Snag_Model.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "satisfactory-granny",
   "metadata": {},
   "source": [
    "# AUTOMATIC SNAG DISPOSITION USING MACHINE LEARNING ALGORITHMS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "thrown-emerald",
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.feature_extraction.text import CountVectorizer \n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "from sklearn.naive_bayes import BernoulliNB\n",
    "from sklearn import metrics\n",
    "from sklearn.metrics import precision_recall_fscore_support as score \n",
    "from sklearn.metrics import recall_score,precision_score,roc_auc_score,f1_score,accuracy_score,confusion_matrix\n",
    "\n",
    "import itertools\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.model_selection import KFold,GridSearchCV\n",
    "from sklearn.metrics import confusion_matrix, precision_recall_curve, auc, roc_auc_score, roc_curve, recall_score, classification_report\n",
    "import matplotlib.animation as animation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "legendary-letters",
   "metadata": {},
   "outputs": [],
   "source": [
    "csv_path=\"E:\\snags.csv\"\n",
    "df=pd.read_csv(csv_path)\n",
    "pd.set_option('display.max_columns',None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "labeled-shift",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0          -\n",
       "1          -\n",
       "2       SU30\n",
       "3       SU30\n",
       "4          -\n",
       "        ... \n",
       "9995      NA\n",
       "9996      NA\n",
       "9997    SU30\n",
       "9998    SU30\n",
       "9999    SU30\n",
       "Name: PROJECT, Length: 10000, dtype: object"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['PROJECT'].fillna('NA')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "polished-acoustic",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RangeIndex(start=0, stop=10000, step=1)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "peripheral-expression",
   "metadata": {},
   "outputs": [],
   "source": [
    "df=df.drop('SNAG_ID',axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "ruled-saturn",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['INSP_STAGE']=df['INSP_STAGE'].str.replace('spot check','Spot Check')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "expected-inventory",
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "df['DWG_NO']=df['SNAG_DESC'].str.extract('(\\d\\d\\.\\d\\d\\d\\d\\.\\d\\.\\d\\d\\d\\.\\d\\d\\d)',expand=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "optical-equivalent",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['DISPOSITION']=df['DISPOSITION'].str.lower()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "directed-scotland",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['DISPOSITION']=df['DISPOSITION'].str.replace('acceptable to design.','acceptable to design')\n",
    "df['DISPOSITION']=df['DISPOSITION'].str.replace('referred snag is acceptable to design','acceptable to design')\n",
    "df['DISPOSITION']=df['DISPOSITION'].str.replace('snag is acceptable to design','acceptable to design')\n",
    "df['DISPOSITION']=df['DISPOSITION'].str.replace('snag is not acceptable to design','not acceptable to design')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "confidential-incidence",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "acceptable to design                                                                                                                                                                                                                  1261\n",
       "not acceptable to design                                                                                                                                                                                                               177\n",
       "-                                                                                                                                                                                                                                      112\n",
       "refer the attachment.                                                                                                                                                                                                                   42\n",
       "please refer the attachment                                                                                                                                                                                                             32\n",
       "                                                                                                                                                                                                                                      ... \n",
       "1. install blind rivet of dia 4mm instead of dia 5mm rivet.\\n2. install jo bolt of dia 6mm of existing standards qty. 02 nos.                                                                                                            1\n",
       "pls refer the snag vld/01714                                                                                                                                                                                                             1\n",
       "carryout correct installation of washer 11.0446.i.527.900 (washer under bolt head) as per drawing 11.0446.i.400.000. if required replace the washer by new one. ensure implementation of ltu 1334 on the referred protective grid.       1\n",
       "1. snag point 1 acceptable to design\\n2. for snag point 2 drill the hole throughout to dia 6mm.\\n3. initiate preventive action to avoid recurrence of snag.                                                                              1\n",
       "smoothly merge the cutting edge of by maintaining the r10. restore the finish as per existing standard.                                                                                                                                  1\n",
       "Name: DISPOSITION, Length: 7398, dtype: int64"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['DISPOSITION'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "focal-ticket",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['ACNO', 'INSP_NAME', 'SHOP', 'INSP_STAGE', 'WONO', 'SNAG_DATE',\n",
       "       'SNAG_DESC', 'SNAG_STROKE', 'ENGR_FLAG', 'PART_NO', 'TASK_NO', 'SYSTEM',\n",
       "       'SUB_SYSTEM', 'MAX_NO', 'PROJECT', 'FLAG', 'CLOSE_DATE', 'SNAG_FILE',\n",
       "       'DISP_FILE', 'SNAG_FLAG', 'DISPOSITION', 'SET_NO', 'WO_QTY',\n",
       "       'WO_QTY_AFFECTED', 'PRIORITY', 'UNIT_SRL_NO', 'Forward Date',\n",
       "       'Disp Date', 'DWG_NO'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "earned-portsmouth",
   "metadata": {},
   "outputs": [],
   "source": [
    "df=df.drop(columns=['WONO', 'MAX_NO', 'FLAG', 'SNAG_FILE',\n",
    "       'DISP_FILE', 'SNAG_FLAG', 'SET_NO', 'WO_QTY',\n",
    "       'WO_QTY_AFFECTED', 'PRIORITY', 'UNIT_SRL_NO'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "southwest-banner",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['DISPOSITION']=df['DISPOSITION'].str.replace('accertable','acceptable')\n",
    "df['DISPOSITION']=df['DISPOSITION'].str.replace('assemblyas','assembly')\n",
    "df['DISPOSITION']=df['DISPOSITION'].str.replace('aceptable','acceptable')\n",
    "df['DISPOSITION']=df['DISPOSITION'].str.replace('refereed','refered')\n",
    "df['DISPOSITION']=df['DISPOSITION'].str.replace('technolo','technology')\n",
    "df['DISPOSITION']=df['DISPOSITION'].str.replace('magentic','magnetic')\n",
    "df['DISPOSITION']=df['DISPOSITION'].str.replace('technologygy','technology')\n",
    "df['DISPOSITION']=df['DISPOSITION'].str.replace('reworkrd','reworked')\n",
    "df['DISPOSITION']=df['DISPOSITION'].str.replace('satisfcatory','satisfactory')\n",
    "df['DISPOSITION']=df['DISPOSITION'].str.replace('referred','refered')\n",
    "df['DISPOSITION']=df['DISPOSITION'].str.replace('functioonal','functional')\n",
    "df['DISPOSITION']=df['DISPOSITION'].str.replace('ost1','OST1')\n",
    "df['DISPOSITION']=df['DISPOSITION'].str.replace('rwr','RWR')\n",
    "df['DISPOSITION']=df['DISPOSITION'].str.replace('accerptable','acceptable')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "instrumental-trading",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv(\"e:\\\\snag_mod.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "appointed-demonstration",
   "metadata": {},
   "outputs": [],
   "source": [
    "csv_path=\"E:\\snag_mod.csv\"\n",
    "df=pd.read_csv(csv_path)\n",
    "pd.set_option('display.max_columns',None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "level-strengthening",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['SHOP']=df['SHOP'].astype(str)\n",
    "df['SHOP']=df['SHOP'].str.replace('VLD','301') ## replacing VLD with 301\n",
    "df['SHOP']=df['SHOP'].str.replace('OSOH','302') ## replacing OSOH with 302\n",
    "df['SHOP']=df['SHOP'].str.replace('STORE','303') ## replacing STORE with 303\n",
    "df['SHOP']=df['SHOP'].str.replace('TOOLING','304') ## replacing TOOLING with 304\n",
    "df['SHOP']=df['SHOP'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "three-geneva",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['DISPOSITION']=df['DISPOSITION'].str.lower()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "preliminary-summer",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['DISPOSITION']=df['DISPOSITION'].str.replace('please refer the attachment','refer the attachment')\n",
    "df['DISPOSITION']=df['DISPOSITION'].str.replace('refer the attachment.','refer the attachment')\n",
    "df['DISPOSITION']=df['DISPOSITION'].str.replace('refered not acceptable to design','not acceptable to design')\n",
    "df['DISPOSITION']=df['DISPOSITION'].str.replace('rework carried out by shop is acceptable to design','acceptable to design')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "fatty-musical",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['SNAG_STROKE']=df['SNAG_STROKE'].str.replace('Miscellaneus','Miscellaneous')\n",
    "df['SNAG_STROKE']=df['SNAG_STROKE'].str.replace('Material fault ','Material Fault')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "aware-stephen",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>ACNO</th>\n",
       "      <th>INSP_NAME</th>\n",
       "      <th>SHOP</th>\n",
       "      <th>INSP_STAGE</th>\n",
       "      <th>SNAG_DATE</th>\n",
       "      <th>SNAG_DESC</th>\n",
       "      <th>SNAG_STROKE</th>\n",
       "      <th>ENGR_FLAG</th>\n",
       "      <th>PART_NO</th>\n",
       "      <th>TASK_NO</th>\n",
       "      <th>SYSTEM</th>\n",
       "      <th>SUB_SYSTEM</th>\n",
       "      <th>PROJECT</th>\n",
       "      <th>CLOSE_DATE</th>\n",
       "      <th>DISPOSITION</th>\n",
       "      <th>Forward Date</th>\n",
       "      <th>Disp Date</th>\n",
       "      <th>DWG_NO</th>\n",
       "      <th>Status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>-</td>\n",
       "      <td>100376 (A A KULKARNI)</td>\n",
       "      <td>9</td>\n",
       "      <td>Before Anodising</td>\n",
       "      <td>2-Mar-13</td>\n",
       "      <td>(I)  IN PARTS 11.0790.I.122.900;123.900;124.90...</td>\n",
       "      <td>Operators Fault</td>\n",
       "      <td>14043 (GAURAV KUMAR SINGH  )</td>\n",
       "      <td>R0790.009.002</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>26-Jun-20</td>\n",
       "      <td>acceptable to design</td>\n",
       "      <td>4-Mar-13</td>\n",
       "      <td>12-Mar-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>-</td>\n",
       "      <td>15530 (RAVINDRA DATTU PAWAR)</td>\n",
       "      <td>9</td>\n",
       "      <td>Before Anodising</td>\n",
       "      <td>4-Mar-13</td>\n",
       "      <td>TOOL MARK NOTICED ON PART NO;11.2010.2.002.002...</td>\n",
       "      <td>Operators Fault</td>\n",
       "      <td>16030 (KESHAVE PRASAD DWIVEDI)</td>\n",
       "      <td>R2010.009.002</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>15-Apr-13</td>\n",
       "      <td>suit the part 11.2010.2.002.002  with 11.2010....</td>\n",
       "      <td>5-Mar-13</td>\n",
       "      <td>25-Mar-13</td>\n",
       "      <td>11.2010.2.002.002</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>SB-188</td>\n",
       "      <td>16528 (ADITYA SANJEEV JOGLEKAR)</td>\n",
       "      <td>94</td>\n",
       "      <td>Installation</td>\n",
       "      <td>8-Mar-13</td>\n",
       "      <td>During leading edge assembly(11.2010.2.000.901...</td>\n",
       "      <td>Miscellaneous</td>\n",
       "      <td>13304 (ALOK KUMAR SINGH)</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30-94-466-3510401</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30</td>\n",
       "      <td>-</td>\n",
       "      <td>it is allowed to file and merge the step.apply...</td>\n",
       "      <td>13-Mar-13</td>\n",
       "      <td>14-Mar-13</td>\n",
       "      <td>11.2010.2.000.901</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>SB-187</td>\n",
       "      <td>16364 (SHANKAR BHAUSAHEB DHANAIT)</td>\n",
       "      <td>94</td>\n",
       "      <td>Injig</td>\n",
       "      <td>9-Mar-13</td>\n",
       "      <td>52nd LH wing;DRG.11.2000.2.000.000 After insta...</td>\n",
       "      <td>Miscellaneous</td>\n",
       "      <td>15028 (RAKESH  KUMAR)</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30-94-382-3420401</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30</td>\n",
       "      <td>10-Jun-13</td>\n",
       "      <td>install shim between the flanges of wall-3 roo...</td>\n",
       "      <td>13-Mar-13</td>\n",
       "      <td>22-Mar-13</td>\n",
       "      <td>11.2000.2.000.000</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>-</td>\n",
       "      <td>15530 (RAVINDRA DATTU PAWAR)</td>\n",
       "      <td>9</td>\n",
       "      <td>Before Heat Treatment</td>\n",
       "      <td>12-Mar-13</td>\n",
       "      <td>As per main view of drg. gap noticed due to la...</td>\n",
       "      <td>Material fault</td>\n",
       "      <td>14044 (HEMANT N SAWANA  )</td>\n",
       "      <td>E10.0200.0019.002</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>15-Apr-13</td>\n",
       "      <td>not acceptable to design</td>\n",
       "      <td>4-Apr-13</td>\n",
       "      <td>4-Apr-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>-</td>\n",
       "      <td>16364 (SHANKAR BHAUSAHEB DHANAIT)</td>\n",
       "      <td>94</td>\n",
       "      <td>Injig</td>\n",
       "      <td>12-Mar-13</td>\n",
       "      <td>52nd RH wing Drg.11.2000.2.000.000 After insta...</td>\n",
       "      <td>Miscellaneous</td>\n",
       "      <td>13312 (VISHAL YASHWANT DONGARE)</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30-94-381-3320401</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30</td>\n",
       "      <td>10-Jun-13</td>\n",
       "      <td>it is allowed to install taper shim with seali...</td>\n",
       "      <td>13-Mar-13</td>\n",
       "      <td>22-Mar-13</td>\n",
       "      <td>11.2000.2.000.000</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>SB-178</td>\n",
       "      <td>16084 (BIJAY  KUMAR)</td>\n",
       "      <td>98</td>\n",
       "      <td>Installation</td>\n",
       "      <td>14-Mar-13</td>\n",
       "      <td>Dent/Tool mark observed in PVD pipe line 11.77...</td>\n",
       "      <td>Operators Fault</td>\n",
       "      <td>14380 (SUMIT DIXIT  )</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30-98-IN-1816-2504011</td>\n",
       "      <td>FLIGHT DATA RECORDER (FDR)- AMS FDR30</td>\n",
       "      <td>Avionics bay connector &amp; status display</td>\n",
       "      <td>SU30</td>\n",
       "      <td>30-Jan-17</td>\n",
       "      <td>replace the affected pipe line 11.7750.i.930.9...</td>\n",
       "      <td>15-Mar-13</td>\n",
       "      <td>15-Mar-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>-</td>\n",
       "      <td>15530 (RAVINDRA DATTU PAWAR)</td>\n",
       "      <td>9</td>\n",
       "      <td>At Final Stage</td>\n",
       "      <td>15-Mar-13</td>\n",
       "      <td>As per technology length 1000+3.0mm tech. allo...</td>\n",
       "      <td>Operators Fault</td>\n",
       "      <td>14044 (HEMANT N SAWANA  )</td>\n",
       "      <td>11.0610.3.160.018</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>29-May-13</td>\n",
       "      <td>snag is provisionally acceptable to pp; howeve...</td>\n",
       "      <td>-</td>\n",
       "      <td>16-Mar-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>-</td>\n",
       "      <td>101257 (Mr. GANESH HIRAMAN JADHAV)</td>\n",
       "      <td>303</td>\n",
       "      <td>At receipt inspection</td>\n",
       "      <td>19-Mar-13</td>\n",
       "      <td>Material cotton fabric 1200 mm from M/S Urja p...</td>\n",
       "      <td>Material fault</td>\n",
       "      <td>103860 (Mr. BHAGIRATH LAL MEENA)</td>\n",
       "      <td>8.44511E+11</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>SB-189</td>\n",
       "      <td>16528 (ADITYA SANJEEV JOGLEKAR)</td>\n",
