Reduce the number of keywords and phrases from the file named hard_skills.txt. The goal here is try...

Question

Reduce the number of keywords and phrases from the file named hard_skills.txt. The goal here is try to reduce them to minimal numbers, right now there are too many and most are irrelevant and repeating.
Use word2vec on converting words into vectors, observe similar words to known keywords such as "python" or "financial accounting"Think about these questions and try to take them in your program: What is the best way to retain keywords but not others from a given job description? Filter out noise / taking in keys? How? Can these be combined?

Please work on the Jupyter Notebook (word2vec_skills.ipynb) uploaded and follow the comments in the script. Be aware that some key words such as "Python", "R" would be removed if you just simply filter out by length. You would need to consider how to keep those words while reducing others.

budgeting cissp process management accounts payable positioning seo teaching presentations electrical reporting 10 key customer handling sql server clinical knowledge microsoft dynamics hotels hotel legal integrated communications publishing costing desktop support public administration sensitivity analysis capital spending project planning foreign exchange operating system scheduling architecture variances high-volume csc phone calls development activities proofread retail meet quality standards legislation regulatory test plans customer insights trade shows cpg balance sheet reconciliations reconcile bank accounts customer experience higher education project delivery itil certification business operations lighting database processing payments partnerships work streams invoicing strategic sales talent management financial reporting forecasts ifrs agile development budget development product features journalism develop business advertisement transactions sales and marketing product development annual budget process income tax return engagement education performance measures technical skills fluid project accounting management system strategy linux it governance market segment agile reconciliation variance analysis life cycle billing process contracts customer program analytics value proposition phone support bank reconciliations visio invoices safety recruiting budget distribution prospecting wins email support employee services account development strategic initiatives regulation autocad erp systems business intelligence technical requirements certificate of achievement oncology in-services capital expenditure entrepreneurship customer retention company credit cards support documentation digital content negotiation skills company standards chinese revenue recognition mobile solutions online marketing strategy web application portuguese product launches strategic customer success usability outside sales hyperion experience client relationships mid-market digital advertising accounting systems quality control smb military performance standards performance metrics excel presales analytical administrative support category sales pivot tables service orientation key account management accounts receivable food safety customer service - professional accounting revenue growth insurance claims quality management information systems msd computer science jira accounting processes network management publication research methods ibm business administration video retention enterprise software business applications telecommunications plan events business issues hospital peoplesoft financials commercial development strategy and planning editing sales channel financial analysis banking sox middleware tv water treatment concierge online advertising petrochemical cisco collaboration standard operating procedures field sales installation ecommerce consumer banking brand osp statutory tax laws management reporting financial information european market key performance indicators inventory change management follow-up technical guidance business plans industry trends regional alliance c customer service erp system gap analysis audit voip federal regulations feasibility studies market strategy cma financial service disbursement business integration status reports forecasting financial reports quickbooks microsoft excel mutual fund lean program management information security compliance audits business management market growth segmentation policies digital media resource allocation social media immigration backbone sql scripting windows balance sheet compliance cash management business analysis customer support inventory management presentation software design technical knowledge storytelling financial performance basic office equipment campaigns coaching annual budget internal audit migration outbound calls rfi saas tax compliance managing clients banking experience internship telecom proposal strong organisational skills vlookup contract documentation sales territory scheme twitter purchasing skype facebook information system issue management driving record client service fulfillment advertising chrome personnel management support services photography back-end cas software development non-profit customer success management user interface microsoft access lifecycle financial services it infrastructure quality management system drafting counsel presentation skill marketing relationship building recruitment omniture sales channels financial planning negotiation word processing software retail operations standardization quality management systems medical device sales reconcile balance sheet workflows accountancy ensure accuracy itil mobile audit planning account analysis deposits up-sell security systems sem sla economics license architectural merchandising marketing plans analytical skills materials management purchase orders human resources computer software protocols interpret data roi calculations accounting functions cost control web analytics technical support desktop applications asic records management administration financial data strategic planning gsk call