nat_data_preparation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import pickle\n",
    "from utilities.utils import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "get_job_skills = pd.read_csv(\"./data/sea_job_skill_full_2021_v1.3.1.csv\", low_memory=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 5065061 entries, 0 to 5065060\n",
      "Data columns (total 3 columns):\n",
      " #   Column      Dtype \n",
      "---  ------      ----- \n",
      " 0   jobId       object\n",
      " 1   skill       object\n",
      " 2   skill_form  object\n",
      "dtypes: object(3)\n",
      "memory usage: 115.9+ MB\n"
     ]
    }
   ],
   "source": [
    "get_job_skills.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "job_w_skill_df = get_job_skills[get_job_skills.skill!='no skill extracted']\n",
    "job_wo_skill_df = get_job_skills[get_job_skills.skill=='no skill extracted']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of skills extracted: 4958037 skills, from 807333 unique jobs.\n",
      "There are 107024 unique jobs with no skills extracted.\n"
     ]
    }
   ],
   "source": [
    "print(f\"Total number of skills extracted: {job_w_skill_df.shape[0]} skills, from {len(job_w_skill_df.jobId.unique())} unique jobs.\")\n",
    "print(f\"There are {len(job_wo_skill_df.jobId.unique())} unique jobs with no skills extracted.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "914357"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_job_cnt = len(get_job_skills.jobId.unique())\n",
    "total_job_cnt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "assert total_job_cnt == len(job_wo_skill_df.jobId.unique()) + len(job_w_skill_df.jobId.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "job_tsc_app_df = job_w_skill_df[job_w_skill_df.skill_form.isin([\"TSC\",\"App/Tools\"])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "job_tsc_app_df['skill'] = job_tsc_app_df.skill.apply(lambda x: x.lower().strip())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "job_tsc_app_df.drop(columns=['skill_form'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>jobId</th>\n",
       "      <th>skill</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>07c69634ab34b991857c902f96a12fa186d6ca3a59b59d...</td>\n",
       "      <td>sales and business development</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               jobId  \\\n",
       "0  07c69634ab34b991857c902f96a12fa186d6ca3a59b59d...   \n",
       "\n",
       "                            skill  \n",
       "0  sales and business development  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "job_tsc_app_df.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "job_skill_dict = df_to_dict(job_tsc_app_df.jobId, job_tsc_app_df.skill)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'07c69634ab34b991857c902f96a12fa186d6ca3a59b59d094cd5ef257750a51f': ['sales and business development',\n",
       "  'engineering problem solving',\n",
       "  'applications support and enhancement',\n",
       "  'process control',\n",
       "  'business opportunities development',\n",
       "  'product development',\n",
       "  'product demonstration',\n",
       "  'crm systems',\n",
       "  'plc programming',\n",
       "  'microsoft office suite'],\n",
       " '00458985038950e543de9095cd457eff68358d8ef294319fb6b889342f646b26': ['technology scanning'],\n",
       " '0048360486610f91c934603299259ddcc9c2a9d385cc5c8bd38e39b40806fe2d': ['microsoft office suite'],\n",
       " '0048e28a8df91880d549679bfe5fd97459c484f5fdf5c36594033d24fbdd3e83': ['data visualisation',\n",
       "  'data governance',\n",
       "  'engineering management of change',\n",
       "  'career coaching',\n",
       "  'change management',\n",
       "  'data engineering',\n",
       "  'microsoft sql',\n",
       "  'informatica',\n",
       "  'teradata',\n",
       "  'tableau',\n",
       "  'sql'],\n",
       " '00745985257c221f1dda899370348cacf3a5d95902d450d7633b77548c5b80be': ['applications support and enhancement',\n",
       "  'zoom'],\n",