       "      <td>94</td>\n",
       "      <td>Pre-installation</td>\n",
       "      <td>19-Mar-13</td>\n",
       "      <td>After preliminary installation of diaphragms(1...</td>\n",
       "      <td>Suppliers fault</td>\n",
       "      <td>13304 (ALOK KUMAR SINGH)</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30-94-425-3620401</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30</td>\n",
       "      <td>-</td>\n",
       "      <td>it is allowed to file the diaphragms 11.2030.2...</td>\n",
       "      <td>19-Mar-13</td>\n",
       "      <td>20-Mar-13</td>\n",
       "      <td>11.2030.2.004.002</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>-</td>\n",
       "      <td>13962 (SACHIN  BHARGAVA)</td>\n",
       "      <td>5</td>\n",
       "      <td>After Plating</td>\n",
       "      <td>20-Mar-13</td>\n",
       "      <td>SCRATCHES NOTICED AT BOTH THE END PIECES AFTER...</td>\n",
       "      <td>Moving and handling</td>\n",
       "      <td>13606 (NILMANI KUMAR  )</td>\n",
       "      <td>11.6150.I.810.901</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>6-May-13</td>\n",
       "      <td>polish the scratch marks on the inside of pipe...</td>\n",
       "      <td>22-Mar-13</td>\n",
       "      <td>29-Mar-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>-</td>\n",
       "      <td>13962 (SACHIN  BHARGAVA)</td>\n",
       "      <td>5</td>\n",
       "      <td>-</td>\n",
       "      <td>20-Mar-13</td>\n",
       "      <td>LEAK IS NOTICED THROUGH A CRACK ON THE CENTRAL...</td>\n",
       "      <td>Miscellaneous</td>\n",
       "      <td>10379 (CHANDRASHEKHAR SOMAJI HIREKAN)</td>\n",
       "      <td>2.11.5305.8300.91</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>6-Apr-13</td>\n",
       "      <td>not acceptable to design</td>\n",
       "      <td>22-Mar-13</td>\n",
       "      <td>30-Mar-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>-</td>\n",
       "      <td>15530 (RAVINDRA DATTU PAWAR)</td>\n",
       "      <td>9</td>\n",
       "      <td>After Machining</td>\n",
       "      <td>2-Mar-13</td>\n",
       "      <td>In sectional side view at zone 2B; hieght of b...</td>\n",
       "      <td>Operators Fault</td>\n",
       "      <td>12143 (CHANDRASHEKHAR SHASHIKANT BHAMARE)</td>\n",
       "      <td>11.6800.3.916.900</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>14-Mar-13</td>\n",
       "      <td>acceptable to design</td>\n",
       "      <td>2-Mar-13</td>\n",
       "      <td>2-Mar-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>SB-179</td>\n",
       "      <td>15519 (AMAR BANKATRAO BANSODE)</td>\n",
       "      <td>95</td>\n",
       "      <td>Offjig</td>\n",
       "      <td>2-Mar-13</td>\n",
       "      <td>During installation of dummy lock of retracted...</td>\n",
       "      <td>Suppliers fault</td>\n",
       "      <td>13952 (SUNIL BHARTIYA  )</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30-95-3452-4094002</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30</td>\n",
       "      <td>28-May-13</td>\n",
       "      <td>kindly provide the details like  drawing no an...</td>\n",
       "      <td>7-Mar-13</td>\n",
       "      <td>15-May-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>-</td>\n",
       "      <td>16401 (MAHESH BHASKAR GAIKWAD)</td>\n",
       "      <td>9</td>\n",
       "      <td>At Final Stage</td>\n",
       "      <td>20-Mar-13</td>\n",
       "      <td>REF. VIEW A ; AS PER NOTE  3*45 DEGREE CHAMFER...</td>\n",
       "      <td>Operators Fault</td>\n",
       "      <td>13392 (C V N V KIRAN  KAMUJU)</td>\n",
       "      <td>11.0610.3.114.004</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>13-Apr-13</td>\n",
       "      <td>acceptable to design</td>\n",
       "      <td>21-Mar-13</td>\n",
       "      <td>21-Mar-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>-</td>\n",
       "      <td>15530 (RAVINDRA DATTU PAWAR)</td>\n",
       "      <td>9</td>\n",
       "      <td>Before Anodising</td>\n",
       "      <td>20-Mar-13</td>\n",
       "      <td>TOOLMARK NOTICED ON THRED M4-5H6H UPTO WIDTH 1...</td>\n",
       "      <td>Operators Fault</td>\n",
       "      <td>14044 (HEMANT N SAWANA  )</td>\n",
       "      <td>R6400.010.001</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>10-Dec-16</td>\n",
       "      <td>acceptable to stress (minor snag)</td>\n",
       "      <td>20-Mar-13</td>\n",
       "      <td>4-Jul-16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>-</td>\n",
       "      <td>15530 (RAVINDRA DATTU PAWAR)</td>\n",
       "      <td>9</td>\n",
       "      <td>At Final Stage</td>\n",
       "      <td>20-Mar-13</td>\n",
       "      <td>SLOT CENTER 9.0MM MEASURES 7.65 TO 8.1. REFER ...</td>\n",
       "      <td>Operators Fault</td>\n",
       "      <td>14044 (HEMANT N SAWANA  )</td>\n",
       "      <td>11.5309.I.838.900</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>29-May-13</td>\n",
       "      <td>during assembly of bracket 11.5309.i.857.900 w...</td>\n",
       "      <td>21-Mar-13</td>\n",
       "      <td>22-Mar-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>SB-185</td>\n",
       "      <td>13869 (SUMAN LAL  NARETI)</td>\n",
       "      <td>94</td>\n",
       "      <td>Offjig</td>\n",
       "      <td>20-Mar-13</td>\n",
       "      <td>During preliminary suiting of flaperon on wing...</td>\n",
       "      <td>Miscellaneous</td>\n",
       "      <td>14034 (NIRMAL KUMAR  )</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30-94-783-9404001</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30</td>\n",
       "      <td>4-Jul-13</td>\n",
       "      <td>install zp-3  filler suitably to maintain the ...</td>\n",
       "      <td>21-Mar-13</td>\n",
       "      <td>22-Mar-13</td>\n",
       "      <td>11.2030.2.030.902</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>-</td>\n",
       "      <td>11060 (SIBY THOMAS )</td>\n",
       "      <td>10</td>\n",
       "      <td>At Final Stage</td>\n",
       "      <td>21-Mar-13</td>\n",
       "      <td>PLAY OF MACHANICAL LOCK WITH PR. OF +/-200 KGF...</td>\n",
       "      <td>Customers fault</td>\n",
       "      <td>13727 (MOHAN LAL GUPTA  )</td>\n",
       "      <td>2.25.5306.0000.91</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>26-Jun-20</td>\n",
       "      <td>acceptable to design</td>\n",
       "      <td>22-Mar-13</td>\n",
       "      <td>3-Apr-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>-</td>\n",
       "      <td>100376 (A A KULKARNI)</td>\n",
       "      <td>9</td>\n",
       "      <td>At Final Stage</td>\n",
       "      <td>21-Mar-13</td>\n",
       "      <td>AFTER ASSY OF PART 30.5200.8277 &amp;8276 &amp;OTHER P...</td>\n",
       "      <td>Operators Fault</td>\n",
       "      <td>14043 (GAURAV KUMAR SINGH  )</td>\n",
       "      <td>R5200.009.001</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>26-Jun-20</td>\n",
       "      <td>play in the assembly is not acceptable to desi...</td>\n",
       "      <td>21-Mar-13</td>\n",
       "      <td>23-Mar-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>SB-179</td>\n",
       "      <td>16541 (VINOD KUMAR SINGH)</td>\n",
       "      <td>95</td>\n",
       "      <td>Offjig</td>\n",
       "      <td>1-Mar-13</td>\n",
       "      <td>during matching and suiting of panel  11.0670....</td>\n",
       "      <td>Suppliers fault</td>\n",
       "      <td>14035 (PAWAN KUMAR  )</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30-95-3450-4004051</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30</td>\n",
       "      <td>30-Apr-13</td>\n",
       "      <td>locally trim the side panel to maintain the  ~...</td>\n",
       "      <td>1-Mar-13</td>\n",
       "      <td>4-Mar-13</td>\n",
       "      <td>11.0670.3.876.002</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>SB-179</td>\n",
       "      <td>16541 (VINOD KUMAR SINGH)</td>\n",
       "      <td>95</td>\n",
       "      <td>Offjig</td>\n",
       "      <td>1-Mar-13</td>\n",
       "      <td>During matching of hatch cover 11.0250.i.140.0...</td>\n",
       "      <td>Assembly defects</td>\n",
       "      <td>14035 (PAWAN KUMAR  )</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30-95-3447-4004015</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30</td>\n",
       "      <td>30-Apr-13</td>\n",
       "      <td>not acceptable to design</td>\n",
       "      <td>1-Mar-13</td>\n",
       "      <td>15-Mar-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>-</td>\n",
       "      <td>100376 (A A KULKARNI)</td>\n",
       "      <td>9</td>\n",
       "      <td>Before Anodising</td>\n",
       "      <td>2-Mar-13</td>\n",
       "      <td>1) ED 10 MM FOR PART 11.0720.4.006.002 MEASURE...</td>\n",
       "      <td>Operators Fault</td>\n",
       "      <td>14043 (GAURAV KUMAR SINGH  )</td>\n",
       "      <td>R0720.009.001</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>26-Jun-20</td>\n",
       "      <td>snag no.-1 &amp; 2 are acceptable to design\\nsnag ...</td>\n",
       "      <td>4-Mar-13</td>\n",
       "      <td>4-Mar-13</td>\n",
       "      <td>11.0720.4.006.002</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>-</td>\n",
       "      <td>15165 (RAKESH KUMAR SINGH)</td>\n",
       "      <td>25</td>\n",
       "      <td>After Milling</td>\n",
       "      <td>5-Mar-13</td>\n",
       "      <td>Refer PS30L-3611-009; Web Thk. 2.9mm measures ...</td>\n",
       "      <td>Defective Tool Fixtures, Test equipments</td>\n",
       "      <td>104208 (Mr. MOOL CHAND GUPTA)</td>\n",
       "      <td>11.3611.2.002.001</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>acceptable to designprovide capa for such deva...</td>\n",
       "      <td>5-Mar-13</td>\n",
       "      <td>23-Mar-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>-</td>\n",
       "      <td>16401 (MAHESH BHASKAR GAIKWAD)</td>\n",
       "      <td>9</td>\n",
       "      <td>After Milling</td>\n",
       "      <td>5-Mar-13</td>\n",
       "      <td>AS PER TEMPLATE ANGLE 53 MINUTES NOTICE OPEN I...</td>\n",
       "      <td>Operators Fault</td>\n",
       "      <td>13392 (C V N V KIRAN  KAMUJU)</td>\n",
       "      <td>11.1109.4.112.001</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>13-Apr-13</td>\n",
       "      <td>acceptable to design\\ndisposed on 11.03.13 in ...</td>\n",
       "      <td>5-Mar-13</td>\n",
       "      <td>13-Apr-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>-</td>\n",
       "      <td>16401 (MAHESH BHASKAR GAIKWAD)</td>\n",
       "      <td>9</td>\n",
       "      <td>After Milling</td>\n",
       "      <td>5-Mar-13</td>\n",
       "      <td>AS PER TEMPLATE ANGLE 53 MINUTES NOTICE OPEN I...</td>\n",
       "      <td>Operators Fault</td>\n",
       "      <td>13392 (C V N V KIRAN  KAMUJU)</td>\n",
       "      <td>11.1109.4.112.002</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>13-Apr-13</td>\n",
       "      <td>acceptable to design\\ndisposed on 11.03.13 in ...</td>\n",
       "      <td>5-Mar-13</td>\n",
       "      <td>13-Apr-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>-</td>\n",
       "      <td>15530 (RAVINDRA DATTU PAWAR)</td>\n",
       "      <td>9</td>\n",
       "      <td>Before Anodising</td>\n",
       "      <td>5-Mar-13</td>\n",
       "      <td>*SNAG 1)DIMN.13MM MEASURES 10.9 TO 12.4MM. SR....</td>\n",
       "      <td>Operators Fault</td>\n",
       "      <td>12143 (CHANDRASHEKHAR SHASHIKANT BHAMARE)</td>\n",
       "      <td>11.6800.3.916.900</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>please refer the attached disposition of snag</td>\n",
       "      <td>6-Mar-13</td>\n",
       "      <td>8-Mar-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>-</td>\n",
       "      <td>15530 (RAVINDRA DATTU PAWAR)</td>\n",
       "      <td>9</td>\n",
       "      <td>Before Anodising</td>\n",
       "      <td>5-Mar-13</td>\n",
       "      <td>*SNAG 1)Dimension13.0MM measures 10.9 TO 12.4M...</td>\n",
       "      <td>Operators Fault</td>\n",
       "      <td>12143 (CHANDRASHEKHAR SHASHIKANT BHAMARE)</td>\n",
       "      <td>11.6800.3.916.900</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>21-Jan-17</td>\n",
       "      <td>please refer the attached copy of disposition</td>\n",
       "      <td>6-Mar-13</td>\n",
       "      <td>8-Mar-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>-</td>\n",
       "      <td>15530 (RAVINDRA DATTU PAWAR)</td>\n",
       "      <td>9</td>\n",
       "      <td>Before Anodising</td>\n",
       "      <td>5-Mar-13</td>\n",
       "      <td>Snag 1) Dimn 13 mm measures 10.9 to 12.4mm in ...</td>\n",
       "      <td>Operators Fault</td>\n",
       "      <td>12143 (CHANDRASHEKHAR SHASHIKANT BHAMARE)</td>\n",
       "      <td>11.6800.3.916.900</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>21-Jan-17</td>\n",
       "      <td>please refer the attached copy of disposition</td>\n",
       "      <td>6-Mar-13</td>\n",
       "      <td>8-Mar-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>-</td>\n",
       "      <td>16401 (MAHESH BHASKAR GAIKWAD)</td>\n",
       "      <td>9</td>\n",
       "      <td>After Milling</td>\n",
       "      <td>7-Mar-13</td>\n",
       "      <td>REF. SECTION A-A DIM. 40 +_ 0.2MM NOTICED 40.50MM</td>\n",
       "      <td>Operators Fault</td>\n",
       "      <td>13392 (C V N V KIRAN  KAMUJU)</td>\n",
       "      <td>11.1025.3.915.001</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>13-Apr-13</td>\n",
       "      <td>acceptable to design</td>\n",
       "      <td>8-Mar-13</td>\n",
       "      <td>16-Mar-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0    ACNO                           INSP_NAME  SHOP  \\\n",
       "0            0       -               100376 (A A KULKARNI)     9   \n",
       "1            1       -        15530 (RAVINDRA DATTU PAWAR)     9   \n",
       "2            2  SB-188     16528 (ADITYA SANJEEV JOGLEKAR)    94   \n",
       "3            3  SB-187   16364 (SHANKAR BHAUSAHEB DHANAIT)    94   \n",
       "4            4       -        15530 (RAVINDRA DATTU PAWAR)     9   \n",
       "5            5       -   16364 (SHANKAR BHAUSAHEB DHANAIT)    94   \n",
       "6            6  SB-178                16084 (BIJAY  KUMAR)    98   \n",
       "7            7       -        15530 (RAVINDRA DATTU PAWAR)     9   \n",
       "8            8       -  101257 (Mr. GANESH HIRAMAN JADHAV)   303   \n",
       "9            9  SB-189     16528 (ADITYA SANJEEV JOGLEKAR)    94   \n",
       "10          10       -            13962 (SACHIN  BHARGAVA)     5   \n",
       "11          11       -            13962 (SACHIN  BHARGAVA)     5   \n",
       "12          12       -        15530 (RAVINDRA DATTU PAWAR)     9   \n",
       "13          13  SB-179      15519 (AMAR BANKATRAO BANSODE)    95   \n",
       "14          14       -      16401 (MAHESH BHASKAR GAIKWAD)     9   \n",
       "15          15       -        15530 (RAVINDRA DATTU PAWAR)     9   \n",
       "16          16       -        15530 (RAVINDRA DATTU PAWAR)     9   \n",
       "17          17  SB-185           13869 (SUMAN LAL  NARETI)    94   \n",
       "18          18       -                11060 (SIBY THOMAS )    10   \n",
       "19          19       -               100376 (A A KULKARNI)     9   \n",
       "20          20  SB-179           16541 (VINOD KUMAR SINGH)    95   \n",
       "21          21  SB-179           16541 (VINOD KUMAR SINGH)    95   \n",
       "22          22       -               100376 (A A KULKARNI)     9   \n",
       "23          23       -          15165 (RAKESH KUMAR SINGH)    25   \n",
       "24          24       -      16401 (MAHESH BHASKAR GAIKWAD)     9   \n",
       "25          25       -      16401 (MAHESH BHASKAR GAIKWAD)     9   \n",
       "26          26       -        15530 (RAVINDRA DATTU PAWAR)     9   \n",
       "27          27       -        15530 (RAVINDRA DATTU PAWAR)     9   \n",
       "28          28       -        15530 (RAVINDRA DATTU PAWAR)     9   \n",
       "29          29       -      16401 (MAHESH BHASKAR GAIKWAD)     9   \n",
       "\n",
       "               INSP_STAGE  SNAG_DATE  \\\n",
       "0        Before Anodising   2-Mar-13   \n",
       "1        Before Anodising   4-Mar-13   \n",
       "2            Installation   8-Mar-13   \n",
       "3                   Injig   9-Mar-13   \n",
       "4   Before Heat Treatment  12-Mar-13   \n",
       "5                   Injig  12-Mar-13   \n",
       "6            Installation  14-Mar-13   \n",
       "7          At Final Stage  15-Mar-13   \n",
       "8   At receipt inspection  19-Mar-13   \n",
       "9        Pre-installation  19-Mar-13   \n",
       "10          After Plating  20-Mar-13   \n",
       "11                      -  20-Mar-13   \n",
       "12        After Machining   2-Mar-13   \n",
       "13                 Offjig   2-Mar-13   \n",
       "14         At Final Stage  20-Mar-13   \n",
       "15       Before Anodising  20-Mar-13   \n",
       "16         At Final Stage  20-Mar-13   \n",
       "17                 Offjig  20-Mar-13   \n",
