71.5| 63.15999984741211| 71.4000015258789|63.20000076293945|4973500.0|63.20000076293945|        ZOOM|-11.484594660642081|\n",
      "|2019-04-25 00:00:00| 66.8499984741211|62.599998474121094|64.73999786376953|             65.0|3863300.0|             65.0|        ZOOM| 0.4016097386619993|\n",
      "|2019-04-26 00:00:00|66.98999786376953|63.599998474121094|66.12000274658203|66.22000122070312|1527400.0|66.22000122070312|        ZOOM|0.15123785536482456|\n",
      "|2019-04-29 00:00:00|             68.5|             64.75|66.52999877929688|68.16999816894531|1822300.0|68.16999816894531|        ZOOM|  2.465052487207892|\n",
      "|2019-04-30 00:00:00| 72.5199966430664| 66.66999816894531| 68.4000015258789|72.47000122070312|4113100.0|72.47000122070312|        ZOOM|  5.950291818757267|\n",
      "|2019-05-01 00:00:00|76.94999694824219| 70.81600189208984|72.72000122070312|72.76000213623047|3301900.0|72.76000213623047|        ZOOM|0.05500675860268774|\n",
      "|2019-05-02 00:00:00|75.88999938964844| 69.69100189208984|            72.75|             75.5|2525300.0|             75.5|        ZOOM| 3.7800687285223367|\n",
      "|2019-05-03 00:00:00|            80.25|              75.0|             75.0|79.18000030517578|2590300.0|79.18000030517578|        ZOOM|  5.573333740234375|\n",
      "|2019-05-06 00:00:00|80.79000091552734|              74.5|75.01000213623047|78.23999786376953|2051800.0|78.23999786376953|        ZOOM|  4.306086702507834|\n",
      "|2019-05-07 00:00:00|78.05000305175781|             73.25| 77.8499984741211|73.33000183105469|1975200.0|73.33000183105469|        ZOOM| -5.806033052870186|\n",
      "|2019-05-08 00:00:00|             78.5| 74.02999877929688|74.61000061035156|77.68000030517578|2265500.0|77.68000030517578|        ZOOM|  4.114729486275168|\n",
      "|2019-05-09 00:00:00|76.98999786376953|              74.0| 76.8499984741211|75.20999908447266|1348200.0|75.20999908447266|        ZOOM|-2.1340265741198423|\n",
      "|2019-05-10 00:00:00|79.73999786376953|  74.7699966430664|75.79000091552734|79.62999725341797|1555100.0|79.62999725341797|        ZOOM|  5.066626588605717|\n",
      "|2019-05-13 00:00:00|77.38999938964844|  70.5999984741211|77.38999938964844|72.54000091552734|2873200.0|72.54000091552734|        ZOOM|-6.2669576332492145|\n",
      "|2019-05-14 00:00:00|76.88500213623047| 73.11000061035156|74.12000274658203|73.13999938964844|1950400.0|73.13999938964844|        ZOOM|-1.3221847283037043|\n",
      "|2019-05-15 00:00:00|             80.0| 72.20999908447266| 73.4000015258789|79.76000213623047|2426500.0|79.76000213623047|        ZOOM|  8.664850787651815|\n",
      "|2019-05-16 00:00:00|87.55000305175781|             79.25|80.12000274658203| 83.4000015258789|4580700.0| 83.4000015258789|        ZOOM|  4.093857547248776|\n",
      "+-------------------+-----------------+------------------+-----------------+-----------------+---------+-----------------+------------+-------------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "return rate from 2019-04-18 00:00:00 to 2019-05-16 00:00:00\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.2830769465519832\n",
      "IMI score\n",
      "+-------------------+-----------------+------------------+-----------------+-----------------+---------+-----------------+------------+-------------------+--------------------+---------+---------+-------------------+------------------+------------------+------------------+------------------+\n",
      "|               Date|             High|               Low|             Open|            Close|   Volume|        Adj Close|company_name|         daily_gain|          daily_loss|gain_bool|loss_bool|           net_gain|          net_loss|            mgains|           mlosses|               imi|\n",
      "+-------------------+-----------------+------------------+-----------------+-----------------+---------+-----------------+------------+-------------------+--------------------+---------+---------+-------------------+------------------+------------------+------------------+------------------+\n",
      "|2019-04-18 00:00:00|             66.0| 60.32099914550781|             65.0|             62.0|2.57647E7|             62.0|        ZOOM|               -3.0|                 3.0|      0.0|      1.0|               -0.0|               3.0|               0.0|               3.0|               0.0|\n",
      "|2019-04-22 00:00:00| 68.9000015258789|59.939998626708984|             61.0|65.69999694824219|9949700.0|65.69999694824219|        ZOOM| 4.6999969482421875| -4.6999969482421875|      1.0|      0.0| 4.6999969482421875|              -0.0|4.6999969482421875|               3.0| 61.03894559744128|\n",
      "|2019-04-23 00:00:00|74.16899871826172| 65.55000305175781|66.87000274658203|             69.0|6786500.0|             69.0|        ZOOM| 2.1299972534179688| -2.1299972534179688|      1.0|      0.0| 2.1299972534179688|              -0.0| 6.829994201660156|               3.0| 69.48116205914609|\n",
      "|2019-04-24 00:00:00|             71.5| 63.15999984741211| 71.4000015258789|63.20000076293945|4973500.0|63.20000076293945|        ZOOM| -8.200000762939453|   8.200000762939453|      0.0|      1.0|               -0.0| 8.200000762939453| 6.829994201660156|11.200000762939453|37.881287349609806|\n",
      "|2019-04-25 00:00:00| 66.8499984741211|62.599998474121094|64.73999786376953|             65.0|3863300.0|             65.0|        ZOOM|0.26000213623046875|-0.26000213623046875|      1.0|      0.0|0.26000213623046875|              -0.0| 7.089996337890625|11.200000762939453|38.764338227089446|\n",
      "|2019-04-26 00:00:00|66.98999786376953|63.599998474121094|66.12000274658203|66.22000122070312|1527400.0|66.22000122070312|        ZOOM|0.09999847412109375|-0.09999847412109375|      1.0|      0.0|0.09999847412109375|              -0.0| 7.189994812011719|11.200000762939453|39.097316705204314|\n",
