text: 
  #!/usr/bin/env python
  # -*- coding: UTF-8 -*-
  
  # pylint:disable=bad-whitespace
  # pylint:disable=line-too-long
  # pylint:disable=too-many-lines
  # pylint:disable=invalid-name
  
  # #########################################################
  #
  #       ************** !! WARNING !! ***************
  #       ******* THIS FILE WAS AUTO-GENERATED *******
  #       ********* DO NOT MODIFY THIS FILE **********
  #
  # #########################################################
  
  
  the_parents_dict = {
      '4g network': ['mobile network'],
      '51% attack': ['security flaw'],
      '5g network': ['mobile network'],
      'abap for sap hana 2.0': ['sap certified development specialist'],
      'abap with sap netweaver 7.40': ['sap certified development associate'],
      'abap with sap netweaver 7.50': ['sap certified development associate'],
      'abbvie': ['pharmaceutical company'],
      'abbvie inc.': ['pharmaceutical company'],
      'abstract algebra': ['algebra'],
      'acceptance test': ['test', 'testing'],
      'acceptance testing': ['test', 'testing'],
      'accepting feedback': ['teamwork'],
      'access': ['activity'],
      'access attempt': ['access'],
      'access control': ['security'],
      'access failure': ['access', 'equipment failure'],
      'access manager': ['security'],
      'accessibility': ['design pattern'],
      'account': ['entity'],
      'account architect': ['architect'],
      'account team': ['team'],
      'accountability': ['soft skill'],
      'accountant': ['financial skill'],
      'accounting': ['financial skill'],
      'accounts payable': ['legal document'],
      'accumulo': ['apache software', 'nosql'],
      'accurately': ['customer oriented'],
      'ace insurance': ['insurance company'],
      'activation training': ['training'],
      'active directory': ['software'],
      'activemq': ['message queue', 'messaging'],
      'activity': ['root'],
      'activity diagram': ['architectural work product'],
      'activity provenance': ['activity', 'provenance'],
      'activity report': ['report'],
      'adabas': ['database'],
      'adaboost': ['tree ensemble'],
      'adaptability': ['critical thinking'],
      'administrative role': ['individual role'],
      'administrative services': ['industry'],
      'ado.net': ['net framework'],
      'adobe': ['company'],
      'adobe 3d reviewer': ['adobe'],
      'adobe acrobat': ['adobe'],
      'adobe acrobat 3d': ['adobe acrobat'],
      'adobe acrobat connect': ['adobe acrobat'],
      'adobe acrobat inproduction': ['adobe acrobat'],
      'adobe acrobat reader dc': ['adobe acrobat'],
      'adobe acrobat version history': ['adobe acrobat'],
      'adobe acrobat x': ['adobe acrobat'],
      'adobe after effects': ['adobe'],
      'adobe air': ['adobe'],
      'adobe analytics': ['adobe'],
      'adobe animate': ['adobe'],
      'adobe apollo': ['adobe'],
      'adobe atmosphere': ['adobe'],
      'adobe audience manager': ['adobe'],
      'adobe audition': ['adobe'],
      'adobe authorware': ['adobe'],
      'adobe blazeds': ['adobe'],
      'adobe brackets': ['adobe'],
      'adobe bridge': ['adobe'],
      'adobe browserlab': ['adobe'],
      'adobe buzzword': ['adobe'],
      'adobe camera raw': ['adobe'],
      'adobe campaign': ['adobe'],
      'adobe captivate': ['adobe'],
      'adobe capture cc': ['adobe'],
      'adobe character animator': ['adobe'],
      'adobe coldfusion': ['adobe'],
      'adobe coldfusion 2016 updates': ['adobe coldfusion'],
      'adobe coldfusion 2018 updates': ['adobe coldfusion'],
      'adobe coldfusion builder': ['adobe coldfusion'],
      'adobe color': ['adobe'],
      'adobe comp cc': ['adobe'],
      'adobe connect': ['adobe'],
      'adobe content server': ['adobe'],
      'adobe content viewer': ['adobe'],
      'adobe contribute': ['adobe'],
      'adobe creative cloud': ['adobe'],
      'adobe creative suite': ['adobe'],
      'adobe creative suite 4': ['adobe creative suite'],
      'adobe creativesync': ['adobe'],
      'adobe cs live': ['adobe'],
      'adobe device central': ['adobe'],
      'adobe digital editions': ['adobe'],
      'adobe dimension': ['adobe'],
      'adobe director': ['adobe'],
      'adobe displaytalk': ['adobe'],
      'adobe distiller': ['adobe'],
      'adobe dng converter': ['adobe'],
      'adobe document cloud': ['adobe'],
      'adobe dreamweaver': ['adobe'],
      'adobe dynamic link': ['adobe'],
      'adobe edge': ['adobe'],
      'adobe edge animate': ['adobe'],
      'adobe edge code': ['adobe'],
      'adobe edge reflow': ['adobe'],
      'adobe elearning suite': ['adobe'],
      'adobe encore': ['adobe'],
      'adobe experience design': ['adobe'],
      'adobe experience manager': ['adobe'],
      'adobe extension manager': ['adobe'],
      'adobe extension toolkit': ['adobe'],
      'adobe fdk': ['adobe'],
      'adobe fireworks': ['adobe'],
      'adobe flash': ['adobe'],
      'adobe flash builder': ['adobe flash'],
      'adobe flash catalyst': ['adobe flash'],
      'adobe flash lite': ['adobe flash'],
      'adobe flash media live encoder': ['adobe flash'],
      'adobe flash media server': ['adobe flash'],
      'adobe flash player': ['adobe flash'],
      'adobe flash professional': ['adobe flash'],
      'adobe flash video': ['adobe flash'],
      'adobe flex': ['adobe'],
      'adobe flex builder': ['adobe'],
      'adobe font development kit for opentype': ['adobe'],
      'adobe font folio': ['adobe'],
      'adobe fonts': ['adobe'],
      'adobe framemaker': ['adobe'],
      'adobe freehand': ['adobe'],
      'adobe fresco': ['adobe'],
      'adobe fuse cc': ['adobe'],
      'adobe golive': ['adobe'],
      'adobe homesite': ['adobe'],
      'adobe illustrator': ['adobe'],
      'adobe illustrator artwork': ['adobe illustrator'],
      'adobe illustrator cs2': ['adobe illustrator'],
      'adobe illustrator draw': ['adobe illustrator'],
      'adobe imageready': ['adobe'],
      'adobe imagestyler': ['adobe'],
      'adobe incopy': ['adobe'],
      'adobe indesign': ['adobe'],
      'adobe integrated runtime': ['adobe'],
      'adobe javascript language': ['adobe'],
      'adobe jenson': ['adobe'],
      'adobe jrun': ['adobe'],
      'adobe lasertalk': ['adobe'],
      'adobe leanprint': ['adobe'],
      'adobe lightroom': ['adobe'],
      'adobe livecycle': ['adobe'],
      'adobe livecycle forms': ['adobe livecycle'],
      'adobe livecycle reader extensions': ['adobe livecycle'],
      'adobe livemotion': ['adobe'],
      'adobe marketing cloud': ['adobe'],
      'adobe max': ['adobe'],
      'adobe media': ['adobe'],
      'adobe media encoder': ['adobe media'],
      'adobe media optimizer': ['adobe media'],
      'adobe media player': ['adobe media'],
      'adobe muse': ['adobe'],
      'adobe onlocation': ['adobe'],
      'adobe originals': ['adobe'],
      'adobe output designer': ['adobe'],
      'adobe ovation': ['adobe'],
      'adobe pagemaker': ['adobe'],
      'adobe pagemill': ['adobe'],
      'adobe pdf': ['adobe'],
      'adobe pdf jobready': ['adobe'],
      'adobe pdf library': ['adobe'],
      'adobe persuasion': ['adobe'],
      'adobe photodeluxe': ['adobe'],
      'adobe photoshop': ['adobe'],
      'adobe photoshop album': ['adobe photoshop'],
      'adobe photoshop elements': ['adobe photoshop'],
      'adobe photoshop express': ['adobe photoshop'],
      'adobe photoshop fix': ['adobe photoshop'],
      'adobe photoshop lightroom': ['adobe photoshop'],
      'adobe photoshop mix': ['adobe photoshop'],
      'adobe photoshop sketch': ['adobe photoshop'],
      'adobe photoshop version history': ['adobe photoshop'],
      'adobe pixel bender': ['adobe'],
      'adobe portable document': ['adobe'],
      'adobe portfolio': ['adobe'],
      'adobe postscript': ['adobe'],
      'adobe prelude': ['adobe'],
      'adobe premiere': ['adobe'],
      'adobe premiere clip': ['adobe premiere'],
      'adobe premiere elements': ['adobe premiere'],
      'adobe premiere express': ['adobe premiere'],
      'adobe premiere pro': ['adobe premiere'],
      'adobe premiere rush': ['adobe premiere'],
      'adobe presenter': ['adobe'],
      'adobe presenter video express': ['adobe presenter'],
      'adobe pressready': ['adobe'],
      'adobe presswise': ['adobe'],
      'adobe preview cc': ['adobe'],
      'adobe primetime': ['adobe'],
      'adobe professional pro': ['adobe'],
      'adobe ps': ['adobe'],
      'adobe reader': ['adobe'],
      'adobe rgb': ['adobe'],
      'adobe rgb 1998': ['adobe rgb'],
      'adobe rgb color space': ['adobe rgb'],
      'adobe robohelp': ['adobe'],
      'adobe scout': ['adobe'],
      'adobe shockwave': ['adobe'],
      'adobe shockwave player': ['adobe shockwave'],
      'adobe sign': ['adobe'],
      'adobe social': ['adobe'],
      'adobe solutions network': ['adobe'],
      'adobe soundbooth': ['adobe'],
      'adobe source libraries': ['adobe'],
      'adobe spark': ['adobe'],
      'adobe spark page': ['adobe spark'],
      'adobe spark post': ['adobe spark'],
      'adobe spark video': ['adobe spark'],
      'adobe speedgrade': ['adobe'],
      'adobe standard encoding': ['adobe'],
      'adobe stock': ['adobe'],
      'adobe stock photos': ['adobe stock'],
      'adobe story': ['adobe'],
      'adobe story cc plus': ['adobe story'],
      'adobe streamline': ['adobe'],
      'adobe swc file': ['adobe'],
      'adobe target': ['adobe'],
      'adobe technical communication suite': ['adobe'],
      'adobe type': ['adobe'],
      'adobe type manager': ['adobe type'],
      'adobe ultra': ['adobe'],
      'adobe visual communicator': ['adobe'],
      'adobe voco': ['adobe'],
      'adobe xd': ['adobe'],
      'adobe xml forms architecture': ['adobe'],
      'advanced analytics': ['analytics'],
      'advanced identity manager': ['security product'],
      'aecom': ['company'],
      'aesthetics': ['design pattern'],
      'age': ['state'],
      'agent': ['root'],
      'agglomerative clustering': ['hierarchical clustering'],
      'agile': ['software methodology'],
      'agile artifact': ['artifact'],
      'agile software development': ['software methodology'],
      'agricultural': ['industry'],
      'agricultural industry': ['industry'],
      'ai': ['cognitive skill', 'statistical algorithm'],
      'aicure': ['company'],
      'air canada': ['company'],
      'airavata': ['apache software'],
      'airtel africa': ['company'],
      'aix': ['mainframe operating system', 'system', 'unix'],
      'aix 5.2': ['aix'],
      'aix 5.2 workload': ['aix 5.2'],
      'aix 5.2 workload partitions': ['aix 5.2'],
      'aix 5.2 workload partitions for aix 7': ['aix 5.2'],
      'aix 5.3': ['aix'],
      'aix 5.3 workload': ['aix 5.3'],
      'aix 5.3 workload partitions': ['aix 5.3'],
      'aix 5.3 workload partitions for aix 7': ['aix 5.3'],
      'aix certification': ['ibm certification'],
      'aix certified associate': ['aix certification'],
      'aix certified system administrator': ['aix certification'],
      'ajax': ['programming language'],
      'algebra': ['math skill'],
      'algo': ['software'],
      'algo opvar': ['algo'],
      'algo strategic': ['algo'],
      'algo strategic business planning': ['algo strategic'],
      'algorithm': ['artifact'],
      'algorithm analysis': ['programming skill'],
      'algorithm design': ['programming skill'],
      'algorithmic': ['artifact'],
      'aliababa certification': ['certification'],
      'alibaba': ['company'],
      'alibaba big data associate': ['alibaba big data certification'],
      'alibaba big data certification': ['aliababa certification'],
      'alibaba big data expert': ['alibaba big data certification'],
      'alibaba big data professional': ['alibaba big data certification'],
      'alibaba cloud certification associate': [   'alibaba cloud computing '
                                                   'certification'],
      'alibaba cloud certification expert': ['aliababa certification'],
      'alibaba cloud certification professional': ['aliababa certification'],
      'alibaba cloud computing associate': [   'alibaba cloud computing '
                                               'certification'],
      'alibaba cloud computing certification': ['aliababa certification'],
      'alibaba cloud computing expert': ['alibaba cloud computing certification'],
      'alibaba cloud computing professional': [   'alibaba cloud computing '
                                                  'certification'],
      'alibaba cloud security associate': ['alibaba security certification'],
      'alibaba cloud security expert': ['alibaba security certification'],
      'alibaba cloud security professional': ['alibaba security certification'],
      'alibaba security certification': ['aliababa certification'],
      'alignment': ['activity'],
      'allegrograph': ['triple store'],
      'alliance': ['business skill', 'soft skill'],
      'allianz': ['company'],
      'alloy': ['software'],
      'alloy by ibm': ['alloy'],
      'alloy by ibm and sap': ['alloy'],
      'allura': ['apache software'],
      'almirall': ['pharmaceutical company'],
      'alpine linux': ['linux'],
      'altcoin': ['cryptocurrency'],
      'amazon': ['company'],
      'amazon machine image': ['virtual appliance'],
      'amazon neptune': ['graph database'],
      'amazon web services': ['cloud computing platform'],
      'ambari': ['apache software'],
      'american express': ['company'],
      'american multinational biopharmaceutical company': [   'pharmaceutical '
                                                              'company'],
      'american multinational chemical corporation': ['pharmaceutical company'],
      'american publicly traded biopharmaceutical company': [   'pharmaceutical '
                                                                'company'],
      'ameriprise': ['company'],
      'amex': ['company'],
      'amgen': ['pharmaceutical company'],
      'amro': ['company'],
      'analysis and design': ['domain skill', 'skill'],
      'analysis document': ['artifact'],
      'analysis skill': ['skill'],
      'analyst': ['technical role'],
      'analytical activity': ['activity'],
      'analytical chemistry': ['chemistry'],
      'analytical skill': ['skill'],
      'analytics': ['analysis skill', 'data skill', 'database function'],
      'analytics asset': ['asset'],
      'android': ['mobile operating system'],
      'android mobile device': ['mobile device'],
      'angularjs': ['technical framework'],
      'annotation': ['artifact'],
      'ansible': [   'configuration management software',
                     'declarative language',
                     'orchestration framework'],
      'ant': ['apache software'],
      'antergos linux': ['arch linux'],
      'anthropology': ['educational field'],
      'anthropology course': ['educational field'],
      'antivirus software': ['software'],
      'antlr': ['compiler'],
      'anzo graph': ['triple store'],
      'apache': ['open source software'],
      'apache cassandra': ['apache software', 'nosql'],
      'apache license': ['license'],
      'apache software': ['open source software'],
      'apache software foundation': [   'non profit company',
                                        'open source software'],
      'apache spark': ['python'],
      'api': ['interface'],
      'api management': ['api'],
      'apmm': ['company'],
      'apple': ['company'],
      'apple mobile device': ['mobile device'],
      'application administrator': ['administrative services'],
      'application architect': ['architect'],
      'application architecture': ['architecture'],
      'application centric infrastructure': ['infrastructure'],
      'application developer': ['developer'],
      'application framework': ['framework'],
      'application layer protocol': ['protocol'],
      'application lifecycle management': ['lifecycle management'],
