london_crime_01.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://app.pluralsight.com/course-player?clipId=5e039a74-a126-4449-850b-3d7bff379ec9\n",
    "    \n",
    "Extract data from http://goo.gl/seiSek"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyspark.sql import SparkSession\n",
    "spark = SparkSession.builder.\\\n",
    "        appName('london crime report')\\\n",
    "        .getOrCreate()        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "london_crime_file = '..\\datasets\\london_crime_by_lsoa.csv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = spark.read\\\n",
    "        .format('csv').option('header','true')\\\n",
    "        .load(london_crime_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13490604"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "root\n",
      " |-- lsoa_code: string (nullable = true)\n",
      " |-- borough: string (nullable = true)\n",
      " |-- major_category: string (nullable = true)\n",
      " |-- minor_category: string (nullable = true)\n",
      " |-- value: string (nullable = true)\n",
      " |-- year: string (nullable = true)\n",
      " |-- month: string (nullable = true)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "data.printSchema()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load a subset of dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+---------+----------+--------------------+--------------------+-----+----+-----+\n",
      "|lsoa_code|   borough|      major_category|      minor_category|value|year|month|\n",
      "+---------+----------+--------------------+--------------------+-----+----+-----+\n",
      "|E01001116|   Croydon|            Burglary|Burglary in Other...|    0|2016|   11|\n",
      "|E01001646| Greenwich|Violence Against ...|      Other violence|    0|2016|   11|\n",
      "|E01000677|   Bromley|Violence Against ...|      Other violence|    0|2015|    5|\n",
      "|E01003774| Redbridge|            Burglary|Burglary in Other...|    0|2016|    3|\n",
      "|E01004563|Wandsworth|             Robbery|   Personal Property|    0|2008|    6|\n",
      "+---------+----------+--------------------+--------------------+-----+----+-----+\n",
      "\n"
     ]
    }
   ],
   "source": [
    "data.limit(5).show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13490604"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.dropna().count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Drop column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------+--------------------+--------------------+-----+----+-----+\n",
      "|   borough|      major_category|      minor_category|value|year|month|\n",
      "+----------+--------------------+--------------------+-----+----+-----+\n",
      "|   Croydon|            Burglary|Burglary in Other...|    0|2016|   11|\n",
      "| Greenwich|Violence Against ...|      Other violence|    0|2016|   11|\n",
      "|   Bromley|Violence Against ...|      Other violence|    0|2015|    5|\n",
      "| Redbridge|            Burglary|Burglary in Other...|    0|2016|    3|\n",
      "|Wandsworth|             Robbery|   Personal Property|    0|2008|    6|\n",
      "+----------+--------------------+--------------------+-----+----+-----+\n",
      "only showing top 5 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "data = data.drop('lsoa_code')\n",
    "\n",
    "data.show(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Distinct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "33"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.select('borough').distinct().count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "32"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.select('major_category', 'minor_category').distinct().count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Filter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-------+--------------------+--------------------+-----+----+-----+\n",
      "|borough|      major_category|      minor_category|value|year|month|\n",
      "+-------+--------------------+--------------------+-----+----+-----+\n",
      "|Hackney|     Criminal Damage|Criminal Damage T...|    0|2011|    6|\n",
      "|Hackney|Violence Against ...|          Harassment|    1|2013|    2|\n",
      "|Hackney|     Criminal Damage|Other Criminal Da...|    0|2011|    7|\n",
      "|Hackney|Violence Against ...|        Wounding/GBH|    0|2013|   12|\n",
      "|Hackney|  Theft and Handling|  Other Theft Person|    0|2016|    8|\n",
      "+-------+--------------------+--------------------+-----+----+-----+\n",
      "only showing top 5 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "data.filter(data.borough== 'Hackney').show(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+---------+--------------------+--------------------+-----+----+-----+\n",
      "|  borough|      major_category|      minor_category|value|year|month|\n",
      "+---------+--------------------+--------------------+-----+----+-----+\n",
      "|  Croydon|            Burglary|Burglary in Other...|    0|2016|   11|\n",
      "|Greenwich|Violence Against ...|      Other violence|    0|2016|   11|\n",
      "|  Bromley|Violence Against ...|      Other violence|    0|2015|    5|\n",
      "|Redbridge|            Burglary|Burglary in Other...|    0|2016|    3|\n",
      "|   Sutton|  Theft and Handling|Theft/Taking of P...|    1|2016|    8|\n",