      "|2019-04-29 00:00:00|             68.5|             64.75|66.52999877929688|68.16999816894531|1822300.0|68.16999816894531|        ZOOM| 1.6399993896484375| -1.6399993896484375|      1.0|      0.0| 1.6399993896484375|              -0.0| 8.829994201660156|11.200000762939453|44.083856322809936|\n",
      "|2019-04-30 00:00:00| 72.5199966430664| 66.66999816894531| 68.4000015258789|72.47000122070312|4113100.0|72.47000122070312|        ZOOM|  4.069999694824219|  -4.069999694824219|      1.0|      0.0|  4.069999694824219|              -0.0|12.899993896484375|11.200000762939453| 53.52695749017556|\n",
      "|2019-05-01 00:00:00|76.94999694824219| 70.81600189208984|72.72000122070312|72.76000213623047|3301900.0|72.76000213623047|        ZOOM|0.04000091552734375|-0.04000091552734375|      1.0|      0.0|0.04000091552734375|              -0.0|12.939994812011719|11.200000762939453| 53.60396513675787|\n",
      "|2019-05-02 00:00:00|75.88999938964844| 69.69100189208984|            72.75|             75.5|2525300.0|             75.5|        ZOOM|               2.75|               -2.75|      1.0|      0.0|               2.75|              -0.0|15.689994812011719|11.200000762939453|58.348818869376885|\n",
      "|2019-05-03 00:00:00|            80.25|              75.0|             75.0|79.18000030517578|2590300.0|79.18000030517578|        ZOOM|  4.180000305175781|  -4.180000305175781|      1.0|      0.0|  4.180000305175781|              -0.0|  19.8699951171875|11.200000762939453| 63.95235839054868|\n",
      "|2019-05-06 00:00:00|80.79000091552734|              74.5|75.01000213623047|78.23999786376953|2051800.0|78.23999786376953|        ZOOM| 3.2299957275390625| -3.2299957275390625|      1.0|      0.0| 3.2299957275390625|              -0.0|23.099990844726562|11.200000762939453|  67.3469285618243|\n",
      "|2019-05-07 00:00:00|78.05000305175781|             73.25| 77.8499984741211|73.33000183105469|1975200.0|73.33000183105469|        ZOOM| -4.519996643066406|   4.519996643066406|      0.0|      1.0|               -0.0| 4.519996643066406|23.099990844726562| 15.71999740600586|59.505404008695784|\n",
      "|2019-05-08 00:00:00|             78.5| 74.02999877929688|74.61000061035156|77.68000030517578|2265500.0|77.68000030517578|        ZOOM| 3.0699996948242188| -3.0699996948242188|      1.0|      0.0| 3.0699996948242188|              -0.0| 26.16999053955078| 15.71999740600586| 62.47313934194313|\n",
      "|2019-05-09 00:00:00|76.98999786376953|              74.0| 76.8499984741211|75.20999908447266|1348200.0|75.20999908447266|        ZOOM|-1.6399993896484375|  1.6399993896484375|      0.0|      1.0|               -0.0|1.6399993896484375| 26.16999053955078|17.359996795654297| 60.11945360339143|\n",
      "|2019-05-10 00:00:00|79.73999786376953|  74.7699966430664|75.79000091552734|79.62999725341797|1555100.0|79.62999725341797|        ZOOM|  3.839996337890625|  -3.839996337890625|      1.0|      0.0|  3.839996337890625|              -0.0|30.009986877441406|14.359996795654297| 67.63578526092256|\n",
      "|2019-05-13 00:00:00|77.38999938964844|  70.5999984741211|77.38999938964844|72.54000091552734|2873200.0|72.54000091552734|        ZOOM| -4.849998474121094|   4.849998474121094|      0.0|      1.0|               -0.0| 4.849998474121094| 25.30998992919922| 19.20999526977539|56.850849828634175|\n",
      "|2019-05-14 00:00:00|76.88500213623047| 73.11000061035156|74.12000274658203|73.13999938964844|1950400.0|73.13999938964844|        ZOOM|-0.9800033569335938|  0.9800033569335938|      0.0|      1.0|               -0.0|0.9800033569335938| 23.17999267578125|20.189998626708984| 53.44707706789485|\n",
      "|2019-05-15 00:00:00|             80.0| 72.20999908447266| 73.4000015258789|79.76000213623047|2426500.0|79.76000213623047|        ZOOM| 6.3600006103515625| -6.3600006103515625|      1.0|      0.0| 6.3600006103515625|              -0.0|29.539993286132812|11.989997863769531| 71.12930310894679|\n",
      "|2019-05-16 00:00:00|87.55000305175781|             79.25|80.12000274658203| 83.4000015258789|4580700.0| 83.4000015258789|        ZOOM|  3.279998779296875|  -3.279998779296875|      1.0|      0.0|  3.279998779296875|              -0.0| 32.55998992919922|11.989997863769531| 73.08641717369473|\n",
      "+-------------------+-----------------+------------------+-----------------+-----------------+---------+-----------------+------------+-------------------+--------------------+---------+---------+-------------------+------------------+------------------+------------------+------------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "Money Flow Index\n",
      "+-------------------+-----------------+------------------+-----------------+-----------------+---------+-----------------+------------+------------------+--------------------+-----------+-----------+--------------------+--------------------+------------------+------------------+\n",
      "|               Date|             High|               Low|             Open|            Close|   Volume|        Adj Close|company_name|     typical_price|      raw_money_flow|is_pos_flow|is_neg_flow|     pos_period_flow|     neg_period_flow|  money_flow_ratio|  money_flow_index|\n",
      "+-------------------+-----------------+------------------+-----------------+-----------------+---------+-----------------+------------+------------------+--------------------+-----------+-----------+--------------------+--------------------+------------------+------------------+\n",
      "|2019-04-18 00:00:00|             66.0| 60.32099914550781|             65.0|             62.0|2.57647E7|             62.0|        ZOOM| 188.3209991455078| 4.852034046684265E9|       null|       null|                null|                null|              null|              null|\n",
      "|2019-04-22 00:00:00| 68.9000015258789|59.939998626708984|             61.0|65.69999694824219|9949700.0|65.69999694824219|        ZOOM|194.53999710083008| 1.935614609154129E9|        1.0|        0.0| 1.935614609154129E9|                 0.0|              null|              null|\n",