       " '00cba37cf430edfb2f7c09b090bea0d47d8b4e3d4efc5584e023f2355a7d21e7': ['procurement'],\n",
       " '00d9e51bef255977391b2032b131492ea068ff84cde2317c387eecb848876ccb': ['legal and compliance management',\n",
       "  'microsoft office (excel)'],\n",
       " '0157e52e7594a3b37d78993f8d8f75acf42f3a96800c528241e87476501cbe67': ['microsoft office (excel)'],\n",
       " '01687a52374a8572018f0ef8cd79db16f35ba32eefd4cf3c658a560147ed30cc': ['customer service excellence',\n",
       "  'apply teamwork in the workplace',\n",
       "  'order processing and change request management',\n",
       "  'excellence in service',\n",
       "  'enterprise resource planning system (erp)',\n",
       "  'microsoft office suite',\n",
       "  'microsoft dynamics nav',\n",
       "  'microsoft office (excel)'],\n",
       " '016acac55b4e97ac5d0f848d9eee26053792fee56d8e2b959c30db1bdee51ad0': ['preventive maintenance management',\n",
       "  'workplace safety and health'],\n",
       " '01b9edda713fbb2c8912d94e55815446daa4196b46858acced4c21f690edcbf0': ['customer experience management',\n",
       "  'apply teamwork in the workplace',\n",
       "  'career coaching',\n",
       "  'data protection management'],\n",
       " '01cc139324d28043a8483342dfe2833f9b75d5ebde393ca3eaef33b1a3d9d94b': ['preventive maintenance management',\n",
       "  'mechanical engineering management'],\n",
       " '01fb55bb1dbbe38486004e5d50bff66100f9ff98982f1dcf7125e5741aba14f1': ['valuation'],\n",
       " '02157264f64434248cf4346660556f7681331a0df784223edaa1193c9c927315': ['customer service excellence',\n",
       "  'first-aid'],\n",
       " '0216a89a2784b9cc345bcaba2b54ae73566e32afccf0fbacd1968aff359eb97f': ['documentation and administration',\n",
       "  'documentation',\n",
       "  'script writing',\n",
       "  'database administration',\n",
       "  'docker',\n",
       "  'microsoft azure proactive',\n",
       "  'shell scripts',\n",
       "  'powershell',\n",
       "  'vsphere'],\n",
       " '02a8ccc91ebed3375845bb3f9d6f436c1ef472cdba6237867061175b9c73ee81': ['apply teamwork in the workplace',\n",
       "  'applications support and enhancement'],\n",
       " '02b2fdd12d3c3c580f2d90c47ba72fcbaad5a5b4974b2695125550bce8b8460c': ['financial reporting quality',\n",
       "  'tax computation',\n",
       "  'financial reporting'],\n",
       " '02bd2825e68164988071b76e19742f56173ee866d0b89ecd2e924410fd347f46': ['e-commerce management',\n",
       "  'documentation'],\n",
       " '02cbb8955bb2f4e053dfba09aed52bf0b9d72941c77d6098f5f5c6e62fb17b0a': ['internet of things application',\n",
       "  'applications development',\n",
       "  'c++'],\n",
       " '02e90827a4855ee73a46d802e43b5ce603bb4cbfa83440d578579f6aa78f08be': ['cleaning and sterilising'],\n",
       " '0310e5403b8e39b20ed00975267ac69171cc8827d482dfa4a7e46f20495a7207': ['process control',\n",
       "  'project execution and control',\n",
       "  'equipment maintenance',\n",
       "  'productivity improvement',\n",
       "  'supervisory control and data acquisition (scada)'],\n",
       " '03376290bdfd984b57fb0ead62c492bc158be4be948a6cb8d8243fd1e5a1cf6c': ['supply chain management'],\n",
       " '034a290ac54ac16ec18c4e6a1da3466ebad65224a7965a322f61e26791209b5d': ['maintenance planning and scheduling'],\n",
       " '035a259d6a3ff02e72746ce91ebff3e0d18d9eb7b0a88d1508035d32c7a8665d': ['data engineering',\n",
       "  'infection control',\n",
       "  'cleaning and sterilising'],\n",
       " '035c46afc7f9436f3373e650a6fcf1561c126cfa7ee77886dd47a31f8b511a0a': ['control system programming',\n",
       "  'electrical fundamentals application',\n",
       "  'process control',\n",
       "  'programming and coding',\n",
       "  'process operations troubleshooting',\n",
       "  'corrective maintenance management',\n",
       "  'plant turnaround management',\n",
       "  'strategy planning',\n",
       "  'plc programming'],\n",
       " '037c2c00e5f2c415b32b25b67d0cf59008a0a481382d72a74aea6ad277966768': ['warehousing / cargo-related occupational health and safety management',\n",
       "  'quality systems'],\n",
