Service time.ipynb

{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "1)Distribution of service time\n",
    "2) make and service time\n",
    "3) Order type Service type\n",
    "4) City(optional)\n",
    "#5) Service time w.r.t Plant\n",
    "6) Average service time throughout the Years\n",
    "7) average service time troughout the years w.r.t Months"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "plant_file = pd.ExcelFile('Plant Master.xlsx')\n",
    "plant_data = plant_file.parse('Sheet1')\n",
    "#plant_data.to_csv('plant_master.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "invoice_data = pd.read_csv('Final_invoice.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "invoice_data['Invoice Date'] = pd.to_datetime(invoice_data['Invoice Date'])\n",
    "\n",
    "invoice_data['Invoice Day'] = invoice_data['Invoice Date'].apply(lambda x: x.day)\n",
    "invoice_data['Invoice Month'] = invoice_data['Invoice Date'].apply(lambda x: x.month)\n",
    "invoice_data['Invoice Year'] = invoice_data['Invoice Date'].apply(lambda x: x.year)\n",
    "#invoice_data['Day of the week'] = invoice_data['Invoice Date'].apply(lambda x: x.weekday_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#invoice_data.to_csv('invoice_data1.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Plant</th>\n",
       "      <th>Name 1</th>\n",
       "      <th>Valuation Area</th>\n",
       "      <th>Customer no. - plant</th>\n",
       "      <th>Vendor number plant</th>\n",
       "      <th>Factory calendar</th>\n",
       "      <th>Name 2</th>\n",
       "      <th>House number and street</th>\n",
       "      <th>PO Box</th>\n",
       "      <th>Postal Code</th>\n",
       "      <th>City</th>\n",
       "      <th>Sales organization</th>\n",
       "      <th>State</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>BC07</td>\n",
       "      <td>NERKUNDRAM</td>\n",
       "      <td>BC07</td>\n",
       "      <td>PLBC07</td>\n",
       "      <td>PLBC07</td>\n",
       "      <td>IN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No.117 Poonamallee High Road,</td>\n",
       "      <td>600107.0</td>\n",
       "      <td>600107</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>MFCS</td>\n",
       "      <td>Tamil Nadu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BC30</td>\n",
       "      <td>SAS NAGAR - MOHALI</td>\n",
       "      <td>BC30</td>\n",
       "      <td>PLBC30</td>\n",
       "      <td>PLBC30</td>\n",
       "      <td>IN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C-118, Phase 07,</td>\n",
       "      <td>160055.0</td>\n",
       "      <td>160055</td>\n",
       "      <td>Mohali</td>\n",
       "      <td>MFCS</td>\n",
       "      <td>Punjab</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>X001</td>\n",
       "      <td>X001 - AUTO PLANET WHEELS</td>\n",
       "      <td>X001</td>\n",
       "      <td>PLX001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IN</td>\n",
       "      <td>Thane</td>\n",
       "      <td>Unit No.3, Kothari Compound,</td>\n",
       "      <td>400610.0</td>\n",
       "      <td>400610</td>\n",
       "      <td>Thane</td>\n",
       "      <td>MFCA</td>\n",
       "      <td>Maharashtra</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>X002</td>\n",
       "      <td>X002 - BHANDARI INDUSTRIES PVT</td>\n",
       "      <td>X002</td>\n",
       "      <td>PLX002</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IN</td>\n",
       "      <td>Ghaziabad</td>\n",
       "      <td>18/1, C Site 4, Sahibabad</td>\n",
       "      <td>201010.0</td>\n",
       "      <td>201010</td>\n",
       "      <td>Ghaziabad</td>\n",
       "      <td>MFCA</td>\n",
       "      <td>Uttar Pradesh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>X003</td>\n",
       "      <td>X003 - Om Sri Satya Sai Automo</td>\n",
       "      <td>X003</td>\n",