       "18         At Final Stage  21-Mar-13   \n",
       "19         At Final Stage  21-Mar-13   \n",
       "20                 Offjig   1-Mar-13   \n",
       "21                 Offjig   1-Mar-13   \n",
       "22       Before Anodising   2-Mar-13   \n",
       "23          After Milling   5-Mar-13   \n",
       "24          After Milling   5-Mar-13   \n",
       "25          After Milling   5-Mar-13   \n",
       "26       Before Anodising   5-Mar-13   \n",
       "27       Before Anodising   5-Mar-13   \n",
       "28       Before Anodising   5-Mar-13   \n",
       "29          After Milling   7-Mar-13   \n",
       "\n",
       "                                            SNAG_DESC  \\\n",
       "0   (I)  IN PARTS 11.0790.I.122.900;123.900;124.90...   \n",
       "1   TOOL MARK NOTICED ON PART NO;11.2010.2.002.002...   \n",
       "2   During leading edge assembly(11.2010.2.000.901...   \n",
       "3   52nd LH wing;DRG.11.2000.2.000.000 After insta...   \n",
       "4   As per main view of drg. gap noticed due to la...   \n",
       "5   52nd RH wing Drg.11.2000.2.000.000 After insta...   \n",
       "6   Dent/Tool mark observed in PVD pipe line 11.77...   \n",
       "7   As per technology length 1000+3.0mm tech. allo...   \n",
       "8   Material cotton fabric 1200 mm from M/S Urja p...   \n",
       "9   After preliminary installation of diaphragms(1...   \n",
       "10  SCRATCHES NOTICED AT BOTH THE END PIECES AFTER...   \n",
       "11  LEAK IS NOTICED THROUGH A CRACK ON THE CENTRAL...   \n",
       "12  In sectional side view at zone 2B; hieght of b...   \n",
       "13  During installation of dummy lock of retracted...   \n",
       "14  REF. VIEW A ; AS PER NOTE  3*45 DEGREE CHAMFER...   \n",
       "15  TOOLMARK NOTICED ON THRED M4-5H6H UPTO WIDTH 1...   \n",
       "16  SLOT CENTER 9.0MM MEASURES 7.65 TO 8.1. REFER ...   \n",
       "17  During preliminary suiting of flaperon on wing...   \n",
       "18  PLAY OF MACHANICAL LOCK WITH PR. OF +/-200 KGF...   \n",
       "19  AFTER ASSY OF PART 30.5200.8277 &8276 &OTHER P...   \n",
       "20  during matching and suiting of panel  11.0670....   \n",
       "21  During matching of hatch cover 11.0250.i.140.0...   \n",
       "22  1) ED 10 MM FOR PART 11.0720.4.006.002 MEASURE...   \n",
       "23  Refer PS30L-3611-009; Web Thk. 2.9mm measures ...   \n",
       "24  AS PER TEMPLATE ANGLE 53 MINUTES NOTICE OPEN I...   \n",
       "25  AS PER TEMPLATE ANGLE 53 MINUTES NOTICE OPEN I...   \n",
       "26  *SNAG 1)DIMN.13MM MEASURES 10.9 TO 12.4MM. SR....   \n",
       "27  *SNAG 1)Dimension13.0MM measures 10.9 TO 12.4M...   \n",
       "28  Snag 1) Dimn 13 mm measures 10.9 to 12.4mm in ...   \n",
       "29  REF. SECTION A-A DIM. 40 +_ 0.2MM NOTICED 40.50MM   \n",
       "\n",
       "                                 SNAG_STROKE  \\\n",
       "0                            Operators Fault   \n",
       "1                            Operators Fault   \n",
       "2                              Miscellaneous   \n",
       "3                              Miscellaneous   \n",
       "4                             Material fault   \n",
       "5                              Miscellaneous   \n",
       "6                            Operators Fault   \n",
       "7                            Operators Fault   \n",
       "8                             Material fault   \n",
       "9                            Suppliers fault   \n",
       "10                       Moving and handling   \n",
       "11                             Miscellaneous   \n",
       "12                           Operators Fault   \n",
       "13                           Suppliers fault   \n",
       "14                           Operators Fault   \n",
       "15                           Operators Fault   \n",
       "16                           Operators Fault   \n",
       "17                             Miscellaneous   \n",
       "18                           Customers fault   \n",
       "19                           Operators Fault   \n",
       "20                           Suppliers fault   \n",
       "21                          Assembly defects   \n",
       "22                           Operators Fault   \n",
       "23  Defective Tool Fixtures, Test equipments   \n",
       "24                           Operators Fault   \n",
       "25                           Operators Fault   \n",
       "26                           Operators Fault   \n",
       "27                           Operators Fault   \n",
       "28                           Operators Fault   \n",
       "29                           Operators Fault   \n",
       "\n",
       "                                    ENGR_FLAG            PART_NO  \\\n",
       "0                14043 (GAURAV KUMAR SINGH  )      R0790.009.002   \n",
       "1              16030 (KESHAVE PRASAD DWIVEDI)      R2010.009.002   \n",
       "2                    13304 (ALOK KUMAR SINGH)                  -   \n",
       "3                       15028 (RAKESH  KUMAR)                  -   \n",
       "4                   14044 (HEMANT N SAWANA  )  E10.0200.0019.002   \n",
       "5             13312 (VISHAL YASHWANT DONGARE)                  -   \n",
       "6                       14380 (SUMIT DIXIT  )                  -   \n",
       "7                   14044 (HEMANT N SAWANA  )  11.0610.3.160.018   \n",
       "8            103860 (Mr. BHAGIRATH LAL MEENA)        8.44511E+11   \n",
       "9                    13304 (ALOK KUMAR SINGH)                  -   \n",
       "10                    13606 (NILMANI KUMAR  )  11.6150.I.810.901   \n",
       "11      10379 (CHANDRASHEKHAR SOMAJI HIREKAN)  2.11.5305.8300.91   \n",
       "12  12143 (CHANDRASHEKHAR SHASHIKANT BHAMARE)  11.6800.3.916.900   \n",
       "13                   13952 (SUNIL BHARTIYA  )                  -   \n",
       "14              13392 (C V N V KIRAN  KAMUJU)  11.0610.3.114.004   \n",
       "15                  14044 (HEMANT N SAWANA  )      R6400.010.001   \n",
       "16                  14044 (HEMANT N SAWANA  )  11.5309.I.838.900   \n",
       "17                     14034 (NIRMAL KUMAR  )                  -   \n",
       "18                  13727 (MOHAN LAL GUPTA  )  2.25.5306.0000.91   \n",
       "19               14043 (GAURAV KUMAR SINGH  )      R5200.009.001   \n",
       "20                      14035 (PAWAN KUMAR  )                  -   \n",
       "21                      14035 (PAWAN KUMAR  )                  -   \n",
       "22               14043 (GAURAV KUMAR SINGH  )      R0720.009.001   \n",
       "23              104208 (Mr. MOOL CHAND GUPTA)  11.3611.2.002.001   \n",
       "24              13392 (C V N V KIRAN  KAMUJU)  11.1109.4.112.001   \n",
       "25              13392 (C V N V KIRAN  KAMUJU)  11.1109.4.112.002   \n",
       "26  12143 (CHANDRASHEKHAR SHASHIKANT BHAMARE)  11.6800.3.916.900   \n",
       "27  12143 (CHANDRASHEKHAR SHASHIKANT BHAMARE)  11.6800.3.916.900   \n",
       "28  12143 (CHANDRASHEKHAR SHASHIKANT BHAMARE)  11.6800.3.916.900   \n",
       "29              13392 (C V N V KIRAN  KAMUJU)  11.1025.3.915.001   \n",
       "\n",
       "                    TASK_NO                                 SYSTEM  \\\n",
       "0                         -                                      -   \n",
       "1                         -                                      -   \n",
       "2       SU30-94-466-3510401                                      -   \n",
       "3       SU30-94-382-3420401                                      -   \n",
       "4                         -                                      -   \n",
       "5       SU30-94-381-3320401                                      -   \n",
       "6   SU30-98-IN-1816-2504011  FLIGHT DATA RECORDER (FDR)- AMS FDR30   \n",
       "7                         -                                      -   \n",
       "8                         -                                      -   \n",
       "9       SU30-94-425-3620401                                      -   \n",
       "10                        -                                      -   \n",
       "11                        -                                      -   \n",
       "12                        -                                      -   \n",
       "13     SU30-95-3452-4094002                                      -   \n",
       "14                        -                                      -   \n",
       "15                        -                                      -   \n",
       "16                        -                                      -   \n",
       "17      SU30-94-783-9404001                                      -   \n",
       "18                        -                                      -   \n",
       "19                        -                                      -   \n",
       "20     SU30-95-3450-4004051                                      -   \n",
       "21     SU30-95-3447-4004015                                      -   \n",
       "22                        -                                      -   \n",
       "23                        -                                      -   \n",
       "24                        -                                      -   \n",
       "25                        -                                      -   \n",
       "26                        -                                      -   \n",
       "27                        -                                      -   \n",
       "28                        -                                      -   \n",
       "29                        -                                      -   \n",
       "\n",
       "                                 SUB_SYSTEM PROJECT CLOSE_DATE  \\\n",
       "0                                         -       -  26-Jun-20   \n",
       "1                                         -       -  15-Apr-13   \n",
       "2                                         -    SU30          -   \n",
       "3                                         -    SU30  10-Jun-13   \n",
       "4                                         -       -  15-Apr-13   \n",
       "5                                         -    SU30  10-Jun-13   \n",
       "6   Avionics bay connector & status display    SU30  30-Jan-17   \n",
       "7                                         -       -  29-May-13   \n",
       "8                                         -       -          -   \n",
       "9                                         -    SU30          -   \n",
       "10                                        -       -   6-May-13   \n",
       "11                                        -       -   6-Apr-13   \n",
       "12                                        -       -  14-Mar-13   \n",
       "13                                        -    SU30  28-May-13   \n",
       "14                                        -       -  13-Apr-13   \n",
       "15                                        -       -  10-Dec-16   \n",
       "16                                        -       -  29-May-13   \n",
       "17                                        -    SU30   4-Jul-13   \n",
       "18                                        -       -  26-Jun-20   \n",
       "19                                        -       -  26-Jun-20   \n",
       "20                                        -    SU30  30-Apr-13   \n",
       "21                                        -    SU30  30-Apr-13   \n",
       "22                                        -       -  26-Jun-20   \n",
       "23                                        -       -          -   \n",
       "24                                        -       -  13-Apr-13   \n",
       "25                                        -       -  13-Apr-13   \n",
       "26                                        -       -          -   \n",
       "27                                        -       -  21-Jan-17   \n",
       "28                                        -       -  21-Jan-17   \n",
       "29                                        -       -  13-Apr-13   \n",
       "\n",
       "                                          DISPOSITION Forward Date  Disp Date  \\\n",
       "0                                acceptable to design     4-Mar-13  12-Mar-13   \n",
       "1   suit the part 11.2010.2.002.002  with 11.2010....     5-Mar-13  25-Mar-13   \n",
       "2   it is allowed to file and merge the step.apply...    13-Mar-13  14-Mar-13   \n",
       "3   install shim between the flanges of wall-3 roo...    13-Mar-13  22-Mar-13   \n",
       "4                            not acceptable to design     4-Apr-13   4-Apr-13   \n",
       "5   it is allowed to install taper shim with seali...    13-Mar-13  22-Mar-13   \n",
       "6   replace the affected pipe line 11.7750.i.930.9...    15-Mar-13  15-Mar-13   \n",
       "7   snag is provisionally acceptable to pp; howeve...            -  16-Mar-13   \n",
       "8                                                   -            -          -   \n",
       "9   it is allowed to file the diaphragms 11.2030.2...    19-Mar-13  20-Mar-13   \n",
       "10  polish the scratch marks on the inside of pipe...    22-Mar-13  29-Mar-13   \n",
       "11                           not acceptable to design    22-Mar-13  30-Mar-13   \n",
       "12                               acceptable to design     2-Mar-13   2-Mar-13   \n",
       "13  kindly provide the details like  drawing no an...     7-Mar-13  15-May-13   \n",
       "14                               acceptable to design    21-Mar-13  21-Mar-13   \n",
       "15                  acceptable to stress (minor snag)    20-Mar-13   4-Jul-16   \n",
       "16  during assembly of bracket 11.5309.i.857.900 w...    21-Mar-13  22-Mar-13   \n",
       "17  install zp-3  filler suitably to maintain the ...    21-Mar-13  22-Mar-13   \n",
       "18                               acceptable to design    22-Mar-13   3-Apr-13   \n",
       "19  play in the assembly is not acceptable to desi...    21-Mar-13  23-Mar-13   \n",
       "20  locally trim the side panel to maintain the  ~...     1-Mar-13   4-Mar-13   \n",
       "21                           not acceptable to design     1-Mar-13  15-Mar-13   \n",
       "22  snag no.-1 & 2 are acceptable to design\\nsnag ...     4-Mar-13   4-Mar-13   \n",
       "23  acceptable to designprovide capa for such deva...     5-Mar-13  23-Mar-13   \n",
       "24  acceptable to design\\ndisposed on 11.03.13 in ...     5-Mar-13  13-Apr-13   \n",
       "25  acceptable to design\\ndisposed on 11.03.13 in ...     5-Mar-13  13-Apr-13   \n",
       "26      please refer the attached disposition of snag     6-Mar-13   8-Mar-13   \n",
       "27      please refer the attached copy of disposition     6-Mar-13   8-Mar-13   \n",
       "28      please refer the attached copy of disposition     6-Mar-13   8-Mar-13   \n",
       "29                               acceptable to design     8-Mar-13  16-Mar-13   \n",
       "\n",
       "               DWG_NO  Status  \n",
       "0                 NaN       0  \n",
       "1   11.2010.2.002.002       1  \n",
       "2   11.2010.2.000.901       2  \n",
       "3   11.2000.2.000.000       3  \n",
       "4                 NaN       4  \n",
       "5   11.2000.2.000.000       5  \n",
       "6                 NaN       6  \n",
       "7                 NaN       7  \n",
       "8                 NaN       8  \n",
       "9   11.2030.2.004.002       9  \n",
       "10                NaN      10  \n",
       "11                NaN      11  \n",
       "12                NaN      12  \n",
       "13                NaN      13  \n",
       "14                NaN      14  \n",
       "15                NaN      15  \n",
       "16                NaN      16  \n",
       "17  11.2030.2.030.902      17  \n",
       "18                NaN      18  \n",
       "19                NaN      19  \n",
       "20  11.0670.3.876.002      20  \n",
       "21                NaN      21  \n",
       "22  11.0720.4.006.002      22  \n",
       "23                NaN      23  \n",
       "24                NaN      24  \n",
       "25                NaN      25  \n",
       "26                NaN      26  \n",
       "27                NaN      27  \n",
       "28                NaN      28  \n",
       "29                NaN      29  "
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Status']=df['Unnamed: 0']\n",
    "df.head(30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "composite-fitness",
   "metadata": {},
   "outputs": [],
   "source": [
    "df=df.drop(columns=['Unnamed: 0'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "parallel-familiar",
   "metadata": {},
   "outputs": [],
   "source": [
    "def snag_desc_to_Status (df ):\n",
    "    for x in range(len(df)):\n",
    "        z=str(df['DISPOSITION'][x])\n",
    "        if 'not acceptable' in z:\n",
    "            df['Status'][x]=1\n",
    "        elif 'acceptable' in z:\n",
    "            df['Status'][x]=0\n",
    "        else:\n",
    "            df['Status'][x]=2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "cathedral-charles",
   "metadata": {},
   "outputs": [],
   "source": [
    "snag_desc_to_Status(df)\n",