       " '039352fd4372ddca4b8fcaac27314d0b059bb3b0125fe59125eb8191872aa7ac': ['quality assurance',\n",
       "  'research',\n",
       "  'microsoft office (excel)'],\n",
       " '03968f48b27cb1524af33443f85f2fbe36656a6f6a1a0f354594cb81b026c896': ['microsoft office (excel)'],\n",
       " '03d2ffc50162bfee0ab6913864a76bdf7b44d04fda0a59c45f827f6c0d7feaa7': ['apply teamwork in the workplace',\n",
       "  'microsoft office (excel)',\n",
       "  'microsoft office (powerpoint)'],\n",
       " '03d89c75853a7be43c44a4384529cd26c9062e0d64dd2a9be1d733861203694e': ['interviewing'],\n",
       " '03ea319759a0c0689c29af70613428852f42b03714b05c90be0a6e1e6658a3c9': ['facilitation',\n",
       "  'stakeholder management',\n",
       "  'jira'],\n",
       " '040fd2b624e6c383766820a58b575d7c8e6366682775b610ccbf22b8a57b5027': ['maintenance and repair',\n",
       "  'data centre facilities management',\n",
       "  'business continuity',\n",
       "  'energy management and audit',\n",
       "  'financial budgeting',\n",
       "  'procurement',\n",
       "  'cost management',\n",
       "  'financial budget planning and management',\n",
       "  'stakeholder management'],\n",
       " '041d87fa96bc20d508a0524537347167cdd5cfc9da68ca580c8e9adee1133ebd': ['accounting standards',\n",
       "  'big data analytics',\n",
       "  'cash flow management',\n",
       "  'continuous improvement management'],\n",
       " '04207e67fa62799e3b4d9e738c89cadd6bb195c2c3d178f3ea7a9616a8444962': ['apply teamwork in the workplace'],\n",
       " '0437592b8c79f61781bfa7c2a59f746500265cd606a8c0f2c73742cfb11c7085': ['quality assurance',\n",
       "  'project cost'],\n",
       " '04706d2570447f12ac1e455edb35d7558a230f1191b93ca3d4f6d68d135028ce': ['engineering project management',\n",
       "  'programming and coding',\n",
       "  'project management',\n",
       "  'script writing',\n",
       "  'people management',\n",
       "  'vb',\n",
       "  'c++'],\n",
       " '0482c7e60c8b5b9cbe56a111b974ea4432cdb77fa982ead3dd1acbdbae5e96fa': ['sales channel management',\n",
       "  'channel management',\n",
       "  'project management',\n",
       "  'people management'],\n",
       " '0491509d8d6095bddff5b0bb25bd6e0cf16dff066686697f527ea3c00f04d32b': ['asset management',\n",
       "  'intellectual property audit and due diligence',\n",
       "  'asset and liability management'],\n",
       " '0496349caad550686bb45f7c41946d0fd58a05f0bc8a0521fa75b23b225fa2c2': ['applications development',\n",
       "  'documentation',\n",
       "  '.net',\n",
       "  'bootstrap',\n",
       "  'c#',\n",
       "  'jquery',\n",
       "  'microsoft sql',\n",
       "  'java',\n",
       "  'xamarin',\n",
       "  'javascript',\n",
       "  'react native',\n",
       "  'html4/html5'],\n",
       " '04e90f24ca54290e41b191f2e9cf783d71caef8f664af796e502ae7ab6ed6fc7': ['project plan',\n",
       "  'documentation',\n",
       "  'productivity improvement'],\n",
       " '04ea46818e9558b2bf0007a24167a9eae363fc1bd59a57bb47d6abf0106205a7': ['project management',\n",
       "  'apply teamwork in the workplace',\n",
       "  'engineering project management',\n",
       "  'procurement'],\n",
       " '04f18c4e69a004e60f547b1750c0fe648e60561f4b70a6269e2e9e8661ced997': ['documentation'],\n",
       " '050ff4e950217e497cb14fa9675966c54130db31c0579011cf3c716bba64446e': ['project timeline',\n",
       "  'project plan',\n",
       "  'project management',\n",
       "  'project after action review',\n",
       "  'innovation',\n",
       "  'product development',\n",
       "  'valuation',\n",
       "  'project scope',\n",
       "  'governance',\n",
       "  'apply teamwork in the workplace'],\n",
       " '05217be8aa1546829627d8bbb055ffc0fd77ba865de56c3e571f7102de748d9f': ['customer experience management',\n",
       "  'social media marketing'],\n",
       " '057a13229174162b46311d98cab5395a0af9cd5d74abe396579eb1dda5fb21cc': ['user interface design',\n",
       "  'programming and coding',\n",
       "  'human resource advisory',\n",
       "  'applications development',\n",
