SparkR_sample.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Docker Container"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "# docker run -it --name sparkr-jupy --mount type=bind,source=C:/Users/soumy/OneDrive/Coding,target=/app/data --rm -p 8888:8888 quay.io/jupyter/all-spark-notebook"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Library"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Attaching package: ‘SparkR’\n",
      "\n",
      "\n",
      "The following objects are masked from ‘package:stats’:\n",
      "\n",
      "    cov, filter, lag, na.omit, predict, sd, var, window\n",
      "\n",
      "\n",
      "The following objects are masked from ‘package:base’:\n",
      "\n",
      "    as.data.frame, colnames, colnames<-, drop, endsWith, intersect,\n",
      "    rank, rbind, sample, startsWith, subset, summary, transform, union\n",
      "\n",
      "\n",
      "\n",
      "Attaching package: ‘dplyr’\n",
      "\n",
      "\n",
      "The following objects are masked from ‘package:SparkR’:\n",
      "\n",
      "    arrange, between, coalesce, collect, contains, count, cume_dist,\n",
      "    dense_rank, desc, distinct, explain, expr, filter, first, group_by,\n",
      "    intersect, lag, last, lead, mutate, n, n_distinct, ntile,\n",
      "    percent_rank, rename, row_number, sample_frac, select, slice, sql,\n",
      "    summarize, union, where\n",
      "\n",
      "\n",
      "The following objects are masked from ‘package:stats’:\n",
      "\n",
      "    filter, lag\n",
      "\n",
      "\n",
      "The following objects are masked from ‘package:base’:\n",
      "\n",
      "    intersect, setdiff, setequal, union\n",
      "\n",
      "\n",
      "\n",
      "Attaching package: ‘ggplot2’\n",
      "\n",
      "\n",
      "The following object is masked from ‘package:SparkR’:\n",
      "\n",
      "    expr\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "library(SparkR)\n",
    "library(dplyr)\n",
    "library(ggplot2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "source": [
    "# Creating spark session"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message in sparkR.session():\n",
      "“SparkR is deprecated from Apache Spark 4.0.0 and will be removed in a future version.”\n",
      "Spark package found in SPARK_HOME: /usr/local/spark\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Launching java with spark-submit command /usr/local/spark/bin/spark-submit   sparkr-shell /tmp/Rtmp6sjG3e/backend_port49046843463f \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Java ref type org.apache.spark.sql.SparkSession id 1 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message in sparkR.session(master = \"local[*]\", sparkConfig = list(spark.driver.memory = \"2g\")):\n",
      "“SparkR is deprecated from Apache Spark 4.0.0 and will be removed in a future version.”\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Java ref type org.apache.spark.sql.SparkSession id 1 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sparkR.session()\n",
    "if (nchar(Sys.getenv(\"SPARK_HOME\")) < 1) {\n",
    "  Sys.setenv(SPARK_HOME = \"/home/spark\")\n",
    "}\n",
    "library(SparkR, lib.loc = c(file.path(Sys.getenv(\"SPARK_HOME\"), \"R\", \"lib\")))\n",
    "sparkR.session(master = \"local[*]\",\n",
    "               sparkConfig = list(spark.driver.memory = \"2g\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Read Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------+------+-------+-------+------+-------+----+\n",
      "|      date|  open|   high|    low| close| volume|Name|\n",
      "+----------+------+-------+-------+------+-------+----+\n",
      "|2014-05-05|  74.5|  74.66|  73.76| 74.51|4348608| BAX|\n",
      "|2014-01-14| 47.16| 47.894|  46.91|  47.8|2338221|ALLE|\n",
      "|2016-05-26|212.66|214.115| 210.23|212.05| 422492| ADS|\n",
      "|2016-05-18|210.84|  214.7|208.647|212.63| 893043| ADS|\n",
      "|2015-06-17|139.75|140.148| 139.08|139.76| 650779| BDX|\n",
      "+----------+------+-------+-------+------+-------+----+\n",
      "only showing top 5 rows\n"