center design financial accounting asset management electronics aerospace graphic design metadata budget preparation trial balance saas applications aop strong analytical skills mysql general accounting international travel bi-lingual progressive accounting safety training upsell workforce management grant management chemical engineering general ledger clinical research writing executive team accounting continuous improvement supply chain diagnostics sharepoint ms excel credit cards profit & loss client relationship management customer engagement financial statements staffing market research ccna logistics management experience clerical duties customer segmentation it architect procurement training accounting principles finance pricing mobile banking accounts payable experience accounting reports java sales management financial services industry mortgage escalation management microsoft word service oriented architecture marketo business solutions client services mandarin reconcile coding plant management acquisition marketing strategy b2b data maintenance process improvement marketing program publications global sales agile methodology human resource travel industry complex projects cdn brand marketing quick books relationship management systems design customer acquisition branding manage projects demand planning consulting experience develop strategies hiring modeling accounting software product line tax reporting bottom line market analysis cloud computing firewall rds project budgets tax account reconciliations life sciences health sarbanes-oxley sales meeting deadlines transcription finance systems systems administration video production technical problems focus filing payments business performance trading cloud presentation skills billing investigation spreadsheets monthly reports computation online marketing aed b2c southern california product quality sports microsoft applications sales goals intranet service delivery debug business metrics email marketing operations management consulting data sources google analytics negotiate contracts public accounting community outreach financial statement conversion divestitures user experience therapeutic catering product management business sales inside sales s3 data entry zendesk business development regulatory reporting medical terminology fmla r dictation macros pricing strategies rfq in-store qa customer facing scrap auditing direct sales raw materials depreciation fema computer applications quality standards sales operations ccie dnv product portfolio front-end operational performance ppt cash flow data analysis startup html strategic plans cardiovascular category management strategic direction soa meeting minutes customer sales profit and loss regulations fitness internal management operations web technologies hardware semiconductor technical project management skills creative services cash flow analysis marketing events loan servicing it security specifications fixed assets microsoft office suite competitive analysis test strategy mobile commerce counseling competitive positioning outreach product adoption advanced excel strategic partnerships trend analysis employment laws researching vendors startup environment mentorship ms powerpoint editorial federal government engineering new business development business strategy us gaap public relations emergency management pre-sales loan documentation salesforce.com consumers claims account strategy product knowledge customer advocacy corporate accounting sales cycle financial activities big 4 supply chain management real estate web services transportation client relations small business risk management microsoft office cash receipts operating procedures strategic account matrix policy making direct lending governance research software application gaap filtration internal controls erp recruit government regulations income tax internal stakeholders content management prospecting skills online media partnership territory management accounting practices sales techniques advisory services internal communications youtube information technology store management intercompany transactions digital project client management licensing incident response correspondence certification strategic communication agile methodologies annual operating plan project management project documentation office software revenue accounting accounting procedures sales leads english medical center investigate air force sales organization emerging technologies sales plans math dynamodb general ledger maintenance hadoop payroll bookkeeping product marketing account management programming hospitality networking annual audit time management information architecture clinical experience selling process documentation marketing programs key metrics general ledger coding monthly reporting knowledge base direct tax fabrication healthcare financing investigations hospitals petty cash performance management e-commerce facts ethernet ms outlook experience in erp scenario analysis capital management oracle sourcing infection control client base facilitation skills netsuite project financing consulting services troubleshooting patient safety business systems use cases pipedrive distributed computing microelectronics beverage testing manufacturing financial records balance sheet accounts technical escalations lighting design gather data controls industry knowledge acquisitions investing ec2 balance sheet reconciliation cisa cash flows journal entries rfps vendor management troubleshoot rfp b2b marketing brand awareness industry experience technical issues public affairs digital marketing customer requirements fashion market conditions litigation software development lifecycle generally accepted accounting principles helpdesk client correspondence salesforce databases crm cybersecurity ms office sap high school diploma customer complaints operational support webinars white papers cisco client relationship issue escalation law enforcement technical project documentation skills record keeping apac oracle gl peoplesoft metrics