       "  'documentation',\n",
       "  'script writing',\n",
       "  'applications integration',\n",
       "  'java',\n",
       "  'hibernate',\n",
       "  'jquery',\n",
       "  'css2/css3'],\n",
       " '05a4497d023c4a7f9aed3b7a724f971c2b2a5b5938800b1c5f34c2fbe880f5e4': ['cost management',\n",
       "  'inventory management'],\n",
       " '05bacb5089e89313bf95458e3ce9ac5599b89ff71e1c41eba9170ea86c034fbc': ['workplace safety and health for incident and accident investigation',\n",
       "  'security screening management'],\n",
       " '05e2c8110faa27d9686ece9ab2ff1740452934bf8ae422095b8205ed9b11fff5': ['apply teamwork in the workplace',\n",
       "  'microsoft office suite'],\n",
       " '063ceb8ca64a51f57da2020002c03a4e6df0826b4497b294a1978fd60a0ca5c3': ['hazard and risk identification and management',\n",
       "  'risk management',\n",
       "  'hazard and risk control and policy management',\n",
       "  'design for safety',\n",
       "  'risk management and administration',\n",
       "  'risk assessment',\n",
       "  'documentation',\n",
       "  'hazards identification',\n",
       "  'perform design for safety professional duties'],\n",
       " '06adaf50373f142cfe60318996482c5863ab0cec821967aa1dcf2450bbbb075b': ['cash flow management',\n",
       "  'billing and settlement administration',\n",
       "  'apply teamwork in the workplace',\n",
       "  'project cost',\n",
       "  'tax computation',\n",
       "  'xero'],\n",
       " '06c76081085a1641e94c91283ed0aeab09e20c82a29c4675a9c11b7aafd334f6': ['data engineering',\n",
       "  'data design',\n",
       "  'design creation and development',\n",
       "  'customer data analysis',\n",
       "  'business insights',\n",
       "  'big data analytics',\n",
       "  'business requirements mapping',\n",
       "  'process improvement and optimisation',\n",
       "  'data governance',\n",
       "  'programming and coding',\n",
       "  'process improvement',\n",
       "  'apply teamwork in the workplace',\n",
       "  'cost management',\n",
       "  'data wrangling',\n",
       "  'data and information management',\n",
       "  'hadoop',\n",
       "  'scala',\n",
       "  'nosql',\n",
       "  'sql',\n",
       "  'python',\n",
       "  'informatica',\n",
       "  'apache flume',\n",
       "  'docker',\n",
       "  'github',\n",
       "  'apache sqoop',\n",
       "  'apache hbase',\n",
       "  'apache kafka',\n",
       "  'java',\n",
       "  'apache spark',\n",
       "  'apache parquet',\n",
       "  'bitbucket',\n",
       "  'apache impala',\n",
       "  'jenkins'],\n",
       " '073373f9d488e0533071ff55e90a1942bf3ca24a7283c8dd8d33918a7c4237fa': ['accounting and tax systems',\n",
       "  'microsoft office (excel)'],\n",
       " '07591d8ec411937c37abdcbd9dcee1838674d6a86879a59be064183de33cce4d': ['procurement',\n",
       "  'inventory management',\n",
       "  'microsoft office (excel)',\n",
       "  'microsoft office (word)'],\n",
       " '07a93d3b8acce5695e29b0c814677226593e3b66c4556fc5010a1cd42702c334': ['microsoft office suite',\n",
       "  'microsoft office (excel)',\n",
       "  'microsoft office (powerpoint)'],\n",
       " '080aa77b6d411392dd75cb07cff90cfc6c7341e827a904add7325e145dc5dc3e': ['research',\n",
       "  'accounting standards',\n",
       "  'internal controls',\n",
       "  'programming and coding'],\n",
       " '08348b1bf543349ecdb03a4df27dd29a55eece7db308ff74d9272cd45efe5aa1': ['apply teamwork in the workplace'],\n",
       " '08421760ef9306c73e39166c1c3bc7b3b3281d396dd65275ba0979490b7eb539': ['platform screen door maintenance',\n",
       "  'maintenance scheduling',\n",
       "  'documentation',\n",
       "  'apply teamwork in the workplace'],\n",
       " '08558ba51648d2bb2048a9d432c4b7bb1c49acf13b2e48bcd458fb7c93f1d5bc': ['research',\n",
       "  'artificial intelligence application',\n",
       "  'interviewing'],\n",
       " '087a4d3ecb83d1f6dd2c39b0fc9c0eccfc10a2b247925a27061003a30bd5b77f': ['programming and coding',\n",
       "  'applications development',\n",
       "  'software design',\n",