    "df1=df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "characteristic-dining",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ACNO</th>\n",
       "      <th>INSP_NAME</th>\n",
       "      <th>SHOP</th>\n",
       "      <th>INSP_STAGE</th>\n",
       "      <th>SNAG_DESC</th>\n",
       "      <th>SNAG_STROKE</th>\n",
       "      <th>ENGR_FLAG</th>\n",
       "      <th>PART_NO</th>\n",
       "      <th>TASK_NO</th>\n",
       "      <th>SYSTEM</th>\n",
       "      <th>SUB_SYSTEM</th>\n",
       "      <th>PROJECT</th>\n",
       "      <th>DISPOSITION</th>\n",
       "      <th>DWG_NO</th>\n",
       "      <th>Status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-</td>\n",
       "      <td>100376 (A A KULKARNI)</td>\n",
       "      <td>9</td>\n",
       "      <td>Before Anodising</td>\n",
       "      <td>(I)  IN PARTS 11.0790.I.122.900;123.900;124.90...</td>\n",
       "      <td>Operators Fault</td>\n",
       "      <td>14043 (GAURAV KUMAR SINGH  )</td>\n",
       "      <td>R0790.009.002</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>acceptable to design</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-</td>\n",
       "      <td>15530 (RAVINDRA DATTU PAWAR)</td>\n",
       "      <td>9</td>\n",
       "      <td>Before Anodising</td>\n",
       "      <td>TOOL MARK NOTICED ON PART NO;11.2010.2.002.002...</td>\n",
       "      <td>Operators Fault</td>\n",
       "      <td>16030 (KESHAVE PRASAD DWIVEDI)</td>\n",
       "      <td>R2010.009.002</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>suit the part 11.2010.2.002.002  with 11.2010....</td>\n",
       "      <td>11.2010.2.002.002</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SB-188</td>\n",
       "      <td>16528 (ADITYA SANJEEV JOGLEKAR)</td>\n",
       "      <td>94</td>\n",
       "      <td>Installation</td>\n",
       "      <td>During leading edge assembly(11.2010.2.000.901...</td>\n",
       "      <td>Miscellaneous</td>\n",
       "      <td>13304 (ALOK KUMAR SINGH)</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30-94-466-3510401</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30</td>\n",
       "      <td>it is allowed to file and merge the step.apply...</td>\n",
       "      <td>11.2010.2.000.901</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SB-187</td>\n",
       "      <td>16364 (SHANKAR BHAUSAHEB DHANAIT)</td>\n",
       "      <td>94</td>\n",
       "      <td>Injig</td>\n",
       "      <td>52nd LH wing;DRG.11.2000.2.000.000 After insta...</td>\n",
       "      <td>Miscellaneous</td>\n",
       "      <td>15028 (RAKESH  KUMAR)</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30-94-382-3420401</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30</td>\n",
       "      <td>install shim between the flanges of wall-3 roo...</td>\n",
       "      <td>11.2000.2.000.000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-</td>\n",
       "      <td>15530 (RAVINDRA DATTU PAWAR)</td>\n",
       "      <td>9</td>\n",
       "      <td>Before Heat Treatment</td>\n",
       "      <td>As per main view of drg. gap noticed due to la...</td>\n",
       "      <td>Material fault</td>\n",
       "      <td>14044 (HEMANT N SAWANA  )</td>\n",
       "      <td>E10.0200.0019.002</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>not acceptable to design</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     ACNO                          INSP_NAME  SHOP             INSP_STAGE  \\\n",
       "0       -              100376 (A A KULKARNI)     9       Before Anodising   \n",
       "1       -       15530 (RAVINDRA DATTU PAWAR)     9       Before Anodising   \n",
       "2  SB-188    16528 (ADITYA SANJEEV JOGLEKAR)    94           Installation   \n",
       "3  SB-187  16364 (SHANKAR BHAUSAHEB DHANAIT)    94                  Injig   \n",
       "4       -       15530 (RAVINDRA DATTU PAWAR)     9  Before Heat Treatment   \n",
       "\n",
       "                                           SNAG_DESC      SNAG_STROKE  \\\n",
       "0  (I)  IN PARTS 11.0790.I.122.900;123.900;124.90...  Operators Fault   \n",
       "1  TOOL MARK NOTICED ON PART NO;11.2010.2.002.002...  Operators Fault   \n",
       "2  During leading edge assembly(11.2010.2.000.901...    Miscellaneous   \n",
       "3  52nd LH wing;DRG.11.2000.2.000.000 After insta...    Miscellaneous   \n",
       "4  As per main view of drg. gap noticed due to la...   Material fault   \n",
       "\n",
       "                        ENGR_FLAG            PART_NO              TASK_NO  \\\n",
       "0    14043 (GAURAV KUMAR SINGH  )      R0790.009.002                    -   \n",
       "1  16030 (KESHAVE PRASAD DWIVEDI)      R2010.009.002                    -   \n",
       "2        13304 (ALOK KUMAR SINGH)                  -  SU30-94-466-3510401   \n",
       "3           15028 (RAKESH  KUMAR)                  -  SU30-94-382-3420401   \n",
       "4       14044 (HEMANT N SAWANA  )  E10.0200.0019.002                    -   \n",
       "\n",
       "  SYSTEM SUB_SYSTEM PROJECT  \\\n",
       "0      -          -       -   \n",
       "1      -          -       -   \n",
       "2      -          -    SU30   \n",
       "3      -          -    SU30   \n",
       "4      -          -       -   \n",
       "\n",
       "                                         DISPOSITION             DWG_NO  \\\n",
       "0                               acceptable to design                NaN   \n",
       "1  suit the part 11.2010.2.002.002  with 11.2010....  11.2010.2.002.002   \n",
       "2  it is allowed to file and merge the step.apply...  11.2010.2.000.901   \n",
       "3  install shim between the flanges of wall-3 roo...  11.2000.2.000.000   \n",
       "4                           not acceptable to design                NaN   \n",
       "\n",
       "   Status  \n",
       "0       0  \n",
       "1       2  \n",
       "2       2  \n",
       "3       2  \n",
       "4       1  "
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1=df1.drop(columns=['Forward Date','Disp Date','CLOSE_DATE','SNAG_DATE'])\n",
    "df1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "unknown-single",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ACNO</th>\n",
       "      <th>INSP_NAME</th>\n",
       "      <th>SHOP</th>\n",
       "      <th>INSP_STAGE</th>\n",
       "      <th>SNAG_DESC</th>\n",
       "      <th>SNAG_STROKE</th>\n",
       "      <th>ENGR_FLAG</th>\n",
       "      <th>PART_NO</th>\n",
       "      <th>TASK_NO</th>\n",
       "      <th>SYSTEM</th>\n",
       "      <th>SUB_SYSTEM</th>\n",
       "      <th>PROJECT</th>\n",
       "      <th>DISPOSITION</th>\n",
       "      <th>DWG_NO</th>\n",
       "      <th>Status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-</td>\n",
       "      <td>100376 (A A KULKARNI)</td>\n",
       "      <td>9</td>\n",
       "      <td>Before Anodising</td>\n",
       "      <td>(I)  IN PARTS 11.0790.I.122.900;123.900;124.90...</td>\n",
       "      <td>Operators Fault</td>\n",
       "      <td>14043 (GAURAV KUMAR SINGH  )</td>\n",
       "      <td>R0790.009.002</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>acceptable to design</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-</td>\n",
       "      <td>15530 (RAVINDRA DATTU PAWAR)</td>\n",
       "      <td>9</td>\n",
       "      <td>Before Anodising</td>\n",
       "      <td>TOOL MARK NOTICED ON PART NO;11.2010.2.002.002...</td>\n",
       "      <td>Operators Fault</td>\n",
       "      <td>16030 (KESHAVE PRASAD DWIVEDI)</td>\n",
       "      <td>R2010.009.002</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>suit the part 11.2010.2.002.002  with 11.2010....</td>\n",
       "      <td>11.2010.2.002.002</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SB-188</td>\n",
       "      <td>16528 (ADITYA SANJEEV JOGLEKAR)</td>\n",
       "      <td>94</td>\n",
       "      <td>Installation</td>\n",
       "      <td>During leading edge assembly(11.2010.2.000.901...</td>\n",
       "      <td>Miscellaneous</td>\n",
       "      <td>13304 (ALOK KUMAR SINGH)</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30-94-466-3510401</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30</td>\n",
       "      <td>it is allowed to file and merge the step.apply...</td>\n",
       "      <td>11.2010.2.000.901</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SB-187</td>\n",
       "      <td>16364 (SHANKAR BHAUSAHEB DHANAIT)</td>\n",
       "      <td>94</td>\n",
       "      <td>Injig</td>\n",
       "      <td>52nd LH wing;DRG.11.2000.2.000.000 After insta...</td>\n",
       "      <td>Miscellaneous</td>\n",
       "      <td>15028 (RAKESH  KUMAR)</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30-94-382-3420401</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30</td>\n",
       "      <td>install shim between the flanges of wall-3 roo...</td>\n",
       "      <td>11.2000.2.000.000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-</td>\n",
       "      <td>15530 (RAVINDRA DATTU PAWAR)</td>\n",
       "      <td>9</td>\n",
       "      <td>Before Heat Treatment</td>\n",
       "      <td>As per main view of drg. gap noticed due to la...</td>\n",
       "      <td>Material fault</td>\n",
       "      <td>14044 (HEMANT N SAWANA  )</td>\n",
       "      <td>E10.0200.0019.002</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>not acceptable to design</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9995</th>\n",
       "      <td>-</td>\n",
       "      <td>93766 (PARAG SURESH AMRUTKAR)</td>\n",
       "      <td>4</td>\n",
       "      <td>After Fabrication</td>\n",
       "      <td>FLANGE HIGHT MEASURES 4.5 TO 5 MM INSTEAD OF 8...</td>\n",
       "      <td>Operators Fault</td>\n",
       "      <td>13958 (VIKAS RAO RAJAN RAO NAIDU)</td>\n",
       "      <td>E10.0200.I815.202</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>for disposition refer snag id 004/01326.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9996</th>\n",
       "      <td>-</td>\n",
       "      <td>93766 (PARAG SURESH AMRUTKAR)</td>\n",
       "      <td>4</td>\n",
       "      <td>After Fabrication</td>\n",
       "      <td>FLANGE HIGHT MEASURES 4.5 TO 5 MM INSTEAD OF 8...</td>\n",
       "      <td>Operators Fault</td>\n",
       "      <td>13958 (VIKAS RAO RAJAN RAO NAIDU)</td>\n",
       "      <td>E10.0200.I815.202</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>acceptable to design</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9997</th>\n",
       "      <td>SB-422</td>\n",
       "      <td>14663 (SAGAR PANDURANG SAPKAL)</td>\n",
       "      <td>94</td>\n",
       "      <td>Harmonisation</td>\n",
       "      <td>During DGAQA stage one reading found changed. ...</td>\n",
       "      <td>Assembly defects</td>\n",
       "      <td>14443 (ANUPAM GUPTA  )</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30-94-479-3270403</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30</td>\n",
       "      <td>acceptable to design</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9998</th>\n",
       "      <td>SB-435</td>\n",
       "      <td>93799 (AMOL CHANGDEV GUDAGHE)</td>\n",
       "      <td>93</td>\n",
       "      <td>Injig</td>\n",
       "      <td>Set no;- 44th RH\\nDwg no;- E10.0445.I.000.000\\...</td>\n",
       "      <td>Operators Fault</td>\n",
       "      <td>14967 (PRASHANT KUMAR JHA)</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30-93-2396-2234023</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30</td>\n",
       "      <td>acceptable to design</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9999</th>\n",
       "      <td>SB-430</td>\n",
       "      <td>16344 (NILESH KAILAS PINGALE)</td>\n",
       "      <td>93</td>\n",
       "      <td>Offjig</td>\n",
       "      <td>Drg.no.11.0670.i200.000;11.7260.i.830.000; RH ...</td>\n",
       "      <td>Suppliers fault</td>\n",
       "      <td>13704 (SANJAI KUMAR  )</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30-93-2379-2104024</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30</td>\n",
       "      <td>1. re-install the stud as per drawing maintain...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10000 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        ACNO                          INSP_NAME  SHOP             INSP_STAGE  \\\n",
       "0          -              100376 (A A KULKARNI)     9       Before Anodising   \n",
       "1          -       15530 (RAVINDRA DATTU PAWAR)     9       Before Anodising   \n",
       "2     SB-188    16528 (ADITYA SANJEEV JOGLEKAR)    94           Installation   \n",
       "3     SB-187  16364 (SHANKAR BHAUSAHEB DHANAIT)    94                  Injig   \n",
       "4          -       15530 (RAVINDRA DATTU PAWAR)     9  Before Heat Treatment   \n",
       "...      ...                                ...   ...                    ...   \n",
       "9995       -      93766 (PARAG SURESH AMRUTKAR)     4      After Fabrication   \n",
       "9996       -      93766 (PARAG SURESH AMRUTKAR)     4      After Fabrication   \n",
       "9997  SB-422     14663 (SAGAR PANDURANG SAPKAL)    94          Harmonisation   \n",
       "9998  SB-435      93799 (AMOL CHANGDEV GUDAGHE)    93                  Injig   \n",
       "9999  SB-430      16344 (NILESH KAILAS PINGALE)    93                 Offjig   \n",
       "\n",
       "                                              SNAG_DESC       SNAG_STROKE  \\\n",
       "0     (I)  IN PARTS 11.0790.I.122.900;123.900;124.90...   Operators Fault   \n",
       "1     TOOL MARK NOTICED ON PART NO;11.2010.2.002.002...   Operators Fault   \n",
       "2     During leading edge assembly(11.2010.2.000.901...     Miscellaneous   \n",
       "3     52nd LH wing;DRG.11.2000.2.000.000 After insta...     Miscellaneous   \n",
       "4     As per main view of drg. gap noticed due to la...    Material fault   \n",
       "...                                                 ...               ...   \n",
       "9995  FLANGE HIGHT MEASURES 4.5 TO 5 MM INSTEAD OF 8...   Operators Fault   \n",
       "9996  FLANGE HIGHT MEASURES 4.5 TO 5 MM INSTEAD OF 8...   Operators Fault   \n",
       "9997  During DGAQA stage one reading found changed. ...  Assembly defects   \n",
       "9998  Set no;- 44th RH\\nDwg no;- E10.0445.I.000.000\\...   Operators Fault   \n",
       "9999  Drg.no.11.0670.i200.000;11.7260.i.830.000; RH ...   Suppliers fault   \n",
       "\n",
       "                              ENGR_FLAG            PART_NO  \\\n",
       "0          14043 (GAURAV KUMAR SINGH  )      R0790.009.002   \n",
       "1        16030 (KESHAVE PRASAD DWIVEDI)      R2010.009.002   \n",
       "2              13304 (ALOK KUMAR SINGH)                  -   \n",
       "3                 15028 (RAKESH  KUMAR)                  -   \n",
       "4             14044 (HEMANT N SAWANA  )  E10.0200.0019.002   \n",
       "...                                 ...                ...   \n",
       "9995  13958 (VIKAS RAO RAJAN RAO NAIDU)  E10.0200.I815.202   \n",
       "9996  13958 (VIKAS RAO RAJAN RAO NAIDU)  E10.0200.I815.202   \n",
       "9997             14443 (ANUPAM GUPTA  )                  -   \n",
       "9998         14967 (PRASHANT KUMAR JHA)                  -   \n",
       "9999             13704 (SANJAI KUMAR  )                  -   \n",
       "\n",
       "                   TASK_NO SYSTEM SUB_SYSTEM PROJECT  \\\n",
       "0                        -      -          -       -   \n",
       "1                        -      -          -       -   \n",
       "2      SU30-94-466-3510401      -          -    SU30   \n",
       "3      SU30-94-382-3420401      -          -    SU30   \n",
       "4                        -      -          -       -   \n",
       "...                    ...    ...        ...     ...   \n",
       "9995                     -      -          -     NaN   \n",
       "9996                     -      -          -     NaN   \n",
       "9997   SU30-94-479-3270403      -          -    SU30   \n",
       "9998  SU30-93-2396-2234023      -          -    SU30   \n",
       "9999  SU30-93-2379-2104024      -          -    SU30   \n",
       "\n",
       "                                            DISPOSITION             DWG_NO  \\\n",
       "0                                  acceptable to design                NaN   \n",
       "1     suit the part 11.2010.2.002.002  with 11.2010....  11.2010.2.002.002   \n",
       "2     it is allowed to file and merge the step.apply...  11.2010.2.000.901   \n",
       "3     install shim between the flanges of wall-3 roo...  11.2000.2.000.000   \n",
       "4                              not acceptable to design                NaN   \n",
       "...                                                 ...                ...   \n",
       "9995           for disposition refer snag id 004/01326.                NaN   \n",
       "9996                               acceptable to design                NaN   \n",
       "9997                               acceptable to design                NaN   \n",
       "9998                               acceptable to design                NaN   \n",
       "9999  1. re-install the stud as per drawing maintain...                NaN   \n",
       "\n",
       "      Status  \n",