      'application manager': ['software'],
      'application manager for smart business': ['application manager'],
      'application migration; migrate applications': ['migration'],
      'application performance': ['software'],
      'application performance analyzer': ['application performance'],
      'application performance analyzer for z/os': ['application performance'],
      'application recovery': ['software'],
      'application recovery tool': ['application recovery'],
      'application recovery tool for ims': ['application recovery'],
      'application recovery tool for ims and db2': ['application recovery'],
      'application recovery tool for ims and db2 databases': [   'application '
                                                                 'recovery'],
      'application server': ['software'],
      'application support facility': ['software'],
      'application time': ['software'],
      'application time facility': ['application time'],
      'application time facility for z/os': ['application time'],
      'application virtualization': ['virtualization'],
      'application workload modeler': ['software'],
      'appraisal': ['document'],
      'appreciation': ['positive emotion'],
      'approval': ['activity'],
      'approved scanning vendors': ['pci certification'],
      'apps modernization': ['legacy modernization'],
      'arch linux': ['linux'],
      'archaeology': ['educational field'],
      'architect': ['technical role'],
      'architectural pattern': ['pattern'],
      'architectural work product': ['work product'],
      'architecture': ['entity'],
      'archive': ['backup'],
      'archive manager for z/vm': ['software'],
      'argument': ['conversation'],
      'ariba integration': ['sap certified application associate'],
      'arizona state': ['company'],
      'arla': ['company'],
      'arrangodb': ['multi modal database'],
      'art director': ['designer'],
      'art history': ['history'],
      'artifact': ['entity'],
      'artificial intelligence': ['cognitive skill', 'statistical algorithm'],
      'artificial neural network': ['neural network'],
      'artist': ['designer'],
      'artistic aptitude': ['critical thinking'],
      'as/400': ['operating system'],
      'asic': ['integrated circuit'],
      'asic mining protocol': ['mining protocol'],
      'asp': ['web application framework'],
      'asp.net mvc': ['asp'],
      'asp.net web forms': ['asp'],
      'assembly': ['low level language'],
      'assertiveness': ['job specific soft skills'],
      'assessment': ['activity'],
      'assessment workshop': ['assessment', 'workshop'],
      'asset': ['artifact'],
      'asset management': ['management'],
      'asset management analyst': ['analyst', 'manager'],
      'asset optimization': ['optimization'],
      'assistant': ['professional role'],
      'associate android developer certification': ['google certification'],
      'associate cloud engineer certification': ['google cloud certification'],
      'associates degree': ['degree'],
      'assurance': ['technical role'],
      'astellas': ['company', 'takeda pharmaceutical company'],
      'astellas pharma': ['takeda pharmaceutical company'],
      'astra linux': ['russian linux'],
      'astrazeneca': ['company', 'pharmaceutical company'],
      'astrobiology': ['astronomy', 'biology', 'geology'],
      'astronomy': ['scientific skill'],
      'astrophysics': ['astronomy', 'physics'],
      'asv certification': ['pci certification'],
      'asynchronous transfer mode': ['network protocol'],
      'atlas ediscovery': ['software'],
      'atlas ediscovery process': ['atlas ediscovery'],
      'atlas ediscovery process management': ['atlas ediscovery'],
      'atlassian': ['company'],
      'attentiveness': ['work ethic'],
      'audio configuration': ['media configuration'],
      'audit': ['activity'],
      'audit and control': ['audit'],
      'audit readiness': ['audit'],
      'audit skill': ['domain skill'],
      'aurora': ['apache software'],
      'australia bank': ['company'],
      'austrian school': ['economics'],
      'authentication': ['activity'],
      'authorization': ['activity'],
      'authorization code': ['artifact'],
      'authorization security': ['security'],
      'autocad': ['software'],
      'autoencoder': ['dimension reduction model', 'nueral networks'],
      'automated provisioning': ['provisioning'],
      'automation': ['activity'],
      'automotive': ['industry'],
      'automotive industry': ['industry'],
      'autoregressive integrated moving average': ['time series'],
      'autoregressive moving average': ['time series'],
      'availability': ['state'],
      'avis': ['company'],
      'award': ['artifact'],
      'awareness': ['behavior'],
      'awareness training': ['training'],
      'awk': ['programming language'],
      'aws': ['cloud computing platform'],
      'aws certification': ['certification'],
      'aws certified advanced networking': ['aws certification'],
      'aws certified alexa skill builder': ['aws certification'],
      'aws certified big data': ['aws certification'],
      'aws certified cloud practitioner': ['aws certification'],
      'aws certified developer': ['aws certification'],
      'aws certified devops engineer': ['aws certification'],
      'aws certified machine learning': ['aws certification'],
      'aws certified security': ['aws certification'],
      'aws certified solutions architect': ['aws certification'],
      'aws certified sysops administrator': ['aws certification'],
      'aws cli': ['cli'],
      'aws cloud monitoring': ['aws'],
      'aws cloudtrail': ['aws'],
      'aws cognito': ['aws'],
      'aws dynamodb': ['aws'],
      'aws ec2': ['aws'],
      'aws elastic beanstalk': ['aws'],
      'aws elemental': ['aws'],
      'aws govcloud': ['aws'],
      'aws lambda': ['aws'],
      'aws s3': ['aws'],
      'aws stats': ['aws'],
      'axa tech': ['company'],
      'axelos': ['company'],
      'azure administrator associate': ['azure certification'],
      'azure ai engineer associate': ['azure certification'],
      'azure certification': ['microsoft certification'],
      'azure data engineer associate': ['azure certification'],
      'azure data scientist associate': ['azure certification'],
      'azure developer': ['cloud developer'],
      'azure developer associate': ['azure certification'],
      'azure devops engineer expert': ['azure certification'],
      'azure media service': ['streaming service'],
      'azure security engineer associate': ['azure certification'],
      'azure solutions architect expert': ['azure certification'],
      'bachelor of arts': ['bachelors degree'],
      'bachelor of business': ['bachelors degree'],
      'bachelor of computer science': ['bachelors degree'],
      'bachelor of engineering': ['bachelors degree'],
      'bachelor of science': ['bachelors degree'],
      'bachelor of technology': ['bachelors degree'],
      'bachelors degree': ['undergraduate degree'],
      'back end': ['software component'],
      'backend': ['software component'],
      'backup': ['activity'],
      'backup and restore': ['software'],
      'backup and restore manager': ['backup and restore'],
      'backup and restore manager for z/vm': ['backup and restore'],
      'backup as a service': ['cloud computing platform'],
      'backward elimination': ['incremental selection model'],
      'backward stepwise selection ': ['incremental selection model'],
      'bad process': ['process'],
      'bad quality': ['quality'],
      'badge': ['award'],
      'bandwidth': ['capacity'],
      'bank': ['financial'],
      'bank of america': ['company'],
      'banking and financial': ['software'],
      'banking and financial markets data warehouse': ['banking and financial'],
      'banking process and service': ['software'],
      'banking process and service models': ['banking process and service'],
      'barclays': ['company'],
      'base programming credentials': [   'programming skill',
                                          'sas foundation certification'],
      'basf': ['dow chemical company'],
      'bash': ['shell script'],
      'batch job': ['software'],
      'batch optimization': ['optimization skill'],
      'battery': ['electrical device'],
      'bau staffing plan': ['staffing plan'],
      'bayer': ['hikma pharmaceuticals'],
      'bayesian linear regression': ['linear regression'],
      'bayesian network': ['graphical model'],
      'beam': ['apache software'],
      'behavior': ['state'],
      'behavioral economics': ['economics'],
      'bell canada': ['company'],
      'benchmark': ['measurement'],
      'benefit': ['situation'],
      'benefit pay': ['financial benefit', 'organizational pay'],
      'bernoulli naïve bayes': ['naive bayes classifier'],
      'bes': ['server'],
      'bezel': ['physical artifact'],
      'bharti': ['company'],
      'bi reporting': ['mcsa certification'],
      'bias': ['behavior'],
      'bid strategy': ['strategic skill'],
      'big data': ['data'],
      'binary classifier': ['classification model'],
      'biochemistry': ['chemistry', 'geology'],
      'bioinformatics': ['computational biology'],
      'biological anthropology': ['anthropology', 'biology'],
      'biological science': ['scientific skill'],
      'biology': ['scientific skill'],
      'biometrics': ['security product'],
      'biopharmaceutical': ['pharmaceutical'],
      'biophysics': ['biology', 'physics'],
      'biostatistics': ['biology', 'statistics'],
      'biotech': ['computational biology'],
      'biotechnology': ['computational biology'],
      'bipolar function transistor': ['transistor'],
      'bitcoin': ['cryptocurrency'],
      'bitcoin mining': ['data mining'],
      'bitmain': ['blockchain company'],
      'biztalk': ['integration platform'],
      'blackberry': ['mobile device'],
      'blackberry enterprise server': ['server'],
      'blackberry mobile device': ['mobile device'],
      'blackboard inc': ['company'],
      'blade': ['server'],
      'blade server': ['server'],
      'blame culture': ['team culture', 'work culture'],
      'blockchain': ['standard'],
      'blockchain block': ['data'],
      'blockchain company': ['company'],
      'blockchain framework': ['framework'],
      'blockchain infrastructure': ['infrastructure'],
      'blockchain project': ['project'],
      'bluemix': ['cloud provider'],
      'bluemix nlc': ['natural language classification'],
      'boehringer ingelheim': ['pharmaceutical company'],
      'bombardier': ['company'],
      'bonus': ['organizational pay'],
      'bonus pay': ['organizational pay'],
      'bootcamp': ['workshop'],
      'booting': ['activity'],
      'bourne': ['shell script'],
      'bp2i': ['company'],
      'bpel': ['workflow language'],
      'bpm': ['industry standard'],
      'bpm advanced pattern': ['software'],
      'bpm advanced pattern on red hat enterprise linux': [   'bpm advanced '
                                                              'pattern'],
      'bpm advanced pattern on red hat enterprise linux server': [   'bpm '
                                                                     'advanced '
                                                                     'pattern'],
      'branch transformation': ['software'],
      'branch transformation toolkit': ['branch transformation'],
      'branch transformation toolkit for websphere': ['branch transformation'],
      'branch transformation toolkit for websphere studio': [   'branch '
                                                                'transformation'],
      'brand': ['entity'],
      'brand client representative': ['brand role', 'client role'],
      'brand management': ['brand role'],
      'brand role': ['professional role'],
      'brand specialist': ['brand role'],
      'brava!': ['software'],
      'brava! enterprise': ['brava!'],
      'brava! enterprise viewer': ['brava! enterprise'],
      'brava! enterprise viewer for ibm': ['brava! enterprise'],
      'brava! enterprise viewer for ibm tririga': ['brava! enterprise'],
      'breeze for sclm': ['software'],
      'breeze for sclm for z/os': ['breeze for sclm'],
      'bristol-myers squibb': ['takeda pharmaceutical company'],
      'bristol-myers squibb (bms)': ['takeda pharmaceutical company'],
      'british-swedish multinational pharmaceutical': ['pharmaceutical company'],
      'broadband network': ['network'],
      'bsd license': ['license'],
      'budget': ['financial skill'],
      'build automation': ['automation'],
      'bullying': ['behavior'],
      'business advisor': ['business skill'],
      'business analysis skill': ['analysis skill', 'business skill'],
      'business analyst': ['analyst', 'business skill'],
      'business case': ['document'],
      'business conduct guideline': ['ethical guideline'],
      'business continuity': ['continuity'],
      'business dashboard': ['artifact'],
      'business development': ['business skill'],
      'business development executive': ['executive'],
      'business entity': ['root'],
      'business ethics': ['job specific soft skills', 'work ethic'],
      'business foundation & integration with sap erp 6.07': [   'sap certified '
                                                                 'application '
                                                                 'associate'],
      'business framework': ['framework'],
      'business information management specialist': ['business specialist'],
      'business intelligence': ['capability'],
      'business intelligence with sap bw 7.4 & sap bi 4.1': [   'sap certified '
                                                                'application '
                                                                'associate'],
      'business lead': ['leadership role'],
      'business leader': ['leadership role'],
      'business logic': ['requirement'],
      'business methodology': ['methodology'],
      'business model': ['model'],
      'business monitor for z/os': ['software'],
      'business network': ['business framework'],
      'business operations specialist': ['business specialist'],
      'business opportunity': ['opportunity'],
      'business pitch': ['business skill'],
      'business process': ['artifact'],
      'business process integration with sap s/4hana 1610': [   'sap certified '
                                                                'application '
                                                                'associate'],
      'business process integration with sap s/4hana 1709': [   'sap certified '
                                                                'application '
                                                                'associate'],
      'business process manager': ['software'],
      'business process manager advanced': ['business process manager'],
      'business process manager advanced for z/os': ['business process manager'],
      'business process manager express': ['business process manager'],
      'business process manager industry': ['business process manager'],
      'business process manager industry packs': ['business process manager'],
      'business process manager standard': ['business process manager'],
      'business process manager tools': ['business process manager'],
      'business process manager tools and add-ons': ['business process manager'],
      'business program manager': ['business skill', 'program manager'],
      'business requirement': ['requirement'],
      'business role': ['individual role'],
      'business rules for z/os': ['software'],
      'business skill': ['skill'],
      'business software': ['software'],
      'business specialist': ['business skill'],
      'business stakeholder': ['stakeholder'],
      'business storytelling': ['job specific soft skills'],
      'business terminology': ['terminology'],