       "  'quality control and assurance',\n",
       "  'process control',\n",
       "  'documentation',\n",
       "  'quality assurance',\n",
       "  'apply teamwork in the workplace',\n",
       "  'c++',\n",
       "  'object-oriented programming',\n",
       "  'c#',\n",
       "  'sql'],\n",
       " '08887882efda45a6ef78bcac000305a5fbd30cde00e89901b2d9fda5a220dc00': ['interviewing',\n",
       "  'resource management'],\n",
       " '08a9bcdb5487c817a6e6ed2bc3c3631a594cdbb32f7b99cc040bf1e93a6d8af5': ['sales and business development',\n",
       "  'business opportunities development',\n",
       "  'account management'],\n",
       " '08b224ca5e8ed3bd454aefe8c0ecb75312cc60c5de337202ca37bc780cefa426': ['research',\n",
       "  'apply teamwork in the workplace',\n",
       "  'research data collection and management',\n",
       "  'data and information management'],\n",
       " '08f2fe74ce78d31fa752660f174042c0fe6cc8be87f3d1faaa3f43ba66ee5914': ['microsoft office (excel)'],\n",
       " '08f31ad366197e437313c974657ae779dd7b16341aab1cab14087b72254dac97': ['effective communication in nursing',\n",
       "  'data and information management',\n",
       "  'microsoft office suite',\n",
       "  'microsoft office (excel)'],\n",
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       " '609882f6a9d6f624002a324196306e5cf158f1a9cdf85e1dbe32d71e4a651ec3': ['maintenance and repair',\n",
       "  'preventive maintenance management',\n",
       "  'microsoft office suite'],\n",
       " '5e6926d3366e3ea4d0e3bb00a81d6be7d6e317abfd84a76d64fce28956efb8a9': ['effective client communication'],\n",
       " '5e81dfe8b16d69c5ad59611f8c1873d1d46311d0623b81077dde31f2f2a1a009': ['benefits management'],\n",
       " '5ee96c4b8817be4eef5dfa742f2d5eafc10d739dc706d8756f3f29cbf2ffa488': ['electrical fundamentals application',\n",
       "  'engineering project management',\n",
       "  'business insights',\n",
       "  'big data analytics',\n",
       "  'programming and coding',\n",
       "  'environmental sustainability management',\n",
       "  'project management',\n",
       "  'apply teamwork in the workplace',\n",
       "  'building information modelling application',\n",
       "  'civil and structural engineering management',\n",
       "  'value engineering',\n",
       "  'mechanical engineering management',\n",
       "  'microsoft project',\n",
       "  'bim (building information modeling)',\n",
       "  'autodesk revit'],\n",
       " '5ac61313f843834d537dba252567aa48fe6d32d1c44266f9118777de570fb2d3': ['customer data analysis',\n",
       "  'quality assurance and audit',\n",
       "  'quality assurance',\n",
       "  'internal audit quality assurance',\n",
       "  'legal and compliance management',\n",
       "  'regulatory compliance',\n",
       "  'quality systems',\n",
       "  'benchmarking',\n",
       "  'engineering problem solving',\n",
       "  'business insights',\n",
       "  'big data analytics',\n",
       "  'internal audit function management',\n",
       "  'stakeholder management',\n",
       "  'microsoft office suite'],\n",
       " '5bf3a85bdc70ace3fcb0afd71d61a0b8b56b83632c53539712091283760a7994': ['big data analytics',\n",
       "  'data engineering',\n",
       "  'vb'],\n",
       " '5d2637518ad2b581ed79365daf8ea1fb9d56c5c76f1112bf7915b2cca4544e8e': ['digital marketing management',\n",
       "  'brand management',\n",
       "  'customer experience management',\n",
       "  'idea generation and selection',\n",
       "  'project management',\n",
       "  'apply teamwork in the workplace',\n",
       "  'social media management'],\n",
       " '5ed476dd8f4d230c705572f25e11e1b33a91076077c42e6572fcf152fdf68936': ['apply teamwork in the workplace',\n",
       "  'qualitative analysis',\n",
       "  'microsoft office suite',\n",
       "  'crm systems'],\n",
       " '5fbf2eb223a11118cf54f964df660fed68e3b84ad7ae95b49e48eb00446e2d93': ['employee engagement management',\n",
       "  'vendor management',\n",
       "  'infographics and data visualisation',\n",
       "  'idea generation and selection',\n",