       "0          0  \n",
       "1          2  \n",
       "2          2  \n",
       "3          2  \n",
       "4          1  \n",
       "...      ...  \n",
       "9995       2  \n",
       "9996       0  \n",
       "9997       0  \n",
       "9998       0  \n",
       "9999       2  \n",
       "\n",
       "[10000 rows x 15 columns]"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "closing-database",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TESTING ACCURACY SCORE: 0.51\n",
      "TRAINING ACCURACY SCORE: 0.5247058823529411\n",
      "precision:[0.   0.   0.51]\n",
      "recall:[0. 0. 1.]\n",
      "fscore:[0.         0.         0.67549669]\n",
      "support:[658  77 765]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import precision_recall_fscore_support as score \n",
    "X_train,X_test,y_train,y_test = train_test_split(df1['SNAG_DESC'],df1['Status'],test_size=0.15,random_state=0)\n",
    "\n",
    "cv=CountVectorizer(strip_accents='ascii',token_pattern=u'(!ui)\\\\b\\\\w*[a-z]+\\\\w*\\\\b' or '\\D', ngram_range=(0,6), lowercase=True,stop_words='english')\n",
    "X_train_cv=cv.fit_transform(X_train)\n",
    "X_test_cv=cv.transform(X_test)\n",
    "naive_bayes=MultinomialNB()\n",
    "naive_bayes.fit(X_train_cv,y_train)\n",
    "predictions=naive_bayes.predict(X_test_cv)\n",
    "from sklearn.metrics import accuracy_score,precision_score,recall_score\n",
    "precision,recall,fscore,support=score(y_test,predictions)\n",
    "print('TESTING ACCURACY SCORE:',accuracy_score(y_test,predictions))\n",
    "print('TRAINING ACCURACY SCORE:',accuracy_score(y_train,naive_bayes.predict(X_train_cv)))\n",
    "print('precision:{}'.format(precision))\n",
    "print('recall:{}'.format(recall))\n",
    "print('fscore:{}'.format(fscore))\n",
    "print('support:{}'.format(support))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "vertical-baseball",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'': 0}\n"
     ]
    }
   ],
   "source": [
    "print(cv.vocabulary_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "asian-integer",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<8500x1 sparse matrix of type '<class 'numpy.int64'>'\n",
       "\twith 8500 stored elements in Compressed Sparse Row format>"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train_cv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "partial-tension",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7800    Drg.no. 11.7603.3.100.000 ; During installatio...\n",
       "9453    Three brackets of nose door attachment Bracket...\n",
       "9690    REF NOSE CONE BRACKET 11.7121.I325.000;BOTH BU...\n",
       "6477    REF PART NO 11.3115.3.021.900 AND 11.3115.3.01...\n",
       "4178     During matching of engine hatch cover L.H. si...\n",
       "                              ...                        \n",
       "9225    REF PRIVIOUS SNAG 202/01123 {REF VSU ATTACHMEN...\n",
       "4859    During rework of rivets of stringer-13 ( E10.1...\n",
       "3264    DWG NO-11.0620.I.005.000\\nA gap of 2.5mm notic...\n",
       "9845    During suiting of angle 11.9267.I.008.001 with...\n",
       "2732    Drg.no. E10.061.i200.000 \\nJig no. 318.10KI.44...\n",
       "Name: SNAG_DESC, Length: 8500, dtype: object"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "dirty-register",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<1500x1 sparse matrix of type '<class 'numpy.int64'>'\n",
       "\twith 1500 stored elements in Compressed Sparse Row format>"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_test_cv"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "nonprofit-detroit",
   "metadata": {},
   "source": [
    "# Final Multinomial Naive bayes Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "asian-tiger",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train,X_test,y_train,y_test = train_test_split(df1['SNAG_DESC'],df1['Status'],test_size=0.15,random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "third-defendant",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'': 0,\n",
       " 'drg': 261663,\n",
       " '11': 63232,\n",
       " '7603': 170075,\n",
       " '100': 57172,\n",
       " '000': 403,\n",
       " 'installation': 324444,\n",
       " '809': 176027,\n",
       " '900': 181897,\n",
       " 'bolt': 213335,\n",
       " 'hole': 307820,\n",
       " 'dia': 246768,\n",
       " '5mm': 152051,\n",
       " 'open': 397054,\n",
       " 'edge': 271986,\n",
       " 'drg 11': 261673,\n",
       " '11 7603': 78143,\n",
       " '7603 100': 170086,\n",
       " '100 000': 57178,\n",
       " '000 installation': 7654,\n",
       " 'installation 11': 324445,\n",
       " '7603 809': 170120,\n",
       " '809 900': 176037,\n",
       " '900 bolt': 182228,\n",
       " 'bolt hole': 214161,\n",
       " 'hole dia': 308686,\n",
       " 'dia 5mm': 248910,\n",
       " '5mm open': 156526,\n",
       " 'open edge': 397121,\n",
       " 'drg 11 7603': 262283,\n",
       " '11 7603 100': 78148,\n",
       " '7603 100 000': 170087,\n",
       " '100 000 installation': 57327,\n",
       " '000 installation 11': 7655,\n",
       " 'installation 11 7603': 324608,\n",
       " '11 7603 809': 78174,\n",
       " '7603 809 900': 170121,\n",
       " '809 900 bolt': 176038,\n",
       " '900 bolt hole': 182233,\n",
       " 'bolt hole dia': 214162,\n",
       " 'hole dia 5mm': 309181,\n",
       " 'dia 5mm open': 249551,\n",
       " '5mm open edge': 156527,\n",
       " 'drg 11 7603 100': 262284,\n",
       " '11 7603 100 000': 78149,\n",
       " '7603 100 000 installation': 170088,\n",
       " '100 000 installation 11': 57328,\n",
       " '000 installation 11 7603': 7725,\n",
       " 'installation 11 7603 809': 324609,\n",
       " '11 7603 809 900': 78175,\n",
       " '7603 809 900 bolt': 170122,\n",
       " '809 900 bolt hole': 176039,\n",
       " '900 bolt hole dia': 182234,\n",
       " 'bolt hole dia 5mm': 214169,\n",
       " 'hole dia 5mm open': 309344,\n",
       " 'dia 5mm open edge': 249552,\n",
       " 'drg 11 7603 100 000': 262285,\n",
       " '11 7603 100 000 installation': 78150,\n",
       " '7603 100 000 installation 11': 170089,\n",
       " '100 000 installation 11 7603': 57333,\n",
       " '000 installation 11 7603 809': 7726,\n",
       " 'installation 11 7603 809 900': 324610,\n",
       " '11 7603 809 900 bolt': 78176,\n",
       " '7603 809 900 bolt hole': 170123,\n",
       " '809 900 bolt hole dia': 176040,\n",
       " '900 bolt hole dia 5mm': 182235,\n",
       " 'bolt hole dia 5mm open': 214180,\n",
       " 'hole dia 5mm open edge': 309345,\n",
       " 'drg 11 7603 100 000 installation': 262286,\n",
       " '11 7603 100 000 installation 11': 78151,\n",
       " '7603 100 000 installation 11 7603': 170090,\n",
       " '100 000 installation 11 7603 809': 57334,\n",
       " '000 installation 11 7603 809 900': 7727,\n",
       " 'installation 11 7603 809 900 bolt': 324611,\n",
       " '11 7603 809 900 bolt hole': 78177,\n",
       " '7603 809 900 bolt hole dia': 170124,\n",
       " '809 900 bolt hole dia 5mm': 176041,\n",
       " '900 bolt hole dia 5mm open': 182237,\n",
       " 'bolt hole dia 5mm open edge': 214181,\n",
       " 'brackets': 217712,\n",
       " 'nose': 380728,\n",
       " 'door': 258122,\n",
       " 'attachment': 208351,\n",
       " 'bracket': 216177,\n",
       " 'n1': 376003,\n",
       " '0270': 31113,\n",
       " '010': 23785,\n",
       " 'n2': 376377,\n",
       " '020': 27541,\n",
       " 'n3': 376519,\n",
       " '030': 31711,\n",
       " 'coaxial': 229108,\n",
       " 'center': 223005,\n",
       " 'offset': 396492,\n",
       " 'mm': 366436,\n",
       " 'pin': 411326,\n",
       " 'inserting': 323159,\n",
       " 'repetitive': 439446,\n",
       " 'problem': 421220,\n",
       " 'doors': 258730,\n",
       " 'refer': 436194,\n",
       " 'drawing': 259492,\n",
       " 'brackets nose': 217884,\n",
       " 'nose door': 380794,\n",
       " 'door attachment': 258210,\n",
       " 'attachment bracket': 208370,\n",
       " 'bracket n1': 217319,\n",
       " 'n1 11': 376004,\n",
       " '11 0270': 64129,\n",
       " '0270 010': 31127,\n",
       " '010 000': 23786,\n",
       " '000 bracket': 5578,\n",
       " 'bracket n2': 217324,\n",
       " 'n2 11': 376378,\n",
       " '0270 020': 31132,\n",
       " '020 000': 27547,\n",
       " 'bracket n3': 217346,\n",
       " 'n3 11': 376520,\n",
       " '0270 030': 31146,\n",
       " '030 000': 31712,\n",
       " '000 coaxial': 5809,\n",
       " 'coaxial center': 229109,\n",
       " 'center bracket': 223024,\n",
       " 'bracket 11': 216214,\n",
       " '000 offset': 9499,\n",
       " 'offset mm': 396529,\n",
       " 'mm pin': 372386,\n",
       " 'pin inserting': 411507,\n",
       " 'inserting attachment': 323165,\n",
       " 'bracket repetitive': 217499,\n",
       " 'repetitive problem': 439458,\n",
       " 'problem nose': 421315,\n",
       " 'nose doors': 380914,\n",
       " 'doors refer': 258751,\n",
       " 'refer drawing': 436481,\n",
       " 'drawing 11': 259495,\n",
       " '0270 000': 31114,\n",
       " '000 000': 409,\n",
       " 'brackets nose door': 217885,\n",
       " 'nose door attachment': 380815,\n",
       " 'door attachment bracket': 258215,\n",
       " 'attachment bracket n1': 208382,\n",
       " 'bracket n1 11': 217320,\n",
       " 'n1 11 0270': 376005,\n",
       " '11 0270 010': 64140,\n",
       " '0270 010 000': 31128,\n",
       " '010 000 bracket': 23802,\n",
       " '000 bracket n2': 5605,\n",
       " 'bracket n2 11': 217325,\n",
       " 'n2 11 0270': 376379,\n",
       " '11 0270 020': 64144,\n",
       " '0270 020 000': 31133,\n",
       " '020 000 bracket': 27559,\n",
       " '000 bracket n3': 5609,\n",
       " 'bracket n3 11': 217347,\n",
       " 'n3 11 0270': 376521,\n",
       " '11 0270 030': 64154,\n",
       " '0270 030 000': 31147,\n",
       " '030 000 coaxial': 31717,\n",
       " '000 coaxial center': 5810,\n",
       " 'coaxial center bracket': 229110,\n",
       " 'center bracket 11': 223025,\n",
       " 'bracket 11 0270': 216253,\n",
       " '020 000 offset': 27584,\n",
       " '000 offset mm': 9500,\n",
       " 'offset mm pin': 396538,\n",
       " 'mm pin inserting': 372395,\n",
       " 'pin inserting attachment': 411508,\n",
       " 'inserting attachment bracket': 323166,\n",
       " 'attachment bracket repetitive': 208390,\n",
       " 'bracket repetitive problem': 217500,\n",
       " 'repetitive problem nose': 439463,\n",
       " 'problem nose doors': 421316,\n",
       " 'nose doors refer': 380915,\n",
       " 'doors refer drawing': 258752,\n",
       " 'refer drawing 11': 436482,\n",
       " 'drawing 11 0270': 259556,\n",
       " '11 0270 000': 64130,\n",
       " '0270 000 000': 31115,\n",
       " 'brackets nose door attachment': 217886,\n",
       " 'nose door attachment bracket': 380816,\n",
       " 'door attachment bracket n1': 258216,\n",
       " 'attachment bracket n1 11': 208383,\n",
       " 'bracket n1 11 0270': 217321,\n",
       " 'n1 11 0270 010': 376006,\n",
       " '11 0270 010 000': 64141,\n",
       " '0270 010 000 bracket': 31129,\n",
       " '010 000 bracket n2': 23803,\n",
       " '000 bracket n2 11': 5606,\n",
       " 'bracket n2 11 0270': 217326,\n",
       " 'n2 11 0270 020': 376380,\n",
       " '11 0270 020 000': 64145,\n",
       " '0270 020 000 bracket': 31137,\n",
       " '020 000 bracket n3': 27560,\n",
       " '000 bracket n3 11': 5610,\n",
       " 'bracket n3 11 0270': 217348,\n",
       " 'n3 11 0270 030': 376522,\n",
       " '11 0270 030 000': 64155,\n",
       " '0270 030 000 coaxial': 31148,\n",
       " '030 000 coaxial center': 31718,\n",
       " '000 coaxial center bracket': 5811,\n",
       " 'coaxial center bracket 11': 229111,\n",
       " 'center bracket 11 0270': 223026,\n",
       " 'bracket 11 0270 020': 216254,\n",
       " '0270 020 000 offset': 31143,\n",
       " '020 000 offset mm': 27585,\n",
       " '000 offset mm pin': 9501,\n",
       " 'offset mm pin inserting': 396539,\n",
       " 'mm pin inserting attachment': 372396,\n",
       " 'pin inserting attachment bracket': 411509,\n",
       " 'inserting attachment bracket repetitive': 323167,\n",
       " 'attachment bracket repetitive problem': 208391,\n",
       " 'bracket repetitive problem nose': 217501,\n",
       " 'repetitive problem nose doors': 439464,\n",
       " 'problem nose doors refer': 421317,\n",
       " 'nose doors refer drawing': 380916,\n",
       " 'doors refer drawing 11': 258753,\n",
       " 'refer drawing 11 0270': 436486,\n",
       " 'drawing 11 0270 000': 259557,\n",
       " '11 0270 000 000': 64131,\n",
       " 'brackets nose door attachment bracket': 217887,\n",
       " 'nose door attachment bracket n1': 380817,\n",
       " 'door attachment bracket n1 11': 258217,\n",
       " 'attachment bracket n1 11 0270': 208384,\n",
       " 'bracket n1 11 0270 010': 217322,\n",
       " 'n1 11 0270 010 000': 376007,\n",
       " '11 0270 010 000 bracket': 64142,\n",
       " '0270 010 000 bracket n2': 31130,\n",
       " '010 000 bracket n2 11': 23804,\n",
       " '000 bracket n2 11 0270': 5607,\n",
       " 'bracket n2 11 0270 020': 217327,\n",
       " 'n2 11 0270 020 000': 376381,\n",
       " '11 0270 020 000 bracket': 64148,\n",
       " '0270 020 000 bracket n3': 31138,\n",
       " '020 000 bracket n3 11': 27561,\n",
       " '000 bracket n3 11 0270': 5611,\n",
       " 'bracket n3 11 0270 030': 217349,\n",
       " 'n3 11 0270 030 000': 376523,\n",
       " '11 0270 030 000 coaxial': 64156,\n",
       " '0270 030 000 coaxial center': 31149,\n",
       " '030 000 coaxial center bracket': 31719,\n",
       " '000 coaxial center bracket 11': 5812,\n",
       " 'coaxial center bracket 11 0270': 229112,\n",
       " 'center bracket 11 0270 020': 223027,\n",
       " 'bracket 11 0270 020 000': 216255,\n",
       " '11 0270 020 000 offset': 64152,\n",
       " '0270 020 000 offset mm': 31144,\n",
       " '020 000 offset mm pin': 27586,\n",
       " '000 offset mm pin inserting': 9502,\n",
       " 'offset mm pin inserting attachment': 396540,\n",
       " 'mm pin inserting attachment bracket': 372397,\n",
       " 'pin inserting attachment bracket repetitive': 411510,\n",
       " 'inserting attachment bracket repetitive problem': 323168,\n",
       " 'attachment bracket repetitive problem nose': 208392,\n",
       " 'bracket repetitive problem nose doors': 217502,\n",
       " 'repetitive problem nose doors refer': 439465,\n",
       " 'problem nose doors refer drawing': 421318,\n",
       " 'nose doors refer drawing 11': 380917,\n",
       " 'doors refer drawing 11 0270': 258754,\n",
       " 'refer drawing 11 0270 000': 436487,\n",
       " 'drawing 11 0270 000 000': 259558,\n",
       " 'brackets nose door attachment bracket n1': 217888,\n",
       " 'nose door attachment bracket n1 11': 380818,\n",
       " 'door attachment bracket n1 11 0270': 258218,\n",
       " 'attachment bracket n1 11 0270 010': 208385,\n",
       " 'bracket n1 11 0270 010 000': 217323,\n",
       " 'n1 11 0270 010 000 bracket': 376008,\n",
       " '11 0270 010 000 bracket n2': 64143,\n",
       " '0270 010 000 bracket n2 11': 31131,\n",
       " '010 000 bracket n2 11 0270': 23805,\n",
       " '000 bracket n2 11 0270 020': 5608,\n",
       " 'bracket n2 11 0270 020 000': 217328,\n",
       " 'n2 11 0270 020 000 bracket': 376382,\n",
       " '11 0270 020 000 bracket n3': 64149,\n",
       " '0270 020 000 bracket n3 11': 31139,\n",
       " '020 000 bracket n3 11 0270': 27562,\n",
       " '000 bracket n3 11 0270 030': 5612,\n",
       " 'bracket n3 11 0270 030 000': 217350,\n",
       " 'n3 11 0270 030 000 coaxial': 376524,\n",
       " '11 0270 030 000 coaxial center': 64157,\n",
       " '0270 030 000 coaxial center bracket': 31150,\n",
       " '030 000 coaxial center bracket 11': 31720,\n",
       " '000 coaxial center bracket 11 0270': 5813,\n",
       " 'coaxial center bracket 11 0270 020': 229113,\n",
       " 'center bracket 11 0270 020 000': 223028,\n",
       " 'bracket 11 0270 020 000 offset': 216257,\n",
       " '11 0270 020 000 offset mm': 64153,\n",
       " '0270 020 000 offset mm pin': 31145,\n",
       " '020 000 offset mm pin inserting': 27587,\n",
       " '000 offset mm pin inserting attachment': 9503,\n",
       " 'offset mm pin inserting attachment bracket': 396541,\n",
       " 'mm pin inserting attachment bracket repetitive': 372398,\n",
       " 'pin inserting attachment bracket repetitive problem': 411511,\n",
       " 'inserting attachment bracket repetitive problem nose': 323169,\n",
       " 'attachment bracket repetitive problem nose doors': 208393,\n",
       " 'bracket repetitive problem nose doors refer': 217503,\n",
       " 'repetitive problem nose doors refer drawing': 439466,\n",
       " 'problem nose doors refer drawing 11': 421319,\n",
       " 'nose doors refer drawing 11 0270': 380918,\n",
       " 'doors refer drawing 11 0270 000': 258755,\n",
       " 'refer drawing 11 0270 000 000': 436488,\n",
       " 'ref': 434170,\n",
       " 'cone': 231326,\n",
       " '7121': 167194,\n",
       " 'i325': 319721,\n",
       " 'bush': 219061,\n",
       " '10': 55321,\n",
       " 'measured': 357657,\n",