      'business trend awareness': ['job specific soft skills'],
      'business value statement': ['proposal'],
      'busybox': ['embedded linux'],
      'c for vm/esa': ['software'],
      'c language': ['programming language'],
      'c plus plus': ['programming language'],
      'c sharp': ['programming language'],
      'c#': ['programming language'],
      'c4.5': ['decision tree'],
      'ca state': ['company'],
      'caching proxy': ['forward proxy'],
      'cafeteria': ['incidental benefit'],
      'calculus': ['math skill', 'physics'],
      'call management system': ['support'],
      'call monitoring': ['monitoring'],
      'camel': ['apache software'],
      'cameyo': ['application virtualization', 'software as a service'],
      'campus': ['physical location'],
      'cams': ['methodology'],
      'canada bank': ['company'],
      'candidate pool': ['collection'],
      'cap certification': ['isc certification'],
      'capability': ['state'],
      'capability maturity model': ['business model'],
      'capacity': ['state'],
      'capacity management professional': ['capacity skill'],
      'capacity plan': ['plan'],
      'capacity skill': ['configuration management'],
      'capital asset': ['physical property'],
      'career conversation': ['conversation'],
      'career growth': ['growth'],
      'carlsberg': ['company'],
      'carphone warehouse': ['company'],
      'carrefour': ['company'],
      'cart': ['decision tree'],
      'casandra': ['nosql'],
      'case manager': ['software'],
      'case study': ['document'],
      'categorical mixture model': ['mixture model'],
      'category theory': ['math skill'],
      'caterpillar': ['company'],
      'ccda': ['cisco design track'],
      'ccde': ['cisco design track'],
      'ccdp': ['cisco design track'],
      'ccent': ['cisco routing certification'],
      'ccie collaboration certification': ['cisco collaboration certification'],
      'ccie data center': ['cisco data center certification'],
      'ccie routing and switching': ['cisco routing certification'],
      'ccie security': ['cisco security certification'],
      'ccie service provider': ['cisco service provider certification'],
      'ccie wireless': ['cisco wireless certification'],
      'ccna cloud certification': ['cisco cloud certification'],
      'ccna collaboration certification': ['cisco collaboration certification'],
      'ccna cyber ops': ['cisco security certification'],
      'ccna data center certification': ['cisco data center certification'],
      'ccna industrial': ['cisco industrial certification'],
      'ccna routing and switching': ['cisco routing certification'],
      'ccna security': ['cisco security certification'],
      'ccna service provider': ['cisco service provider certification'],
      'ccna wireless': ['cisco wireless certification'],
      'ccnp cloud certification': ['cisco cloud certification'],
      'ccnp collaboration certification': ['cisco collaboration certification'],
      'ccnp data center': ['cisco data center certification'],
      'ccnp routing and switching': ['cisco routing certification'],
      'ccnp security': ['cisco security certification'],
      'ccnp service provider': ['cisco service provider certification'],
      'ccnp wireless': ['cisco wireless certification'],
      'ccsk certification': ['csa certification'],
      'ccsp certification': ['isc certification'],
      'cct data center': ['cisco data center certification'],
      'cct routing & switching': ['cisco routing certification'],
      'ceedo': ['application virtualization', 'security software'],
      'centos': ['fedora linux'],
      'central finance in sap s/4hana': ['sap certified application associate'],
      'centurylink': ['company'],
      'ceph storage': ['storage'],
      'certificate of cloud security knowledge': ['csa certification'],
      'certification': ['artifact'],
      'certified associate in project management': [   'project manager '
                                                       'certification'],
      'certified database administrator': ['database certification'],
      'certified database associate': ['database certification'],
      'certified desktop administrator': ['microsoft 365 certification'],
      'certified enterprise administrator': ['microsoft 365 certification'],
      'certified hyperledger fabric administrator': ['linux certification'],
      'certified hyperledger sawtooth administrator': ['linux certification'],
      'certified kubernetes administrator': ['linux certification'],
      'certified kubernetes application developer': ['linux certification'],
      'certified messaging administrator': ['microsoft 365 certification'],
      'certified microsoft access': ['mos certification'],
      'certified microsoft excel': ['mos certification'],
      'certified microsoft office': ['mos certification'],
      'certified microsoft outlook': ['mos certification'],
      'certified microsoft powerpoint': ['mos certification'],
      'certified microsoft word': ['mos certification'],
      'certified security administrator': ['microsoft 365 certification'],
      'certified teamwork administrator': ['microsoft 365 certification'],
      'certified windows server 2012': ['mcsa certification'],
      'certified windows server 2016': ['mcsa certification'],
      'cgeit certification': ['isaca certification'],
      'chair role': ['individual role'],
      'chanel': ['company'],
      'change': ['activity'],
      'change management': ['technical skill'],
      'change management database': ['database'],
      'change management software': ['software'],
      'change request': ['document', 'proposal', 'request'],
      'channel': ['platform'],
      'chat bot': ['software'],
      'checkpoint': ['ibm business process'],
      'checkpoint certification': ['certification'],
      'checkpoint security expert certification': ['checkpoint certification'],
      'chef': ['configuration management software', 'declarative language'],
      'chemistry': ['scientific skill'],
      'chemistry major': ['chemistry'],
      'chi square automatic interaction detection': ['decision tree'],
      'chief diversity officer': ['executive'],
      'chief executive officer': ['executive'],
      'chief human resources office': ['executive'],
      'chief information officer': ['executive'],
      'chitchat': ['conversation'],
      'chrysler': ['company'],
      'churn': ['state'],
      'cibc': ['company'],
      'cics': ['software'],
      'cics batch': ['cics'],
      'cics batch application': ['cics batch'],
      'cics batch application control': ['cics batch'],
      'cics batch application control for z/os': ['cics batch'],
      'cics business': ['cics'],
      'cics business event': ['cics business'],
      'cics business event publisher': ['cics business'],
      'cics business event publisher for mqseries': ['cics business'],
      'cics configuration': ['cics'],
      'cics configuration manager': ['cics configuration'],
      'cics configuration manager for z/os': ['cics configuration'],
      'cics deployment': ['cics'],
      'cics deployment assistant': ['cics deployment'],
      'cics deployment assistant for z/os': ['cics deployment'],
      'cics interdependency': ['cics'],
      'cics interdependency analyzer': ['cics interdependency'],
      'cics interdependency analyzer for z/os': ['cics interdependency'],
      'cics online': ['cics'],
      'cics online transmission': ['cics online'],
      'cics online transmission time': ['cics online'],
      'cics online transmission time optimizer': ['cics online'],
      'cics performance': ['cics'],
      'cics performance analyzer': ['cics performance'],
      'cics performance analyzer for z/os': ['cics performance'],
      'cics performance monitor': ['cics performance'],
      'cics performance monitor for z/os': ['cics performance'],
      'cics transaction': ['cics'],
      'cics transaction gateway': ['cics transaction'],
      'cics transaction gateway desktop': ['cics transaction'],
      'cics transaction gateway desktop edition': ['cics transaction'],
      'cics transaction gateway for multiplatforms': ['cics transaction'],
      'cics transaction gateway for z/os': ['cics transaction'],
      'cics transaction server': ['cics transaction'],
      'cics transaction server for z/os': ['cics transaction'],
      'cics transaction server for z/os developer': ['cics transaction'],
      'cics transaction server for z/os developer trial': ['cics transaction'],
      'cics universal client': ['cics'],
      'cics vsam': ['cics'],
      'cics vsam copy': ['cics vsam'],
      'cics vsam copy for z/os': ['cics vsam'],
      'cics vsam recovery': ['cics vsam'],
      'cics vsam recovery for z/os': ['cics vsam'],
      'cics vsam transparency': ['cics vsam'],
      'cics vsam transparency for z/os': ['cics vsam'],
      'circuit': ['hardware'],
      'circuit board': ['electrical device'],
      'circuit design': ['hardware design'],
      'cisa certification': ['isaca certification'],
      'cisco': ['company'],
      'cisco aci': [   'application centric infrastructure',
                       'software defined network'],
      'cisco and netapp flexpod design specialist': [   'cisco data center '
                                                        'certification'],
      'cisco and netapp flexpod implementation and administration specialist': [   'cisco '
                                                                                   'data '
                                                                                   'center '
                                                                                   'certification'],
      'cisco business architecture analyst': ['cisco business certification'],
      'cisco business architecture practitioner': [   'cisco business '
                                                      'certification'],
      'cisco business architecture specialist': ['cisco business certification'],
      'cisco business certification': ['cisco certification'],
      'cisco certification': ['certification'],
      'cisco certified design': ['cisco certification'],
      'cisco certified design associate': ['cisco certified design'],
      'cisco certified design expert': ['cisco certified design'],
      'cisco certified design professional': ['cisco certified design'],
      'cisco certified internetwork expert routing and switching': [   'cisco '
                                                                       'certification'],
      'cisco certified network professional': ['cisco certification'],
      'cisco certified technican routing and switching': ['cisco certification'],
      'cisco cloud certification': ['cisco certification'],
      'cisco collaboration certification': ['cisco certification'],
      'cisco cyber security specialist': ['cisco security certification'],
      'cisco data center certification': ['cisco certification'],
      'cisco design track': ['cisco certification'],
      'cisco industrial certification': ['cisco certification'],
      'cisco industrial networking specialist': ['cisco certification'],
      'cisco network programmability design and implementation specialist': [   'cisco '
                                                                                'certification'],
      'cisco network programmability developer specialist': [   'cisco '
                                                                'certification'],
      'cisco routing and switching certification': ['cisco certification'],
      'cisco routing certification': ['cisco certification'],
      'cisco secure acs': ['product'],
      'cisco security certification': ['cisco certification'],
      'cisco service provider certification': ['cisco certification'],
      'cisco service provider mobility cdma to lte specialist': [   'cisco '
                                                                    'service '
                                                                    'provider '
                                                                    'certification'],
      'cisco service provider mobility umts to lte specialist': [   'cisco '
                                                                    'service '
                                                                    'provider '
                                                                    'certification'],
      'cisco telepresence solutions specialist': [   'cisco collaboration '
                                                     'certification'],
      'cisco unified contact center enterprise specialist': [   'cisco '
                                                                'collaboration '
                                                                'certification'],
      'cisco video network specialist': ['cisco collaboration certification'],
      'cisco wireless certification': ['cisco certification'],
      'cism certification': ['isaca certification'],
      'cissp certification': ['isc certification'],
      'citi': ['financial company'],
      'citibank': ['financial company'],
      'citigroup': ['financial company'],
      'citizens financial': ['company'],
      'citrix': ['company'],
      'citrix certification': ['certification'],
      'citrix certified administrator': ['citrix certification'],
      'citrix certified associate – networking (cca-n)': [   'citrix networking '
                                                             'certification'],
      'citrix certified associate – virtualization (cca-v)': [   'citrix '
                                                                 'virtualization '
                                                                 'certification'],
      'citrix certified expert - networking (cce - n)': [   'citrix networking '
                                                            'certification'],
      'citrix certified expert – virtualization (cce-v)': [   'citrix '
                                                              'virtualization '
                                                              'certification'],
      'citrix certified mobility professional': ['citrix certification'],
      'citrix certified networking associate': [   'citrix networking '
                                                   'certification'],
      'citrix certified networking expert': ['citrix networking certification'],
      'citrix certified networking professional': [   'citrix networking '
                                                      'certification'],
      'citrix certified professional – mobility (ccp-m)': [   'citrix '
                                                              'certification'],
      'citrix certified professional – networking (ccp-n)': [   'citrix '
                                                                'networking '
                                                                'certification'],
      'citrix certified professional – virtualization (ccp-v)': [   'citrix '
                                                                    'virtualization '
                                                                    'certification'],
      'citrix certified virtualization associate': [   'citrix virtualization '
                                                       'certification'],
      'citrix certified virtualization expert': [   'citrix virtualization '
                                                    'certification'],
      'citrix certified virtualization professional': [   'citrix virtualization '
                                                          'certification'],
      'citrix cloud': ['cloud computing platform'],
      'citrix cloud certification': ['citrix certification'],
      'citrix endpoint management certified': ['citrix certification'],