       "  'content management',\n",
       "  'project management',\n",
       "  'apply teamwork in the workplace',\n",
       "  'events planning and management',\n",
       "  'google analytics',\n",
       "  'mailchimp',\n",
       "  'adobe photoshop',\n",
       "  'microsoft office (powerpoint)'],\n",
       " '5a31777470dd9c3e3ed48efdf065352c3feec88b14e2f3896023e5bfbc8e27f9': ['credit assessment',\n",
       "  'stakeholder management',\n",
       "  'microsoft office (excel)',\n",
       "  'microsoft office (powerpoint)'],\n",
       " '5e470d4f97ff7eddba2085fbd6ed015b96e923c000bc400952b283ab140d1a71': ['research',\n",
       "  'security governance',\n",
       "  'business process management',\n",
       "  'data protection management',\n",
       "  'process control',\n",
       "  'microsoft office suite',\n",
       "  'microsoft office (excel)',\n",
       "  'microsoft office (powerpoint)'],\n",
       " '5d1903bfa453e6d93c9135f2fa37a8f473ee3894dd4d073c495417a39bd3a8d1': ['apply teamwork in the workplace',\n",
       "  'risk management',\n",
       "  'risk control and response planning',\n",
       "  'stakeholder management'],\n",
       " '5f5543d4229a6e5f9e7507485f58cdb2fd5d8d8447dc538165aa97d031a64d23': ['human resource digitalisation',\n",
       "  'automation research and implementation',\n",
       "  'engineering problem solving',\n",
       "  'business process re-engineering',\n",
       "  'customer data analysis',\n",
       "  'big data analytics',\n",
       "  'apply teamwork in the workplace',\n",
       "  'microsoft office (excel)'],\n",
       " '5ea12dcd2bf7f7c92cbd05b90c6fdd67012758974227cdda1421d329b204c569': ['preventive maintenance management',\n",
       "  'programming and coding',\n",
       "  'inventory management',\n",
       "  'electrical fundamentals application',\n",
       "  'plc programming'],\n",
       " '59fb50a984528562c60b001943118cb4e93d8a9f7b31e16f1e4e581412c41ce4': ['research',\n",
       "  'business requirements mapping'],\n",
       " '5e2f1add501044da3dfadd009947436b9781e95fdd850691a1929971645896d9': ['project management'],\n",
       " '5c09ba43960a77bd2784c17573ad7a2833623cf0daf5364a8417b2f376453d91': ['research',\n",
       "  'valuation',\n",
       "  'business planning',\n",
       "  'innovation management',\n",
       "  'market research'],\n",
       " '5b14245d617c447222859b6e3d0e81b2955b6d1c3e76ff23731aceacf854cfa7': ['classroom management',\n",
       "  'programme delivery'],\n",
       " '5d6b8ff2bd3fb9b913a0931a1b41a50174d882cddcf0ba22c837f14df3bfa645': ['documentation',\n",
       "  'technical report writing',\n",
       "  'report writing',\n",
       "  'python'],\n",
       " '60ae390a38fc8f5e013841ab69707ddb461c91991d27fc98c65d80d3cb0a0c4c': ['artificial intelligence application',\n",
       "  'game technical design',\n",
       "  'apply teamwork in the workplace',\n",
       "  'business acumen',\n",
       "  'solution architecture',\n",
       "  'facilitation',\n",
       "  'j2ee',\n",
       "  'mvc framework',\n",
       "  'java'],\n",
       " '68bf1dce0fc40a2249a76b6946320d870196e12c8514f3b124a0f7f255d16c9c': ['warehouse administration',\n",
       "  'customer data analysis',\n",
       "  'big data analytics',\n",
       "  'supply chain management',\n",
       "  'microsoft office suite'],\n",
       " '691622c85ead2c3a3a893d3dfa0a99b60b488c9d6ef6ee0db703e523c89feb81': ['governance',\n",
       "  'customer data analysis',\n",
       "  'big data analytics',\n",
       "  'data governance',\n",
       "  'risk management',\n",
       "  'process control',\n",
       "  'ethical and professional integrity',\n",
       "  'change management',\n",
       "  'automation process control',\n",
       "  'automation research and implementation',\n",
       "  'legal and compliance management',\n",
       "  'programme management',\n",
       "  'risk and compliance management',\n",
       "  'creative storytelling',\n",
       "  'data visualisation',\n",
       "  'innovation',\n",
       "  'project management',\n",