       " 'attached': 207641,\n",
       " 'sheet': 463222,\n",
       " 'design': 245156,\n",
       " 'dispose': 256487,\n",
       " 'pl': 413516,\n",
       " 'ref nose': 435144,\n",
       " 'nose cone': 380760,\n",
       " 'cone bracket': 231366,\n",
       " '11 7121': 77627,\n",
       " '7121 i325': 167219,\n",
       " 'i325 000': 319722,\n",
       " '000 bush': 5627,\n",
       " 'bush dia': 219191,\n",
       " 'dia 10': 246817,\n",
       " '10 measured': 56399,\n",
       " 'measured 10': 357689,\n",
       " '10 010': 55327,\n",
       " '010 10': 23908,\n",
       " '10 030': 55348,\n",
       " '030 ref': 32149,\n",
       " 'ref attached': 434284,\n",
       " 'attached sheet': 207993,\n",
       " 'sheet design': 463316,\n",
       " 'design dispose': 245201,\n",
       " 'dispose pl': 256519,\n",
       " 'ref nose cone': 435145,\n",
       " 'nose cone bracket': 380765,\n",
       " 'cone bracket 11': 231367,\n",
       " 'bracket 11 7121': 216651,\n",
       " '11 7121 i325': 77647,\n",
       " '7121 i325 000': 167220,\n",
       " 'i325 000 bush': 319723,\n",
       " '000 bush dia': 5628,\n",
       " 'bush dia 10': 219192,\n",
       " 'dia 10 measured': 246869,\n",
       " '10 measured 10': 56400,\n",
       " 'measured 10 010': 357690,\n",
       " '10 010 10': 55328,\n",
       " '010 10 030': 23909,\n",
       " '10 030 ref': 55352,\n",
       " '030 ref attached': 32150,\n",
       " 'ref attached sheet': 434314,\n",
       " 'attached sheet design': 207996,\n",
       " 'sheet design dispose': 463317,\n",
       " 'design dispose pl': 245209,\n",
       " 'ref nose cone bracket': 435146,\n",
       " 'nose cone bracket 11': 380766,\n",
       " 'cone bracket 11 7121': 231371,\n",
       " 'bracket 11 7121 i325': 216660,\n",
       " '11 7121 i325 000': 77648,\n",
       " '7121 i325 000 bush': 167221,\n",
       " 'i325 000 bush dia': 319724,\n",
       " '000 bush dia 10': 5629,\n",
       " 'bush dia 10 measured': 219193,\n",
       " 'dia 10 measured 10': 246870,\n",
       " '10 measured 10 010': 56401,\n",
       " 'measured 10 010 10': 357691,\n",
       " '10 010 10 030': 55329,\n",
       " '010 10 030 ref': 23910,\n",
       " '10 030 ref attached': 55353,\n",
       " '030 ref attached sheet': 32151,\n",
       " 'ref attached sheet design': 434315,\n",
       " 'attached sheet design dispose': 207997,\n",
       " 'sheet design dispose pl': 463318,\n",
       " 'ref nose cone bracket 11': 435147,\n",
       " 'nose cone bracket 11 7121': 380769,\n",
       " 'cone bracket 11 7121 i325': 231372,\n",
       " 'bracket 11 7121 i325 000': 216661,\n",
       " '11 7121 i325 000 bush': 77649,\n",
       " '7121 i325 000 bush dia': 167222,\n",
       " 'i325 000 bush dia 10': 319725,\n",
       " '000 bush dia 10 measured': 5630,\n",
       " 'bush dia 10 measured 10': 219194,\n",
       " 'dia 10 measured 10 010': 246871,\n",
       " '10 measured 10 010 10': 56402,\n",
       " 'measured 10 010 10 030': 357692,\n",
       " '10 010 10 030 ref': 55330,\n",
       " '010 10 030 ref attached': 23911,\n",
       " '10 030 ref attached sheet': 55354,\n",
       " '030 ref attached sheet design': 32152,\n",
       " 'ref attached sheet design dispose': 434316,\n",
       " 'attached sheet design dispose pl': 207998,\n",
       " 'ref nose cone bracket 11 7121': 435149,\n",
       " 'nose cone bracket 11 7121 i325': 380770,\n",
       " 'cone bracket 11 7121 i325 000': 231373,\n",
       " 'bracket 11 7121 i325 000 bush': 216662,\n",
       " '11 7121 i325 000 bush dia': 77650,\n",
       " '7121 i325 000 bush dia 10': 167223,\n",
       " 'i325 000 bush dia 10 measured': 319726,\n",
       " '000 bush dia 10 measured 10': 5631,\n",
       " 'bush dia 10 measured 10 010': 219195,\n",
       " 'dia 10 measured 10 010 10': 246872,\n",
       " '10 measured 10 010 10 030': 56403,\n",
       " 'measured 10 010 10 030 ref': 357693,\n",
       " '10 010 10 030 ref attached': 55331,\n",
       " '010 10 030 ref attached sheet': 23912,\n",
       " '10 030 ref attached sheet design': 55355,\n",
       " '030 ref attached sheet design dispose': 32153,\n",
       " 'ref attached sheet design dispose pl': 434317,\n",
       " '3115': 126094,\n",
       " '021': 28607,\n",
       " '017': 26639,\n",
       " 'inner': 322591,\n",
       " 'daimter': 240269,\n",
       " '133h7': 86988,\n",
       " '040': 33385,\n",
       " '133': 86880,\n",
       " '220': 112373,\n",
       " 'ovality': 400462,\n",
       " 'limit': 346544,\n",
       " 'outer': 399627,\n",
       " 'daimeter': 240182,\n",
       " '148': 89657,\n",
       " '147': 89549,\n",
       " '970': 191253,\n",
       " '980': 191453,\n",
       " 'chaffing': 223694,\n",
       " 'marks': 354621,\n",
       " 'tool': 498806,\n",
       " 'noticed': 382721,\n",
       " 'surface': 487946,\n",
       " 'sr': 477403,\n",
       " 'heavy': 306503,\n",
       " 'material': 356102,\n",
       " 'chipped': 225974,\n",
       " 'shown': 466106,\n",
       " 'file': 282354,\n",
       " 'mounted': 374744,\n",
       " 'inspector': 324150,\n",
       " 'ab': 192595,\n",
       " 'jagtap': 332398,\n",
       " 'ref 11': 434187,\n",
       " '11 3115': 74673,\n",
       " '3115 021': 126108,\n",
       " '021 900': 28625,\n",
       " '900 11': 181945,\n",
       " '3115 017': 126095,\n",
       " '017 900': 26664,\n",
       " '900 inner': 182753,\n",
       " 'inner daimter': 322639,\n",
       " 'daimter 11': 240270,\n",
       " '900 133h7': 182072,\n",
       " '133h7 040': 86989,\n",
       " '040 measured': 33511,\n",
       " 'measured 133': 357797,\n",
       " '133 220': 86911,\n",
       " '220 133': 112374,\n",
       " '133 ovality': 86944,\n",
       " 'ovality limit': 400491,\n",
       " 'limit outer': 346911,\n",
       " 'outer daimeter': 399685,\n",
       " 'daimeter 11': 240188,\n",
       " '900 148': 182079,\n",
       " '148 030': 89658,\n",
       " '030 measured': 32117,\n",
       " 'measured 147': 357845,\n",
       " '147 970': 89570,\n",
       " '970 147': 191254,\n",
       " '147 980': 89579,\n",
       " '980 chaffing': 191460,\n",
       " 'chaffing marks': 223743,\n",
       " 'marks tool': 355021,\n",
       " 'tool marks': 499118,\n",
       " 'marks noticed': 354746,\n",
       " 'noticed inner': 386661,\n",
       " 'inner surface': 322986,\n",
       " 'surface sr': 488297,\n",
       " 'sr inner': 478128,\n",
       " '220 limit': 112383,\n",
       " '980 heavy': 191465,\n",
       " 'heavy tool': 306593,\n",
       " 'marks material': 354730,\n",
       " 'material chipped': 356322,\n",
       " 'chipped 5mm': 225980,\n",
       " '5mm chaffing': 153785,\n",
       " 'sr shown': 478254,\n",
       " 'shown attached': 466145,\n",
       " 'attached file': 207805,\n",
       " 'file mounted': 282374,\n",
       " 'mounted inspector': 374771,\n",
       " 'inspector ab': 324151,\n",
       " 'ab jagtap': 192605,\n",
       " 'ref 11 3115': 434200,\n",
       " '11 3115 021': 74682,\n",
       " '3115 021 900': 126109,\n",
       " '021 900 11': 28626,\n",
       " '900 11 3115': 181965,\n",
       " '11 3115 017': 74674,\n",
       " '3115 017 900': 126096,\n",
       " '017 900 inner': 26677,\n",
       " '900 inner daimter': 182758,\n",
       " 'inner daimter 11': 322640,\n",
       " 'daimter 11 3115': 240271,\n",
       " '017 900 133h7': 26669,\n",
       " '900 133h7 040': 182073,\n",
       " '133h7 040 measured': 86990,\n",
       " '040 measured 133': 33512,\n",
       " 'measured 133 220': 357816,\n",
       " '133 220 133': 86912,\n",
       " '220 133 ovality': 112375,\n",
       " '133 ovality limit': 86945,\n",
       " 'ovality limit outer': 400503,\n",
       " 'limit outer daimeter': 346912,\n",
       " 'outer daimeter 11': 399686,\n",
       " 'daimeter 11 3115': 240189,\n",
       " '021 900 148': 28630,\n",
       " '900 148 030': 182080,\n",
       " '148 030 measured': 89659,\n",
       " '030 measured 147': 32122,\n",
       " 'measured 147 970': 357850,\n",
       " '147 970 147': 89571,\n",
       " '970 147 980': 191255,\n",
       " '147 980 chaffing': 89580,\n",
       " '980 chaffing marks': 191461,\n",
       " 'chaffing marks tool': 223776,\n",
       " 'marks tool marks': 355022,\n",
       " 'tool marks noticed': 499171,\n",
       " 'marks noticed inner': 354790,\n",
       " 'noticed inner surface': 386687,\n",
       " 'inner surface sr': 323009,\n",
       " 'surface sr inner': 488298,\n",
       " 'sr inner daimter': 478129,\n",
       " '133 220 limit': 86916,\n",
       " '220 limit outer': 112384,\n",
       " 'measured 147 980': 357854,\n",
       " '147 980 heavy': 89584,\n",
       " '980 heavy tool': 191466,\n",
       " 'heavy tool marks': 306600,\n",
       " 'tool marks material': 499166,\n",
       " 'marks material chipped': 354731,\n",
       " 'material chipped 5mm': 356327,\n",
       " 'chipped 5mm chaffing': 225981,\n",
       " '5mm chaffing marks': 153786,\n",
       " 'surface sr shown': 488302,\n",
       " 'sr shown attached': 478255,\n",
       " 'shown attached file': 466186,\n",
       " 'attached file mounted': 207817,\n",
       " 'file mounted inspector': 282375,\n",
       " 'mounted inspector ab': 374772,\n",
       " 'inspector ab jagtap': 324152,\n",
       " 'ref 11 3115 021': 434201,\n",
       " '11 3115 021 900': 74683,\n",
       " '3115 021 900 11': 126110,\n",
       " '021 900 11 3115': 28627,\n",
       " '900 11 3115 017': 181966,\n",
       " '11 3115 017 900': 74675,\n",
       " '3115 017 900 inner': 126103,\n",
       " '017 900 inner daimter': 26678,\n",
       " '900 inner daimter 11': 182759,\n",
       " 'inner daimter 11 3115': 322641,\n",
       " 'daimter 11 3115 017': 240272,\n",
       " '3115 017 900 133h7': 126100,\n",
       " '017 900 133h7 040': 26670,\n",
       " '900 133h7 040 measured': 182074,\n",
       " '133h7 040 measured 133': 86991,\n",
       " '040 measured 133 220': 33526,\n",
       " 'measured 133 220 133': 357817,\n",
       " '133 220 133 ovality': 86913,\n",
       " '220 133 ovality limit': 112376,\n",
       " '133 ovality limit outer': 86946,\n",
       " 'ovality limit outer daimeter': 400504,\n",
       " 'limit outer daimeter 11': 346913,\n",
       " 'outer daimeter 11 3115': 399687,\n",
       " 'daimeter 11 3115 021': 240190,\n",
       " '3115 021 900 148': 126113,\n",
       " '021 900 148 030': 28631,\n",
       " '900 148 030 measured': 182081,\n",
       " '148 030 measured 147': 89660,\n",
       " '030 measured 147 970': 32126,\n",
       " 'measured 147 970 147': 357851,\n",
       " '147 970 147 980': 89572,\n",
       " '970 147 980 chaffing': 191256,\n",
       " '147 980 chaffing marks': 89581,\n",
       " '980 chaffing marks tool': 191462,\n",
       " 'chaffing marks tool marks': 223777,\n",
       " 'marks tool marks noticed': 355023,\n",
       " 'tool marks noticed inner': 499176,\n",
       " 'marks noticed inner surface': 354791,\n",
       " 'noticed inner surface sr': 386697,\n",
       " 'inner surface sr inner': 323010,\n",
       " 'surface sr inner daimter': 488299,\n",
       " 'sr inner daimter 11': 478130,\n",
       " 'measured 133 220 limit': 357820,\n",
       " '133 220 limit outer': 86917,\n",
       " '220 limit outer daimeter': 112385,\n",
       " '030 measured 147 980': 32129,\n",
       " 'measured 147 980 heavy': 357858,\n",
       " '147 980 heavy tool': 89585,\n",
       " '980 heavy tool marks': 191467,\n",
       " 'heavy tool marks material': 306604,\n",
       " 'tool marks material chipped': 499167,\n",
       " 'marks material chipped 5mm': 354732,\n",
       " 'material chipped 5mm chaffing': 356328,\n",
       " 'chipped 5mm chaffing marks': 225982,\n",
       " '5mm chaffing marks tool': 153787,\n",
       " 'inner surface sr shown': 323013,\n",
       " 'surface sr shown attached': 488303,\n",
       " 'sr shown attached file': 478259,\n",
       " 'shown attached file mounted': 466187,\n",
       " 'attached file mounted inspector': 207818,\n",
       " 'file mounted inspector ab': 282376,\n",
       " 'mounted inspector ab jagtap': 374773,\n",
       " 'ref 11 3115 021 900': 434202,\n",
       " '11 3115 021 900 11': 74684,\n",
       " '3115 021 900 11 3115': 126111,\n",
       " '021 900 11 3115 017': 28628,\n",
       " '900 11 3115 017 900': 181967,\n",
       " '11 3115 017 900 inner': 74680,\n",
       " '3115 017 900 inner daimter': 126104,\n",
       " '017 900 inner daimter 11': 26679,\n",
       " '900 inner daimter 11 3115': 182760,\n",
       " 'inner daimter 11 3115 017': 322642,\n",
       " 'daimter 11 3115 017 900': 240273,\n",
       " '11 3115 017 900 133h7': 74678,\n",
       " '3115 017 900 133h7 040': 126101,\n",
       " '017 900 133h7 040 measured': 26671,\n",
       " '900 133h7 040 measured 133': 182075,\n",
       " '133h7 040 measured 133 220': 87000,\n",
       " '040 measured 133 220 133': 33527,\n",
       " 'measured 133 220 133 ovality': 357818,\n",
       " '133 220 133 ovality limit': 86914,\n",
       " '220 133 ovality limit outer': 112377,\n",
       " '133 ovality limit outer daimeter': 86947,\n",
       " 'ovality limit outer daimeter 11': 400505,\n",
       " 'limit outer daimeter 11 3115': 346914,\n",
       " 'outer daimeter 11 3115 021': 399688,\n",
       " 'daimeter 11 3115 021 900': 240191,\n",
       " '11 3115 021 900 148': 74686,\n",
       " '3115 021 900 148 030': 126114,\n",
       " '021 900 148 030 measured': 28632,\n",
       " '900 148 030 measured 147': 182082,\n",
       " '148 030 measured 147 970': 89663,\n",
       " '030 measured 147 970 147': 32127,\n",
       " 'measured 147 970 147 980': 357852,\n",
       " '147 970 147 980 chaffing': 89573,\n",
       " '970 147 980 chaffing marks': 191257,\n",
       " '147 980 chaffing marks tool': 89582,\n",
       " '980 chaffing marks tool marks': 191463,\n",
       " 'chaffing marks tool marks noticed': 223778,\n",
       " 'marks tool marks noticed inner': 355024,\n",
       " 'tool marks noticed inner surface': 499177,\n",
       " 'marks noticed inner surface sr': 354794,\n",
       " 'noticed inner surface sr inner': 386698,\n",
       " 'inner surface sr inner daimter': 323011,\n",
       " 'surface sr inner daimter 11': 488300,\n",
       " 'sr inner daimter 11 3115': 478131,\n",
       " '040 measured 133 220 limit': 33529,\n",
       " 'measured 133 220 limit outer': 357821,\n",
       " '133 220 limit outer daimeter': 86918,\n",
       " '220 limit outer daimeter 11': 112386,\n",
       " '148 030 measured 147 980': 89665,\n",
       " '030 measured 147 980 heavy': 32132,\n",
       " 'measured 147 980 heavy tool': 357859,\n",
       " '147 980 heavy tool marks': 89586,\n",
       " '980 heavy tool marks material': 191468,\n",
       " 'heavy tool marks material chipped': 306605,\n",
       " 'tool marks material chipped 5mm': 499168,\n",
       " 'marks material chipped 5mm chaffing': 354733,\n",
       " 'material chipped 5mm chaffing marks': 356329,\n",
       " 'chipped 5mm chaffing marks tool': 225983,\n",
       " '5mm chaffing marks tool marks': 153788,\n",
       " 'noticed inner surface sr shown': 386700,\n",
       " 'inner surface sr shown attached': 323014,\n",
       " 'surface sr shown attached file': 488304,\n",
       " 'sr shown attached file mounted': 478260,\n",
       " 'shown attached file mounted inspector': 466188,\n",
       " 'attached file mounted inspector ab': 207819,\n",
       " 'file mounted inspector ab jagtap': 282377,\n",
       " 'ref 11 3115 021 900 11': 434203,\n",
       " '11 3115 021 900 11 3115': 74685,\n",
       " '3115 021 900 11 3115 017': 126112,\n",
       " '021 900 11 3115 017 900': 28629,\n",
       " '900 11 3115 017 900 inner': 181968,\n",
       " '11 3115 017 900 inner daimter': 74681,\n",
       " '3115 017 900 inner daimter 11': 126105,\n",
       " '017 900 inner daimter 11 3115': 26680,\n",
       " '900 inner daimter 11 3115 017': 182761,\n",
       " 'inner daimter 11 3115 017 900': 322643,\n",
       " 'daimter 11 3115 017 900 133h7': 240274,\n",
       " '11 3115 017 900 133h7 040': 74679,\n",
       " '3115 017 900 133h7 040 measured': 126102,\n",
       " '017 900 133h7 040 measured 133': 26672,\n",
       " '900 133h7 040 measured 133 220': 182078,\n",
       " '133h7 040 measured 133 220 133': 87001,\n",
       " '040 measured 133 220 133 ovality': 33528,\n",
       " 'measured 133 220 133 ovality limit': 357819,\n",
       " '133 220 133 ovality limit outer': 86915,\n",
       " '220 133 ovality limit outer daimeter': 112378,\n",
       " '133 ovality limit outer daimeter 11': 86948,\n",
       " 'ovality limit outer daimeter 11 3115': 400506,\n",
       " 'limit outer daimeter 11 3115 021': 346915,\n",
       " 'outer daimeter 11 3115 021 900': 399689,\n",
       " 'daimeter 11 3115 021 900 148': 240192,\n",
       " '11 3115 021 900 148 030': 74687,\n",
       " '3115 021 900 148 030 measured': 126115,\n",
       " '021 900 148 030 measured 147': 28633,\n",
       " '900 148 030 measured 147 970': 182084,\n",
       " '148 030 measured 147 970 147': 89664,\n",
       " '030 measured 147 970 147 980': 32128,\n",
       " 'measured 147 970 147 980 chaffing': 357853,\n",
       " '147 970 147 980 chaffing marks': 89574,\n",
       " '970 147 980 chaffing marks tool': 191258,\n",