       "      <td>PLX003</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IN</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>#75, Sy.No. 83/2, Panathur Mai</td>\n",
       "      <td>560087.0</td>\n",
       "      <td>560087</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>MFCB</td>\n",
       "      <td>Karnataka</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Plant                          Name 1 Valuation Area Customer no. - plant  \\\n",
       "0  BC07                      NERKUNDRAM           BC07               PLBC07   \n",
       "1  BC30              SAS NAGAR - MOHALI           BC30               PLBC30   \n",
       "2  X001       X001 - AUTO PLANET WHEELS           X001               PLX001   \n",
       "3  X002  X002 - BHANDARI INDUSTRIES PVT           X002               PLX002   \n",
       "4  X003  X003 - Om Sri Satya Sai Automo           X003               PLX003   \n",
       "\n",
       "  Vendor number plant Factory calendar     Name 2  \\\n",
       "0              PLBC07               IN        NaN   \n",
       "1              PLBC30               IN        NaN   \n",
       "2                 NaN               IN      Thane   \n",
       "3                 NaN               IN  Ghaziabad   \n",
       "4                 NaN               IN  Bengaluru   \n",
       "\n",
       "          House number and street    PO Box  Postal Code       City  \\\n",
       "0   No.117 Poonamallee High Road,  600107.0       600107    Chennai   \n",
       "1                C-118, Phase 07,  160055.0       160055     Mohali   \n",
       "2    Unit No.3, Kothari Compound,  400610.0       400610      Thane   \n",
       "3       18/1, C Site 4, Sahibabad  201010.0       201010  Ghaziabad   \n",
       "4  #75, Sy.No. 83/2, Panathur Mai  560087.0       560087  Bengaluru   \n",
       "\n",
       "  Sales organization          State  \n",
       "0               MFCS     Tamil Nadu  \n",
       "1               MFCS         Punjab  \n",
       "2               MFCA    Maharashtra  \n",
       "3               MFCA  Uttar Pradesh  \n",
       "4               MFCB      Karnataka  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plant_data = pd.read_csv('plant_master.csv')\n",
    "plant_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "invoice_tojoin = invoice_data[['Cash /Cashless Type', 'Claim No.', 'Cust Type', 'Customer No.', 'Job Card No',\n",
    "                              'JobCard Date', 'JobCard Time', 'Make', 'Model', 'Order Type', 'Plant','Total Amt Wtd Tax.']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "invoice_plant = invoice_data.merge(plant_data, on='Plant', how='left', sort=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#invoice_plant.to_csv('invoice_plant_joined.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Amt Rcvd From Custom</th>\n",
       "      <th>Amt Rcvd From Ins Co</th>\n",
       "      <th>Area / Locality</th>\n",
       "      <th>CGST(14%)</th>\n",
       "      <th>CGST(2.5%)</th>\n",
       "      <th>CGST(6%)</th>\n",
       "      <th>CGST(9%)</th>\n",
       "      <th>CITY</th>\n",
       "      <th>Cash /Cashless Type</th>\n",
       "      <th>...</th>\n",
       "      <th>Customer no. - plant</th>\n",
       "      <th>Vendor number plant</th>\n",
       "      <th>Factory calendar</th>\n",
       "      <th>Name 2</th>\n",
       "      <th>House number and street</th>\n",
       "      <th>PO Box</th>\n",
       "      <th>Postal Code</th>\n",
       "      <th>City</th>\n",
       "      <th>Sales organization</th>\n",