       "  'business stakeholder management',\n",
       "  'idea generation and selection',\n",
       "  'stakeholder management',\n",
       "  'tableau'],\n",
       " '611ea4c9ddbc331dfd37150dd1922b5384afcfd4ba098ab097c82aabf3412645': ['process engineering design',\n",
       "  'process integration',\n",
       "  'process control',\n",
       "  'physics concepts application',\n",
       "  'data and statistical analysis',\n",
       "  'business process management'],\n",
       " '633a3d1dfb509917e0b667874bc6250a4b84b82c03bef10dada9d702a0c09590': ['business opportunities development',\n",
       "  'events planning and management'],\n",
       " '61234976ed74801fb295f15b3f71554da561f9ee4fba0c3d75fd49c148ec93c2': ['customer service excellence',\n",
       "  'installation and assembly'],\n",
       " '609b250d45041c28e40acf769eed3e94132ca93ba572343c726bef8f70c2a76a': ['data engineering',\n",
       "  'cleaning and sterilising'],\n",
       " '60c2b23545a31331cb65bc94871bc904449fd8d852f56c92374d2e584b98d73a': ['research'],\n",
       " '60e392f2b6b62344f2b76d5b649d95ca3014fa1dcbcc764e2dcd1132bc208f8d': ['research',\n",
       "  'artificial intelligence application',\n",
       "  'engineering problem solving',\n",
       "  'computer vision technology'],\n",
       " '6122a802a96ad4d7cfe892e2b1dc4400e6618bb66f75e275cbb27b785e0a7100': ['project management',\n",
       "  'project cost',\n",
       "  'project scope',\n",
       "  'game technical design',\n",
       "  'strategy development',\n",
       "  'business acumen'],\n",
       " '612301cf3dc5769ddd58b0219dada0496786516010f120f732df9d48890e9055': ['process improvement'],\n",
       " '6170919dfd8d8f1935df6be3fb15b0d56f6da2d4552cafc6ecdadef3daa2d2d8': ['apply teamwork in the workplace',\n",
       "  'facility maintenance'],\n",
       " '61711aede5318d70b52c3c6273d26d845410fb0df4a24a64e85296bf76e22901': ['asian cuisine preparation and cooking'],\n",
       " '617e383d462f375b3b5182d881fed55203b76c7b8d56cd086abf2207e3320529': ['intelligent reasoning',\n",
       "  'artificial intelligence application',\n",
       "  'data engineering',\n",
       "  'research and information synthesis',\n",
       "  'big data analytics',\n",
       "  'automation research and implementation',\n",
       "  'programming and coding',\n",
       "  'cloud computing application',\n",
       "  'data design',\n",
       "  'research',\n",
       "  'business process re-engineering',\n",
       "  'mathematical concepts application',\n",
       "  'scala',\n",
       "  'c#',\n",
       "  'hadoop',\n",
       "  'microsoft azure proactive',\n",
       "  'apache spark',\n",
       "  'sql',\n",
       "  'c++',\n",
       "  'python'],\n",
       " '617e5c9aebbb48a075c29f42428e51c02a2c2c36cbe3960f2bfd12176218ce57': ['documentation',\n",
       "  'human resource advisory',\n",
       "  'c++'],\n",
       " '6185a7680f13b8053ba8eb46101f3d16bee230e4bf53d6513295379107ba86a3': ['cash flow management',\n",
       "  'apply teamwork in the workplace',\n",
       "  'interviewing',\n",
       "  'internal controls',\n",
       "  'microsoft dynamics nav'],\n",
       " '6188966b1ec4c5dccc7838711007b3e27e32a399787f2767e523776841e39526': ['onboarding',\n",
       "  'employee engagement management',\n",
       "  'interviewing',\n",
       "  'legal and compliance management'],\n",
       " '61aefbc6b4f619bd75551bf6ecea605b0450b59c466f88a61e1668f637efe571': ['maintenance planning and scheduling',\n",
       "  'due professional care',\n",
       "  'microsoft office suite'],\n",
       " '61afe3f13b2e3f2631c485e77d54b7b9e157bf99b08d0f6f347f01416e12e0b0': ['valuation',\n",
       "  'stakeholder management'],\n",
       " '62492bec390487bd125a100a0cd76aab84a08cda4ab1237fa767e834b14a7ef9': ['research',\n",
       "  'apply teamwork in the workplace'],\n",
       " '62673cbaa12c48408936ce01ecfb1099e2a08a14bffaaeec54b2c7bd132b75b9': ['threat intelligence and detection',\n",
       "  'incident and accident investigation',\n",
       "  'script writing',\n",
       "  'workplace safety and health for incident and accident investigation',\n",