       " '147 980 chaffing marks tool marks': 89583,\n",
       " '980 chaffing marks tool marks noticed': 191464,\n",
       " 'chaffing marks tool marks noticed inner': 223779,\n",
       " 'marks tool marks noticed inner surface': 355025,\n",
       " 'tool marks noticed inner surface sr': 499178,\n",
       " 'marks noticed inner surface sr inner': 354795,\n",
       " 'noticed inner surface sr inner daimter': 386699,\n",
       " 'inner surface sr inner daimter 11': 323012,\n",
       " 'surface sr inner daimter 11 3115': 488301,\n",
       " 'sr inner daimter 11 3115 017': 478132,\n",
       " '133h7 040 measured 133 220 limit': 87002,\n",
       " '040 measured 133 220 limit outer': 33530,\n",
       " 'measured 133 220 limit outer daimeter': 357822,\n",
       " '133 220 limit outer daimeter 11': 86919,\n",
       " '220 limit outer daimeter 11 3115': 112387,\n",
       " '900 148 030 measured 147 980': 182085,\n",
       " '148 030 measured 147 980 heavy': 89667,\n",
       " '030 measured 147 980 heavy tool': 32133,\n",
       " 'measured 147 980 heavy tool marks': 357860,\n",
       " '147 980 heavy tool marks material': 89587,\n",
       " '980 heavy tool marks material chipped': 191469,\n",
       " 'heavy tool marks material chipped 5mm': 306606,\n",
       " 'tool marks material chipped 5mm chaffing': 499169,\n",
       " 'marks material chipped 5mm chaffing marks': 354734,\n",
       " 'material chipped 5mm chaffing marks tool': 356330,\n",
       " 'chipped 5mm chaffing marks tool marks': 225984,\n",
       " '5mm chaffing marks tool marks noticed': 153789,\n",
       " 'marks noticed inner surface sr shown': 354796,\n",
       " 'noticed inner surface sr shown attached': 386701,\n",
       " 'inner surface sr shown attached file': 323015,\n",
       " 'surface sr shown attached file mounted': 488305,\n",
       " 'sr shown attached file mounted inspector': 478261,\n",
       " 'shown attached file mounted inspector ab': 466189,\n",
       " 'attached file mounted inspector ab jagtap': 207820,\n",
       " 'matching': 355279,\n",
       " 'engine': 275274,\n",
       " 'hatch': 304750,\n",
       " 'cover': 234290,\n",
       " 'gap': 298328,\n",
       " '6mm': 164256,\n",
       " 'pannel': 407371,\n",
       " '0670': 47274,\n",
       " '904': 187420,\n",
       " 'coming': 229753,\n",
       " '11mm': 81545,\n",
       " '12mm': 84691,\n",
       " '13mm': 87687,\n",
       " '14mm': 89986,\n",
       " 'qty': 425524,\n",
       " 'nos': 380044,\n",
       " '8mm': 180437,\n",
       " 'plate': 414895,\n",
       " 'matching engine': 355498,\n",
       " 'engine hatch': 275600,\n",
       " 'hatch cover': 304809,\n",
       " 'cover gap': 234888,\n",
       " 'gap 5mm': 299422,\n",
       " '5mm 6mm': 152922,\n",
       " '6mm measured': 165385,\n",
       " 'measured engine': 358779,\n",
       " 'hatch pannel': 305411,\n",
       " 'pannel 11': 407372,\n",
       " '11 0670': 68804,\n",
       " '0670 904': 48154,\n",
       " '904 900': 187554,\n",
       " '900 coming': 182332,\n",
       " 'coming 11mm': 229758,\n",
       " '11mm 12mm': 81551,\n",
       " '12mm 13mm': 84692,\n",
       " '13mm 14mm': 87693,\n",
       " '14mm qty': 90031,\n",
       " 'qty nos': 427691,\n",
       " 'nos nos': 380503,\n",
       " 'nos hole': 380383,\n",
       " 'dia 8mm': 251111,\n",
       " '8mm engine': 180932,\n",
       " 'cover plate': 235003,\n",
       " 'matching engine hatch': 355499,\n",
       " 'engine hatch cover': 275607,\n",
       " 'hatch cover gap': 305114,\n",
       " 'cover gap 5mm': 234889,\n",
       " 'gap 5mm 6mm': 299589,\n",
       " '5mm 6mm measured': 152968,\n",
       " '6mm measured engine': 165407,\n",
       " 'measured engine hatch': 358780,\n",
       " 'engine hatch pannel': 275642,\n",
       " 'hatch pannel 11': 305412,\n",
       " 'pannel 11 0670': 407373,\n",
       " '11 0670 904': 69395,\n",
       " '0670 904 900': 48187,\n",
       " '904 900 coming': 187565,\n",
       " '900 coming 11mm': 182333,\n",
       " 'coming 11mm 12mm': 229759,\n",
       " '11mm 12mm 13mm': 81552,\n",
       " '12mm 13mm 14mm': 84693,\n",
       " '13mm 14mm qty': 87694,\n",
       " '14mm qty nos': 90032,\n",
       " 'qty nos nos': 427786,\n",
       " 'nos nos nos': 380508,\n",
       " 'nos nos hole': 380504,\n",
       " 'nos hole dia': 380388,\n",
       " 'hole dia 8mm': 309659,\n",
       " 'dia 8mm engine': 251186,\n",
       " '8mm engine hatch': 180933,\n",
       " 'hatch cover plate': 305186,\n",
       " 'matching engine hatch cover': 355504,\n",
       " 'engine hatch cover gap': 275620,\n",
       " 'hatch cover gap 5mm': 305115,\n",
       " 'cover gap 5mm 6mm': 234890,\n",
       " 'gap 5mm 6mm measured': 299590,\n",
       " '5mm 6mm measured engine': 152969,\n",
       " '6mm measured engine hatch': 165408,\n",
       " 'measured engine hatch pannel': 358781,\n",
       " 'engine hatch pannel 11': 275643,\n",
       " 'hatch pannel 11 0670': 305413,\n",
       " 'pannel 11 0670 904': 407374,\n",
       " '11 0670 904 900': 69417,\n",
       " '0670 904 900 coming': 48191,\n",
       " '904 900 coming 11mm': 187566,\n",
       " '900 coming 11mm 12mm': 182334,\n",
       " 'coming 11mm 12mm 13mm': 229760,\n",
       " '11mm 12mm 13mm 14mm': 81553,\n",
       " '12mm 13mm 14mm qty': 84694,\n",
       " '13mm 14mm qty nos': 87695,\n",
       " '14mm qty nos nos': 90033,\n",
       " 'qty nos nos nos': 427787,\n",
       " 'nos nos nos hole': 380509,\n",
       " 'nos nos hole dia': 380505,\n",
       " 'nos hole dia 8mm': 380395,\n",
       " 'hole dia 8mm engine': 309669,\n",
       " 'dia 8mm engine hatch': 251187,\n",
       " '8mm engine hatch cover': 180934,\n",
       " 'engine hatch cover plate': 275629,\n",
       " 'matching engine hatch cover gap': 355507,\n",
       " 'engine hatch cover gap 5mm': 275621,\n",
       " 'hatch cover gap 5mm 6mm': 305116,\n",
       " 'cover gap 5mm 6mm measured': 234891,\n",
       " 'gap 5mm 6mm measured engine': 299591,\n",
       " '5mm 6mm measured engine hatch': 152970,\n",
       " '6mm measured engine hatch pannel': 165409,\n",
       " 'measured engine hatch pannel 11': 358782,\n",
       " 'engine hatch pannel 11 0670': 275644,\n",
       " 'hatch pannel 11 0670 904': 305414,\n",
       " 'pannel 11 0670 904 900': 407375,\n",
       " '11 0670 904 900 coming': 69420,\n",
       " '0670 904 900 coming 11mm': 48192,\n",
       " '904 900 coming 11mm 12mm': 187567,\n",
       " '900 coming 11mm 12mm 13mm': 182335,\n",
       " 'coming 11mm 12mm 13mm 14mm': 229761,\n",
       " '11mm 12mm 13mm 14mm qty': 81554,\n",
       " '12mm 13mm 14mm qty nos': 84695,\n",
       " '13mm 14mm qty nos nos': 87696,\n",
       " '14mm qty nos nos nos': 90034,\n",
       " 'qty nos nos nos hole': 427788,\n",
       " 'nos nos nos hole dia': 380510,\n",
       " 'nos nos hole dia 8mm': 380506,\n",
       " 'nos hole dia 8mm engine': 380396,\n",
       " 'hole dia 8mm engine hatch': 309670,\n",
       " 'dia 8mm engine hatch cover': 251188,\n",
       " '8mm engine hatch cover plate': 180935,\n",
       " 'matching engine hatch cover gap 5mm': 355508,\n",
       " 'engine hatch cover gap 5mm 6mm': 275622,\n",
       " 'hatch cover gap 5mm 6mm measured': 305117,\n",
       " 'cover gap 5mm 6mm measured engine': 234892,\n",
       " 'gap 5mm 6mm measured engine hatch': 299592,\n",
       " '5mm 6mm measured engine hatch pannel': 152971,\n",
       " '6mm measured engine hatch pannel 11': 165410,\n",
       " 'measured engine hatch pannel 11 0670': 358783,\n",
       " 'engine hatch pannel 11 0670 904': 275645,\n",
       " 'hatch pannel 11 0670 904 900': 305415,\n",
       " 'pannel 11 0670 904 900 coming': 407376,\n",
       " '11 0670 904 900 coming 11mm': 69421,\n",
       " '0670 904 900 coming 11mm 12mm': 48193,\n",
       " '904 900 coming 11mm 12mm 13mm': 187568,\n",
       " '900 coming 11mm 12mm 13mm 14mm': 182336,\n",
       " 'coming 11mm 12mm 13mm 14mm qty': 229762,\n",
       " '11mm 12mm 13mm 14mm qty nos': 81555,\n",
       " '12mm 13mm 14mm qty nos nos': 84696,\n",
       " '13mm 14mm qty nos nos nos': 87697,\n",
       " '14mm qty nos nos nos hole': 90035,\n",
       " 'qty nos nos nos hole dia': 427789,\n",
       " 'nos nos nos hole dia 8mm': 380511,\n",
       " 'nos nos hole dia 8mm engine': 380507,\n",
       " 'nos hole dia 8mm engine hatch': 380397,\n",
       " 'hole dia 8mm engine hatch cover': 309671,\n",
       " 'dia 8mm engine hatch cover plate': 251189,\n",
       " 'drwg': 264105,\n",
       " 'wt0': 517487,\n",
       " '740kg': 169019,\n",
       " 'measures': 359525,\n",
       " '460kg': 143362,\n",
       " 'parts': 407789,\n",
       " '452kg': 142859,\n",
       " 'final': 283172,\n",
       " 'condition': 231112,\n",
       " 'dim': 254284,\n",
       " 'checked': 225346,\n",
       " 'ok': 396693,\n",
       " 'disposition': 256563,\n",
       " 'snag': 472481,\n",
       " 'applicable': 200197,\n",
       " '1735931': 95551,\n",
       " '2nos': 122100,\n",
       " '1692642': 94297,\n",
       " '1nos': 101304,\n",
       " 'refer drwg': 436574,\n",
       " 'drwg wt0': 264266,\n",
       " 'wt0 740kg': 517488,\n",
       " '740kg measures': 169020,\n",
       " 'measures 460kg': 361196,\n",
       " '460kg parts': 143363,\n",
       " 'parts 452kg': 407918,\n",
       " '452kg parts': 142860,\n",
       " 'parts final': 408277,\n",
       " 'final condition': 283212,\n",
       " 'condition dim': 231140,\n",
       " 'dim checked': 254641,\n",
       " 'checked ok': 225444,\n",
       " 'ok design': 396731,\n",
       " 'design disposition': 245215,\n",
       " 'disposition snag': 257005,\n",
       " 'snag applicable': 473997,\n",
       " 'applicable 1735931': 200213,\n",
       " '1735931 2nos': 95552,\n",
       " '2nos 1692642': 122103,\n",
       " '1692642 1nos': 94298,\n",
       " 'refer drwg wt0': 436613,\n",
       " 'drwg wt0 740kg': 264267,\n",
       " 'wt0 740kg measures': 517489,\n",
       " '740kg measures 460kg': 169021,\n",
       " 'measures 460kg parts': 361197,\n",
       " '460kg parts 452kg': 143364,\n",
       " 'parts 452kg parts': 407919,\n",
       " '452kg parts final': 142861,\n",
       " 'parts final condition': 408278,\n",
       " 'final condition dim': 283219,\n",
       " 'condition dim checked': 231141,\n",
       " 'dim checked ok': 254642,\n",
       " 'checked ok design': 225445,\n",
       " 'ok design disposition': 396732,\n",
       " 'design disposition snag': 245322,\n",
       " 'disposition snag applicable': 257110,\n",
       " 'snag applicable 1735931': 474006,\n",
       " 'applicable 1735931 2nos': 200214,\n",
       " '1735931 2nos 1692642': 95553,\n",
       " '2nos 1692642 1nos': 122104,\n",
       " 'refer drwg wt0 740kg': 436614,\n",
       " 'drwg wt0 740kg measures': 264268,\n",
       " 'wt0 740kg measures 460kg': 517490,\n",
       " '740kg measures 460kg parts': 169022,\n",
       " 'measures 460kg parts 452kg': 361198,\n",
       " '460kg parts 452kg parts': 143365,\n",
       " 'parts 452kg parts final': 407920,\n",
       " '452kg parts final condition': 142862,\n",
       " 'parts final condition dim': 408279,\n",
       " 'final condition dim checked': 283220,\n",
       " 'condition dim checked ok': 231142,\n",
       " 'dim checked ok design': 254643,\n",
       " 'checked ok design disposition': 225446,\n",
       " 'ok design disposition snag': 396733,\n",
       " 'design disposition snag applicable': 245360,\n",
       " 'disposition snag applicable 1735931': 257114,\n",
       " 'snag applicable 1735931 2nos': 474007,\n",
       " 'applicable 1735931 2nos 1692642': 200215,\n",
       " '1735931 2nos 1692642 1nos': 95554,\n",
       " 'refer drwg wt0 740kg measures': 436615,\n",
       " 'drwg wt0 740kg measures 460kg': 264269,\n",
       " 'wt0 740kg measures 460kg parts': 517491,\n",
       " '740kg measures 460kg parts 452kg': 169023,\n",
       " 'measures 460kg parts 452kg parts': 361199,\n",
       " '460kg parts 452kg parts final': 143366,\n",
       " 'parts 452kg parts final condition': 407921,\n",
       " '452kg parts final condition dim': 142863,\n",
       " 'parts final condition dim checked': 408280,\n",
       " 'final condition dim checked ok': 283221,\n",
       " 'condition dim checked ok design': 231143,\n",
       " 'dim checked ok design disposition': 254644,\n",
       " 'checked ok design disposition snag': 225447,\n",
       " 'ok design disposition snag applicable': 396736,\n",
       " 'design disposition snag applicable 1735931': 245361,\n",
       " 'disposition snag applicable 1735931 2nos': 257115,\n",
       " 'snag applicable 1735931 2nos 1692642': 474008,\n",
       " 'applicable 1735931 2nos 1692642 1nos': 200216,\n",
       " 'refer drwg wt0 740kg measures 460kg': 436616,\n",
       " 'drwg wt0 740kg measures 460kg parts': 264270,\n",
       " 'wt0 740kg measures 460kg parts 452kg': 517492,\n",
       " '740kg measures 460kg parts 452kg parts': 169024,\n",
       " 'measures 460kg parts 452kg parts final': 361200,\n",
       " '460kg parts 452kg parts final condition': 143367,\n",
       " 'parts 452kg parts final condition dim': 407922,\n",
       " ...}"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vec = CountVectorizer(ngram_range=(0,6),stop_words='english')\n",
    "vec.fit(X_train)\n",
    "vec.vocabulary_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "impossible-spirit",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<8500x519894 sparse matrix of type '<class 'numpy.int64'>'\n",
       "\twith 1031674 stored elements in Compressed Sparse Row format>"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train_transformed = vec.transform(X_train)\n",
    "X_train_transformed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "increasing-superintendent",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<1500x519894 sparse matrix of type '<class 'numpy.int64'>'\n",
       "\twith 107621 stored elements in Compressed Sparse Row format>"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_test_transformed = vec.transform(X_test)\n",
    "X_test_transformed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "joined-catalog",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TESTING ACCURACY SCORE: 71.93333333333334\n",
      "TRAINING ACCURACY SCORE: 95.49411764705881 \n",
      "\n",
      "precision:[0.73898305 0.5        0.7079646 ]\n",
      "recall:[0.66261398 0.03896104 0.83660131]\n",
      "fscore:[0.69871795 0.07228916 0.7669263 ]\n",
      "support:[658  77 765]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.naive_bayes import MultinomialNB\n",
    "naive_bayes=MultinomialNB()\n",
    "naive_bayes.fit(X_train_transformed,y_train)\n",
    "predictions=naive_bayes.predict(X_test_transformed)\n",
    "from sklearn.metrics import accuracy_score,precision_score,recall_score\n",
    "precision,recall,fscore,support=score(y_test,predictions)\n",
    "print('TESTING ACCURACY SCORE:',accuracy_score(y_test,predictions)*100)\n",
    "print('TRAINING ACCURACY SCORE:',accuracy_score(y_train,naive_bayes.predict(X_train_transformed))*100,\"\\n\")\n",
    "print('precision:{}'.format(precision))\n",
    "print('recall:{}'.format(recall))\n",
    "print('fscore:{}'.format(fscore))\n",
    "print('support:{}'.format(support))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "nearby-aging",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "plt.figure(figsize=(15,10))\n",
    "cm = confusion_matrix(y_test,predictions)\n",
    "sns.heatmap(cm,square=True,annot=True,cbar=False)\n",
    "plt.xlabel('True Label')\n",
    "plt.ylabel=('Predicted Label')\n",
    "xticklables=['Acceptable', 'Not Acceptable', 'Rework']\n",
    "yticklables=['Acceptable', 'Not Acceptable', 'Rework']\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "naughty-thermal",
   "metadata": {},
   "source": [
    "# Model using SVM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "second-disabled",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SVM Test Accuracy Score : 72.2\n",
      "SVM Training Accuracy Score : 99.23529411764706\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn import model_selection,svm\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.ensemble import BaggingClassifier\n",
    "SVM=svm.SVC(C=1.0 ,kernel='linear', degree=3,gamma='auto')\n",
    "SVM.fit(X_train_transformed,y_train)\n",
    "Predictions_SVM=SVM.predict(X_test_transformed)\n",
    "print(\"SVM Test Accuracy Score :\",accuracy_score(Predictions_SVM,y_test)*100)\n",
    "print(\"SVM Training Accuracy Score :\",accuracy_score(SVM.predict(X_train_transformed),y_train)*100)\n",
    "from sklearn.metrics import confusion_matrix\n",
    "plt.figure(figsize=(15,10))\n",
    "cm = confusion_matrix(y_test,Predictions_SVM)\n",
    "sns.heatmap(cm,square=True,annot=True,cbar=False)\n",
    "plt.xlabel('True Label')\n",
    "plt.ylabel=('Predicted Label')\n",
    "plt.show()\n",
    "xticklables=['Acceptable', 'Not Acceptable', 'Rework']\n",
    "yticklables=['Acceptable', 'Not Acceptable', 'Rework']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "equipped-bathroom",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "immediate-safety",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "THE MULTINOMIAL NAIVE BAYES TESTING ACCURACY IS 71.93333333333334 %\n",