       "      <th>State</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>MAJIWADA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Thane</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>THNAE</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>THNAE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>THANE</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>THANE[W]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>THNAE</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>THNAE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>THANE</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>THANE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 74 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  Amt Rcvd From Custom  Amt Rcvd From Ins Co Area / Locality  \\\n",
       "0           0                   0.0                   0.0        MAJIWADA   \n",
       "1           1                   0.0                   0.0           THNAE   \n",
       "2           2                   0.0                   0.0           THANE   \n",
       "3           3                   0.0                   0.0           THNAE   \n",
       "4           4                   0.0                   0.0           THANE   \n",
       "\n",
       "   CGST(14%)  CGST(2.5%)  CGST(6%)  CGST(9%)      CITY Cash /Cashless Type  \\\n",
       "0        0.0         0.0       0.0       0.0     Thane                 NaN   \n",
       "1        0.0         0.0       0.0       0.0     THNAE                 NaN   \n",
       "2        0.0         0.0       0.0       0.0  THANE[W]                 NaN   \n",
       "3        0.0         0.0       0.0       0.0     THNAE                 NaN   \n",
       "4        0.0         0.0       0.0       0.0     THANE                 NaN   \n",
       "\n",
       "   ... Customer no. - plant Vendor number plant Factory calendar Name 2  \\\n",
       "0  ...                  NaN                 NaN              NaN    NaN   \n",
       "1  ...                  NaN                 NaN              NaN    NaN   \n",
       "2  ...                  NaN                 NaN              NaN    NaN   \n",
       "3  ...                  NaN                 NaN              NaN    NaN   \n",
       "4  ...                  NaN                 NaN              NaN    NaN   \n",
       "\n",
       "  House number and street PO Box Postal Code  City  Sales organization  State  \n",
       "0                     NaN    NaN         NaN   NaN                 NaN    NaN  \n",
       "1                     NaN    NaN         NaN   NaN                 NaN    NaN  \n",
       "2                     NaN    NaN         NaN   NaN                 NaN    NaN  \n",
       "3                     NaN    NaN         NaN   NaN                 NaN    NaN  \n",
       "4                     NaN    NaN         NaN   NaN                 NaN    NaN  \n",
       "\n",
       "[5 rows x 74 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "invoice_plant = pd.read_csv('invoice_plant_joined.csv')\n",
    "invoice_plant.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "invoice_plant['Invoice DateTime'] = invoice_plant['Invoice Date']+' '+invoice_plant['Invoice Time']\n",
    "invoice_plant['Jobcard DateTime'] = invoice_plant['JobCard Date']+' '+invoice_plant['JobCard Time']\n",
    "\n",
    "invoice_plant['Invoice DateTime'] = pd.to_datetime(invoice_plant['Invoice DateTime'])\n",
    "invoice_plant['Jobcard DateTime'] = pd.to_datetime(invoice_plant['Jobcard DateTime'])\n",
    "\n",
    "invoice_plant['Service Time'] = invoice_plant['Invoice DateTime']-invoice_plant['Jobcard DateTime']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,9))\n",
    "plt.title('Distibution of Service Time')\n",
    "plt.hist(invoice_plant['Service Time'].astype('timedelta64[s]')/86400, bins=100, range=[0,10])\n",
    "plt.xlabel('Number of Days')\n",
    "plt.ylabel('Services')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Unnamed: 0', 'Amt Rcvd From Custom', 'Amt Rcvd From Ins Co',\n",
       "       'Area / Locality', 'CGST(14%)', 'CGST(2.5%)', 'CGST(6%)', 'CGST(9%)',\n",
       "       'CITY', 'Cash /Cashless Type', 'Claim No.', 'Cust Type', 'Customer No.',\n",