hcm evaluate performance sales experience special events maintenance crm applications creative solutions end user tax returns security clearance employee relations ftp nas big data maintain database interviewing techniques anti-virus ellucian banner sys admin network design monitoring tools legal support dns bilingual pr field work knowledge of community analytical support revenue cycle active directory regulatory requirements analysis of contract hazardous materials established procedures windows server 2003 administrative/clerical strong technical skills database management banner flsa medicare critical care dss meeting scheduling verbal communications skills disaster recovery cost analysis high school education dba programmer scripting language departmental procedures citrix public speaking physical therapy it systems mcdst redhat prepare reports incident management hcpcs data driven inquiry federal acquisition regulation technical specifications physiology vpn technical documentation rhce configuration management procedure development construction a+ certification scripting languages business process economic development rstp scheduling appointments ipad regulatory examination community agencies co-ordinator risk mitigation answering phones data gathering comptia security+ provide reports analyze data problem management system windows 7 online documentation supplier management needs assessments adult learning technical standards os iphone cms financial support management control radius business stakeholders talent development enterprise reporting openstack financial products tcp/ip erp applications l3 system development data center hospice microsoft project copying lan/wan greets load balancer data analytics datacenter facility management windows server 2008 soldering supervising external audiences service levels community services corporate finance perl electronic test equipment ssl management contracts cash transactions microsoft sql server as400 statistical analysis cpt-4 coding work schedules audio system enhancements vmware sensitive information virtualization r&d statistics apache shared services elearning annual budgets project plan operating systems cognos emr nginx computer hardware commercial operations aviation pci end user training travel arrangements netbackup microsoft certified it solutions document retention epc tracking expenses e learning hse switching dhcp timekeeping prototype centos bash acceptance testing bgp oracle database workstation child care sociology credentialing nursing interaction design budget formulation employee development survey design network protocols data privacy state regulations capacity planning bomgar system configuration program operations office management faa sales support lms mental health calendar management data modeling antivirus organizational structure tcl sms payroll processing contract administration medicine debugging sql databases hippa accounts receivables business requirement specification inbound marketing claims processing implementation project ami financial feasibility report writing etl information management maintaining files develop solutions service continuity professional engineer financial principles contract management operating budget sccm lotus notes internal customers network security oracle data guard french program delivery asp reimbursement requests checkpoint tcpdump windows xp osha email campaigns maintaining accurate records criminal justice remote desktop pace record management office logistics documenting answer phone calls network hardware urban planning smtp sec organisational development subcontractor adjudication lync tuning freebsd systems integration management consulting performance tuning avionics database monitoring solidworks ordering office supplies hris financial management informatica adobe acrobat clerical experience web technology linux server administration system support corporate initiatives therapy avaya coordinate projects delegate tasks postman cctv hr shared services file management mdm ordering research and compliance data warehouse translate requirements home health clerical support admissions personal protective equipment process improvements warehouse firewalls 60 wpm health information management typing skills ms-project staff development technology roadmap backup systems unix operational effectiveness circuits mpa keyboard skills workers compensation datasets safeguarding instructional design splunk genetics financial counseling tactical support executive office communications program on-boarding group policy system administration preparing spreadsheets rdbms market data analysis adobe operational excellence perl scripting postgres resource management financial policies external partners staff training environmental management technical writing performance appraisals it applications payroll administration data processing technical training delivery macos it support assembly statistical computation maintain customer relationships forklift safety procedures event coordination terraform data management ansys human resources management project manage ruby flash vendor relationships cpc ms project employment services file server functionality testing iis secretarial trello psychology release management transactional law procedure documentation document management myhr open source help desk comptia a+ pleadings hipaa quality assurance testing ms access electrical engineering network performance cis customer management office support risk assessments regulatory compliance drawings systems development security+ management analysis clinical practice marketing materials emea ccnp vlans patient care directing calls distribution lists tcp tomcat record-keeping financial results maintenance of equipment manual dexterity os installation scorm microsoft certified professional notary system design wan third party billing windows nt ansible statistical data analysis icd-10-cm provide data it strategy spelling job costing network administration help desk support anatomy curriculum