      'citrix endpoint management certified (cc-cem)': ['citrix certification'],
      'citrix microsoft azure certified': ['citrix certification'],
      'citrix netscaler certification': ['citrix certification'],
      'citrix netscaler sd-wan certified (cc-sdwan)': ['citrix certification'],
      'citrix networking certification': ['citrix certification'],
      'citrix online': ['citrix'],
      'citrix presentation server': ['citrix'],
      'citrix receiver': ['citrix'],
      'citrix sharefile certified': ['citrix certification'],
      'citrix sharefile certified (cc-sharefile)': ['citrix certification'],
      'citrix software': ['software'],
      'citrix virtual apps and desktops service integration with microsoft azure certified': [   'citrix '
                                                                                                 'certification'],
      'citrix virtual apps and desktops service on citrix cloud certified': [   'citrix '
                                                                                'certification'],
      'citrix virtualization certification': ['citrix certification'],
      'citrix winframe': ['citrix'],
      'citrix workspace': ['citrix'],
      'citrix xenapp': ['citrix'],
      'citrix xendesktop': ['citrix'],
      'citrix xenserver certified': ['citrix certification'],
      'civil engineering': ['engineering'],
      'cj healthcare': ['pharmaceutical company'],
      'claim of': ['activity', 'provenance'],
      'claim training': ['tool training'],
      'clarity': ['software'],
      'clarity 7': ['clarity'],
      'class training': ['onsite', 'training'],
      'classical mechanics': ['physics'],
      'classical study': ['educational field'],
      'classics': ['educational field'],
      'classification model': ['supervised learning'],
      'classification tree': ['classification model', 'decision tree'],
      'cleco': ['company'],
      'cli': ['programming language'],
      'client account': ['account'],
      'client digital transformation': [   'client transformation',
                                           'digital transformation'],
      'client engagement architect': ['account architect'],
      'client environment': ['environment'],
      'client focus': ['focus'],
      'client growth': ['operational skill'],
      'client industry': ['industry'],
      'client interview': ['client skill', 'interview skill'],
      'client meeting': ['meeting'],
      'client mission': ['mission'],
      'client relationship': ['soft skill'],
      'client request': ['soft skill'],
      'client requirement': ['requirement'],
      'client role': ['individual role'],
      'client satisfaction': ['soft skill'],
      'client server': ['capability'],
      'client skill': ['soft skill'],
      'client solution executive': ['executive'],
      'client success': ['success'],
      'client technical architect': ['technical architect'],
      'client technical solutioner': ['client skill', 'solution skill'],
      'client technical specialist': ['technical specialist'],
      'client training': ['training'],
      'client travel': ['travel'],
      'client unit executive': ['client skill', 'executive'],
      'clique': ['grid based clustering'],
      'clojure': ['java', 'lisp'],
      'cloud 9': ['software'],
      'cloud 9 for sclm': ['cloud 9'],
      'cloud 9 for sclm for z/os': ['cloud 9'],
      'cloud access security broker': ['cloud computing platform'],
      'cloud analytics': ['cloud computing platform'],
      'cloud application': ['cloud computing platform'],
      'cloud architect': ['architect'],
      'cloud backup': ['backup', 'cloud computing platform'],
      'cloud cms': ['cloud computing platform'],
      'cloud collaboration': ['cloud computing platform'],
      'cloud communications': ['cloud computing platform'],
      'cloud computing': ['cloud computing platform'],
      'cloud computing architecture': ['cloud computing'],
      'cloud computing company': ['company'],
      'cloud computing comparison': ['cloud computing'],
      'cloud computing issues': ['cloud computing'],
      'cloud computing platform': ['computing platform'],
      'cloud computing roi model': ['cloud deployment'],
      'cloud computing security': ['cloud computing', 'security'],
      'cloud computing system': ['cloud computing'],
      'cloud computing tco model': ['cloud deployment'],
      'cloud computing, cloud': ['computing platform'],
      'cloud container': ['cloud computing platform'],
      'cloud container mordernization': ['cloud container'],
      'cloud container platform architecture': ['cloud container'],
      'cloud container re platform': ['cloud container'],
      'cloud data management interface': ['cloud computing platform'],
      'cloud database': ['cloud computing platform'],
      'cloud deployment': ['software deployment'],
      'cloud desktop': ['cloud computing platform'],
      'cloud developer': ['developer'],
      'cloud elements': ['cloud computing platform'],
      'cloud engineering': ['cloud computing platform'],
      'cloud feedback': ['cloud computing platform'],
      'cloud files': ['cloud computing platform'],
      'cloud foundry certified developer': ['linux certification'],
      'cloud front': ['cloud tool'],
      'cloud gate': ['cloud computing platform'],
      'cloud gateway': ['gateway'],
      'cloud hosting': ['cloud computing platform'],
      'cloud ide': ['cloud computing platform'],
      'cloud infrastructure': ['cloud computing platform'],
      'cloud infrastructure management interface': ['cloud computing platform'],
      'cloud load balancing': ['cloud computing platform'],
      'cloud management': ['cloud computing platform'],
      'cloud manufacturing': ['cloud computing platform'],
      'cloud microphysics': ['cloud computing platform'],
      'cloud migration': ['migration'],
      'cloud native computing foundation': ['cloud computing platform'],
      'cloud printing': ['cloud computing platform'],
      'cloud provider': ['organizational role'],
      'cloud research': ['cloud computing platform'],
      'cloud robotics': ['cloud computing platform'],
      'cloud security': ['cloud computing platform'],
      'cloud security alliance': ['cloud computing company'],
      'cloud server': ['cloud computing platform'],
      'cloud service': ['cloud computing platform'],
      'cloud skill': ['technical skill'],
      'cloud software': ['cloud computing platform', 'software'],
      'cloud storage': ['cloud computing platform', 'storage'],
      'cloud storage gateway': ['cloud storage'],
      'cloud storage service': ['cloud service'],
      'cloud tool': ['software'],
      'cloud trail': ['cloud tool'],
      'cloud watch': ['cloud tool'],
      'cloudburst': ['software'],
      'cloudera': ['company'],
      'cloudera administrator certification': ['cloudera certified associate'],
      'cloudera certification': ['certification'],
      'cloudera certified associate': ['cloudera certification'],
      'cloudera certified data engineer': ['cloudera certified professional'],
      'cloudera certified professional': ['cloudera certification'],
      'cloudera data analyst certification': ['cloudera certified associate'],
      'cloudera spark and hadoop certification': ['cloudera certified associate'],
      'cluster': ['environment'],
      'cluster analysis': ['unsupervised learning'],
      'cluster computing': ['cluster'],
      'cluster systems': ['software'],
      'cluster systems management': ['cluster systems'],
      'cluster systems management for linux': ['cluster systems'],
      'clustered file system': ['file system'],
      'clustering model': ['unsupervised learning'],
      'cmos device': ['semiconductor device'],
      'coach, mentor': ['soft skill'],
      'coachable': ['coaching skill'],
      'coaching skill': ['soft skill'],
      'cobol': ['programming language'],
      'cobol and cics': ['software'],
      'cobol and cics/vs': ['cobol and cics'],
      'cobol and cics/vs command': ['cobol and cics'],
      'cobol and cics/vs command level': ['cobol and cics'],
      'cobol and cics/vs command level conversion': ['cobol and cics'],
      'cobol and cics/vs command level conversion aid': ['cobol and cics'],
      'cobol for aix': ['cobol for systems'],
      'cobol for os/390': ['cobol for systems'],
      'cobol for os/390 and vm': ['cobol for systems'],
      'cobol for systems': ['software'],
      'cobol for vse/esa': ['cobol for systems'],
      'cobol for windows': ['cobol for systems'],
      'cobol report writer': ['software'],
      'coca cola': ['company'],
      'code quality': ['quality control'],
      'coffeescript': ['scripting language'],
      'cognitive framework': ['technical framework'],
      'cognitive neuroscience': ['linguistics', 'neuroscience'],
      'cognitive psychology': ['cognitive science', 'psychology'],
      'cognitive science': ['scientific skill'],
      'cognitive skill': ['technical skill'],
      'cognitive test': ['test', 'testing'],
      'cognitive testing': ['test', 'testing'],
      'cognitive training': ['learning'],
      'cognizant': ['behavior'],
      'cognos': ['visualization software'],
      'cognos 8': ['cognos'],
      'cognos 8 business': ['cognos 8'],
      'cognos 8 business intelligence': ['cognos 8'],
      'cognos 8 controller': ['cognos 8'],
      'cognos 8 go!': ['cognos 8'],
      'cognos 8 go! mobile': ['cognos 8'],
      'cognos 8 planning': ['cognos 8'],
      'cognos analysis': ['cognos'],
      'cognos analysis for microsoft': ['cognos analysis'],
      'cognos analysis for microsoft excel': ['cognos analysis'],
      'cognos analytic applications': ['cognos'],
      'cognos application': ['cognos'],
      'cognos application development': ['cognos application'],
      'cognos application development tools': ['cognos application'],
      'cognos axiant 4gl': ['cognos'],
      'cognos business': ['cognos'],
      'cognos business intelligence': ['cognos business'],
      'cognos business intelligence and financial': ['cognos business'],
      'cognos business intelligence and financial performance': [   'cognos '
                                                                    'business'],
      'cognos business intelligence and financial performance management': [   'cognos '
                                                                               'business'],
      'cognos business viewpoint': ['cognos business'],
      'cognos consolidator': ['cognos'],
      'cognos consumer insight': ['cognos'],
      'cognos controller': ['cognos'],
      'cognos customer': ['cognos'],
      'cognos customer performance': ['cognos customer'],
      'cognos customer performance sales': ['cognos customer'],
      'cognos customer performance sales analytics': ['cognos customer'],
      'cognos decisionstream': ['cognos'],
      'cognos executive viewer': ['cognos'],
      'cognos express': ['cognos'],
      'cognos finance': ['cognos'],
      'cognos financial': ['cognos'],
      'cognos financial statement': ['cognos financial'],
      'cognos financial statement reporting': ['cognos financial'],
      'cognos for microsoft': ['cognos'],
      'cognos for microsoft office': ['cognos for microsoft'],
      'cognos impromptu': ['cognos'],
      'cognos impromptu web': ['cognos impromptu'],
      'cognos impromptu web reports': ['cognos impromptu'],
      'cognos insight': ['cognos'],
      'cognos metrics manager': ['cognos'],
      'cognos mobile': ['cognos'],
      'cognos noticecast': ['cognos'],
      'cognos now!': ['cognos'],
      'cognos planning': ['cognos'],
      'cognos powerhouse 4gl': ['cognos'],
      'cognos powerplay': ['cognos'],
      'cognos query': ['cognos'],
      'cognos real-time monitoring': ['cognos'],
      'cognos series 7': ['cognos'],
      'cognos statistics': ['cognos'],
      'cognos supply': ['cognos'],
      'cognos supply chain': ['cognos supply'],
      'cognos supply chain performance': ['cognos supply'],
      'cognos supply chain performance procurement': ['cognos supply'],
      'cognos supply chain performance procurement analytics': ['cognos supply'],
      'cognos tm1': ['cognos'],
      'cognos visualizer': ['cognos'],
      'cognos workforce performance': ['cognos'],
      'collaborate': ['soft skill'],
      'collaboration': ['teamwork'],
      'collaboration solutions specialist': ['knowledge engineer'],
      'collaborative culture': ['culture'],
      'collaborative filtering': ['recommendation systems'],
      'collaborative software': ['software'],
      'collaborative software, social software': ['software'],
      'collection': ['entity'],
      'column oriented database': ['database'],
      'command': ['activity'],
      'commerce': ['industry'],
      'commerical license': ['license'],
      'commerical software': ['software'],
      'common lisp': ['lisp'],
      'commonstore': ['software'],
      'commonstore for exchange': ['commonstore'],
      'commonstore for exchange server': ['commonstore'],
      'commonstore for lotus': ['commonstore'],
      'commonstore for lotus domino': ['commonstore'],
      'commonstore for sap': ['commonstore'],
      'communication': ['soft skill'],
      'communication bus': ['communication device'],
      'communication controller': ['software'],
      'communication controller for linux': ['communication controller'],
      'communication controller for linux on system': [   'communication '
                                                          'controller'],
      'communication controller for linux on system z': [   'communication '
                                                            'controller'],
      'communication device': ['device'],
      'communication player': ['industry'],
      'communication protocol': ['protocol'],
      'communication security': ['security'],
      'communication skill': ['soft skill'],
      'communications server': ['software'],
      'communications server for aix': ['communications server'],
      'communications server for linux': ['communications server'],
      'communications server for linux on zseries': ['communications server'],
      'communications server for windows': ['communications server'],
      'community cloud': ['cloud computing platform'],
      'company': ['business entity'],
      'company asset': ['asset'],
      'comparative literature': ['comparative studies'],
      'comparative religion': ['comparative studies'],
      'comparative studies': ['educational field'],
      'competitive analysis': ['analysis document'],
      'competitive research': ['research skill'],
      'competitive workplace': ['workplace situation'],
      'competitiveness': ['work ethic'],
      'compiler': ['software'],
      'compiler and library': ['compiler and library for rexx'],
      'compiler and library for rexx': ['compiler'],
      'compiler and library for rexx on zseries': [   'compiler and library for '
                                                      'rexx'],
      'complex circuit': ['circuit'],
      'complexity theory': ['machine learning'],
      'compliance': ['state'],
      'compliance engineer': ['engineer'],
      'compliance lead': ['leadership role'],
      'compliance policy': ['policy'],
      'compliance test': ['test', 'testing'],
      'compliance testing': ['test', 'testing'],
      'computational biology': ['biology', 'computational science'],
      'computational chemistry': ['chemistry', 'computational science'],
      'computational complexity': ['methodology'],
      'computational linguistics': ['computational science', 'linguistics'],
      'computational neuroscience': ['computational science', 'neuroscience'],
      'computational physics': ['computational science', 'physics'],
      'computational science': ['scientific skill'],
      'computer architecture': ['designer'],
      'computer configuration': ['configuration'],
      'computer hardware': ['hardware'],