     ]
    }
   ],
   "source": [
    "df_raw <- loadDF(\n",
    "  path = \"/app/data/R/SparkR_test/SparkR_test/all_stocks_5yr.csv\", # File path\n",
    "  source = \"csv\", # file type\n",
    "  header = \"true\", # data have header or not\n",
    "  inferSchema = \"true\" # auto column type prediction\n",
    ")\n",
    "df <- repartition(df_raw, 5) # partition the data\n",
    "\n",
    "showDF(df, 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Select columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------+------+\n",
      "|      date|  open|\n",
      "+----------+------+\n",
      "|2016-12-22|123.72|\n",
      "|2015-03-09|31.495|\n",
      "|2013-12-02| 23.55|\n",
      "|2014-01-22| 86.91|\n",
      "|2014-08-06|149.21|\n",
      "+----------+------+\n",
      "only showing top 5 rows\n"
     ]
    }
   ],
   "source": [
    "temp <- SparkR::select(df, # Dataframe\n",
    "  c(\"date\", \"open\") # Column names to select\n",
    ")\n",
    "\n",
    "showDF(temp, 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Select rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------+------+-------+------+------+-------+----+\n",
      "|      date|  open|   high|   low| close| volume|Name|\n",
      "+----------+------+-------+------+------+-------+----+\n",
      "|2014-05-05|  74.5|  74.66| 73.76| 74.51|4348608| BAX|\n",
      "|2014-01-14| 47.16| 47.894| 46.91|  47.8|2338221|ALLE|\n",
      "|2016-05-26|212.66|214.115|210.23|212.05| 422492| ADS|\n",
      "+----------+------+-------+------+------+-------+----+\n"
     ]
    }
   ],
   "source": [
    "# Select first 3 rows\n",
    "temp <- limit(df, 3)\n",
    "\n",
    "showDF(temp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Filter Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------+------+------+-------+------+-------+----+\n",
      "|      date|  open|  high|    low| close| volume|Name|\n",
      "+----------+------+------+-------+------+-------+----+\n",
      "|2016-03-22|100.08|100.37| 99.455| 99.93|1435782| AMT|\n",
      "|2017-12-27|101.72|101.72|   99.4| 99.77| 988503| AAP|\n",
      "|2014-12-10|100.22| 101.1|  99.97|100.17|1826854| AMT|\n",
      "|2015-08-20|102.18|103.66|  99.87| 99.97|3459881| ACN|\n",
      "|2014-12-08| 104.0|104.17|99.6556|100.71|3484193|AVGO|\n",
      "+----------+------+------+-------+------+-------+----+\n",
      "only showing top 5 rows\n"
     ]
    }
   ],
   "source": [
    "temp <- SparkR::filter(df, \n",
    "    df$open > 100 & df$low < 100 # filter condition\n",
    ")\n",
    "\n",
    "showDF(temp, 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Schema"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "StructType\n",
       "|-name = \"date\", type = \"DateType\", nullable = TRUE\n",
       "|-name = \"open\", type = \"DoubleType\", nullable = TRUE\n",
       "|-name = \"high\", type = \"DoubleType\", nullable = TRUE\n",
       "|-name = \"low\", type = \"DoubleType\", nullable = TRUE\n",
       "|-name = \"close\", type = \"DoubleType\", nullable = TRUE\n",
       "|-name = \"volume\", type = \"IntegerType\", nullable = TRUE\n",
       "|-name = \"Name\", type = \"StringType\", nullable = TRUE"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "schema(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pivot Longer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------+----+------+---------+\n",
      "|      date|Name|Metric|   Values|\n",
      "+----------+----+------+---------+\n",
      "|2014-05-05| BAX|  open|     74.5|\n",
      "|2014-05-05| BAX|  high|    74.66|\n",
      "|2014-05-05| BAX|   low|    73.76|\n",
      "|2014-05-05| BAX| close|    74.51|\n",
      "|2014-05-05| BAX|volume|4348608.0|\n",
      "+----------+----+------+---------+\n",
      "only showing top 5 rows\n"
     ]
    }
   ],
   "source": [
    "# Pivot Longer function\n",
    "pivot_longer_sparkr <- function(df, id_cols, name_col, value_col) {\n",
    "  library(SparkR)\n",
    "  # Get all column names from the DataFrame\n",
    "  all_cols <- colnames(df)\n",