       "  'cybersecurity',\n",
       "  'splunk',\n",
       "  'php',\n",
       "  'python',\n",
       "  'perl'],\n",
       " '6268e8d907f2cdc9ecdf89f372badd19b5790a6c040c25a489ad72a797a6e858': ['benefits management',\n",
       "  'documentation',\n",
       "  'security management',\n",
       "  'first-aid',\n",
       "  'security governance',\n",
       "  'microsoft office suite',\n",
       "  'microsoft office (excel)',\n",
       "  'microsoft office (powerpoint)'],\n",
       " '62755fd4053b7153eb1bcbb64e7e1e940dcec177d0fd25c173ffde3c7c44cc87': ['effective client communication',\n",
       "  'apply teamwork in the workplace'],\n",
       " '62a08b3b3b36d49ddaa1ed36a7f99a5c32b531698d975c3e5b433c994971beae': ['billing procedure'],\n",
       " '62aeabe043d33d6af53ea0eb95926febe4ed1be52679a1b3022497563e19c2bd': ['programming and coding',\n",
       "  'apply teamwork in the workplace',\n",
       "  'conceptual thinking',\n",
       "  'cloud computing application',\n",
       "  'data engineering',\n",
       "  'git',\n",
       "  'kotlin',\n",
       "  'react native',\n",
       "  'android sdk',\n",
       "  'swift programming',\n",
       "  'java',\n",
       "  'objective c',\n",
       "  'xcode',\n",
       "  'android studio'],\n",
       " '62c473570e4ad084b58551e0afa7a3df1dcc6f331c0af4cdf405cf652b744276': ['volunteer management',\n",
       "  'onboarding',\n",
       "  'mass communications management',\n",
       "  'project management',\n",
       "  'data and information management',\n",
       "  'community partnership',\n",
       "  'salesforce'],\n",
       " '62c6fc46b98b00612d6cdb99a0a25c1f6bbdfa7776d17a8a9a52cbc78e4076d5': ['project management',\n",
       "  'sales delivery',\n",
       "  'proposal writing',\n",
       "  'microsoft office suite'],\n",
       " '63280846dba03accf5dae7961274b836960d39062fa53e0488e738fbd82d5282': ['customer experience management'],\n",
       " '6356b83139dc8e3821e73c148cfd63935c3c94b6cb5e6fc42e8297ab737f7126': ['documentation',\n",
       "  'apply teamwork in the workplace',\n",
       "  'supply chain management',\n",
       "  'enterprise resource planning system (erp)'],\n",
       " ...}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "job_skill_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "job_skill_list = []\n",
    "for _id, skill in job_skill_dict.items():\n",
    "    job_skill_list += [skill]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "778387"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "assert len(job_skill_list) == len(job_tsc_app_df.jobId.unique())\n",
    "print(len(job_skill_list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['sales and business development',\n",
       "  'engineering problem solving',\n",
       "  'applications support and enhancement',\n",
       "  'process control',\n",
       "  'business opportunities development',\n",
       "  'product development',\n",
       "  'product demonstration',\n",
       "  'crm systems',\n",
       "  'plc programming',\n",
       "  'microsoft office suite'],\n",
       " ['technology scanning'],\n",
       " ['microsoft office suite'],\n",
       " ['data visualisation',\n",
       "  'data governance',\n",
       "  'engineering management of change',\n",
       "  'career coaching',\n",
       "  'change management',\n",
       "  'data engineering',\n",
       "  'microsoft sql',\n",
       "  'informatica',\n",
       "  'teradata',\n",
       "  'tableau',\n",
       "  'sql'],\n",
       " ['applications support and enhancement', 'zoom']]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(job_skill_list[:2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Pickling\n",
    "with open(\"./model/job_skill_corpus\", \"wb\") as fp:\n",
    "    pickle.dump(job_skill_list, fp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Unpickling\n",
    "# with open(\"./model/job_skill_corpus\", \"rb\") as fp:\n",
    "#     job_skill_list = pickle.load(fp)"
   ]
  }
 ],
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