      'computer model': ['model'],
      'computer operator': ['operational role'],
      'computer readable medium': ['readable medium'],
      'computer science': ['scientific skill'],
      'computer security': ['security'],
      'computer vision': [   'artificial intelligence',
                             'cognitive skill',
                             'statistical algorithm'],
      'computerworld': ['company'],
      'computing platform': ['platform'],
      'concept artist': ['artist'],
      'concurrency': ['non functional requirement'],
      'concurrent versioning system': ['version control'],
      'conda': ['integration framework'],
      'confidence': ['positive attitude'],
      'configurability': ['configuration'],
      'configuration': ['activity'],
      'configuration management': ['technical skill'],
      'configuration management software': ['software'],
      'conflict resolution': ['leadership', 'soft skill'],
      'connections enterprise': ['software'],
      'connections enterprise content': ['connections enterprise'],
      'connections enterprise content edition': ['connections enterprise'],
      'connectivity': ['state'],
      'constantly strive': ['enthusiasm'],
      'construction': ['industry'],
      'consultant': ['technical role'],
      'consulting': ['soft skill'],
      'consulting skill': ['soft skill'],
      'consumer good': ['product'],
      'consumer research': ['research skill'],
      'container': ['technical framework'],
      'container software': ['software'],
      'containerization': ['virtual runtime environment'],
      'content analytics': ['analytics', 'software'],
      'content analytics with enterprise': ['content analytics'],
      'content analytics with enterprise search': ['content analytics'],
      'content analyzer': ['software'],
      'content based filtering': ['recommendation systems'],
      'content classification': ['software'],
      'content collector': ['software'],
      'content collector for sap': ['content collector'],
      'content collector for sap applications': ['content collector'],
      'content designer': ['designer'],
      'content integrator': ['software'],
      'content management': ['technical framework'],
      'content management framework': ['technical framework'],
      'content manager': ['software'],
      'content manager enterprise': ['content manager'],
      'content manager enterprise edition': ['content manager'],
      'content manager for iseries': ['content manager'],
      'content manager for z/os': ['content manager'],
      'content manager ondemand': ['content manager'],
      'content manager ondemand for i': ['content manager'],
      'content manager ondemand for i5/os': ['content manager'],
      'content manager ondemand for multiplatforms': ['content manager'],
      'content manager ondemand for z/os': ['content manager'],
      'content manager videocharger': ['content manager'],
      'content navigator': ['software'],
      'continental casualty': ['company'],
      'continental philosophy': ['comparative studies'],
      'continuity': ['activity'],
      'continuous deployment': ['methodology'],
      'continuous improvement': ['monitoring'],
      'continuous integration': ['integration'],
      'contract': ['document'],
      'contract renewal': ['activity'],
      'contract template': ['contract', 'template'],
      'contractor': ['employee'],
      'contrail cloud': ['contrail product', 'telco cloud computing platform'],
      'contrail edge cloud': [   'contrail cloud',
                                 'edge cloud',
                                 'software defined network'],
      'contrail enterprise multicloud': ['cloud management', 'contrail product'],
      'contrail product': ['product'],
      'contrail sdwan': [   'contrail product',
                            'software defined wide area network'],
      'contrail service orchestration': ['contrail product'],
      'control framework': ['framework'],
      'control protocol': ['protocol'],
      'control theory': ['machine learning'],
      'conversation': ['activity'],
      'conversion': ['activity'],
      'convolutional neural networks': ['nueral networks'],
      'cooperation': ['positive attitude'],
      'cooperative storage cloud': ['cloud storage'],
      'coordinator': ['professional role'],
      'corporate audit': ['audit'],
      'corporate customer': ['agent'],
      'corporate division': ['organizational structure'],
      'corporate finance': ['financial skill'],
      'corporation': ['company'],
      'corrective action': ['individual role'],
      'correlated topic model': ['topic model'],
      'correlation': ['statistical outcome'],
      'correlation explanation': ['topic model'],
      'correspondence analysis': ['linear dimension reduction model'],
      'cosmology': ['astronomy'],
      'cosmos db': ['nosql'],
      'cost': ['entity'],
      'cost cutting': ['financial plan'],
      'cost of living': ['cost'],
      'cost reduction': ['cost'],
      'couch db': ['apache software', 'document database'],
      'couchbase': ['nosql'],
      'couchdb': ['document database'],
      'counterfeit': ['state'],
      'coursera': ['mooc'],
      'courtesy': ['positive attitude'],
      'cplex': ['software'],
      'cplex optimizer for z/os': ['cplex'],
      'cpu': ['computer hardware'],
      'creative': ['soft skill'],
      'creative cloud': ['cloud computing platform'],
      'creative cloud controversy': ['creative cloud'],
      'creative director': ['designer'],
      'creativity': ['critical thinking'],
      'credit card': ['financial instrument'],
      'credit card company': ['financial company'],
      'crisc certification': ['isaca certification'],
      'crisp dm': ['data methodology'],
      'critical observation': ['critical thinking'],
      'critical thinking': ['soft skill'],
      'crm': ['software'],
      'cross platform': ['capability'],
      'cross platform software': ['software'],
      'crossing the line': ['behavior'],
      'cryptocurrency': ['digital asset'],
      'cryptographic protocol': ['protocol'],
      'cryptography': ['standard'],
      'cryptomining': ['data mining'],
      'crystal report': ['report'],
      'csa': ['cloud computing company'],
      'csa certification': ['certification'],
      'css': ['markup language', 'web language'],
      'cssa certification': ['infosec certification'],
      'csslp certification': ['isc certification'],
      'cubist model': ['regression model', 'tree ensemble'],
      'cultural anthropology': ['anthropology'],
      'cultural studies': ['social science'],
      'cultural study': ['social science'],
      'culture': ['behavior'],
      'customer': ['agent'],
      'customer behavior': ['behavior'],
      'customer benefit': ['benefit'],
      'customer engagement': ['soft skill'],
      'customer experience': ['behavior'],
      'customer management': ['management'],
      'customer oriented': ['soft skill'],
      'customer service': ['support'],
      'customer service lead': ['customer service', 'team lead'],
      'customer support': ['support'],
      'customer team': ['soft skill'],
      'cyberdefense': ['security'],
      'cybersecurity': ['security'],
      'cybersecurity company': ['company'],
      'cython': ['python'],
      'd3.js': ['visualization software'],
      'danske bank': ['company'],
      'dashboard': ['artifact'],
      'data': ['entity'],
      'data access layer': ['software component'],
      'data analysis': ['analysis skill', 'data skill'],
      'data analysis skill': ['analysis skill', 'data skill'],
      'data analyst': ['analyst'],
      'data architect': ['architect'],
      'data architecture': ['architecture'],
      'data artifact': ['artifact'],
      'data at rest': ['data storage'],
      'data at rest encryption': ['data encryption'],
      'data audit': ['audit'],
      'data center': ['environment'],
      'data center specialist': ['data center', 'specialist'],
      'data communication hardware': ['information architecture'],
      'data dictionary': ['data artifact'],
      'data dimension, dimension, multi dimension': ['database design'],
      'data encryption': ['encryption'],
      'data encryption for ims': ['software'],
      'data encryption for ims and db2': ['data encryption for ims'],
      'data encryption for ims and db2 databases': ['data encryption for ims'],
      'data engineering with azure': ['mcsa certification'],
      'data error': ['problem'],
      'data governance': ['governance'],
      'data integration skill': ['data skill', 'integration skill'],
      'data integration with sap data services 4.2': [   'sap certified '
                                                         'application associate'],
      'data lake': ['information architecture'],
      'data management': ['management'],
      'data mart': ['information architecture'],
      'data methodology': ['methodology'],
      'data migration': ['migration'],
      'data mining': ['data skill'],
      'data model': ['model'],
      'data modeling skill': ['domain skill'],
      'data privacy': ['privacy'],
      'data privacy regulation': ['privacy regulation'],
      'data processing': ['database function'],
      'data quality': ['data skill', 'quality control'],
      'data science': ['technical role'],
      'data scientist': ['technical role'],
      'data scientist workbench': ['notebook interface', 'statistical software'],
      'data security': ['privacy'],
      'data server': ['software'],
      'data server client': ['data server'],
      'data server client packages': ['data server'],
      'data skill': ['technical skill'],
      'data storage': ['storage'],
      'data storage library': ['storage platform'],
      'data structure': ['data artifact', 'digital structure'],
      'data studio': ['software'],
      'data studio purequery': ['data studio'],
      'data studio purequery runtime': ['data studio'],
      'data warehouse': ['information architecture'],
      'data wrangling': ['analysis skill', 'data skill'],
      'database': ['software'],
      'database administrator': ['administrative role'],
      'database certification': ['certification'],
      'database design': ['design artifact'],
      'database dimension': ['database design'],
      'database function': ['software component'],
      'database index': ['data structure', 'index'],
      'database query': ['query language'],
      'database schema': ['database design'],
      'database skill': ['data skill'],
      'database table': ['database design'],
      'databases modernization': ['legacy modernization'],
      'datacap': ['software'],
      'datacap fastdoc capture': ['datacap'],
      'datacap taskmaster capture': ['datacap'],
      'day in the life training': ['training'],
      'db2': ['relational database'],
      'db2 administration': ['db2'],
      'db2 administration tool': ['db2 administration'],
      'db2 administration tool for z/os': ['db2 administration'],
      'db2 alphablox': ['db2'],
      'db2 analytics': ['db2'],
      'db2 analytics accelerator': ['db2 analytics'],
      'db2 analytics accelerator for z/os': ['db2 analytics'],
      'db2 archive': ['db2'],
      'db2 archive log': ['db2 archive'],
      'db2 archive log accelerator': ['db2 archive'],
      'db2 audit': ['db2'],
      'db2 audit management': ['db2 audit'],
      'db2 audit management expert': ['db2 audit'],
      'db2 audit management expert for z/os': ['db2 audit'],
      'db2 automation': ['db2'],
      'db2 automation tool': ['db2 automation'],
      'db2 automation tool for z/os': ['db2 automation'],
      'db2 bind': ['db2'],
      'db2 bind manager': ['db2 bind'],
      'db2 bind manager for z/os': ['db2 bind'],
      'db2 buffer': ['db2'],
      'db2 buffer pool': ['db2 buffer'],
      'db2 buffer pool analyzer': ['db2 buffer'],
      'db2 buffer pool analyzer for z/os': ['db2 buffer'],
      'db2 certified database administrator': [   'certified database '
                                                  'administrator',
                                                  'ibm certification'],
      'db2 certified database associate': [   'certified database associate',
                                              'ibm certification'],
      'db2 change': ['db2'],
      'db2 change accumulation': ['db2 change'],
      'db2 change accumulation tool': ['db2 change'],
      'db2 change accumulation tool for z/os': ['db2 change'],
      'db2 change management': ['db2 change'],
      'db2 change management expert': ['db2 change'],
      'db2 change management expert for multiplatforms': ['db2 change'],
      'db2 cloning': ['db2'],
      'db2 cloning tool': ['db2 cloning'],
      'db2 cloning tool for z/os': ['db2 cloning'],
      'db2 connect family': ['db2'],
      'db2 cube views': ['db2'],
      'db2 data': ['db2'],
      'db2 data archive': ['db2 data'],
      'db2 data archive expert': ['db2 data'],
      'db2 data links': ['db2 data'],
      'db2 data links manager': ['db2 data'],
      'db2 datapropagator for iseries': ['db2'],
      'db2 everyplace': ['db2'],
      'db2 high': ['db2'],
      'db2 high performance': ['db2 high'],
      'db2 high performance unload': ['db2 high'],
      'db2 high performance unload for z/os': ['db2 high'],
      'db2 imageplus for z/os': ['db2'],
      'db2 log': ['db2'],
      'db2 log analysis': ['db2 log'],
      'db2 log analysis tool': ['db2 log'],
      'db2 log analysis tool for z/os': ['db2 log'],
      'db2 merge': ['db2'],
      'db2 merge backup': ['db2 merge'],
      'db2 merge backup for linux': ['db2 merge'],
      'db2 merge backup for linux unix and windows': ['db2 merge'],
      'db2 object': ['db2'],
      'db2 object comparison': ['db2 object'],
      'db2 object comparison tool': ['db2 object'],
      'db2 object comparison tool for z/os': ['db2 object'],
      'db2 object restore': ['db2 object'],
      'db2 object restore for z/os': ['db2 object'],
      'db2 optimization': ['db2'],
      'db2 optimization expert': ['db2 optimization'],
      'db2 optimization expert for z/os': ['db2 optimization'],
      'db2 path': ['db2'],
      'db2 path checker': ['db2 path'],
      'db2 path checker for z/os': ['db2 path'],
      'db2 performance': ['db2'],
      'db2 performance expert': ['db2 performance'],
      'db2 performance expert for multiplatforms': ['db2 performance'],
      'db2 performance monitor': ['db2 performance'],
      'db2 performance monitor for z/os': ['db2 performance'],
      'db2 query': ['db2'],
      'db2 query management': ['db2 query'],
      'db2 query management facility': ['db2 query'],
      'db2 query monitor': ['db2 query'],
      'db2 query monitor for z/os': ['db2 query'],
      'db2 recovery': ['db2'],
      'db2 recovery expert': ['db2 recovery'],
      'db2 recovery expert for linux and unix and windows': ['db2 recovery'],
      'db2 recovery expert for z/os': ['db2 recovery'],
      'db2 server': ['db2'],
      'db2 server for vse': ['db2 server'],
      'db2 server for vse & vm': ['db2 server'],
      'db2 sql': ['db2'],
      'db2 sql performance': ['db2 sql'],
      'db2 sql performance analyzer for z/os': ['db2 sql'],
      'db2 storage': ['db2'],
      'db2 storage management': ['db2 storage'],
      'db2 storage management utility for z/os': ['db2 storage'],
      'db2 test': ['db2'],
      'db2 test database': ['db2 test'],
      'db2 test database generator': ['db2 test'],
      'db2 test database generator for z/os': ['db2 test'],
      'db2 toolkit for multiplatforms': ['db2'],
      'db2 tools': ['db2'],
      'db2 tools for linux': ['db2 tools'],
      'db2 tools for linux and unix and windows': ['db2 tools'],
      'db2 tools for z/os': ['db2 tools'],
      'db2 universal': ['db2'],
      'db2 universal database': ['db2 universal'],
      'db2 universal database enterprise': ['db2 universal'],