      "|2019-04-23 00:00:00|74.16899871826172| 65.55000305175781|66.87000274658203|             69.0|6786500.0|             69.0|        ZOOM|208.71900177001953|1.4164715055122375E9|        1.0|        0.0|3.3520861146663666E9|                 0.0|              null|              null|\n",
      "|2019-04-24 00:00:00|             71.5| 63.15999984741211| 71.4000015258789|63.20000076293945|4973500.0|63.20000076293945|        ZOOM|197.86000061035156| 9.840567130355835E8|        0.0|        1.0|3.3520861146663666E9| 9.840567130355835E8|3.4063952516780964|22.694287345629466|\n",
      "|2019-04-25 00:00:00| 66.8499984741211|62.599998474121094|64.73999786376953|             65.0|3863300.0|             65.0|        ZOOM| 194.4499969482422|  7.51218673210144E8|        0.0|        1.0|3.3520861146663666E9|1.7352753862457275E9|1.9317314941685497| 34.10953567845762|\n",
      "|2019-04-26 00:00:00|66.98999786376953|63.599998474121094|66.12000274658203|66.22000122070312|1527400.0|66.22000122070312|        ZOOM|196.80999755859375| 3.006075902709961E8|        1.0|        0.0|3.6526937049373627E9|1.7352753862457275E9|  2.10496485681156| 32.20648368390502|\n",
      "|2019-04-29 00:00:00|             68.5|             64.75|66.52999877929688|68.16999816894531|1822300.0|68.16999816894531|        ZOOM| 201.4199981689453|3.6704766266326904E8|        1.0|        0.0|4.0197413676006317E9|1.7352753862457275E9| 2.316486132093046| 30.15239504013534|\n",
      "|2019-04-30 00:00:00| 72.5199966430664| 66.66999816894531| 68.4000015258789|72.47000122070312|4113100.0|72.47000122070312|        ZOOM|211.65999603271484| 8.705787296821594E8|        1.0|        0.0| 4.890320097282791E9|1.7352753862457275E9| 2.818180985015301|26.190481905508538|\n",
      "|2019-05-01 00:00:00|76.94999694824219| 70.81600189208984|72.72000122070312|72.76000213623047|3301900.0|72.76000213623047|        ZOOM| 220.5260009765625| 7.281548026245117E8|        1.0|        0.0| 5.618474899907303E9|1.7352753862457275E9|3.2378001465593806|23.597148648264785|\n",
      "|2019-05-02 00:00:00|75.88999938964844| 69.69100189208984|            72.75|             75.5|2525300.0|             75.5|        ZOOM|221.08100128173828| 5.582958525367737E8|        1.0|        0.0| 6.176770752444077E9|1.7352753862457275E9|3.5595334327927826|21.932068592980684|\n",
      "|2019-05-03 00:00:00|            80.25|              75.0|             75.0|79.18000030517578|2590300.0|79.18000030517578|        ZOOM|234.43000030517578| 6.072440297904968E8|        1.0|        0.0| 6.784014782234573E9|1.7352753862457275E9| 3.909474447690868| 20.36877899365261|\n",
      "|2019-05-06 00:00:00|80.79000091552734|              74.5|75.01000213623047|78.23999786376953|2051800.0|78.23999786376953|        ZOOM|233.52999877929688| 4.791568514953613E8|        0.0|        1.0| 6.784014782234573E9| 2.214432237741089E9|3.0635458907312745|24.609049015071914|\n",
      "|2019-05-07 00:00:00|78.05000305175781|             73.25| 77.8499984741211|73.33000183105469|1975200.0|73.33000183105469|        ZOOM| 224.6300048828125|4.4368918564453125E8|        0.0|        1.0| 6.784014782234573E9|  2.65812142338562E9| 2.552183930557186|28.151695394983186|\n",
      "|2019-05-08 00:00:00|             78.5| 74.02999877929688|74.61000061035156|77.68000030517578|2265500.0|77.68000030517578|        ZOOM|230.20999908447266| 5.215407529258728E8|        1.0|        0.0| 7.305555535160446E9|  2.65812142338562E9| 2.748390450070351| 26.67811726980661|\n",
      "|2019-05-09 00:00:00|76.98999786376953|              74.0| 76.8499984741211|75.20999908447266|1348200.0|75.20999908447266|        ZOOM| 226.1999969482422| 3.049628358856201E8|        0.0|        1.0| 7.305555535160446E9|  2.96308425927124E9|2.4655240607154454|28.855664611763032|\n",
      "|2019-05-10 00:00:00|79.73999786376953|  74.7699966430664|75.79000091552734|79.62999725341797|1555100.0|79.62999725341797|        ZOOM| 234.1399917602539|3.6411110118637085E8|        1.0|        0.0| 7.669666636346817E9|  2.96308425927124E9|2.5884065268643908|27.867522604073976|\n",
      "|2019-05-13 00:00:00|77.38999938964844|  70.5999984741211|77.38999938964844|72.54000091552734|2873200.0|72.54000091552734|        ZOOM|220.52999877929688| 6.336267924926758E8|        0.0|        1.0| 5.734052027192688E9| 3.596711051763916E9|1.5942487302060495| 38.54680502900639|\n",
      "|2019-05-14 00:00:00|76.88500213623047| 73.11000061035156|74.12000274658203|73.13999938964844|1950400.0|73.13999938964844|        ZOOM|223.13500213623047| 4.352025081665039E8|        1.0|        0.0| 4.752783029846954E9| 3.596711051763916E9| 1.321424757631301| 43.07699384667389|\n",
      "|2019-05-15 00:00:00|             80.0| 72.20999908447266| 73.4000015258789|79.76000213623047|2426500.0|79.76000213623047|        ZOOM|231.97000122070312| 5.628752079620361E8|        1.0|        0.0|5.3156582378089905E9|2.6126543387283325E9|2.0345815207978495| 32.95347293016801|\n",
      "|2019-05-16 00:00:00|87.55000305175781|             79.25|80.12000274658203| 83.4000015258789|4580700.0| 83.4000015258789|        ZOOM|250.20000457763672|1.1460911609687805E9|        1.0|        0.0| 6.461749398777771E9|1.8614356655181885E9|3.4713793866085307|22.364463257019302|\n",
      "+-------------------+-----------------+------------------+-----------------+-----------------+---------+-----------------+------------+------------------+--------------------+-----------+-----------+--------------------+--------------------+------------------+------------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "upside_downside_ratio\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-------------------+---------------------+\n",
      "|               Date|upside_downside_ratio|\n",
      "+-------------------+---------------------+\n",
      "|2019-04-18 00:00:00|  -0.7217585360457196|\n",
      "|2019-04-22 00:00:00|    8.141349354916516|\n",
      "|2019-04-23 00:00:00|    2.309207224843595|\n",
      "|2019-04-24 00:00:00|                  0.0|\n",
      "|2019-04-25 00:00:00| -0.00235084785829...|\n",
      "|2019-04-26 00:00:00|  -1.8171516673679644|\n",