       "       'District', 'Expiry Date', 'Gate Pass Date', 'Gate Pass Time',\n",
       "       'IGST(12%)', 'IGST(18%)', 'IGST(28%)', 'IGST(5%)', 'Insurance Company',\n",
       "       'Invoice Date', 'Invoice No', 'Invoice Time', 'Job Card No',\n",
       "       'JobCard Date', 'JobCard Time', 'KMs Reading', 'Labour Total', 'Make',\n",
       "       'Misc Total', 'Model', 'ODN No.', 'OSL Total', 'Order Type',\n",
       "       'Outstanding Amt', 'Parts Total', 'Pin code', 'Plant', 'Plant Name1',\n",
       "       'Policy no.', 'Print Status', 'Recovrbl Exp', 'Regn No',\n",
       "       'SGST/UGST(14%)', 'SGST/UGST(2.5%)', 'SGST/UGST(6%)', 'SGST/UGST(9%)',\n",
       "       'Service Advisor Name', 'TDS amount', 'Technician Name',\n",
       "       'Total Amt Wtd Tax.', 'Total CGST', 'Total GST', 'Total IGST',\n",
       "       'Total SGST/UGST', 'Total Value', 'User ID', 'Invoice Day',\n",
       "       'Invoice Month', 'Invoice Year', 'Name 1', 'Valuation Area',\n",
       "       'Customer no. - plant', 'Vendor number plant', 'Factory calendar',\n",
       "       'Name 2', 'House number and street', 'PO Box', 'Postal Code', 'City',\n",
       "       'Sales organization', 'State', 'Invoice DateTime', 'Jobcard DateTime',\n",
       "       'Service Time'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "invoice_plant.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Service Time in days')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "invoice_plant['Service Time'] = invoice_plant['Service Time'].astype('timedelta64[s]')\n",
    "\n",
    "st_by_order_type = invoice_plant[['Order Type', 'Service Time']].groupby('Order Type').mean().reset_index()\n",
    "\n",
    "st_by_order_type.sort_values(by='Service Time', inplace=True, ascending=False)\n",
    "\n",
    "st_by_order_type['Service Time'] = st_by_order_type['Service Time']/86400\n",
    "\n",
    "plt.figure(figsize=(15,9))\n",
    "plt.ticklabel_format(style='plain', axis='x')\n",
    "plt.title('Average service time by order type')\n",
    "ax = sns.barplot(x='Service Time', y='Order Type', data=st_by_order_type)\n",
    "ax.set_xlabel('Service Time in days')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Service Time in days')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "invoice_plant['Service Time'] = invoice_plant['Service Time'].astype('timedelta64[s]')\n",
    "\n",
    "st_by_make = invoice_plant[['Make', 'Service Time']].groupby('Make').mean().reset_index()\n",
    "\n",
    "st_by_make.sort_values(by='Service Time', inplace=True, ascending=False)\n",
    "\n",
    "st_by_make['Service Time'] = st_by_make['Service Time']/86400\n",
    "\n",
    "plt.figure(figsize=(15,9))\n",
    "plt.ticklabel_format(style='plain', axis='x')\n",
    "plt.title('Average service time by Make(car company)')\n",
    "ax = sns.barplot(x='Service Time', y='Make', data=st_by_make)\n",
    "ax.set_xlabel('Service Time in days')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Unnamed: 0', 'Amt Rcvd From Custom', 'Amt Rcvd From Ins Co',\n",
       "       'Area / Locality', 'CGST(14%)', 'CGST(2.5%)', 'CGST(6%)', 'CGST(9%)',\n",
       "       'CITY', 'Cash /Cashless Type', 'Claim No.', 'Cust Type', 'Customer No.',\n",
       "       'District', 'Expiry Date', 'Gate Pass Date', 'Gate Pass Time',\n",
       "       'IGST(12%)', 'IGST(18%)', 'IGST(28%)', 'IGST(5%)', 'Insurance Company',\n",
       "       'Invoice Date', 'Invoice No', 'Invoice Time', 'Job Card No',\n",
       "       'JobCard Date', 'JobCard Time', 'KMs Reading', 'Labour Total', 'Make',\n",
       "       'Misc Total', 'Model', 'ODN No.', 'OSL Total', 'Order Type',\n",
       "       'Outstanding Amt', 'Parts Total', 'Pin code', 'Plant', 'Plant Name1',\n",
       "       'Policy no.', 'Print Status', 'Recovrbl Exp', 'Regn No',\n",
       "       'SGST/UGST(14%)', 'SGST/UGST(2.5%)', 'SGST/UGST(6%)', 'SGST/UGST(9%)',\n",