      'db2 universal database enterprise server edition': ['db2 universal'],
      'db2 universal database personal': ['db2 universal'],
      'db2 universal database personal edition': ['db2 universal'],
      'db2 utilities': ['db2'],
      'db2 utilities enhancement': ['db2 utilities'],
      'db2 utilities enhancement tool': ['db2 utilities'],
      'db2 utilities enhancement tool for z/os': ['db2 utilities'],
      'db2 utilities solution': ['db2 utilities'],
      'db2 utilities solution pack': ['db2 utilities'],
      'db2 utilities solution pack for z/os': ['db2 utilities'],
      'db2 utilities suite': ['db2 utilities'],
      'db2 utilities suite for z/os': ['db2 utilities'],
      'db2 warehouse manager': ['db2'],
      'db2 xml extender': ['db2'],
      'dbscan': ['density based clustering'],
      'deadline': ['operational skill'],
      'deal making': ['leadership'],
      'dealing with difficult personalities': ['teamwork'],
      'dealing with difficult situations': ['teamwork'],
      'dealing with office politics': ['teamwork'],
      'debian linux': ['linux'],
      'debug tool': ['software'],
      'debug tool for vse/esa': ['debug tool'],
      'debug tool for z/os': ['debug tool'],
      'debugging': ['troubleshooting'],
      'decentralized application': ['computing platform'],
      'decision center': ['software'],
      'decision center for z/os': ['decision center'],
      'decision document': ['requirement'],
      'decision making': ['leadership'],
      'decision server for z/os': ['decision center'],
      'decision stump': ['decision tree'],
      'decision tree': [   'dimension reduction model',
                           'feature selection',
                           'tree based model'],
      'declarative language': ['programming language'],
      'decommission': ['management'],
      'dedication': ['work ethic'],
      'deep belief networks': ['nueral networks'],
      'deep learning': ['cognitive skill', 'statistical algorithm'],
      'deep learning design': ['cognitive skill', 'statistical algorithm'],
      'defect': ['artifact'],
      'defense industry': ['industry'],
      'defra': ['company'],
      'degree': ['experience'],
      'delegation': ['leadership'],
      'deliverable': ['document'],
      'delivery manager': ['manager'],
      'delivery model': ['operational model'],
      'delivery project executive': [   'delivery role',
                                        'project',
                                        'project executive'],
      'delivery project manager': ['project manager'],
      'delivery role': ['individual role'],
      'delivery skill': ['operational skill'],
      'delivery specialist': ['delivery role', 'specialist'],
      'delivery time': ['operational model'],
      'dell': ['company'],
      'dell certification': ['certification'],
      'dell cloud certification': ['dell certification'],
      'dell converged infrastructure certification': ['dell certification'],
      'dell data protection certification': ['dell certification'],
      'dell data science certifictation': ['dell certification'],
      'dell enterprise architect certification': ['dell certification'],
      'dell networking certification': ['dell certification'],
      'dell security certification': ['dell certification'],
      'dell server certification': ['dell certification'],
      'dell storage certification': ['dell certification'],
      'delphi': ['programming language'],
      'demisto': ['palo alto networks'],
      'demotivating': ['negative emotion'],
      'dense wavelength network': ['optical network'],
      'density based clustering': ['clustering model'],
      'density estimation': ['unsupervised learning'],
      'dependability': ['work ethic'],
      'deployment': ['activity'],
      'deployment environment': ['environment'],
      'deployment skill': ['technical skill'],
      'deployment, devop': ['technical skill'],
      'dermatology': ['medical skill'],
      'design aesthetics': ['design pattern'],
      'design aptitude': ['critical thinking'],
      'design artifact': ['artifact'],
      'design document': ['document'],
      'design pattern': ['pattern'],
      'design skill': ['domain skill'],
      'design thinking': ['usability skill'],
      'designer': ['technical role'],
      'desire to learn': ['critical thinking'],
      'deskside': ['support'],
      'desktop hardware': ['system'],
      'desktop support': ['support'],
      'deterministic optimization ': ['optimization method'],
      'deutsche bank': ['company'],
      'developer': ['technical role'],
      'development and advancement': ['competitiveness'],
      'development methodology': ['methodology'],
      'development team': ['team'],
      'device': ['root'],
      'device driver': ['software'],
      'device programming': ['programming skill'],
      'device programming skill': ['programming skill'],
      'device support': ['support'],
      'dhcp': ['network protocol'],
      'diageo': ['company'],
      'differential equations': ['equations'],
      'digital artifact': ['artifact'],
      'digital asset': ['asset'],
      'digital image': ['digital artifact', 'image'],
      'digital marketing': ['marketing role'],
      'digital network': ['network'],
      'digital pen': ['hardware'],
      'dimension reduction model': ['feature extraction'],
      'dimensionality reduction': ['machine learning'],
      'disability awareness': ['teamwork'],
      'disagree': ['conversation'],
      'disaster recovery': ['recovery'],
      'discoverability': ['design pattern'],
      'discriminant function': ['classification model'],
      'disk drive': ['storage device'],
      'disk encryption': ['encryption'],
      'display device': ['device'],
      'displaywrite/370': ['software'],
      'displaywrite/370 for mvs/cics': ['displaywrite/370'],
      'disposal and governance': ['software'],
      'disposal and governance management': ['disposal and governance'],
      'disposal and governance management for it': ['disposal and governance'],
      'dispute resolution': ['leadership'],
      'disruption': ['activity'],
      'distance education': ['training'],
      'distribute system': ['distributed environment'],
      'distributed cloud': ['cloud computing platform'],
      'distributed computing': ['distributed environment'],
      'distributed environment': ['environment'],
      'distributed file system': ['file system'],
      'distributed ledger': ['distributed environment'],
      'distributed memory': ['memory'],
      'distributed skill': ['technical skill'],
      'distributed software': ['software'],
      'diversity': ['state'],
      'diversity awareness': ['teamwork'],
      'divincenzo criteria': ['quantum computing'],
      'divisive clustering': ['hierarchical clustering'],
      'django': ['python library', 'web server'],
      'dns': ['network protocol'],
      'dnssec': ['network protocol'],
      'docker': ['container'],
      'dockercon, container': ['container'],
      'doctoral degree': ['graduate degree'],
      'doctorate of computer science': ['doctoral degree'],
      'document': ['artifact'],
      'document classification': ['text mining'],
      'document clustering': ['text mining'],
      'document database': ['database'],
      'document management system': ['document'],
      'document manager': ['document'],
      'documentation': ['document'],
      'domain driven data mining': ['data mining'],
      'domain language': ['natural language'],
      'domain name server': ['server'],
      'domain security': ['security'],
      'domain skill': ['skill'],
      'domain training': ['learning'],
      'dow chemical company': ['pharmaceutical company'],
      'downtime': ['system reliability'],
      'drug entrepreneur': ['entrepreneur'],
      'drupal': ['content management framework'],
      'dummy coding': ['feature extraction'],
      'dynamics 365': ['mcsa certification'],
      'dynamics 365 for customer service': ['dynamics 365'],
      'dynamics 365 for customer service functional consultant associate': [   'dynamics '
                                                                               '365'],
      'dynamics 365 for field service': ['dynamics 365'],
      'dynamics 365 for finance and operations': ['dynamics 365'],
      'dynamics 365 for marketing': ['dynamics 365'],
      'dynamics 365 for marketing functional consultant associate': [   'dynamics '
                                                                        '365'],
      'dynamics 365 for operations': ['dynamics 365'],
      'dynamics 365 for sales': ['dynamics 365'],
      'dynamics 365 fundamentals': ['dynamics 365'],
      'dynamo': ['database'],
      'e commerce': ['industry'],
      'earning': ['organizational pay'],
      'earth science': ['geology'],
      'ec2': ['cloud computing platform'],
      'eclipse': ['integrated development environment'],
      'ecology': ['geology'],
      'ecommerce': ['commerce'],
      'econometrics': ['economics', 'statistics'],
      'economic': ['scientific skill'],
      'economic history': ['economics'],
      'economic theory': ['economics'],
      'economics': ['scientific skill'],
      'edge cloud': ['cloud computing platform'],
      'ediscovery': ['software'],
      'ediscovery analyzer': ['ediscovery'],
      'ediscovery manager': ['ediscovery'],
      'education': ['industry'],
      'education policy': ['policy'],
      'educational field': ['skill'],
      'edx': ['mooc'],
      'effective communicator': ['job specific soft skills'],
      'ejb': ['enterprise java'],
      'elastic compute cloud': ['cloud computing platform'],
      'elastic net': ['regularized regression'],
      'elasticsearch': ['search engine'],
      'elections canada': ['company'],
      'electric circuit': ['circuit'],
      'electrical device': ['device'],
      'electrical engineering': ['engineering'],
      'electrical regulator': ['regulation'],
      'electrical state': ['state'],
      'elk stack': ['search engine'],
      'elliptic envelope': ['outlier detection'],
      'embedded linux': ['embedded system', 'linux'],
      'embedded system': ['system'],
      'emberjs': ['javascript'],
      'emc elastic cloud storage': ['cloud computing platform'],
      'emotion': ['state'],
      'emotion management': ['job specific soft skills'],
      'emotional intelligence': ['teamwork'],
      'emotional skill': ['skill'],
      'empathy': ['positive emotion', 'teamwork'],
      'employee': ['person'],
      'employee appreciation': ['appreciation'],
      'employee benefit': ['benefit'],
      'employee pay': ['organizational pay'],
      'employee recognition': ['recognition'],
      'employee training': ['training'],
      'employee treatment': ['treatment'],
      'encourage': ['positive emotion', 'teamwork'],
      'encryption': ['activity'],
      'encryption software': ['software'],
      'end user': ['user'],
      'end user license': ['license'],
      'energy': ['industry', 'positive attitude'],
      'energy industry': ['industry', 'positive attitude'],
      'engagement plan': ['plan'],
      'engagement process': ['process'],
      'engagement training': ['training'],
      'engineer': ['individual role', 'technical role'],
      'engineering': ['technical services'],
      'engineering and scientific': ['software'],
      'engineering and scientific subroutine library for aix': [   'engineering '
                                                                   'and '
                                                                   'scientific'],
      'engineering and scientific subroutine library for linux': [   'engineering '
                                                                     'and '
                                                                     'scientific'],
      'engineering and scientific subroutine library for linux on power': [   'engineering '
                                                                              'and '
                                                                              'scientific'],
      'english': ['natural language'],
      'english literature': ['linguistics'],
      'enhanced access control': ['software'],
      'enhanced access control for sclm': ['enhanced access control'],
      'enhanced access control for sclm for z/os': ['enhanced access control'],
      'enterprise': ['software'],
      'enterprise architect': ['architect'],
      'enterprise cloud': ['cloud computing platform'],
      'enterprise cobol for z/os': ['enterprise'],
      'enterprise content management': ['enterprise'],
      'enterprise content manager': ['enterprise'],
      'enterprise infrastructure': ['infrastructure'],
      'enterprise java': ['java'],
      'enterprise network': ['network'],
      'enterprise pl/i for z/os': ['enterprise'],
      'enterprise plan': ['plan'],
      'enterprise records': ['enterprise'],
      'enterprise resource planning': ['software'],
      'enthusiasm': ['positive attitude'],
      'entity': ['root'],
      'entity provenance': ['entity', 'provenance'],
      'entomology': ['linguistics'],
      'entrepreneur': ['individual role'],
      'environment': ['root'],
      'environmental science': ['biology'],
      'enzyme': ['protein'],
      'equal opportunity': ['organization'],
      'equality': ['behavior'],
      'equations': ['math skill'],
      'equipment failure': ['problem'],
      'ergonomic sensitivity': ['job specific soft skills'],
      'ergonomics': ['accessibility'],
      'erlang': ['programming language'],
      'essential team member': ['team member', 'team skill'],
      'establishing interpersonal relationships': ['teamwork'],
      'estimation': ['activity'],
      'ethereum': ['cryptocurrency'],
      'ethernet': ['network protocol'],
      'ethical guideline': ['guideline'],
      'etihad': ['company'],
      'etl': ['integration'],
      'evangelize': ['soft skill'],
      'event log': ['document'],
      'event processing': ['analytical activity'],
      'exchange server': ['software'],
      'execution model': ['software model'],
      'executive': ['executive role'],
      'executive role': ['individual role'],
      'expectation': ['state'],
      'experience': ['root'],
      'experiment with new ideas': ['research skill'],
      'experimental physics': ['chemistry'],
      'expert role': ['individual role'],
      'expert system': ['software'],
      'exponential family linear model': ['supervised learning'],
      'extensibility': ['design pattern'],
      'external device': ['device'],
      'external transfer': ['transfer'],
      'extract transform load': ['integration'],
      'extreme programming': ['software methodology'],
      'f1 score': ['testing outcome'],
      'fabasoft folio cloud': ['cloud computing platform'],
      'facebook': ['social media company'],
      'facilitation': ['leadership'],
      'facility management': ['maintenance'],
      'fact table': ['database table'],
      'factor analysis': ['linear dimension reduction model'],
      'failover': ['recovery'],
      'fair profit': ['positive attitude'],
      'fair share of taxes': ['responsibility'],
      'false negative': ['testing outcome'],
      'false positive': ['testing outcome'],
      'fannie mae': ['company'],
      'fault analyzer for z/os': ['software'],
      'fault tolerant': ['capability'],
      'feasibility': ['case study'],
      'feasibility study': ['case study'],
      'feature engineering': ['cognitive skill', 'statistical algorithm'],
      'feature extraction': ['machine learning'],
      'feature selection': ['cognitive skill', 'statistical algorithm'],
      'federated identity': ['identity management'],
      'fedora linux': ['linux'],
      'fiber': ['network protocol'],
      'fiber over ethernet': ['fiber'],
      'field effect transistor': ['transistor'],
      'field inventory': ['inventory'],
      'field-programmable gate array': ['circuit design'],