      "|2019-04-29 00:00:00|   -99.24135166296941|\n",
      "|2019-04-30 00:00:00|  -0.3552328106783645|\n",
      "|2019-05-01 00:00:00| -0.20444182849713102|\n",
      "|2019-05-02 00:00:00| -0.06173066034477465|\n",
      "|2019-05-03 00:00:00|    5.320607882765764|\n",
      "|2019-05-06 00:00:00|    2.790689713061714|\n",
      "|2019-05-07 00:00:00|                  0.0|\n",
      "|2019-05-08 00:00:00|   -1.813917761346143|\n",
      "|2019-05-09 00:00:00|   -28.52498062893144|\n",
      "|2019-05-10 00:00:00|   -6.662061276165812|\n",
      "|2019-05-13 00:00:00|                  0.0|\n",
      "|2019-05-14 00:00:00|   -2.094947312883337|\n",
      "|2019-05-15 00:00:00|    3.000886884719745|\n",
      "|2019-05-16 00:00:00|    2.527155595089395|\n",
      "+-------------------+---------------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "highest daily return\n",
      "+-------------------+------------+-------------------+\n",
      "|               Date|company_name|       daily_return|\n",
      "+-------------------+------------+-------------------+\n",
      "|2017-01-03 00:00:00|       TESLA| 0.9913401436610085|\n",
      "|2017-01-04 00:00:00|       TESLA|  5.699646108009665|\n",
      "|2017-01-05 00:00:00|      AMAZON| 2.4817838247015467|\n",
      "|2017-01-06 00:00:00|    FACEBOOK|  2.008596658744028|\n",
      "|2017-01-09 00:00:00|    FACEBOOK| 1.0926737683329313|\n",
      "|2017-01-10 00:00:00|       APPLE| 0.2862709243875398|\n",
      "|2017-01-11 00:00:00|    FACEBOOK| 1.3992745356821603|\n",
      "|2017-01-12 00:00:00|      AMAZON| 1.6656067187099972|\n",
      "|2017-01-13 00:00:00|       TESLA|  3.369563558827276|\n",
      "|2017-01-17 00:00:00|       APPLE| 1.4027410118973171|\n",
      "|2017-01-18 00:00:00|       TESLA| 0.7225840708306964|\n",
      "|2017-01-19 00:00:00|       APPLE|0.31825565206178635|\n",
      "|2017-01-20 00:00:00|   MICROSOFT| 0.1117017896390701|\n",
      "|2017-01-23 00:00:00|      GOOGLE| 1.4939606761961908|\n",
      "|2017-01-24 00:00:00|       TESLA|  1.844001770019531|\n",
      "|2017-01-25 00:00:00|      AMAZON| 1.2993668837612067|\n",
      "|2017-01-26 00:00:00|    FACEBOOK| 0.8736563502433894|\n",
      "|2017-01-27 00:00:00|       TESLA| 0.6245508193298224|\n",
      "|2017-01-30 00:00:00|       APPLE| 0.5788447419794042|\n",
      "|2017-01-31 00:00:00|       TESLA| 1.0792850641376976|\n",
      "+-------------------+------------+-------------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "highest return from 2019-04-18 00:00:00 to 2019-05-16 00:00:00\n",
      "('ZOOM', 0.2830769465519832)\n"
     ]
    }
   ],
   "source": [
    "%run {pwd + \"/exploration.ipynb\"}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "aa432e51",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AMAZON.csv:\n",
      "APPLE.csv:\n",
      "FACEBOOK.csv:\n",
      "GOOGLE.csv:\n",
      "MICROSOFT.csv:\n",
      "TESLA.csv:\n",
      "ZOOM.csv:\n"
     ]
    }
   ],
   "source": [
    "spark = create_spark_session(\"Spark_Application_Name\")\n",
    "\n",
    "# load data\n",
    "all_datasets = []\n",
    "for f in ['AMAZON.csv', 'APPLE.csv', 'FACEBOOK.csv', 'GOOGLE.csv',\n",
    "            'MICROSOFT.csv', 'TESLA.csv', 'ZOOM.csv']:\n",
    "    print(f\"{f}:\")\n",
    "    df = load_data(spark, 'stocks_data/' + f)\n",
    "    all_datasets.append(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c04e6b83",
   "metadata": {},
   "source": [
    "Input:  \n",
    "    - 4xHigh  \n",
    "    - 4xOpen  \n",
    "    - 4xClose  \n",
    "    - 4xLow  \n",
    "    - Volatilité  \n",
    "    - Momentum  \n",
    "    - IMI  \n",
    "    - MFI  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e03a49d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# all the features given to the model\n",
    "features = [\n",
    "    \"High\", \"High1\", \"High2\", \"High3\",\n",
    "    \"Low\", \"Low1\", \"Low2\", \"Low3\",\n",
    "    \"Open\", \"Open1\", \"Open2\", \"Open3\",\n",
    "    \"Close\", \"Close1\", \"Close2\", \"Close3\",\n",
    "    \"Momentum\",\n",
    "    \"imi\",\n",
    "    \"Volatility\"\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e1ec69f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_train_test_data(df):\n",
    "    # create a window to get lagged columns\n",
    "    win = Window.partitionBy('Year').orderBy('Date')\n",
    "\n",
    "    # create lagged columns (High, Low, Open and Close offseted by up to four)\n",
    "    df_with_lag = df.withColumn('Year', F.year('Date'))\n",
    "    for i in range(1, 4):\n",
    "        for s in [\"High\", \"Low\", \"Open\", \"Close\"]:\n",
    "            df_with_lag = df_with_lag.withColumn(s + str(i), F.lag(F.col(s), i).over(win))\n",
    "    \n",
    "    s = 'Date'\n",
    "    i = 3\n",
    "    df_with_lag = df_with_lag.withColumn(s + str(i), F.lag(F.col(s), i).over(win))\n",
    "\n",
    "    # Calculate volatility over the last four days\n",
    "    tmp = df_with_lag.withColumn('Average_from_1_to_4', (F.col('Close') + F.col('Close1') + F.col('Close2') + F.col('Close3')) / 4)\n",
    "    tmp = tmp.withColumn('Close_minus_mean_square', (F.col('Close') - F.col('Average_from_1_to_4'))**2)\n",
    "    tmp = tmp.withColumn('Close1_minus_mean_square', (F.col('Close1') - F.col('Average_from_1_to_4'))**2)\n",
    "    tmp = tmp.withColumn('Close2_minus_mean_square', (F.col('Close2') - F.col('Average_from_1_to_4'))**2)\n",
    "    tmp = tmp.withColumn('Close3_minus_mean_square', (F.col('Close3') - F.col('Average_from_1_to_4'))**2)\n",
    "    tmp = tmp.withColumn('mean_minus_square', (F.col('Close_minus_mean_square') + F.col('Close1_minus_mean_square') + F.col('Close2_minus_mean_square') + F.col('Close3_minus_mean_square')) / 4)\n",
    "    tmp = tmp.withColumn('Volatility', F.sqrt('mean_minus_square'))\n",
    "\n",
    "    df_with_volatility = tmp.select(df_with_lag.columns + ['Volatility'])\n",
    "\n",
    "    # add momentum to the dataframe\n",