      "+---------+--------------------+--------------------+-----+----+-----+\n",
      "only showing top 5 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "data.filter(data.year.isin([2016,2015])).show(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9.98042031298203"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.count() / data.sample(0.1).count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Aggregation\n",
    "Convictions by borough in descending order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "root\n",
      " |-- borough: string (nullable = true)\n",
      " |-- major_category: string (nullable = true)\n",
      " |-- minor_category: string (nullable = true)\n",
      " |-- value: double (nullable = true)\n",
      " |-- year: string (nullable = true)\n",
      " |-- month: string (nullable = true)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import pyspark.sql.functions as F\n",
    "\n",
    "data = data.withColumn('value',F.col('value').cast(DoubleType()))\n",
    "data.printSchema()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-----------+-----------+\n",
      "|    borough|convictions|\n",
      "+-----------+-----------+\n",
      "|Westminster|   455028.0|\n",
      "|    Lambeth|   292178.0|\n",
      "|  Southwark|   278809.0|\n",
      "|     Camden|   275147.0|\n",
      "|     Newham|   262024.0|\n",
      "+-----------+-----------+\n",
      "only showing top 5 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "\n",
    "convictions_borough = data.groupBy('borough')\\\n",
    "                        .agg(F.sum('value'))\\\n",
    "                        .withColumnRenamed('sum(value)', 'convictions')\\\n",
    "                        .orderBy(F.col('convictions').desc())\n",
    "convictions_borough.show(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Describe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-------+------------------+\n",
      "|summary|              year|\n",
      "+-------+------------------+\n",
      "|  count|          13490604|\n",
      "|   mean|            2012.0|\n",
      "| stddev|2.5819889931674522|\n",
      "|    min|              2008|\n",
      "|    max|              2016|\n",
      "+-------+------------------+\n",
      "\n"
     ]
    }
   ],
   "source": [
    "data.select('year').describe().show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Crosstab\n",
    "Computes a pair-wise frequency table of the given columns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------------------+--------+---------------+-----+----------------+-------------------------+-------+---------------+------------------+---------------------------+\n",
      "|borough_major_category|Burglary|Criminal Damage|Drugs|Fraud or Forgery|Other Notifiable Offences|Robbery|Sexual Offences|Theft and Handling|Violence Against the Person|\n",
      "+----------------------+--------+---------------+-----+----------------+-------------------------+-------+---------------+------------------+---------------------------+\n",
      "|              Havering|   32400|          64152|32616|            5508|                    21060|  27648|           1944|            118800|                      95472|\n",
      "|                Merton|   26784|          52920|29160|            5724|                    19440|  23652|           2592|            101196|                      78408|\n",
      "|              Haringey|   31320|          62424|35424|           10368|                    23760|  29484|           3780|            120420|                      96876|\n",
      "|         Tower Hamlets|   31104|          62100|37368|            5400|                    25812|  28512|           4212|            121284|                      96336|\n",
      "|               Bromley|   42552|          84456|42336|            8532|                    28296|  34668|           2592|            156492|                     123984|\n",
      "+----------------------+--------+---------------+-----+----------------+-------------------------+-------+---------------+------------------+---------------------------+\n",
      "only showing top 5 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "data.crosstab('borough','major_category').show(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as pp\n",
    "pp.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "def describe_year(year):\n",
    "    year_data = data.filter(F.col('year')==year)\\\n",
    "                .groupBy('borough')\\\n",
    "                .agg(F.sum('value').alias('convictions'))\n",
    "    borough_list = [r[0] for r in year_data.toLocalIterator()]\n",
    "    conviction_list = [r[1] for r in year_data.toLocalIterator()]\n",
    "    \n",
    "    pp.figure(figsize = (33,10))\n",
    "    pp.bar(borough_list,conviction_list)\n",
    "    \n",
    "    pp.title('Crime for the year : {}'.format(year), fontsize = 30)\n",
    "    pp.xlabel('Boroughs', fontsize = 30)\n",
    "    pp.ylabel('Total Convictions',fontsize = 30)\n",
    "    \n",
    "    pp.xticks(rotation = 90, fontsize = 30)\n",
    "    pp.yticks( fontsize = 30)\n",
    "    pp.autoscale()\n",
    "    pp.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2376x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "describe_year(2016)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}