      'file manager for z/os': ['software'],
      'file system': ['framework'],
      'filenet': ['software'],
      'filenet application': ['filenet'],
      'filenet application connector': ['filenet application'],
      'filenet application connector for sap': ['filenet application'],
      'filenet application connector for sap r/3': ['filenet application'],
      'filenet business': ['filenet'],
      'filenet business activity': ['filenet business'],
      'filenet business activity monitor': ['filenet business'],
      'filenet business process': ['filenet business'],
      'filenet business process framework': ['filenet business'],
      'filenet business process manager': ['filenet business'],
      'filenet capture': ['filenet'],
      'filenet connectors': ['filenet'],
      'filenet connectors for microsoft': ['filenet connectors'],
      'filenet connectors for microsoft sharepoint': ['filenet connectors'],
      'filenet content': ['filenet'],
      'filenet content manager': ['filenet content'],
      'filenet content services': ['filenet content'],
      'filenet eforms': ['filenet'],
      'filenet email manager': ['filenet'],
      'filenet eprocess': ['filenet'],
      'filenet fax': ['filenet'],
      'filenet forms manager': ['filenet'],
      'filenet idm': ['filenet'],
      'filenet idm desktop/web': ['filenet idm'],
      'filenet idm desktop/web services/open': ['filenet idm'],
      'filenet idm desktop/web services/open client': ['filenet idm'],
      'filenet image': ['filenet'],
      'filenet image manager': ['filenet image'],
      'filenet image manager active': ['filenet image'],
      'filenet image manager active edition': ['filenet image'],
      'filenet image services': ['filenet image'],
      'filenet records crawler': ['filenet'],
      'filenet rendition engine': ['filenet'],
      'filenet report manager': ['filenet'],
      'filenet system monitor': ['filenet'],
      'filenet team': ['filenet'],
      'filenet team collaboration': ['filenet team'],
      'filenet team collaboration manager': ['filenet team'],
      'finance': ['industry'],
      'financial': ['industry'],
      'financial accounting with sap erp 6.0 ehp7': [   'sap certified '
                                                        'application associate'],
      'financial benefit': ['benefit'],
      'financial company': ['company'],
      'financial instrument': ['document'],
      'financial measurement': ['measurement'],
      'financial plan': ['financial skill'],
      'financial service': ['service'],
      'financial skill': ['business skill'],
      'financial technology': ['financial'],
      'financials functional consultant associate': ['dynamics 365'],
      'financials in sap s/4hana 1610 for sap erp finance experts': [   'sap '
                                                                        'certified '
                                                                        'application '
                                                                        'professional'],
      'financials in sap s/4hana 1709 for sap erp financials experts': [   'sap '
                                                                           'certified '
                                                                           'application '
                                                                           'professional'],
      'financials in sap s/4hana for sap erp finance experts (sap s/4hana 1809)': [   'sap '
                                                                                      'certified '
                                                                                      'application '
                                                                                      'professional'],
      'find similar': ['command'],
      'fine art': ['educational field'],
      'finite element analysis': ['math skill'],
      'finite element method': ['math skill'],
      'fintech': ['financial'],
      'firebase cloud messaging': ['cloud computing platform'],
      'firefox': ['web browser'],
      'firewall': ['security product'],
      'firewall configuration': ['configuration'],
      'firmware': ['programming language'],
      'first line manager': ['line manager'],
      'first responsibility': ['work ethic'],
      'fixed asset': ['physical property'],
      'flask': ['python library', 'web server'],
      'flat file database': ['database'],
      'flexibility': ['critical thinking'],
      'flexible environment': ['culture'],
      'flexible work': ['culture'],
      'fluid dynamics': ['physics'],
      'fluid mechanics': ['physics'],
      'flume': ['apache software'],
      'focus': ['state'],
      'follow instructions': ['job specific soft skills'],
      'follow regulations': ['job specific soft skills'],
      'follow rules': ['job specific soft skills'],
      'following direction': ['work ethic'],
      'forecast': ['document'],
      'formal language': ['language'],
      'forms': ['software'],
      'forms designer': ['forms'],
      'forms server': ['forms'],
      'forms turbo': ['forms'],
      'forms viewer': ['forms'],
      'forsensics': ['security'],
      'fortigate': ['firewall'],
      'fortigate carrier': ['fortigate'],
      'fortigate enterprise': ['fortigate'],
      'fortigate utm': ['fortigate'],
      'fortinet': ['cybersecurity company'],
      'forward proxy': ['proxy'],
      'forward selection': ['feature selection', 'incremental selection model'],
      'forward stagewise selection': ['incremental selection model'],
      'forward stepwise selection': ['incremental selection model'],
      'fpga': ['circuit design'],
      'fpgas': ['circuit design'],
      'fractional processor unit': ['cpu'],
      'frame relay': ['network standard'],
      'framework': ['entity'],
      'free market economics': ['economics'],
      'free software': ['software'],
      'french': ['natural language'],
      'friendliness': ['positive attitude'],
      'front end': ['software component'],
      'ftp': ['network protocol'],
      'fujitsu global cloud platform': ['cloud computing platform'],
      'full stack': ['developer'],
      'full stack developer': ['developer'],
      'functional programming': ['programming skill'],
      'functional requirement': ['requirement'],
      'functions well under pressure': ['job specific soft skills'],
      'fundamental physics': ['physics'],
      'funding round': ['investment'],
      'fuzzy c means': ['clustering model'],
      'game designer': ['designer'],
      'game programming': ['programming skill'],
      'gasf certification': ['giac certification'],
      'gateway': ['network device'],
      'gaussian mixture model': ['mixture model'],
      'gaussian naïve bayes': ['naive bayes classifier'],
      'gawn certification': ['giac certification'],
      'gccc certification': ['giac certification'],
      'gcda certification': ['giac certification'],
      'gced certification': ['giac certification'],
      'gcfa certification': ['giac certification'],
      'gcfe certification': ['giac certification'],
      'gcia certification': ['giac certification'],
      'gcih certification': ['giac certification'],
      'gcip certification': ['giac certification'],
      'gcpm certification': ['giac certification'],
      'gcti certification': ['giac certification'],
      'gcux certification': ['giac certification'],
      'gcwn certification': ['giac certification'],
      'gdat certification': ['giac certification'],
      'gdpr': ['data privacy regulation'],
      'gdsa certification': ['giac certification'],
      'general data protection regulation': ['data privacy regulation'],
      'general ledger accounting': ['accounting'],
      'general parallel file system': ['software'],
      'general parallel file system for aix': ['general parallel file system'],
      'general parallel file system for linux': ['general parallel file system'],
      'general parallel file system for linux on power': [   'general parallel '
                                                             'file system'],
      'general parallel file system for multiplatform': [   'general parallel '
                                                            'file system'],
      'general parallel file system on x86': ['general parallel file system'],
      'general parallel file system on x86 architecture': [   'general parallel '
                                                              'file system'],
      'generalized linear model': ['exponential family linear model'],
      'genetic algorithms': ['machine learning'],
      'geochemistry': ['chemistry', 'geology'],
      'geographic information system': [   'computational science',
                                           'geology',
                                           'information technology'],
      'geography': ['scientific skill'],
      'geology': ['scientific skill'],
      'geometry': ['math skill'],
      'geomorphology': ['geology'],
      'geophysics': ['geology', 'physics'],
      'georgia tech': ['company'],
      'geosciences': ['geology'],
      'german': ['natural language'],
      'german chemical company': ['pharmaceutical company'],
      'german multinational pharmaceutical': ['sun pharmaceutical'],
      'geva certification': ['giac certification'],
      'giac': ['cloud computing company', 'non profit company'],
      'giac advanced smartphone forensics': ['giac certification'],
      'giac assessing and auditing wireless networks': ['giac certification'],
      'giac certification': ['certification'],
      'giac certified detection analyst': ['giac certification'],
      'giac certified enterprise defender': ['giac certification'],
      'giac certified firewall analyst': ['giac certification'],
      'giac certified forensic analyst': ['giac certification'],
      'giac certified forensic examiner': ['giac certification'],
      'giac certified incident handler': ['giac certification'],
      'giac certified intrusion analyst': ['giac certification'],
      'giac certified project manager': ['giac certification'],
      'giac certified unix security administrator': ['giac certification'],
      'giac certified web application defender': ['giac certification'],
      'giac certified windows security administrator': ['giac certification'],
      'giac continuous monitoring certification': ['giac certification'],
      'giac critical controls certification': ['giac certification'],
      'giac critical infrastructure protection': ['giac certification'],
      'giac cyber threat intelligence': ['giac certification'],
      'giac defending advanced threats': ['giac certification'],
      'giac defensible security architecture': ['giac certification'],
      'giac enterprise vulnerability assessor': ['giac certification'],
      'giac exploit researcher and advanced penetration tester': [   'giac '
                                                                     'certification'],
      'giac information security professional': ['giac certification'],
      'giac law of data security & investigations': ['giac certification'],
      'giac mobile device security analyst': ['giac certification'],
      'giac network forensic analyst': ['giac certification'],
      'giac penetration tester': ['giac certification'],
      'giac python coder': ['giac certification'],
      'giac response and industrial defense': ['giac certification'],
      'giac reverse engineering malware': ['giac certification'],
      'giac secure software programmer': ['giac certification'],
      'giac security essentials': ['giac certification'],
      'giac security expert': ['giac certification'],
      'giac security leadership': ['giac certification'],
      'giac strategic planning, policy, and leadership': ['giac certification'],
      'giac systems and network auditor': ['giac certification'],
      'giac web application penetration tester': ['giac certification'],
      'ginni rometty': ['chief executive officer', 'ibm employee'],
      'gis': ['computational science', 'geology', 'information technology'],
      'giscp certification': ['giac certification'],
      'gisf certification': ['giac certification'],
      'gisp certification': ['giac certification'],
      'git': ['version control'],
      'github': ['source control'],
      'giving clear feedback': ['leadership'],
      'glad': ['positive emotion'],
      'gleg certification': ['giac certification'],
      'global data': ['software'],
      'global data synchronization': ['global data'],
      'global data synchronization for websphere': ['global data'],
      'global data synchronization for websphere product center': ['global data'],
      'global industrial cyber security professional': ['giac certification'],
      'global retention': ['software'],
      'global retention policy': ['global retention'],
      'global retention policy and schedule': ['global retention'],
      'global retention policy and schedule management': ['global retention'],
      'global training': ['training'],
      'gmob certification': ['giac certification'],
      'gmon certification': ['giac certification'],
      'gnfa certification': ['giac certification'],
      'go live': ['deployment environment'],
      'golang': ['programming language'],
      'good attitude': ['job specific soft skills'],
      'good quality': ['quality'],
      'google': ['company'],
      'google ads certification': ['google certification'],
      'google ads display certification': ['google ads certification'],
      'google ads search certification': ['google ads certification'],
      'google ads video certification': ['google ads certification'],
      'google certification': ['certification'],
      'google certified android developer': ['google certification'],
      'google certified associate cloud engineer': ['google cloud certification'],
      'google certified mobile web specialist': ['google certification'],
      'google certified professional cloud architect': [   'google cloud '
                                                           'certification'],
      'google certified professional data engineer': [   'google cloud '
                                                         'certification'],
      'google cloud': ['cloud computing platform', 'cloud provider'],
      'google cloud certification': ['google certification'],
      'google cloud connect': ['google cloud'],
      'google cloud dataflow': ['google cloud', 'workflow language'],
      'google cloud dataproc': ['google cloud'],
      'google cloud datastore': ['google cloud'],
      'google cloud functions': ['google cloud'],
      'google cloud messaging': ['google cloud'],
      'google cloud platform': ['google cloud'],
      'google cloud print': ['google cloud'],
      'google cloud storage': ['google cloud'],
      'google developers certification': ['google certification'],
      'governance': ['capability'],
      'government': ['industry'],
      'gpen certification': ['giac certification'],
      'gpfs': ['distributed file system'],
      'gpl license': ['license'],
      'gpl3 license': ['gpl license'],
      'gppa certification': ['giac certification'],
      'gpyc certification': ['giac certification'],
      'gradient descent': ['cognitive testing', 'optimization algorithm'],
      'graduate degree': ['degree'],
      'grafana': ['statistical software'],
      'graph algorithm': ['algorithm'],
      'graph database': ['navigational database'],
      'graph theory': ['math skill'],
      'graphic': ['artifact'],
      'graphic designer, communication designer, graphic artist': [   'designer',
                                                                      'visualization '
                                                                      'skill'],
      'graphical data display': ['software'],
      'graphical data display manager': ['graphical data display'],