    "  # Identify the columns to pivot by excluding the specified columns\n",
    "  cols_to_longer <- setdiff(all_cols, id_cols)\n",
    "  # Use stack to pivot the columns\n",
    "  long_df <- unpivot(df, id_cols, cols_to_longer, name_col, value_col)\n",
    "  return(long_df)\n",
    "}\n",
    "\n",
    "# Applying the function\n",
    "temp <- pivot_longer_sparkr(df, id_cols = c(\"date\", \"Name\"),\n",
    "                            name_col = \"Metric\", value_col = \"Values\")\n",
    "\n",
    "showDF(temp, 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pivot wider"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------+----+------+------+-------+------+---------+\n",
      "|      date|Name| close|  high|    low|  open|   volume|\n",
      "+----------+----+------+------+-------+------+---------+\n",
      "|2013-08-09| BXP|105.09| 105.3|102.605|103.07| 926912.0|\n",
      "|2013-08-26|  PX|117.94|119.68| 117.85| 119.0| 768957.0|\n",
      "|2014-03-06|  CB| 98.15| 98.57|  97.48| 97.78|1331091.0|\n",
      "|2014-10-01| OMC| 67.44| 68.89|  67.22| 68.69|1625181.0|\n",
      "|2014-11-13| WAT|113.72|114.32| 113.26| 113.5| 324729.0|\n",
      "+----------+----+------+------+-------+------+---------+\n",
      "only showing top 5 rows\n"
     ]
    }
   ],
   "source": [
    "temp_new <- sum(\n",
    "    pivot(\n",
    "        groupBy(\n",
    "            temp, # dataframe\n",
    "            \"date\", \"Name\" # id columns\n",
    "            ), \n",
    "        \"Metric\" # column contains names\n",
    "        ), \n",
    "    \"Values\" # value column\n",
    ")\n",
    "showDF(temp_new, 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Column operation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------+----+------+---------+------------------+\n",
      "|      date|Name|Metric|   Values|        values_100|\n",
      "+----------+----+------+---------+------------------+\n",
      "|2014-05-05| BAX|  open|     74.5|             0.745|\n",
      "|2014-05-05| BAX|  high|    74.66|0.7465999999999999|\n",
      "|2014-05-05| BAX|   low|    73.76|            0.7376|\n",
      "|2014-05-05| BAX| close|    74.51|0.7451000000000001|\n",
      "|2014-05-05| BAX|volume|4348608.0|          43486.08|\n",
      "+----------+----+------+---------+------------------+\n",
      "only showing top 5 rows\n"
     ]
    }
   ],
   "source": [
    "temp <- withColumn(\n",
    "    temp, # Dataframe\n",
    "    \"values_100\", # column name\n",
    "    temp$Values/100 # operation need to perform\n",
    ")\n",
    "showDF(temp, 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Replace a pattern"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------+----+------+---------+------------------+----------+\n",
      "|      date|Name|Metric|   Values|        values_100|Metric_new|\n",
      "+----------+----+------+---------+------------------+----------+\n",
      "|2014-05-05| BAX|  open|     74.5|             0.745|     __pen|\n",
      "|2014-05-05| BAX|  high|    74.66|0.7465999999999999|      high|\n",
      "|2014-05-05| BAX|   low|    73.76|            0.7376|      l__w|\n",
      "|2014-05-05| BAX| close|    74.51|0.7451000000000001|    cl__se|\n",
      "|2014-05-05| BAX|volume|4348608.0|          43486.08|   v__lume|\n",
      "+----------+----+------+---------+------------------+----------+\n",
      "only showing top 5 rows\n"
     ]
    }
   ],
   "source": [
    "temp_new <- withColumn(temp, \n",
    "    \"Metric_new\", \n",
    "    regexp_replace(\n",
    "        temp$Metric, # the column need to replace \n",
    "        \"o\", # the pattern need to replace\n",
    "        \"__\" # by which to replace\n",
    "    )\n",
    ")\n",
    "showDF(temp_new, 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Rename Columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------+---------+------+---------+------------------+\n",
      "|      date|name_test|Metric|   Values|        values_100|\n",
      "+----------+---------+------+---------+------------------+\n",
      "|2014-05-05|      BAX|  open|     74.5|             0.745|\n",