word2vecskills-mv2t0jpk.ipynb hardskills-1ne3t3jh.txt

Sandeep Kumar · Accepted Answer

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Reducing the number of key words in the text file by word2vec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re
",
    "import gensim 
",
    "from gensim.models import Word2Vec 
",
    "from nltk.corpus import stopwords "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#define a function to load and strip the text file using regex. 
",
    "def clean_sentence(sentence):
",
    "    sen=sentence.lower().strip()
",
    "    sen=re.sub(r'[^a-z0-9\s]','',sen)
",
    "    return re.sub(r'\s{2,}',' ',sen)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "file = open("hardskills.txt", "r").readlines()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2349"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(file) #last time I didn't check len of the file
",
    "          #suprised there are 2349 values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['budgeting\n',
",
       " 'cissp\n',
",
       " 'process management\n',
",
       " 'accounts payable\n',
",
       " 'positioning\n',
",
       " 'seo\n',
",
       " 'teaching\n',
",
       " 'presentations\n',
",
       " 'electrical\n',
",
       " 'reporting\n',
",
       " '10 key\n',
",
       " 'customer handling\n',
",
       " 'sql server\n',
",
       " 'clinical knowledge\n',
",
       " 'microsoft dynamics\n',
",
       " 'hotels\n',
",
       " 'hotel\n',
",
       " 'legal\n',
",
       " 'integrated communications\n',
",
       " 'publishing\n',
",
       " 'costing\n',
",
       " 'desktop support\n',
",
       " 'public administration\n',
",
       " 'sensitivity analysis\n',
",
       " 'capital spending\n',
",
       " 'project planning\n',
",
       " 'foreign exchange\n',
",
       " 'operating system\n',
",
       " 'scheduling\n',
",
       " 'architecture\n',
",
       " 'variances\n',
",
       " 'high-volume\n',
",
       " 'csc\n',
",
       " 'phone calls\n',
",
       " 'development activities\n',
",
       " 'proofread\n',
",
       " 'retail\n',
",
       " 'meet quality standards\n',
",
       " 'legislation\n',
",
       " 'regulatory\n',
",
       " 'test plans\n',
",
       " 'customer insights\n',
",
       " 'trade shows\n',
",
       " 'cpg\n',
",
       " 'balance sheet reconciliations\n',
",
       " 'reconcile bank accounts\n',
",
       " 'customer experience\n',
",
       " 'higher education\n',
",
       " 'project delivery\n',
",
       " 'itil certification\n',
",
       " 'business operations\n',
",
       " 'lighting\n',
",
       " 'database\n',
",
       " 'processing payments\n',
",
       " 'partnerships\n',
",
       " 'work streams\n',
",
       " 'invoicing\n',
",
       " 'strategic sales\n',
",
       " 'talent management\n',
",
       " 'financial reporting\n',
",
       " 'forecasts\n',
",
       " 'ifrs\n',
",
       " 'agile development\n',
",
       " 'budget development\n',
",
       " 'product features\n',
",
       " 'journalism\n',
",
       " 'develop business\n',
",
       " 'advertisement\n',
",
       " 'transactions\n',
",
       " 'sales and marketing\n',
",
       " 'product development\n',
",
       " 'annual budget process\n',
",
       " 'income tax return\n',
",
       " 'engagement\n',
",
       " 'education\n',
",
       " 'performance measures\n',
",
       " 'technical skills\n',
",
       " 'fluid\n',
",
       " 'project accounting\n',
",
       " 'management system\n',
",
       " 'strategy\n',
",
       " 'linux\n',
",
       " 'it governance\n',
",
       " 'market segment\n',
",
       " 'agile\n',
",
       " 'reconciliation\n',
",
       " 'variance analysis\n',
",
       " 'life cycle\n',
",
       " 'billing process\n',
",
       " 'contracts\n',
",
       " 'customer program\n',
",
       " 'analytics\n',
",
       " 'value proposition\n',
",
       " 'phone support\n',
",
       " 'bank reconciliations\n',
",
       " 'visio\n',
",
       " 'invoices\n',
",
       " 'safety\n',
",
       " 'recruiting\n',
",
       " 'budget\n',
",
       " 'distribution\n',
",
       " 'prospecting\n',
",
       " 'wins\n',
",
       " 'email support\n',
",
       " 'employee services\n',
",
       " 'account development\n',
",
       " 'strategic initiatives\n',
",
       " 'regulation\n',
",
       " 'autocad\n',
",
       " 'erp systems\n',
",
       " 'business intelligence\n',
",
       " 'technical requirements\n',
",
       " 'certificate of achievement\n',
",
       " 'oncology\n',
",
       " 'in-services\n',
",
       " 'capital expenditure\n',
",
       " 'entrepreneurship\n',
",
       " 'customer retention\n',
",
       " 'company credit cards\n',
",
       " 'support documentation\n',
",
       " 'digital content\n',
",
       " 'negotiation skills\n',
",
       " 'company standards\n',
",
       " 'chinese\n',
",
       " 'revenue recognition\n',
",
       " 'mobile solutions\n',
",
       " 'online marketing strategy\n',
",
       " 'web application\n',