    "    df_with_momentum = compute_momentum(df_with_volatility).withColumnRenamed('daily_average', 'Momentum')\n",
    "\n",
    "    # add imi to the dataframe\n",
    "    df_with_imi = compute_intraday_momentum_index(df_with_momentum).select(df_with_momentum.columns + ['imi'])\n",
    "\n",
    "    # add mfi to the dataframe\n",
    "    df_with_mfi = compute_money_flow_index(df_with_imi).select(df_with_imi.columns + ['money_flow_index'])\n",
    "\n",
    "    # add label (the next Close value)\n",
    "    df_labeled = df_with_mfi.withColumn('label', F.lag(F.col('Close'), -1).over(win))\n",
    "\n",
    "    # drop columns containing null values\n",
    "    final_df = df_labeled.select(features + ['Date', 'label']).fillna(0)\n",
    "    # final_df.show()\n",
    "\n",
    "    # split train and test data\n",
    "    trainDF, testDF = final_df.randomSplit([.8, .2], seed=42)\n",
    "\n",
    "    return trainDF, testDF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "86edbb91",
   "metadata": {},
   "outputs": [],
   "source": [
    "def test_model(model_type, trainDF, testDF):\n",
    "    # vectorise features\n",
    "    assembler = VectorAssembler(\n",
    "        inputCols=features,\n",
    "        outputCol=\"features\"\n",
    "    )\n",
    "\n",
    "    # create model type\n",
    "    lr = model_type\n",
    "\n",
    "    # create the pipeline that will create the model\n",
    "    pipeline = Pipeline(stages=[assembler, lr])\n",
    "\n",
    "    # Fit the pipeline to training documents.\n",
    "    model = pipeline.fit(trainDF)\n",
    "\n",
    "    # test the model\n",
    "    predDF = model.transform(testDF)\n",
    "\n",
    "    return predDF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5b543e71",
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_chart(predDF):\n",
    "    \"\"\"\n",
    "    Create a plot comparing the label and the prediction\n",
    "    \"\"\"\n",
    "    predDF = predDF.orderBy('Date')\n",
    "    expected = [val.label for val in predDF.select('label').collect()]\n",
    "    output = [val.prediction for val in predDF.select('prediction').collect()]\n",
    "    x = [val.Date for val in predDF.select('Date').collect()]\n",
    "\n",
    "    plt.plot(x, expected, color='red')\n",
    "    plt.plot(x, output, color='blue')\n",
    "\n",
    "    plt.ylabel('Price')\n",
    "    plt.xlabel('timestamp')\n",
    "    plt.title('ASN values for time')\n",
    "    plt.legend(['expected', 'output'], loc='upper left')\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e61b0d4b",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "22/06/21 17:44:18 WARN Instrumentation: [7559e145] regParam is zero, which might cause numerical instability and overfitting.\n",
      "22/06/21 17:44:19 WARN InstanceBuilder$NativeLAPACK: Failed to load implementation from:dev.ludovic.netlib.lapack.JNILAPACK\n",
      "22/06/21 17:44:19 WARN Instrumentation: [7559e145] Cholesky solver failed due to singular covariance matrix. Retrying with Quasi-Newton solver.\n",
      "22/06/21 17:44:19 WARN package: Truncated the string representation of a plan since it was too large. This behavior can be adjusted by setting 'spark.sql.debug.maxToStringFields'.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RMSE:  59.900856908204915\n",
      "R2:  0.9917697789152804\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "22/06/21 17:44:22 WARN Instrumentation: [14b069a0] regParam is zero, which might cause numerical instability and overfitting.\n",
      "22/06/21 17:44:22 WARN Instrumentation: [14b069a0] Cholesky solver failed due to singular covariance matrix. Retrying with Quasi-Newton solver.\n"
     ]
    },
    {
     "data": {
      "image/png": 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pE127ds1028GDBzNx4kRef/11IiIi0paHh4ezZs0apk6dytixY5kzZ06W9b3yyiu8/vrr2W5jjCkA69bBypXw22+Q3QjZ6RIIkZFsHe/8FN9wA7zyCrz8MoSFwYMPFlDc+WAtER/4/fffGThwIKVKlaJ06dIMGjSIxXmcynLYsGFpz3/8USRHxDem+Entlk6dGyQzb73lJJBBgyAyEoKD2bYNqlaF0qWdRALntkIKq/O6JeKnkeAzdfz48bQZC8GZ3yM76YeHT30dFBSUVobL5SIxMdEHkRpjPJaaRPbsyXz9W285XSSDBsGMGWknN/buhVq1nE3uvBN27YJ0A30XatYS8YFLL72Ub775htOnT3Pq1Cm+/vprrrzySg4ePMiRI0dISEg4q+sp4zDuAJGRkWnPnTt3BqBevXqsXLkSgO+++46kpKQs9zfG+EF2LZE333QSyLXXnpVAwDkPEhbmvK5ZE6ZOhYoVfR6tV5zXLRF/adeuHaNHj6Zjx44A3HLLLXTo0IFx48bRsWNHatasSbNmzdK2Hz16NHfccQehoaFpXVfHjh2jdevWlCxZMm1iqltvvZVrrrmGNm3a0KdPn7RJrVq3bk1gYCBt2rRh9OjRPPDAAwX8iY0xQNYtkTffhAcecBLI9OnnXF4VHw9lyhRMiN4mmjalR9ETERGhUVFRZy3bsGEDzZs391NE3lGvXj2ioqKoVKlSzhv7yPnwPRpT4Hr2hAULnCQRH+/MCfLGG/Cvf8HgwfDFF5len9uundOd9d13BROmiKxU1Yict8yZtUSMMcZbUocvSUqCQ4ecpJFDAgEn34SEFGCcXmRJpBDasWOHv0Mwxnhi3z6oXds5J/LII/DppzBkCEyblu0dgvHxULJwTJmeZ+flifWi3EVXGNj3Z4wHTp+G48fBfS40twlEtWi3RM67JBISEsKRI0fsh9BDqsqRI0cIKapHtDH+ktqVdcklTtLIIYGowrx5cOmlzq6VKxdgrF503nVn1apViz179nDo0CF/h1JkhYSEUCv1onVjTO4cOOA8N28O27dD9erOifUMXC6YPRteeAGiopzer4kT4eabCzheLznvkkhwcDD169f3dxjGmOLmxAnnOTzcudkjg5QU+PJLePFFZ2itBg3gww9h5EgoUaKAY/Wi8647yxhj/OKkezh398CoqZKT4bPPoFUruO46SEx03m/aBLfcUrQTCFgSMcYY70gdNcJ912BiInz0ETRteqa1MXMmrF0LI0ZA0HnSD3SefAxjjPEzdxLZfDCcOV879xju3u2MDP/GG9CvX6anSIo8SyLGGOMNsbFsoz5NLyqHqnOR1ocfQu/ekG481fOOJRFjjPGGkydZGtgFTRHmz4cePc7v5JHKkogxxnhDbCwrgzsREgzduhWPBAJ2Yt0YY7wjNpZV2o7Wrc+fk+a5YUnEGGO8wHXiJKuSWtG+vb8jKViWRIwxxgu2HyrNCVcZ2rXzdyQFy5KIMcZ4wa6jzk2GjRr5OZACZknEGGO8IOZkIOCMelKcWBIxxhgviDnlnE23JGKMMSbPYuKdWaUsiRhjjMmz4/HOHDxly/o5kALmsyQiIpNF5KCIrE23rIKIzBeRze7n8u7lIiJvi8gWEflbRIrZ9Q3GmCItIYEYV2nCghOzm8TwvOTLlsgUoE+GZY8CC1S1MbDA/R7gSqCx+3Eb8L4P4zLGGO+KjSWGcMJDE/0dSYHzWRJR1d+AoxkWXwN86n79KTAg3fKp6lgKlBOR6r6KzRhjvOrkSSeJlEr2dyQFrqDPiVRVVfdExOwHqrpf1wR2p9tuj3vZOUTkNhGJEpEomwLXGFMopLZESqf4O5IC57cT66qqgHqw3yRVjVDViMpFdWZ7Y8z5xZ1EypXN809akVfQSeRAajeV+/mge/leoHa67Wq5lxljTOGX2p1VzC7vhYJPIt8Bo9yvRwHfpls+0n2V1kVATLpuL2OMKdxSu7PKF5Px39Px2YDFIjId6AZUEpE9wNPAK8BMEbkZ2AkMdW8+F+gLbAFOAzf5Ki5jjPG61CRSofhdneWzJKKqw7JY1SOTbRW421exGGOMLyUdP0UcYYRXtHMixhhj8ijmcBIA4ZVL+DmSgmdJxBhj8un4Yef+kPCKxWhKQzdLIsYY44nVqyHZSR6/bXbujQ4vV/xOrFsSMcaYvNqzB9q2hX79eP55uPmX4UDxG8EXfHhi3Rhjzlt79gDw2o+tGffjmcXFMYlYS8QYY/Lo9N5jdGQZj/AaAxuvSVtuScQYY0yOolYKK+hIy9CtRO7vlrbckogxxpgcrd/kzKc+d/IBgmPPDFZe3CakAksixhiTZ+t2lKIMJ6g9tDN07562vLhNSAWWRIwxJs/W7ShFi9DtSIDAQw/5Oxy/siRijDF54XKx7lh1WtaJdd73yTiBa/FiScQYY/Lg8O8bOahVaNkuxFkgQpMmxfN8CFgSMcaYPFn39T8AtLyiVtqy9evhyBF/ReRfdrOhMcbkwbqFzlx6LbpXTVsWGOivaPzPWiLGGJNbx4+zZg2ULRFHrdrFb5yszFgSMcaYXNL/zWKeqxddOiQglkMASyLGGJNra/67hB3UZ8DIYnhrehYsiRhjTG7s3Mm3q2oholzd35ohqSyJGGNMbkybxjcMoFPbBKpV83cwhYclEWOMyYkquyfPZxXtGXBdiL+jKVQsiRhjTE7+/JPvtrYA4Jpr/BxLIWNJxBhjcvLZZ3wrA2nSKIVmzfwdTOFiScQYY7KTnMzxad+zkG4MGFSM7yrMgt2xbowx2fn5Z3441J5kgqwrKxOWRIwxJjszZ/Jt8BCqlFc6dbJLezOy7ixjjMlGwj87meu6gv79pViPkZUVSyLGGJONRdvqEJtSyrqysmBJxBhjsnLsGLOjIwgLTqRHD38HUzhZEjHGmKz8+is7qEvTeomEhvo7mMLJkogxxmRlwQLiA0oRWinM35EUWpZEjDEmK7/8QnzZKoSG2U9lVuybMcaYzERHw/r1xJWqSIgNl5UlSyLGGJOZhQsBiC8ZbudDsmFJxBhjMrNgAZQvT5yGWEskG35JIiLygIisE5G1IjJdREJEpL6ILBORLSISKSIl/BGbMcaQkgILFpBwaU8OHRLKlvV3QIVXgScREakJ3AdEqGorIBC4HngVeENVGwHHgJsLOjZjjMHlgltugZ07mVP/Xk6ehP79/R1U4eWv7qwgIFREgoAwIBq4HJjlXv8pMMA/oRljii2XC269FaZMgWeeYer2S6leHXr29HdghVeukoiINBGRBSKy1v2+tYg86UmFqroXeB3YhZM8YoCVwHFVTXZvtgeomUUst4lIlIhEHTp0yJMQjDFFjSrcfTe7/v0WY8fCqVM+qmfqVJg8GZ56ikN3Pc3cuTBiBDZmVjZy2xL5EHgMSAJQ1b9xuqDyTETKA9cA9YEaQCmgT273V9VJqhqhqhGVK1f2JARjTFEzeTIx733OVW/25K23ICrKR/XMnAn168OzzzJ9OiQnw8iRPqrrPJHboeDDVHW5yFnDICdntXEOegLbVfUQgIh8BVwClBORIHdrpBaw18PyjTHnkev6xvLrD/04LUOJdZUBIDbWBxXFxLDop0RuDFtF4x7Cli3Qrh20auWDus4juW2JHBaRhoACiMhgnK4oT+wCLhKRMHGyUg9gPbAQGOzeZhTwrYflG2POE6rw9bwQagZGM2K48kbo4wCcOOGDyubMYWLKHcRqaU6dgmPH4N57fVDPeSa3LZG7gUlAMxHZC2wHRnhSoaouE5FZwCqc1syf7rK/B2aIyAvuZR97Ur4x5vxxZN1+krQaI688zP2ftSU6KY4HIiF6dzJem1Pv2DGYOZPj3/7KbD7hzjGBvPmWd4ouDnLVElHVbaraE6gMNFPVLqq6w9NKVfVpVW2mqq1U9UZVTXDX0VFVG6nqEFVN8LR8Y8z5Ifr7VQBUv7g+AFVuvII2/MW4p2HxYi9VMmkS3HEHs34II5GSjLjRZi/Mi9xenfWSiJRT1VOqGisi5d0tBmOM8Zl9i/4BoHrnugAE9u7Bj/XuoE7KDvr2Vf74wwuV/P03AJ8zgia1T9O+vRfKLEZye07kSlU9nvpGVY8BfX0SkTHGuEWvck691qjt7roKDqbqF2+wIKUb1eQgffp44UqtFSvY3WsMv9KNEbeGIdYQyZPcJpFAESmZ+kZEQoGS2WxvjDH5s3s30Qedn6jq1dMt79yZGk/cxC+xEVQIOUXv3rB6tYd1HD8OmzfzVQnnjoXrPbpxoXjLbRKZBiwQkZtF5GZgPs5d5cYY4xvffEM01SlbOoWwjHNCjRtH7fZV+SXxUkqFptCzJ6xb50Ed7mbM7H3taN4cGjfOd9TFTm5PrL8KvAg0dz+eV9XXfBmYMaaYmzmTfWWbU71mJreLBwfDZ59RP34DvzS+g+BgpUcP2LQpj3WsWEEMZfl1TQWuvtorURc7uR47S1V/UNUH3Y8ffRmUMaaY27sXfv+d6HLNqFEji22aN4fXXqPxrx+x4LaZqMLll8PWrXmoZ8UKfqw6iuRksSTioWyTiIj87n6OFZET6R6xIuKL232MMQZmOWOxRruqnn0+JKO774ZevWg+fgw/T95FXFwebxCMimJ2yBAqVoTOnfMVcbGVbRJR1S7u5zKqWjbdo4yq2gj7xhjvU4Xp09HWbYg+XCL7JBIQAJ98AiVLcsEL13HjcBcLF0J8fC7qOXCA5N37mHsogr59bZBFT+XYnSUigSKysSCCMcYY5s2DZcs4fsNdxMeTfRIBqFkT3n8fli6l1/GZxMfDkiW5qGfFCv6gM0dPh1pXVj7kmERUNQXYJCJ1CiAeY0xxdvw4J/sO4Z8KF7Grx01ALpIIwHXXwQ030HX6nQQFupg/Pxf7rFjBbPoTHKxccUW+oi7WcntivTywzj2nyHepD18GZowphqZM4VIW0/ToH0ydHkxgIFx6aS73nTiRMlVCubjsutwnkZLX0rWrTX+bH7kdwewpn0ZhjDGq8OGH/MVYAN55BwYMgNq1c7l/+fIwZAi93vuKp1ZdwKFDkOWUQ6psWXqYjQkNuNO6svIlp6uzQkRkLDAEaAYsUdVfUx8FEaAxppj4v/+D9evT3iYleTAUe48e9EqeC8CCBdlst3Mns49dAkC/fnmsw5wlp+6sT4EIYA1wJfAfn0dkjCmeJk0ipXR42tsLLoDLLstjGV27EiGrKBcSl32X1pIlzOZqWtSPo0EDj6I1bjklkRaqOkJVP8CZMCq3vZPGGJN77jk9Dg+6DYCICPjgA/I+GGJ4OIEd29MjbCnz5zs9ZJk5/snXLOZSrh5sQwDmV05JJCn1hXvaWmOM8b5p0yA+nr863ArAY4/l4+a/nj3pdWwmu3dnMQzK3r38+EswyQRz9TW5HrTDZCGnb7BN+rvUgdZ2x7oxxqtUna6sdh145KPG1KkDV16Zj/J69KCXe2SmTLu0pk7lJ+1JeJkUOnXKRz0GyPmO9cAMd6kH2R3rxhivWr4c1qxhcvPxrF4Nr70GoaH5KK9zZxqERNMw/NC5SUQV/Xgy80v2o0evQIK8NMNucWZtOWOMf02aRExYdZ748VK6dIGhQ/NZXkgIdOlCr8CFLFzoXOWVZskS/tkawO6EqvTqlc96DGBJxBjjTzExMGMGLzaczOEjAbz5pgcn0zPTowe9js7g5ElYujTd8k8+YX4J55peSyLeYUnEGFPgTp1yxk089eTLbDldnTc39GbUKLw3v3mPHlzOLwRIuiFQTp6EmTOZX20E9etDw4ZeqquYsyRijClwkyfDmDHQeuKtjK42j5IhAbz0khcraNeOcuWEjpW3n0kis2aRdDKehYcvsFaIF1kSMcYUuKjlLsoHxhAQKCzZ34jHH8/lQIu5FRgI3brRNWE+UVGQnAzMmMHymoOIPR1E795erKuYsyRijClQW2ZvYOrnAVycspjVn/zJ11/Dgw/6oKKePWkYs5LkZNi3D/jnH+aXH0pAgDMDovEOSyLGmIITF0fj/s0BaFUnlrARgxgwwJky3et69KAuOwHYud0Fe/Yw/1h7IiKcsRqNd1gSMcYUmG3jpqS9vuDfvb10KVYWmjalXpU4AHb8fYKYpFCWRdex8yFeZknEGFMwDh7k87ePIriIjIQb7q3o2/pEqNOzCQA7Vh9nId1JcQVYEvEySyLGmAKhTz/DZ4lD6dYpjqFDfdsISRUy5gaqEc2OHzYwn16UCk3xfEwukylLIsYY39uwgaWT/mYLjbnx9lIFV+/ll1Ov9GF27gvmV7pyaecUSpQouOqLA0sixhjfe/hhPgscTUiIcu21BVivCHUbl2AdLVlPCzpf5osz+MWbJRFjjG/98guJc34kMng4AwcW/Hzm9WqlsJ/qKAF07FQAfWjFjCURY4xvPf44cyuN4ujpUG68seCrr9fgzM9chw4FX//5zpKIMcZ34uOJX7aaqRUfoGpV/wx6WLeJM3thQ9lKRR9fEFYc+SWJiEg5EZklIhtFZIOIdBaRCiIyX0Q2u5/tdiBjirhpbx8mlDi+3tSCYcPwy/wd9VqVBqBj2LqCr7wY8FdL5C1gnqo2A9oAG4BHgQWq2hhY4H5vjCmqxo/nP48fTXs7cqR/wqgXUYlKYafoOy7CPwGc50SzmsneVxWKhAN/AQ00XeUisgnopqrRIlIdWKSqTbMrKyIiQqOionwarzHGA4sXQ9euVAs6zIGkCgC4XAVzb0hmUuv2V/2FjYisVFWvZFV/tETqA4eAT0TkTxH5SERKAVVVNdq9zX6gqh9iM8bkV2wsjBrFttpdOZBUgRIl4Msv/fsDHhBgCcRX/JFEgoB2wPuqeiFwigxdV+4WSqZNJBG5TUSiRCTq0KFDPg/WGJNH//oX7NzJgmEfArB6NQwa5OeYjM/4I4nsAfao6jL3+1k4SeWAuxsL9/PBzHZW1UmqGqGqEZUrVy6QgI0xubRqFXz0EckPPsqkBY2oUweaZtspbYq6Ak8iqrof2C0iqYdWD2A98B0wyr1sFPBtQcdmjMmnadMgOJjxJZ8kKgrGj7dupPOdHy64A+BeYJqIlAC2ATfhJLSZInIzsBMY6qfYTHF3ww1QrRpMmODvSIoWlwsiI1l7ye0882ooQ4bAUPtffN7zSxJR1b+AzK4M6FHAoRhzts2b+Xh6KBVK7GPgs7FQpoy/Iyo6fv+dxL0HGV3iGcLD4d13/R2QKQh2x7ox6ex/eyZ38R4PJr6IzvrS3+EUKSlfRDIqcBort1fk/ffBTlkWD5ZETPGWkADNmsH06ZCUxLufhJFISbbRkI2TfvN3dEWGJiVz96cdmJEyhFdfpWBH6jV+ZUnEFGsJ2/cxe1NjXDcM5/RX83j/1I10anIMgDlLK8GePX6OsPBLSIDnLvmRD+JH88jAf3j4YX9HZAqSJRFTbKnCrf8uQ39ms4IOfPqv1RyhEuM/KEObZgnM4Sr44gt/h1mouVwwfGgiz6y4CoBnpjbwc0SmoFkSMcXPsWPw2mu83moKn82tBMAu6vDGvqFEVN9Dl65B9Lu2JEu4hKNLNsDRozkUWEz93/8xruK7fPndmakCQ0r764JP4y+WREzxogrDhzPnkd94ZP1ILq6yGYCRTGUzTXj8tiOIwNVXQwpBzPsuEWrUgG3b/Bx4IZOUxLxhn/Li8bsZUfY7AMLLFuw4fKZwsCRiipeZM1n3w06GlfyKC9sF8NXfjQkJgVoV45hPTwaOcWYg6NABqoUc4zmeYkXCBTBjhp8DL1xS3prIg7vupVH1k3x8qD9Tp8LSZXZXYXFkScQUH8eOcfjeZ+lf4kdKlw/m22+halXYuBHW7C5Pz+jPoU4dwBmwb+pHSZyo3JCLWMqMD2L8HHwhsncvnz65mXW04uW3SlGiBNx4o3ORmyl+LImYYiPpoccZcuhd9lKDb74RatVyltetCyGh4tylnk6v4VXYsDmYLg2jGb7rJWb8Z68foi58To99nKcSnqBTm3iuHWytj+LOkogpFvS3xdz7cRsW0Z2PPg6gU6fc7RceDt//EEgXfmf4Q9WLRa/W8eNw4sTZy8aPh9tvBxYs4K1ZNdhHTca/E2LjYhlQ1SL7aN++vRqToxUrdCJ3Kag++u8Ej4o4eUlvvSxsuQYEqC5a5OX4CpG40y4F1U4tYtKW7dqlWrKkalCQS3c27K5l5YT2vyrZj1Ga/AKi1Eu/w9YSMee9Pzrcyz28y9Vtd/HiayVy3iETpW64hrmnu1GraiL/+pdzf8T5Rk/E8nDbHwFYtr5s2vLnnnNuKExOFvpvncBJSvHK+EB