      "|2014-05-05|      BAX|  high|    74.66|0.7465999999999999|\n",
      "|2014-05-05|      BAX|   low|    73.76|            0.7376|\n",
      "|2014-05-05|      BAX| close|    74.51|0.7451000000000001|\n",
      "|2014-05-05|      BAX|volume|4348608.0|          43486.08|\n",
      "+----------+---------+------+---------+------------------+\n",
      "only showing top 5 rows\n"
     ]
    }
   ],
   "source": [
    "temp_new <- SparkR::withColumnRenamed(\n",
    "    temp, # Dataframe\n",
    "    \"Name\", # old name\n",
    "    \"name_test\" # new name\n",
    ")\n",
    "showDF(temp_new, 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------+---------+------+-----------+------------------+\n",
      "|      date|name_test|Metric|values_test|        values_100|\n",
      "+----------+---------+------+-----------+------------------+\n",
      "|2014-05-05|      BAX|  open|       74.5|             0.745|\n",
      "|2014-05-05|      BAX|  high|      74.66|0.7465999999999999|\n",
      "|2014-05-05|      BAX|   low|      73.76|            0.7376|\n",
      "|2014-05-05|      BAX| close|      74.51|0.7451000000000001|\n",
      "|2014-05-05|      BAX|volume|  4348608.0|          43486.08|\n",
      "+----------+---------+------+-----------+------------------+\n",
      "only showing top 5 rows\n"
     ]
    }
   ],
   "source": [
    "temp_new <- SparkR::rename(\n",
    "    temp, # Dataframe\n",
    "    name_test = temp$Name, # new_name = dataframe$old_name\n",
    "    values_test = temp$Values # new_name = dataframe$old_name\n",
    ")\n",
    "showDF(temp_new, 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dimension of dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
       ".list-inline>li {display: inline-block}\n",
       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li>3095200</li><li>5</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 3095200\n",
       "\\item 5\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 3095200\n",
       "2. 5\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] 3095200       5"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dim(temp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pipeline operation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------+----+------+---------+------------------+----+------------------+\n",
      "|      date|Name|Metric|   Values|        values_100|name|             value|\n",
      "+----------+----+------+---------+------------------+----+------------------+\n",
      "|2014-05-05| BAX|  OPEN|     74.5|             0.745| bax|            7450.0|\n",
      "|2014-05-05| BAX|   LOW|    73.76|            0.7376| bax| 7376.000000000001|\n",
      "|2014-05-05| BAX| CLOSE|    74.51|0.7451000000000001| bax| 7451.000000000001|\n",
      "|2014-05-05| BAX|VOLUME|4348608.0|          43486.08| bax|        4.348608E8|\n",
      "|2014-01-09| AEE|  OPEN|    36.02|            0.3602| aee|3602.0000000000005|\n",
      "+----------+----+------+---------+------------------+----+------------------+\n",
      "only showing top 5 rows\n"
     ]
    }
   ],
   "source": [
    "temp_new <- temp %>% \n",
    "  withColumn(\"Metric\", upper(temp$Metric)) %>% \n",
    "  SparkR::filter(rlike(temp$Metric, \"o\") & year(temp$date) != 2016) %>% \n",
    "  SparkR::mutate(\n",
    "    name = lower(temp$Name),\n",
    "    value = temp$Values * 100\n",
    "  )\n",
    "\n",
    "showDF(temp_new, 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------+----+------+------+-------------------+\n",
      "|      date|Name|Metric|Values|         values_100|\n",
      "+----------+----+------+------+-------------------+\n",
      "|2014-05-05| BAX|  open|  74.5|              0.745|\n",
      "|2014-05-05| BAX| close| 74.51| 0.7451000000000001|\n",
      "|2014-01-14|ALLE|  open| 47.16|0.47159999999999996|\n",
      "|2014-01-14|ALLE| close|  47.8|              0.478|\n",
      "|2016-05-26| ADS|  open|212.66|             2.1266|\n",
      "+----------+----+------+------+-------------------+\n",
      "only showing top 5 rows\n"