",
       " 'portuguese\n',
",
       " 'product launches\n',
",
       " 'strategic customer success\n',
",
       " 'usability\n',
",
       " 'outside sales\n',
",
       " 'hyperion experience\n',
",
       " 'client relationships\n',
",
       " 'mid-market\n',
",
       " 'digital advertising\n',
",
       " 'accounting systems\n',
",
       " 'quality control\n',
",
       " 'smb\n',
",
       " 'military\n',
",
       " 'performance standards\n',
",
       " 'performance metrics\n',
",
       " 'excel\n',
",
       " 'presales\n',
",
       " 'analytical\n',
",
       " 'administrative support\n',
",
       " 'category sales\n',
",
       " 'pivot tables\n',
",
       " 'service orientation\n',
",
       " 'key account management\n',
",
       " 'accounts receivable\n',
",
       " 'food safety\n',
",
       " 'customer service -\n',
",
       " 'professional accounting\n',
",
       " 'revenue growth\n',
",
       " 'insurance claims\n',
",
       " 'quality management\n',
",
       " 'information systems\n',
",
       " 'msd\n',
",
       " 'computer science\n',
",
       " 'jira\n',
",
       " 'accounting processes\n',
",
       " 'network management\n',
",
       " 'publication\n',
",
       " 'research methods\n',
",
       " 'ibm\n',
",
       " 'business administration\n',
",
       " 'video\n',
",
       " 'retention\n',
",
       " 'enterprise software\n',
",
       " 'business applications\n',
",
       " 'telecommunications\n',
",
       " 'plan events\n',
",
       " 'business issues\n',
",
       " 'hospital\n',
",
       " 'peoplesoft financials\n',
",
       " 'commercial development\n',
",
       " 'strategy and planning\n',
",
       " 'editing\n',
",
       " 'sales channel\n',
",
       " 'financial analysis\n',
",
       " 'banking\n',
",
       " 'sox\n',
",
       " 'middleware\n',
",
       " 'tv\n',
",
       " 'water treatment\n',
",
       " 'concierge\n',
",
       " 'online advertising\n',
",
       " 'petrochemical\n',
",
       " 'cisco collaboration\n',
",
       " 'standard operating procedures\n',
",
       " 'field sales\n',
",
       " 'installation\n',
",
       " 'ecommerce\n',
",
       " 'consumer banking\n',
",
       " 'brand\n',
",
       " 'osp\n',
",
       " 'statutory\n',
",
       " 'tax laws\n',
",
       " 'management reporting\n',
",
       " 'financial information\n',
",
       " 'european market\n',
",
       " 'key performance indicators\n',
",
       " 'inventory\n',
",
       " 'change management\n',
",
       " 'follow-up\n',
",
       " 'technical guidance\n',
",
       " 'business plans\n',
",
       " 'industry trends\n',
",
       " 'regional alliance\n',
",
       " 'c\n',
",
       " 'customer service\n',
",
       " 'erp system\n',
",
       " 'gap analysis\n',
",
       " 'audit\n',
",
       " 'voip\n',
",
       " 'federal regulations\n',
",
       " 'feasibility studies\n',
",
       " 'market strategy\n',
",
       " 'cma\n',
",
       " 'financial service\n',
",
       " 'disbursement\n',
",
       " 'business integration\n',
",
       " 'status reports\n',
",
       " 'forecasting\n',
",
       " 'financial reports\n',
",
       " 'quickbooks\n',
",
       " 'microsoft excel\n',
",
       " 'mutual fund\n',
",
       " 'lean\n',
",
       " 'program management\n',
",
       " 'information security\n',
",
       " 'compliance audits\n',
",
       " 'business management\n',
",
       " 'market growth\n',
",
       " 'segmentation\n',
",
       " 'policies\n',
",
       " 'digital media\n',
",
       " 'resource allocation\n',
",
       " 'social media\n',
",
       " 'immigration\n',
",
       " 'backbone\n',
",
       " 'sql\n',
",
       " 'scripting\n',
",
       " 'windows\n',
",
       " 'balance sheet\n',
",
       " 'compliance\n',
",
       " 'cash management\n',
",
       " 'business analysis\n',
",
       " 'customer support\n',
",
       " 'inventory management\n',
",
       " 'presentation\n',
",
       " 'software design\n',
",
       " 'technical knowledge\n',
",
       " 'storytelling\n',
",
       " 'financial performance\n',
",
       " 'basic office equipment\n',
",
       " 'campaigns\n',
",
       " 'coaching\n',
",
       " 'annual budget\n',
",
       " 'internal audit\n',
",
       " 'migration\n',
",
       " 'outbound calls\n',
",
       " 'rfi\n',
",
       " 'saas\n',
",
       " 'tax compliance\n',
",
       " 'managing clients\n',
",
       " 'banking experience\n',
",
       " 'internship\n',
",
       " 'telecom\n',
",
       " 'proposal\n',
",
       " 'strong organisational skills\n',
",
       " 'vlookup\n',
",
       " 'contract documentation\n',
",

Reduce the number of keywords and phrases from the file named hard_skills.txt. The goal here is try to reduce them to minimal numbers, right now there are too many and most are irrelevant and...

Answer To: Reduce the number of keywords and phrases from the file named hard_skills.txt. The goal here is try...

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