/hWkKGUsi5rx3a9AUAJ7+b3UCPD3ir72WUgHxvNDhO1atgshIr4XnOVX49lu46SY4fDh/Ra1ZyyP1Innnnz4AhEg8qvDPP/DJJzBihLPdatpy86hkmjfPb/DmfFHgc6x7k82xbnIUF0ersK3sLtmImPiQ/JXVsyeunbtpV2ojJ04IGzZAyZLeCTPP9u/npc6zidzRERcBjL92GX1m3ZKnIuZN3sf2uRvoF7qAd2ZUYnzyv7jrmr00jl3FA79czaEDLu69P4DZs2HrLztpflE4x7QcBw5AlSo++lymQHhzjnW/n9fIz8POiZicnPp1hQaSpE8O3pD/wiZNUgWdN3Gzgurbb+e/SI8sXqz7q1ygJYjXC2oe1pphR7QJmzRp45ZcFzHrkxMaQLI6zRnncdfok+pyqX45Zo6C6idvxyioPvHASdUGDXRr+IW6a/ZfPvxgpqBg50SMyZ0/Z+8hhSA69C6f/8IGDoSAAHof/JzGjWHhwvwXmWerV0P37vw3+RYSKcmsXyoy8R34hyZMvWFezvsnJpLw5RzuuDWF9qxi1dS1vPKyMn48TJxcChGo08Rpsf37qTDKl1ce/H0g7NtHgx/fp3a/Nj7+gKaosYFuzHltxZJEADpc5YX+l0qVoHNn5Ps5lCv3DHFx+S8yz5YsISE5gPcD7qZvX2jSBBo3rkCHcft4dlU/hv/0KyV7d816/8GD+XZ2CIfpx2f3HebCG6/kwgyb1G4VDsDRmCBeuWAa5VbMh1mzyPV10aZYsZaIOa+t2FSWmiUPUb2Gl25o6NcPVq4kJCDBL0lk148bmFryNg4cDuT++51lIvDSBxXZRV0mjVkKKSmZ77xyJcyezaS6L1G3rtJrwpWZbla5ZRVKkEC1wEPcu+ZWeO01myDEZMmSiDl/JSWx/GgjOtQ+4L0y+/UDIDT2UIEnke9fWUPD7yZwW8I7NG8OvXqdWdejb0m6tTjAC3tHc2rStHN3Tkzk/sv+ZHDQNyzY2YibbxYCs7hKN6BmdR7jZSaljCHs9pHw4IO++UDmvGBJxBQtf/5JwrU3cGjS1+esWr4cDi3bBs8+C1OmcOzH5WyhER3aZfGXuSdatoR69QiN3kZ8TIL3ys3Bwu9Pc+1jTUgmGID77+esu8VF4MVJVThIVd5+eDfExp5dwPvv8/bpW/gy+RoCAmDMmGwqCw7mmaYzuLqvCyZOxG5LN9ny1hl6fzzs6qxiZNs23Xj1g/pvxmspYrUMMXr0YFLa6gmvJSmoNmSz7qW6KuiP9FJQ/enjXd6N5Z579Hq+0MZsUk32/Z3bS5eqlg6O0xas1WfG7NRKlVRPncp8235djmk5juqx59JdOnbsmGqFChoeFKugOnZsLio9eVI1JcUb4ZtCCC9eneX3RJCfhyWRYsDl0rlDP9FuslBBNSggWRtVPqag+vSo7epyqT78kDNUR2/maekS8dqsUaJee/kRDQlK1NDAeD162Ms/hvPm6VgmaAin9eSiFd4tO4N9+1TLl07QhmzWfXc9r6qqLlfW2//1l/O/+plW/0tbdnLsE/oYLymovvyyT8M1RYQlEUsixcaOpz7SAJK1XqmD+tKjxzU6WlVjYnRI2GwtKfHao5vTArmLiZr82JP666+qYWGqVauq3nOP6qpVPggqPl4XcZmCauSQ/+W8fT489q84DSBZNzbupxofn6t9rqi4QmsFR2t8vOqs9w9qbXYpqN54o+rx4z4N1xQRlkQsiRQP//d/+oi8qgEk647tZ//5vfHzFWk3yT0nT6lrwMC07pdjx3zfy5Q8bYZWY59eW+EXn9URG6taPuS0Xsv/VJcvz/V+3/f/r4JqlSpOC621rNbFXx7wWZym6PFmErET66ZwOnyYuCEj+Uhu4Zp+KdStd/bJ3abDI1jebCSL6MpTbWYjn39G6sBY5cqR5ZVH3hJ4w3UM7rCT749exMndx3xSxycTT3EsPpR/d13pTLWYS32vSOELhlH+6Dbe4j5WPjyTLoNsnBLjG5ZETOHjcsGIEczY340jrgrc80DmI+92GNaIrjW3wnffQalSBRwkDB1dinhCmfOfTV4vOyUF3ng1gYtZQud3bsjbztdey7C6f7AxuRH3BbxL0OMPez0+Y1JZEjEeiYmBwYOhd28fFP7SS+iPP/JOjZdo2RK6d89iu6eegu3boXZtHwSRs0tuaU51iWZmpMKUKU7vmpd8/ekJth+vwL8vWQoXXJC3natWdWaRAnjsMShbNvvtjckHG/bEZO2vv6BGjXOGbN20Ca65xnkODHT+as7YfaQKw4dD48bwzDNZ32qQkuI8SpQADh6E2bPh6af5o9fT/Dm/Mu+/n81tCiIQHJzPD+m5gBJBDGn4Jx9suZzYm3pTplYt6Nkz3+WqwutPHqMhB7nmv309K2TgQPj6a7j66nzHY0x2rCVSnO3fD0uXZr5OldMXXuz8VRsfn7Z4zhzo2BGOHIERw5JJSYEtW87dffZsmD7dmdDonsH7cSUknbPNzp3QuE487avt5XiTjk5dt9wCrVrxTvgThIefmceisBpyrYsEQniEVzk1/r38F7hzJ8ub3siy6LqM7bCEwFYeTtwRFAQDBvj+5JAx3jpD74+HXZ2VDy6Xvl1/gl7MEt27YINu2aI6cKBqly6q8Tv368PtflJQfYWHNfnu+zQlRfX551VFVNu1SdadD72j28tfqGUDTmhEhGpc3FlFa/u6B7UBW/RBXlNQHRM0RZN79VF96SXVJUtUExL0hVu2pV1h1avSSk18abzqH3/o3h2JGhSk+sAD/vt6citl524dyRQF1Wrs03efitakpJz3y9TKleqqWk2HBs3S0kGn9cTGvV6N1ZhU2CW+lkTyy/XzAm2IMy9GjRIHtUQJV9oPeiPZfNY8E5U4qB0aH1VQHdFqlZ4uU8VZUaOGfkN/BdXbbjtT9pwJmxRUP27xurr27tOnh6xTUB0WPkcTCXL2DQvTfnynzYM36+TXjyio3n67k4DGjXOS1ebN/vt+8mTNGv3964N6qSxWUL37bg/KmDNHXWGl9MEyzuW5Tz3l9SiNSWNJxJJIvq2JGK2gessl67UGe3RUyem6oMEtzl/UIUd19gd79cQJ1cjPE3VE+dnaOGCzTgh+WF2I6uDBqitXqi5bphoUpI/KKwqqk1/Yo64DB7VjiVVaL3CXJkYfTqvv5Zedo21g33hNmP6luu6+RyuFntSbRiSqqupjj2naHdVVq6r27euvb8Zzrptv0bGBbyuofvttLndKSFB96CHdRGMdEL4gLQlld1e6MfllScSSSP4sW6bP8aSKuDR6n0v1ww9Vb7lFtXt3XXDp03r4QIY79TZsUK1fX3XUKNX1689et327Jt19v/YIWKAlidOXyjjDa0x6Ysc51b75pnPE9e2rumaN83rSJGddSoqTm1JbPz/84JNP7lvr1mk8JbVtmS1au1YuhlrZulUPXHiF3s07GhSQrKVLu/Tlly2BGN+zJGJJJH+efFIvZKVe3NHTzvtzHdxwWGuVPa6gWqfiSU1IyHy7//7XOeqqVXOe//77zLrTp1U7d1Zt06YIj/334Yc6QR5QUD14MJvtjh7VN0o9oWWI0cCAFL3zTtX9+wssSlPMeTOJ+O3qLBEJFJE/RWSO+319EVkmIltEJFJEMr/DzOTbzrnr+JN2DBjsvSu8KzeryJfzwwkPh+cnlHIu2c3E7bc7t1QcPAhlykCLFmfWhYbC77/DH3+k3Xxe9NxyCy36NwZg/bqs7xv59Y7pPHDqBS65GNauC+C995yL04wpavz5X/V+YEO6968Cb6hqI+AYcLNfoiqCDv0dzahuO3jitoNZTmqX5sQJpv3p/HIPGuTdODp2hMOHYeTI7LcbNQrmzoWPPjr3CtSAACeZFGUtWzrP6//MfL6RlM3buP9/l1Cn1BG++rkszZoVYHDGeJlfkoiI1AKuAj5yvxfgcmCWe5NPgQH+iK3IWLYMRo1ibrUxXNBGmPZrLV76sAqDWm7i1PFz78lI5Vr0Gx/pGLq3PUbDht4PKyiXjZsrroChQ71ff2FQs1EoFTnMF19AcvK56yff8DOrtQ2vjZcinzCN8VdL5E3gYcDlfl8ROK6qqf/l9gA1M9tRRG4TkSgRiTp06JDPAy2UVq/mdI+ruTvyUq46MJnK1YJY9ela3on4lDmbGnFDq9WZ76fKLx9vZzsNuHVswY81VVxI5Uq8wQP8HhXC88+fvS7m5xU8ETWALrV3MvSOCv4J0BgvKvBhT0SkH3BQVVeKSLe87q+qk4BJABEREd4brMiXEhOdwaYqV85/WXv2EHPl9fRO/JHlSRfyr3/Biy9WIiSkEq1HtmVnqx94a10Pfp6vBJcQkg4cZf/CDexaFs2uf+JYeKo3FYJPMPA6G0/JZypV4kY+Z0HPl3n++Vp07QqXXw6o8sKozRymPT98Hmezzprzgj/GzroE6C8ifYEQoCzwFlBORILcrZFawF4/xOZ9qnx50XgWbK3LxGMj8nfCODaW2CuHcuWBKawKaMvXXzsjW6R38+AYJqwLpFfv1F+oCjhfOVQqcYLatRMY92QgISH5iMNkr1IlACYOXcyyPcMYPtwZhiz2u0W8tW8woy/eTPvLmvo3RmO8pMCTiKo+BjwG4G6JPKiqw0Xkf8BgYAYwCvi2oGPzhdPvfsLgP58AIKnvbt7+qhahYbn8EzQhwRmEqndvCAvj5KCR9F37GssDOjAzUs5JIADNetVm5bPtORRSm8D4UwT16UXV266hdq9mhJW21keBcCeR0if3ExkJnTrBjTdCm92nUIQXZ/jgZJQx/uKta4U9eQDdgDnu1w2A5cAW4H9AyZz2L/T3iWzfrhNKPKKgeim/OrPMhW3WjVOX5bzvsWOqw4c7N1NUqKCnul6p3fhFAyRFIyOz2S8mRrVMGdULLlBdvNhbn8TkhculGhio2rat6gMP6AcD5yqoBpKkvWuu9Xd0xtjNhqmPQp1E4uP19MU9tJpEa/dGO1VB5143RSsGHNHSnNBpLV9U/eOPs/fZvFl1wgR1deuuKwM76JM8p5VCTmhE+Ca9kJUqpOi0abmo+/Bh9XwUQOMVY8ao1qunWqqUukCvY7qC6gdj1+e8rzE+5s0kIk55RVNERIRGRUX5O4xzJSbCoEFM/L4e9zKRhQuhWzdn1Z7NcVx/xVGWbK/JrUzirT7zCL2gEfrdbFZvKslMhhIZfCPbkpyJli6/XFEVtm1O4bkXAhg5ys7GFjmnT3Ni22H++2kodz9T2R+TMBpzFhFZqaoRXinLkojnkmJOk7RzH2FVSju3X4eFQXIyOmQoM78twZ1hn9KqfQi//nr2xErJyTDu0URe/k8JWgeu5Wqdzf9CRvDP6doEBio9egjXXQeXXAJNmmQzKZMxxnjAkoibP5PIsh+PM+iqeKJTqlCPHbRgPS1ZT/PgLcxK6s/39CMiAqZNcxJBZubNgxEjlGPHoFs3J3EMHOidK4GNMSYr3kwiNj1uLvz6K6xb59xl/c0nR/nq6wCiNoRRU48xru9KNh4ox/q9HZl/qA+JSUGElUxmwstw333ZTyzXpw/s2CHEx6dd0GOMMUWKJZEcHDhw5nyGw7nL+HIWMPP13VT89+i0NcnJsHUrVKgQlOvWROnSzsMYY4oiSyLZiI+H2wcdApyM0JSNzOrxX9aHRTDo1U4ENe9x1vZBQdDU7iEzxhQjlkSy8MXdS3jow8bsS6rCa1X/Q5WHRjHgpsaEV3iTVv4OzhhjCglLIplY+p8ljHyvE+3DNvDpqIX0GH8LUi7c32EZY0yhY0kkgxOrtjD8oRrUKnGQn7Y0JLz6Bf4OyRhjCq2iOn+czzw9dD07tA7TvgggvHqYv8MxxphCzZJIOvt+28L7W3szqs1fXHJtNX+HY4wxhZ4lkXRevnMXKQTy5KS6/g7FGGOKBEsibntWHWTS+ksY3WwZDTranX/GGJMblkQAVXjmpp0owhPv1/J3OMYYU2QU7ySiSuL2vdzXZhEf/92Bu5v8TL1u9fwdlTHGFBnFM4m4XHxz45dUDzpIyQY1mbimG/9uv4j/rOru78iMMaZIKZb3iSx6eC7Xfd6PFmX3cNel22nTuxr97+vm77CMMabIKZZJpPKIK+j28xGmL2hAhYo237UxxniqWCaRlm2D+fEvuw/EGGPyq3ieEzHGGOMVlkSMMcZ4zJKIMcYYj1kSMcYY4zFLIsYYYzxmScQYY4zHLIkYY4zxmCURY4wxHhNV9XcMHhORQ8BOD3evBBz2YjjeUljjAovNUxabZyw2z+QmtrqqWtkblRXpJJIfIhKlqhH+jiOjwhoXWGyestg8Y7F5pqBjs+4sY4wxHrMkYowxxmPFOYlM8ncAWSiscYHF5imLzTMWm2cKNLZie07EGGNM/hXnlogxxph8siRijDHGc6paJB5AbWAhsB5YB9zvXl4BmA9sdj+Xdy9vBvwBJAAPpiunKfBXuscJYGwWdfYBNgFbgEfTLb/HvUyB1oUorsXp9t8H/OiN2NzrHnCXsRaYDoRkEdsod7mbgVHplr8I7AZOevPfM7+xAWUyfO+HgY+8GNv97rjWZfXvmYdjrZKXv7f8xpbf42048DewBvg/oE1OdRbg8eaT2PDO8ZZdbJOBg8DaHH5Pc3W8ZVdG2j652agwPIDqQLt0/xD/AC2A11K/BOBR4FX36ypAB/fB9GAWZQYC+3FuvMls3VagAVACWA20cK+7EKgH7ABaFpa4Mmz3JXCvN2IDagLbgVD3+5nA6EzqrABscz+Xd79OPfAvcv8bpv6n9sq/pzdiy7DdSmCAl2JrhfMjHYYzi+jPQKN8HGuVvPi95Ts2LxxvF6c7Pq4EluWxTl8ebz6LzQvHW6axud9fBrQjmySS3Wcgw/GWq9/m3GxUGB/At0AvnGxaPd2BsinDds+Q9Y91b2BJFus6Az+me/8Y8FiGbc75ogtJXGWBY0BZb8SG80O92/0fIgiYA/TOJLZhwAfp3n8ADMuwzUlv/nt6ObYm7rLES7ENAT5O9/4p4GFvHWuFKLZ8HW/u5eWBvbmts6CONx/Hlq/jLWNs6ZbVI/sk4vHxltmjSJ4TEZF6OBlzGVBVVaPdq/YDVfNQ1PU43R+ZSf1xSrXHvawoxDUAWKCqJ7wRm6ruBV4HdgHRQIyq/uRhbOcoRLFdD0Sq+39RfmPD+Uv/UhGpKCJhQF+cbhVPYjtHIYptAPk/3m4GfshDnXnZ7iyFKDZvHG/pY8stj763rBS5JCIipXGazmPTH7QA7n8MzXTHc8spAfQH/ncexjWMdEkov7GJSHngGqA+UAMoJSIj8hFf+rILU2xnJe/8xqaqG4BXgZ+AeTh94CkexnaWQhZbvo43EemO82P4iIf151ohiy1fx1tBfm/ZKVJJRESCcb7kaar6lXvxARGp7l5fHeekUm5cCaxS1QPufWuLyF/uxx3AXs7+y6yWe1mhjktEKgEdge+9GFtPYLuqHlLVJOAr4GIR6ZQutv45xZZRYYpNRNoAQaq60ouxoaofq2p7Vb0Mp8vnn/wca4UttvwebyLSGufE8jWqesS9ONM6C/p482Vs+T3esogtq8+dr+MtR7np8yoMD0CAqcCbGZaP5+yTT69lWP8MmZx7AGYAN2VTXxDOybD6nDn51DLDNjtwTnYWmriAO4BPvfmdAZ1wrhoJc5f5KXBvJrFVwDnJXd792A5UyLDNycIYG/AK8Ky3jzWgivu5DrARKJfPY61QxZaf481d7xbg4rx+H74+3nwdW36Ot6xiS7dfPbI/J5Lr4y2rMs7aNjcbFYYH0AWnOfc3Zy6P6wtUBBbgXAb3c+o/FFANp6/vBHDc/bqse10p4AgQnkOdfXGulNgKPJFu+X3u8pJxLtErFHG51y0C+vjgO3sW54dmLfAZUDKL2Ma4D/AtpEuGOFea7AFc7ufJhSU297ptQDMffG+LcS7dXA30yOextg+YXVhi88Lx9hFOCyh126jc1FlAx5vPYvPC8ZZdbNNxzg0muT/3zfk83j7K6bfZhj0xxhjjsSJ1TsQYY0zhYknEGGOMxyyJGGOM8ZglEWOMMR6zJGKMMcZjlkRMsSIi5UTkLvfrGiIyy4d1tRWRvr4q35jCwJKIKW7KAXcBqOo+VR3sw7ra4lyPb8x5y+4TMcWKiMzAGWtrE85NXM1VtZWIjMYZSLAU0BhnUMcSwI04c3H0VdWjItIQeBeoDJwGblXVjSIyBHgaZ/ypGJzhWLYAoThDSryMc9fyW0AIEIdzA9qmPNS9COfGwK44dx2PUdXlvviejMkta4mY4uZRYKuqtgUeyrCuFTCIM/NvnFbVC3EmdRrp3mYSzrAq7YEHgffcy8cBV6hqG6C/qia6l0WqaltVjcS5q/5Sd5njgJfyWDdAmDv2u3DuwjbGr4L8HYAxhchCVY0FYkUkBmeIEXBmkGvtHmX1YuB/IpK6T0n38xJgiojMxBkEMjPhwKci0hhnmIvg3NadbrvpAKr6m4iUFZFyqnrcs49rTP5ZEjHmjIR0r13p3rtw/q8EAMfdLYGzqOodItIJuApYKSLtMyn/eZxkMdA9b8SiPNSdVlXGqrP5PMb4nHVnmeImFmcK0jxTZ46H7e7zH4ijjft1Q1VdpqrjgEM4Q21nrCucM0Nuj/YsfK5z19cFZwKuGA/LMcYrLImYYkWduReWiMhanKG282o4cLOIrMYZgv4a9/LxIrLGXe7/4ZwAXwi0cM/jcB3OyLIvi8ifeN4LEO/e/784ExIZ41d2dZYxRYT76qwHVTXK37EYk8paIsYYYzxmLRFjjDEes5aIMcYYj1kSMcYY4zFLIsYYYzxmScQYY4zHLIkYY4zx2P8DwwOu7H8dOT4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RMSE:  1.5255786985274988\n",
      "R2:  0.9956252849854814\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "22/06/21 17:44:24 WARN Instrumentation: [bcbe2f4d] regParam is zero, which might cause numerical instability and overfitting.\n",
      "22/06/21 17:44:24 WARN Instrumentation: [bcbe2f4d] Cholesky solver failed due to singular covariance matrix. Retrying with Quasi-Newton solver.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RMSE:  25.334925201702536\n",
      "R2:  0.6084357674019054\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "22/06/21 17:44:27 WARN Instrumentation: [b330039c] regParam is zero, which might cause numerical instability and overfitting.\n",
      "22/06/21 17:44:27 WARN Instrumentation: [b330039c] Cholesky solver failed due to singular covariance matrix. Retrying with Quasi-Newton solver.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RMSE:  27.71006120131519\n",
      "R2:  0.9841446493943872\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "22/06/21 17:44:29 WARN Instrumentation: [ba8188d2] regParam is zero, which might cause numerical instability and overfitting.\n",
      "22/06/21 17:44:29 WARN Instrumentation: [ba8188d2] Cholesky solver failed due to singular covariance matrix. Retrying with Quasi-Newton solver.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RMSE:  3.4131290236468224\n",
      "R2:  0.9944124912230322\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "22/06/21 17:44:31 WARN Instrumentation: [dd488c3d] regParam is zero, which might cause numerical instability and overfitting.\n",
      "22/06/21 17:44:31 WARN Instrumentation: [dd488c3d] Cholesky solver failed due to singular covariance matrix. Retrying with Quasi-Newton solver.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RMSE:  13.066652193261387\n",
      "R2:  0.9848024886698735\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "22/06/21 17:44:34 WARN Instrumentation: [f49caf76] regParam is zero, which might cause numerical instability and overfitting.\n",
      "22/06/21 17:44:34 WARN Instrumentation: [f49caf76] Cholesky solver failed due to singular covariance matrix. Retrying with Quasi-Newton solver.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RMSE:  14.574312486508752\n",
      "R2:  0.9858086714419537\n"
     ]
    }
   ],
   "source": [
    "for dataframe in all_datasets:\n",
    "    trainDF, testDF = generate_train_test_data(dataframe)\n",
    "    for model_type in [LinearRegression()]:\n",
    "        predDF = test_model(model_type, trainDF, testDF)\n",
    "        create_chart(predDF)\n",
    "\n",
    "        # evaluate predictions\n",
    "        regevaluator = RegressionEvaluator(predictionCol=\"prediction\", labelCol=\"label\", metricName=\"rmse\")\n",
    "        print(\"RMSE: \", regevaluator.evaluate(predDF))\n",
    "        r2 = regevaluator.setMetricName(\"r2\").evaluate(predDF)\n",
    "        print(\"R2: \", r2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "63801b5d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "68d2b8b5e2aa1df71402d501bab0acb61cb02fdad3cc0365ec07b9781d66f1cc"
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}