     ]
    }
   ],
   "source": [
    "temp_new <- temp %>% \n",
    "  SparkR::filter(temp$Metric %in% c(\"open\", \"close\")) \n",
    "\n",
    "showDF(temp_new, 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------+------+-------+-------+------+-------+----+------------------+---------+\n",
      "|      date|  open|   high|    low| close| volume|Name|               var|var_level|\n",
      "+----------+------+-------+-------+------+-------+----+------------------+---------+\n",
      "|2014-05-05|  74.5|  74.66|  73.76| 74.51|4348608| BAX|0.8999999999999915|     High|\n",
      "|2014-01-14| 47.16| 47.894|  46.91|  47.8|2338221|ALLE|0.9840000000000018|     High|\n",
      "|2016-05-26|212.66|214.115| 210.23|212.05| 422492| ADS|3.8850000000000193|     High|\n",
      "|2016-05-18|210.84|  214.7|208.647|212.63| 893043| ADS| 6.052999999999997|     High|\n",
      "|2015-06-17|139.75|140.148| 139.08|139.76| 650779| BDX|1.0679999999999836|     High|\n",
      "+----------+------+-------+-------+------+-------+----+------------------+---------+\n",
      "only showing top 5 rows\n"
     ]
    }
   ],
   "source": [
    "temp_new <- df %>% \n",
    "    SparkR::mutate(\n",
    "        var = df$high - df$low\n",
    "    ) \n",
    "temp_new <- temp_new %>% \n",
    "    SparkR::mutate(\n",
    "        var_level = SparkR::ifelse(temp_new$var < 0, \"Low\", \"High\")\n",
    "    )\n",
    "showDF(temp_new, 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-------+-----------------+-----------------+-----------------+-----------------+-----------------+------+\n",
      "|summary|             open|             high|              low|            close|           volume|  Name|\n",
      "+-------+-----------------+-----------------+-----------------+-----------------+-----------------+------+\n",
      "|  count|           619029|           619032|           619032|           619040|           619040|619040|\n",
      "|   mean|83.02333431454844|83.77831069347327|82.25609641375269|  83.043762764765|4321823.395568945|  NULL|\n",
      "| stddev|97.37876904332376| 98.2075189044637|96.50742105809051|97.38974800165839|8693609.511967573|  NULL|\n",
      "|    min|             1.62|             1.69|              1.5|             1.59|                0|     A|\n",
      "|    25%|            40.22|            40.62|            39.83|            40.25|          1070288|  NULL|\n",
      "|    50%|            62.59|            63.15|            62.02|            62.62|          2081972|  NULL|\n",
      "|    75%|            94.36|            95.18|            93.53|             94.4|          4284185|  NULL|\n",
      "|    max|           2044.0|          2067.99|          2035.11|           2049.0|        618237630|   ZTS|\n",
      "+-------+-----------------+-----------------+-----------------+-----------------+-----------------+------+\n"
     ]
    }
   ],
   "source": [
    "showDF(summary(df), 20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Summarize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------+------+------------------+--------+\n",
      "|      date|Metric|               Sum|     min|\n",
      "+----------+------+------------------+--------+\n",
      "|2015-02-23|volume|     1.761194847E9| 80474.0|\n",
      "|2014-07-28|  high| 38600.35239999999|    3.78|\n",
      "|2015-04-28| close|41963.850999999995|    2.31|\n",
      "|2016-02-10|  open|        36948.0323|    1.92|\n",
      "|2017-11-09|volume|     2.236264117E9|158938.0|\n",
      "+----------+------+------------------+--------+\n",
      "only showing top 5 rows\n"
     ]
    }
   ],
   "source": [
    "temp_new <- temp %>% \n",
    "    SparkR::group_by(\"date\", \"Metric\") %>% # group by\n",
    "    SparkR::summarize(                     # Summarization\n",
    "        Sum = sum(temp$Values),\n",
    "        min = min(temp$Values)\n",
    "    )\n",
    "\n",
    "showDF(temp_new, 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Generalized Linear Regression"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Split into training & test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "df_temp <- df %>% dropna() %>%  # removing NA\n",