       "       'Service Advisor Name', 'TDS amount', 'Technician Name',\n",
       "       'Total Amt Wtd Tax.', 'Total CGST', 'Total GST', 'Total IGST',\n",
       "       'Total SGST/UGST', 'Total Value', 'User ID', 'Invoice Day',\n",
       "       'Invoice Month', 'Invoice Year', 'Name 1', 'Valuation Area',\n",
       "       'Customer no. - plant', 'Vendor number plant', 'Factory calendar',\n",
       "       'Name 2', 'House number and street', 'PO Box', 'Postal Code', 'City',\n",
       "       'Sales organization', 'State', 'Invoice DateTime', 'Jobcard DateTime',\n",
       "       'Service Time'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "invoice_plant.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "st_by_year = invoice_plant[[ 'Service Time','Invoice Year']].groupby('Invoice Year').mean().reset_index()\n",
    "plt.figure(figsize=(15,9))\n",
    "plt.ticklabel_format(style='plain', axis='x')\n",
    "line = plt.plot(st_by_year['Invoice Year'], st_by_year['Service Time'],marker='^')\n",
    "plt.title('Average service time by Invoice Year')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Avg Service Time')\n",
    "labels = ['2012','2013','2014','2015','2016']\n",
    "plt.xticks(st_by_year['Invoice Year'],labels)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "st_by_year = invoice_plant[[ 'Service Time','Invoice Month']].groupby('Invoice Month').mean().reset_index()\n",
    "plt.figure(figsize=(15,9))\n",
    "plt.ticklabel_format(style='plain', axis='x')\n",
    "line = plt.plot(st_by_year['Invoice Month'], st_by_year['Service Time'],marker='o')\n",
    "plt.title('Average service time by Invoice Year')\n",
    "plt.xlabel('Month')\n",
    "plt.ylabel('Avg Service Time')\n",
    "labels = ['jan','feb','march','apr','may','june','july','aug','sept','oct','nov','dec']\n",
    "plt.xticks(st_by_year['Invoice Month'],labels)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "st_by_qut_2012 =  invoice_plant[invoice_plant['Invoice Year']==2012][['Invoice Month','Service Time']].groupby('Invoice Month').mean().reset_index()\n",
    "st_by_qut_2013 =  invoice_plant[invoice_plant['Invoice Year']==2013][['Invoice Month','Service Time']].groupby('Invoice Month').mean().reset_index()\n",
    "st_by_qut_2014 =  invoice_plant[invoice_plant['Invoice Year']==2014][['Invoice Month','Service Time']].groupby('Invoice Month').mean().reset_index()\n",
    "st_by_qut_2015 =  invoice_plant[invoice_plant['Invoice Year']==2015][['Invoice Month','Service Time']].groupby('Invoice Month').mean().reset_index()\n",
    "st_by_qut_2016 =  invoice_plant[invoice_plant['Invoice Year']==2016][['Invoice Month','Service Time']].groupby('Invoice Month').mean().reset_index()\n",
    "\n",
    "\n",
    "\n",
    "plt.figure(figsize=(15,9))\n",
    "plt.ticklabel_format(style='plain', axis='x')\n",
    "line1 = plt.plot(st_by_qut_2012['Invoice Month'], st_by_qut_2012['Service Time'],marker='^',color='red',label='Services')\n",
    "line2 = plt.plot(st_by_qut_2013['Invoice Month'], st_by_qut_2013['Service Time'],marker='^',color='blue',label='Services')\n",
    "line3 = plt.plot(st_by_qut_2014['Invoice Month'], st_by_qut_2014['Service Time'],marker='^',color='green',label='Services')\n",
    "line4 = plt.plot(st_by_qut_2015['Invoice Month'], st_by_qut_2015['Service Time'],marker='^',color='orange',label='Services')\n",
    "line5 = plt.plot(st_by_qut_2016['Invoice Month'], st_by_qut_2016['Service Time'],marker='^',color='black',label='Services')\n",
    "\n",
    "\n",
    "plt.title('Average service time by Invoice Year w.r.t Month')\n",
    "plt.xlabel('Month')\n",
    "plt.ylabel('Avg Service Time')\n",
    "plt.legend(['2012','2013','2014','2015','2016'])\n",
    "labels = ['jan','feb','march','apr','may','june','july','aug','sept','oct','nov','dec']\n",
    "plt.xticks(st_by_year['Invoice Month'],labels)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}