      "THE MULTINOMIAL NAIVE BAYES TRAINING ACCURACY IS 95.49411764705881 %\n",
      "\n",
      "THE SVM TEST ACCURACY IS 72.2 %\n",
      "THE SVM TRAINING ACCURACY IS 99.23529411764706 %\n"
     ]
    }
   ],
   "source": [
    "print('THE MULTINOMIAL NAIVE BAYES TESTING ACCURACY IS',accuracy_score(y_test,predictions)*100 ,\"%\")\n",
    "print('THE MULTINOMIAL NAIVE BAYES TRAINING ACCURACY IS',accuracy_score(y_train,naive_bayes.predict(X_train_transformed))*100,\"%\\n\")\n",
    "print(\"THE SVM TEST ACCURACY IS\",accuracy_score(Predictions_SVM,y_test)*100 ,\"%\")\n",
    "print(\"THE SVM TRAINING ACCURACY IS\",accuracy_score(SVM.predict(X_train_transformed),y_train)*100 ,\"%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "floppy-skirt",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "recovered-queue",
   "metadata": {},
   "source": [
    "### The model is good with accuracy greater than 70% but still it can be enhanced using\n",
    "####        (1) Dealing with Class Imbalance\n",
    "####        (2) Hypertuning the parameters \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "recognized-lindsay",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_no(df):\n",
    "    noc = 0\n",
    "    acc = 0\n",
    "    rew = 0\n",
    "    for x in range(len(df)):\n",
    "        z=int(df['Status'][x])\n",
    "        if z==1:\n",
    "            noc +=1\n",
    "        elif z==0:\n",
    "            acc +=1\n",
    "        else:\n",
    "            rew +=1\n",
    "    return noc,acc,rew"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "czech-parent",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "noc: 569\n",
      "acc: 4206\n",
      "rew: 5225\n"
     ]
    }
   ],
   "source": [
    "noc,acc,rew=to_no(df1)\n",
    "print(\"noc:\",noc )\n",
    "print(\"acc:\",acc )\n",
    "print(\"rew:\",rew )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "black-tokyo",
   "metadata": {},
   "source": [
    "#### Upscaling the minority samples :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "worldwide-washington",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4552, 15)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ACNO</th>\n",
       "      <th>INSP_NAME</th>\n",
       "      <th>SHOP</th>\n",
       "      <th>INSP_STAGE</th>\n",
       "      <th>SNAG_DESC</th>\n",
       "      <th>SNAG_STROKE</th>\n",
       "      <th>ENGR_FLAG</th>\n",
       "      <th>PART_NO</th>\n",
       "      <th>TASK_NO</th>\n",
       "      <th>SYSTEM</th>\n",
       "      <th>SUB_SYSTEM</th>\n",
       "      <th>PROJECT</th>\n",
       "      <th>DISPOSITION</th>\n",
       "      <th>DWG_NO</th>\n",
       "      <th>Status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-</td>\n",
       "      <td>15530 (RAVINDRA DATTU PAWAR)</td>\n",
       "      <td>9</td>\n",
       "      <td>Before Heat Treatment</td>\n",
       "      <td>As per main view of drg. gap noticed due to la...</td>\n",
       "      <td>Material fault</td>\n",
       "      <td>14044 (HEMANT N SAWANA  )</td>\n",
       "      <td>E10.0200.0019.002</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>not acceptable to design</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-</td>\n",
       "      <td>13962 (SACHIN  BHARGAVA)</td>\n",
       "      <td>5</td>\n",
       "      <td>-</td>\n",
       "      <td>LEAK IS NOTICED THROUGH A CRACK ON THE CENTRAL...</td>\n",
       "      <td>Miscellaneous</td>\n",
       "      <td>10379 (CHANDRASHEKHAR SOMAJI HIREKAN)</td>\n",
       "      <td>2.11.5305.8300.91</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>not acceptable to design</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-</td>\n",
       "      <td>100376 (A A KULKARNI)</td>\n",
       "      <td>9</td>\n",
       "      <td>At Final Stage</td>\n",
       "      <td>AFTER ASSY OF PART 30.5200.8277 &amp;8276 &amp;OTHER P...</td>\n",
       "      <td>Operators Fault</td>\n",
       "      <td>14043 (GAURAV KUMAR SINGH  )</td>\n",
       "      <td>R5200.009.001</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>play in the assembly is not acceptable to desi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SB-179</td>\n",
       "      <td>16541 (VINOD KUMAR SINGH)</td>\n",
       "      <td>95</td>\n",
       "      <td>Offjig</td>\n",
       "      <td>During matching of hatch cover 11.0250.i.140.0...</td>\n",
       "      <td>Assembly defects</td>\n",
       "      <td>14035 (PAWAN KUMAR  )</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30-95-3447-4004015</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>SU30</td>\n",
       "      <td>not acceptable to design</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-</td>\n",
       "      <td>16401 (MAHESH BHASKAR GAIKWAD)</td>\n",
       "      <td>9</td>\n",
       "      <td>After Machining</td>\n",
       "      <td>REF. SECTION V-V DIA. 4H7 MM HOLE NOGO PLAIN P...</td>\n",
       "      <td>Operators Fault</td>\n",
       "      <td>13392 (C V N V KIRAN  KAMUJU)</td>\n",
       "      <td>11.6500.3.110.001</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>snag is not acceptable as it is.\\nenlarge the ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     ACNO                       INSP_NAME  SHOP             INSP_STAGE  \\\n",
       "0       -    15530 (RAVINDRA DATTU PAWAR)     9  Before Heat Treatment   \n",
       "1       -        13962 (SACHIN  BHARGAVA)     5                      -   \n",
       "2       -           100376 (A A KULKARNI)     9         At Final Stage   \n",
       "3  SB-179       16541 (VINOD KUMAR SINGH)    95                 Offjig   \n",
       "4       -  16401 (MAHESH BHASKAR GAIKWAD)     9        After Machining   \n",
       "\n",
       "                                           SNAG_DESC       SNAG_STROKE  \\\n",
       "0  As per main view of drg. gap noticed due to la...    Material fault   \n",
       "1  LEAK IS NOTICED THROUGH A CRACK ON THE CENTRAL...     Miscellaneous   \n",
       "2  AFTER ASSY OF PART 30.5200.8277 &8276 &OTHER P...   Operators Fault   \n",
       "3  During matching of hatch cover 11.0250.i.140.0...  Assembly defects   \n",
       "4  REF. SECTION V-V DIA. 4H7 MM HOLE NOGO PLAIN P...   Operators Fault   \n",
       "\n",
       "                               ENGR_FLAG            PART_NO  \\\n",
       "0              14044 (HEMANT N SAWANA  )  E10.0200.0019.002   \n",
       "1  10379 (CHANDRASHEKHAR SOMAJI HIREKAN)  2.11.5305.8300.91   \n",
       "2           14043 (GAURAV KUMAR SINGH  )      R5200.009.001   \n",
       "3                  14035 (PAWAN KUMAR  )                  -   \n",
       "4          13392 (C V N V KIRAN  KAMUJU)  11.6500.3.110.001   \n",
       "\n",
       "                TASK_NO SYSTEM SUB_SYSTEM PROJECT  \\\n",
       "0                     -      -          -       -   \n",
       "1                     -      -          -       -   \n",
       "2                     -      -          -       -   \n",
       "3  SU30-95-3447-4004015      -          -    SU30   \n",
       "4                     -      -          -       -   \n",
       "\n",
       "                                         DISPOSITION DWG_NO  Status  \n",
       "0                           not acceptable to design    NaN       1  \n",
       "1                           not acceptable to design    NaN       1  \n",
       "2  play in the assembly is not acceptable to desi...    NaN       1  \n",
       "3                           not acceptable to design    NaN       1  \n",
       "4  snag is not acceptable as it is.\\nenlarge the ...    NaN       1  "
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_majority=pd.DataFrame()\n",
    "df_majority1=pd.DataFrame()\n",
    "df_minority=pd.DataFrame()\n",
    "df_majority = df1[(df1['Status']==2)] \n",
    "df_majority1 = df1[(df1['Status']==0)]                   \n",
    "df_minority = df1[(df1['Status']==1)]\n",
    "df_minority_upsample=pd.DataFrame()\n",
    "df_upsample=pd.DataFrame()\n",
    "\n",
    "for i in range(8):\n",
    "    df_minority_upsample=pd.concat([df_minority,df_minority_upsample],ignore_index=True)\n",
    "\n",
    "print(df_minority_upsample.shape)\n",
    "df_minority_upsample.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "grave-hampton",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(13983, 15)\n"
     ]
    }
   ],
   "source": [
    "df_majority=pd.concat([df_majority,df_majority1],ignore_index=True)\n",
    "df_upsample=pd.concat([df_majority,df_minority_upsample],ignore_index=True)\n",
    "print(df_upsample.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "fifth-forge",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "noc: 4552\n",
      "acc: 4206\n",
      "rew: 5225\n"
     ]
    }
   ],
   "source": [
    "snag_desc_to_Status(df_upsample)\n",
    "noc,acc,rew=to_no(df_upsample)\n",
    "print(\"noc:\",noc )\n",
    "print(\"acc:\",acc )\n",
    "print(\"rew:\",rew )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "adopted-optimization",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MultinomialNB Test Accuracy : 76.59675881792182 %\n",
      "MultinomialNB Training Accuracy : 95.6079091291544 % \n",
      "\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.75      0.54      0.63       619\n",
      "           1       0.77      1.00      0.87       717\n",
      "           2       0.77      0.73      0.75       762\n",
      "\n",
      "    accuracy                           0.77      2098\n",
      "   macro avg       0.76      0.76      0.75      2098\n",
      "weighted avg       0.76      0.77      0.75      2098\n",
      "\n"
     ]
    }
   ],
   "source": [
    "X_train,X_test,y_train,y_test = train_test_split(df_upsample['SNAG_DESC'],df_upsample['Status'],test_size=0.15,random_state=0)\n",
    "vec=CountVectorizer(strip_accents='ascii',ngram_range=(0,5), lowercase=True,stop_words='english')\n",
    "X_train_transformed=vec.fit_transform(X_train)\n",
    "X_test_transformed=vec.transform(X_test)\n",
    "\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "mnb = MultinomialNB()\n",
    "\n",
    "mnb.fit(X_train_transformed,y_train)\n",
    "\n",
    "predictions = mnb.predict(X_test_transformed)\n",
    "\n",
    "predictions_proba = mnb.predict_proba(X_test_transformed)\n",
    "\n",
    "from sklearn import metrics\n",
    "print(\"MultinomialNB Test Accuracy :\",metrics.accuracy_score(y_test, predictions)*100 ,\"%\")\n",
    "print(\"MultinomialNB Training Accuracy :\",metrics.accuracy_score(y_train, mnb.predict(X_train_transformed))*100 ,\"%\",\"\\n\")\n",
    "print(metrics.classification_report(y_test, predictions))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "piano-confusion",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[333, 120, 166],\n",
       "       [  0, 717,   0],\n",
       "       [113,  92, 557]], dtype=int64)"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cm = confusion_matrix(y_test,predictions)\n",
    "cm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "nutritional-privacy",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SVM TESTING ACCURACY SCORE: 83.22211630123928 %\n",
      "SVM TRAINING ACCURACY SCORE: 99.53723180479595 %\n",
      "\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.69      0.74      0.72       579\n",
      "           1       1.00      0.97      0.98       742\n",
      "           2       0.79      0.77      0.78       777\n",
      "\n",
      "    accuracy                           0.83      2098\n",
      "   macro avg       0.83      0.83      0.83      2098\n",
      "weighted avg       0.84      0.83      0.83      2098\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from sklearn import model_selection,svm\n",
    "from sklearn.svm import SVC\n",
    "from sklearn import metrics\n",
    "from sklearn.metrics import recall_score\n",
    "\n",
    "X_train,X_test,y_train,y_test = train_test_split(df_upsample['SNAG_DESC'],df_upsample['Status'],test_size=0.15,random_state=0)\n",
    "vec=CountVectorizer(strip_accents='ascii',ngram_range=(0,5), lowercase=True,stop_words='english')\n",
    "X_train_transformed=vec.fit_transform(X_train)\n",
    "X_test_transformed=vec.transform(X_test)\n",
    "SVM=svm.SVC(C=1.0 ,kernel='linear', degree=3,gamma='auto')\n",
    "SVM.fit(X_train_transformed,y_train)\n",
    "Predictions_SVM=SVM.predict(X_test_transformed)\n",
    "precision,recall,fscore,support=score(y_test,predictions)\n",
    "print('SVM TESTING ACCURACY SCORE:',accuracy_score(Predictions_SVM,y_test)*100 ,\"%\")\n",
    "print('SVM TRAINING ACCURACY SCORE:',accuracy_score(y_train,SVM.predict(X_train_transformed))*100 ,\"%\\n\")\n",
    "print(metrics.classification_report(Predictions_SVM,y_test))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "forward-above",
   "metadata": {},
   "source": [
    "#### After manually upscaling the minority frequencies the accuracy results are"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "absolute-pencil",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MultinomialNB Test Accuracy : 76.59675881792182 %\n",
      "MultinomialNB Training Accuracy : 95.6079091291544 % \n",
      "\n",
      "SVM TESTING ACCURACY SCORE: 83.22211630123928 %\n",
      "SVM TRAINING ACCURACY SCORE: 99.53723180479595 %\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(\"MultinomialNB Test Accuracy :\",metrics.accuracy_score(y_test, predictions)*100 ,\"%\")\n",
    "print(\"MultinomialNB Training Accuracy :\",metrics.accuracy_score(y_train, mnb.predict(X_train_transformed))*100 ,\"%\",\"\\n\")\n",
    "print('SVM TESTING ACCURACY SCORE:',accuracy_score(Predictions_SVM,y_test)*100 ,\"%\")\n",
    "print('SVM TRAINING ACCURACY SCORE:',accuracy_score(y_train,SVM.predict(X_train_transformed))*100 ,\"%\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "public-daisy",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "basic-settlement",
   "metadata": {},
   "source": [
    "#### Hypertuning the parameters "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "underlying-happiness",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 5 folds for each of 9 candidates, totalling 45 fits\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=KFold(n_splits=5, random_state=101, shuffle=True),\n",
       "             estimator=SVC(), n_jobs=-1,\n",
       "             param_grid=[{'C': [1, 10, 100], 'gamma': [0.1, 0.01, 0.001]}],\n",
       "             return_train_score=True, scoring='accuracy', verbose=1)"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# creating a KFold object with 5 splits \n",
    "folds = KFold(n_splits = 5, shuffle = True, random_state = 101)\n",
    "\n",
    "# Set the parameters by cross-validation\n",
    "hyper_params = [ {'gamma': [1e-1,1e-2, 1e-3], 'C': [1, 10, 100]}]\n",
    "\n",
    "# specify model\n",
    "model = svm.SVC(kernel=\"rbf\")  \n",
    "\n",
    "# set up GridSearchCV()\n",
    "model_cv_svm = GridSearchCV(estimator = model, \n",
    "                        param_grid = hyper_params, \n",
    "                        scoring= 'accuracy', \n",
    "                        cv = folds, \n",
    "                        n_jobs = -1,\n",
    "                        verbose = 1,\n",
    "                        return_train_score=True)      \n",
    "\n",
    "# fit the model\n",
    "model_cv_svm.fit(X_train_transformed, y_train)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "allied-malpractice",
   "metadata": {},
   "outputs": [],
   "source": [
    "def display_hyper_stats(cv_results,param_value):\n",
    "    gamma = cv_results[cv_results['param_gamma']==param_value]\n",
    "    plt.plot(gamma[\"param_C\"], gamma[\"mean_test_score\"])\n",
    "    plt.plot(gamma[\"param_C\"], gamma[\"mean_train_score\"])\n",
    "    plt.xlabel('C')\n",
    "    #plt.ylabel('Accuracy')\n",
    "    plt.title(\"Gamma=\"+str(param_value))\n",
    "    plt.ylim([0.60, 1])\n",
    "    plt.legend(['test accuracy', 'train accuracy'], loc='lower right')\n",
    "    plt.xscale('log') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "preceding-general",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "svm_cv_results = pd.DataFrame(model_cv_svm.cv_results_)\n",
    "svm_cv_results['param_C'] = svm_cv_results['param_C'].astype('int')\n",
    "gamma=[1e-1,1e-2, 1e-3]\n",
    "plt.figure(figsize=(16,5))\n",
    "plt.subplot(131)\n",
    "display_hyper_stats(svm_cv_results,gamma[0])\n",
    "plt.subplot(132)\n",
    "display_hyper_stats(svm_cv_results,gamma[1])\n",
    "plt.subplot(133)\n",
    "display_hyper_stats(svm_cv_results,gamma[2])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "continental-secondary",
   "metadata": {},
   "outputs": [],
   "source": [
    "def log(string):\n",
    "    display(Markdown(\"> <span style='color:blue'>\"+string+\"</span>\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "organized-shell",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "valid-swing",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "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": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}