    "    SparkR::group_by(\"date\") %>% \n",
    "    SparkR::summarize(\n",
    "        open = sum(df$open, na.rm = TRUE), \n",
    "        close = sum(df$close, na.rm = TRUE),\n",
    "        high = sum(df$high, na.rm = TRUE),\n",
    "        low = sum(df$low, na.rm = TRUE),\n",
    "        volume = sum(df$volume, na.rm = TRUE)\n",
    "    )\n",
    "df_list <- randomSplit(df_temp, c(9,1), 2) # 70% 30% split\n",
    "\n",
    "train_df <- df_list[[1]]\n",
    "test_df <- df_list[[2]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model fitting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "Deviance Residuals: \n",
       "(Note: These are approximate quantiles with relative error <= 0.01)\n",
       "        Min           1Q       Median           3Q          Max  \n",
       "-1564225208   -164949526    -21048411    130514808   1777797016  \n",
       "\n",
       "Coefficients:\n",
       "               Estimate  Std. Error    t value  Pr(>|t|)\n",
       "(Intercept)  2246807397    58134133   38.64868   0.00000\n",
       "open              87254      116832    0.74684   0.45532\n",
       "close             29382       86472    0.33978   0.73408\n",
       "high            1453743      107752   13.49160   0.00000\n",
       "low            -1601420       99662  -16.06847   0.00000\n",
       "\n",
       "(Dispersion parameter for gaussian family taken to be 9.635051e+16)\n",
       "\n",
       "    Null deviance: 2.3994e+20  on 1137  degrees of freedom\n",
       "Residual deviance: 1.0917e+20  on 1133  degrees of freedom\n",
       "AIC: 47740\n",
       "\n",
       "Number of Fisher Scoring iterations: 1\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_glm <- SparkR::spark.glm(train_df, volume ~ open + close + high + low, family = \"gaussian\")\n",
    "\n",
    "# Check model summary\n",
    "summary(model_glm)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------+------------------+------------------+------------------+------------------+----------+-------------+--------------------+\n",
      "|      date|              open|             close|              high|               low|    volume|        label|          prediction|\n",
      "+----------+------------------+------------------+------------------+------------------+----------+-------------+--------------------+\n",
      "|2013-03-19|28388.366800000003|28238.302899999995|28550.466200000003|        27997.1566|2536821186|2.536821186E9|2.2233139269439154E9|\n",
      "|2013-03-22|28296.471799999996|28368.529499999997|28513.505900000007|28130.500600000003|2114561134|2.114561134E9|1.9518513828534842E9|\n",
      "|2013-04-09|28602.088300000003|28603.935400000002|        28812.0213|28350.624299999996|2065979480| 2.06597948E9| 2.066888332638114E9|\n",
      "|2013-04-16|28516.514799999997|         28732.831| 28854.21699999999|28276.612500000003|2324197183|2.324197183E9|2.2430745559758368E9|\n",
      "|2013-04-25| 29002.04899999999|        29088.2944|29391.201999999997|28779.867099999996|2741041126|2.741041126E9|2.2705994333106756E9|\n",
      "+----------+------------------+------------------+------------------+------------------+----------+-------------+--------------------+\n",
      "only showing top 5 rows\n"
     ]
    }
   ],
   "source": [
    "# Check model prediction\n",
    "df_predict <- predict(model_glm, test_df)\n",
    "showDF(df_predict, 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "plot without title"
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     },
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   ],
   "source": [
    "r_df_predict <- as.data.frame(df_predict)\n",
    "\n",
    "options(repr.plot.width = 15, repr.plot.height = 6)\n",
    "ggplot2::ggplot(r_df_predict, aes(date, volume)) + \n",
    "       ggplot2::geom_bar(stat = \"identity\", fill = \"blue\", alpha = 0.7) + \n",
    "       ggplot2::geom_line(aes(y = prediction))"
   ]
  }
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