      'graphical data display manager (gddm)': ['graphical data display'],
      'graphical model': ['supervised learning'],
      'graphical user interface': ['user interface'],
      'graphql': ['query language'],
      'green hat': ['software'],
      'green hat performance': ['green hat'],
      'green hat tester': ['green hat'],
      'green hat virtual': ['green hat'],
      'green hat virtual integration': ['green hat'],
      'green hat virtual integration environment': ['green hat'],
      'greeting': ['chitchat'],
      'grem certification': ['giac certification'],
      'grid based clustering': ['clustering model'],
      'grid certification': ['giac certification'],
      'ground truth': ['artifact'],
      'groupware': ['software'],
      'growth': ['activity'],
      'grpc': ['net framework'],
      'gse certification': ['giac certification'],
      'gsec certification': ['giac certification'],
      'gslc certification': ['giac certification'],
      'gsna certification': ['giac certification'],
      'gssp certification': ['giac certification'],
      'gstrt certification': ['giac certification'],
      'gts claim training': ['claim training'],
      'guided latent dirchlet allocation': ['latent dirichlet allocation'],
      'guideline': ['standard'],
      'gwapt certification': ['giac certification'],
      'gweb certification': ['giac certification'],
      'gxpn certification': ['giac certification'],
      'h1b': ['travel visa'],
      'hackability': ['troubleshooting'],
      'hacker': ['troubleshooting'],
      'hadoop': ['apache software'],
      'handheld computer': ['device'],
      'haproxy': ['load balancer', 'open source software'],
      'harassment': ['behavior'],
      'hard disk': ['storage device'],
      'hardware': ['root'],
      'hardware deployment': ['deployment'],
      'hardware design': ['design skill'],
      'hardware inventory process': ['inventory process'],
      'hardware platform': ['hardware', 'platform'],
      'hardware skill': ['technical skill'],
      'hardware test': ['test', 'testing'],
      'hardware testing': ['test', 'testing'],
      'hardware troubleshooting': ['troubleshooting'],
      'hardware virtualization': ['virtualization'],
      'hartford': ['company'],
      'hash tree': ['data structure'],
      'hashicorp': ['company'],
      'hbase': ['apache software', 'database'],
      'hcispp certification': ['isc certification'],
      'hdfs': ['distributed file system'],
      'health': ['state'],
      'health and safety': ['work ethic'],
      'health care': ['industry'],
      'health care company': ['company'],
      'health care security': ['domain security'],
      'health informatics': ['health care'],
      'health insurance': ['insurance'],
      'health net': ['company'],
      'healthcare provider': ['software'],
      'healthcare provider data warehouse': ['healthcare provider'],
      'hello': ['chitchat'],
      'help desk': ['support'],
      'heuristic': ['rule'],
      'heuristics': ['rule'],
      'hibernate': ['technical framework'],
      'hidden markov model': ['markov model'],
      'hierarchical clustering': ['clustering model'],
      'hierarchical database': ['navigational database'],
      'hierarchical storage management': ['file system'],
      'high avaiability cluster': ['cluster computing'],
      'high availability': ['availability'],
      'high level language': ['programming language'],
      'high performance computing': ['software'],
      'high performance computing management suite for cloud': [   'high '
                                                                   'performance '
                                                                   'computing'],
      'high performance microprocessor': ['microprocessor'],
      'high quality': ['accountability'],
      'high scalability': ['scalability'],
      'high skill': ['skill level'],
      'high workload': ['negative emotion'],
      'highly capable leaders': ['leadership'],
      'highly recommended': ['job specific soft skills'],
      'hikma pharmaceuticals': ['sun pharmaceutical'],
      'hippa': ['data privacy regulation'],
      'hiring manager': ['manager'],
      'historical linguistics': ['linguistics'],
      'history': ['educational field'],
      'hive': ['technical framework'],
      'home network': ['network'],
      'home office': ['workplace'],
      'honda': ['company'],
      'honesty': ['positive attitude'],
      'hornetq': ['message queue'],
      'hortonworks': ['cloudera'],
      'hortonworks certification': ['cloudera certification'],
      'hortonworks certified administrator': [   'hortonworks certified '
                                                 'professional'],
      'hortonworks certified developer': ['hortonworks certified professional'],
      'hortonworks certified professional': ['hortonworks certification'],
      'hortonworks spark certification': ['hortonworks certified professional'],
      'host access': ['software'],
      'host access client': ['host access'],
      'host access client package': ['host access'],
      'hosting': ['activity'],
      'hp': ['company'],
      'hp cloud': ['cloud computing platform'],
      'hp cloud services': ['hp cloud'],
      'hp converged cloud': ['hp cloud'],
      'hp-ux': ['unix'],
      'html': ['markup language', 'web language'],
      'http': ['network protocol'],
      'http server': ['software'],
      'https': ['network protocol'],
      'hudson': ['control framework'],
      'human computer interaction': ['framework'],
      'human factors and ergonomics': ['accessibility'],
      'human readable medium': ['readable medium'],
      'human resources': ['individual role'],
      'human resources policy': ['policy'],
      'humanities': ['linguistics'],
      'humorous': ['positive attitude'],
      'hybrid cloud': [   'cloud computing platform',
                          'private cloud',
                          'public cloud'],
      'hybrid cloud gateway': ['hybrid cloud'],
      'hydrogeology': ['geology'],
      'hydrology': ['geology'],
      'hyperledger': ['blockchain project'],
      'hyperledger fabric': ['blockchain framework'],
      'hyperparameter': ['deep learning design'],
      'hypervisor': ['software'],
      'hypothesis': ['activity'],
      'i2': ['software'],
      'i2 analysts': ['i2'],
      'i2 analysts notebook': ['i2 analysts'],
      'i2 analysts notebook connector': ['i2 analysts'],
      'i2 analysts notebook connector for esri': ['i2 analysts'],
      'i2 analysts notebook premium': ['i2 analysts'],
      'i2 coplink': ['i2'],
      'i2 fraud': ['i2'],
      'i2 fraud intelligence': ['i2 fraud'],
      'i2 fraud intelligence analysis': ['i2 fraud'],
      'i2 ibase': ['i2'],
      'i2 information': ['i2'],
      'i2 information exchange': ['i2 information'],
      'i2 information exchange for analysis': ['i2 information'],
      'i2 information exchange for analysis search': ['i2 information'],
      'i2 information exchange for analysis search for analysts notebook': [   'i2 '
                                                                               'information'],
      'i2 information exchange for analysis search services sdk': [   'i2 '
                                                                      'information'],
      'i2 intelligence': ['i2'],
      'i2 intelligence analysis': ['i2 intelligence'],
      'i2 intelligence analysis platform': ['i2 intelligence'],
      'ibm': ['company'],
      'ibm agile': ['agile'],
      'ibm aix': ['mainframe operating system', 'system', 'unix'],
      'ibm badge': ['badge'],
      'ibm business process': ['business process'],
      'ibm certification': ['certification'],
      'ibm cloud': ['cloud computing platform'],
      'ibm cloud and smarter infrastructure': ['ibm cloud'],
      'ibm cloud computing': ['ibm cloud'],
      'ibm cloud video': ['ibm cloud'],
      'ibm corporate division': ['corporate division'],
      'ibm db2': ['relational database'],
      'ibm employee': ['employee'],
      'ibm gbs': ['corporate division', 'ibm corporate division'],
      'ibm gts': ['ibm corporate division'],
      'ibm internal': ['product'],
      'ibm mainframe': ['mainframe'],
      'ibm master inventor': ['inventor'],
      'ibm notes': ['lotus'],
      'ibm offering': ['activity'],
      'ibm platform software': ['software'],
      'ibm private cloud': ['private cloud'],
      'ibm product': ['product'],
      'ibm q': ['quantum computing platform'],
      'ibm q associate ambassador': ['ibm q certification'],
      'ibm q certification': ['ibm certification'],
      'ibm q intermediate ambassador': ['ibm q certification'],
      'ibm q senior ambassador': ['ibm q certification'],
      'ibm quantum computing': ['quantum computing'],
      'ibm sametime': ['software'],
      'ibm software': ['software'],
      'ibm storage': ['infrastructure'],
      'ibm system p, ibm system i, ibm power': ['ibm mainframe'],
      'ibm system z': ['hardware platform'],
      'ibm team': ['agent'],
      'ibm websphere mq': ['websphere'],
      'ica': ['linear dimension reduction model'],
      'id3': ['decision tree'],
      'identification': ['artifact'],
      'identity': ['state'],
      'identity governance': ['governance'],
      'identity management': ['manager', 'security'],
      'idms': ['network database'],
      'ieee': ['standard'],
      'ieee 802.11': ['network protocol'],
      'ieee 802.3': ['network protocol'],
      'ieee cloud computing': ['cloud computing platform'],
      'ieee standard': ['standard'],
      'ihs': ['web server'],
      'ilog': ['rules engine'],
      'ilog ampl': ['ilog'],
      'ilog cp optimizer': ['ilog'],
      'ilog cplex': ['ilog'],
      'ilog cplex optimization': ['ilog cplex'],
      'ilog cplex optimization studio': ['ilog cplex'],
      'ilog db link': ['ilog'],
      'ilog diagram for net': ['ilog'],
      'ilog elixir enterprise': ['ilog'],
      'ilog fab powerops': ['ilog'],
      'ilog gantt for net': ['ilog'],
      'ilog inventory': ['ilog'],
      'ilog inventory and product': ['ilog inventory'],
      'ilog inventory and product flow': ['ilog inventory'],
      'ilog inventory and product flow analyst': ['ilog inventory'],
      'ilog jviews': ['ilog'],
      'ilog jviews charts': ['ilog jviews'],
      'ilog jviews diagrammer': ['ilog jviews'],
      'ilog jviews enterprise': ['ilog jviews'],
      'ilog jviews gantt': ['ilog jviews'],
      'ilog jviews graph': ['ilog jviews'],
      'ilog jviews graph layout': ['ilog jviews'],
      'ilog jviews graph layout for eclipse': ['ilog jviews'],
      'ilog jviews maps': ['ilog jviews'],
      'ilog jviews maps for defense': ['ilog jviews'],
      'ilog jviews telecom graphic objects': ['ilog jviews'],
      'ilog logicnet': ['ilog'],
      'ilog odm enterprise': ['ilog'],
      'ilog opl-cplex': ['ilog'],
      'ilog opl-cplex -odm': ['ilog opl-cplex'],
      'ilog opl-cplex development': ['ilog opl-cplex'],
      'ilog opl-cplex development bundles': ['ilog opl-cplex'],
      'ilog plant powerops': ['ilog'],
      'ilog rules for c++': ['ilog'],
      'ilog server': ['ilog'],
      'ilog telecom': ['ilog'],
      'ilog telecom graphic objects': ['ilog telecom'],
      'ilog transport powerops': ['ilog'],
      'ilog transportation analyst': ['ilog'],
      'ilog views': ['ilog'],
      'imac coordinator': ['system administrator'],
      'image': ['artifact'],
      'image recognition': [   'artificial intelligence',
                               'cognitive skill',
                               'statistical algorithm'],
      'impala': ['apache software'],
      'implement': ['technical role'],
      'implementation role': ['technical role'],
      'improve': ['activity'],
      'ims': ['hierarchical database'],
      'ims audit': ['ims'],
      'ims audit management': ['ims audit'],
      'ims audit management expert': ['ims audit'],
      'ims audit management expert for z/os': ['ims audit'],
      'ims batch': ['ims'],
      'ims batch backout': ['ims batch'],
      'ims batch backout manager': ['ims batch'],
      'ims batch backout manager for z/os': ['ims batch'],
      'ims batch terminal': ['ims batch'],
      'ims batch terminal simulator': ['ims batch'],
      'ims batch terminal simulator for z/os': ['ims batch'],
      'ims buffer': ['ims'],
      'ims buffer pool': ['ims buffer'],
      'ims buffer pool analyzer': ['ims buffer'],
      'ims buffer pool analyzer for z/os': ['ims buffer'],
      'ims cloning': ['ims'],
      'ims cloning tool': ['ims cloning'],
      'ims cloning tool for z/os': ['ims cloning'],
      'ims command': ['ims'],
      'ims command control': ['ims command'],
      'ims command control facility': ['ims command'],
      'ims command control facility for z/os': ['ims command'],
      'ims configuration': ['ims'],
      'ims configuration manager': ['ims configuration'],
      'ims configuration manager for z/os': ['ims configuration'],
      'ims connect': ['ims'],
      'ims connect extensions': ['ims connect'],
      'ims connect extensions for z/os': ['ims connect'],
      'ims database': ['ims'],
      'ims database control': ['ims database'],
      'ims database control suite': ['ims database'],
      'ims database control suite for z/os': ['ims database'],
      'ims database recovery': ['ims database'],
      'ims database recovery facility': ['ims database'],
      'ims database recovery facility for z/os': ['ims database'],
      'ims database repair': ['ims database'],
      'ims database repair facility': ['ims database'],
      'ims database repair facility for z/os': ['ims database'],
      'ims database solution': ['ims database'],
      'ims database solution pack': ['ims database'],
      'ims database solution pack for z/os': ['ims database'],
      'ims datapropagator for z/os': ['ims'],
      'ims dedb': ['ims'],
      'ims dedb fast': ['ims dedb'],
      'ims dedb fast recovery': ['ims dedb'],
      'ims dedb fast recovery for z/os': ['ims dedb'],
      'ims enterprise suite': ['ims'],
      'ims extended': ['ims'],
      'ims extended terminal': ['ims extended'],
      'ims extended terminal option': ['ims extended'],
      'ims extended terminal option support': ['ims extended'],
      'ims extended terminal option support for z/os': ['ims extended'],
      'ims fast': ['ims'],
      'ims fast path': ['ims fast'],
      'ims fast path solution': ['ims fast'],
      'ims fast path solution pack': ['ims fast'],
      'ims fast path solution pack for z/os': ['ims fast'],
      'ims high': ['ims'],
      'ims high availability': ['ims high'],
      'ims high availability large': ['ims high'],
      'ims high availability large database': ['ims high'],
      'ims high availability large database (haldb)': ['ims high'],
      'ims high availability large database (haldb) toolkit for z/os': [   'ims '
                                                                           'high'],
      'ims high performance': ['ims high'],
      'ims high performance change': ['ims high'],
      'ims high performance change accumulation': ['ims high'],
      'ims high performance change accumulation utility for z/os': ['ims high'],
      'ims high performance fast': ['ims high'],
      'ims high performance fast path': ['ims high'],
      'ims high performance fast path utilities for z/os': ['ims high'],
      'ims high performance image': ['ims high'],
      'ims high performance image copy for z/os': ['ims high'],
      'ims high performance load': ['ims high'],
      'ims high performance load for z/os': ['ims high'],
      'ims high performance pointer': ['ims high'],
      'ims high performance pointer checker for z/os': ['ims high'],
      'ims high performance prefix': ['ims high'],
      'ims high performance prefix resolution for z/os': ['ims high'],
      'ims high performance unload': ['ims high'],
      'ims high performance unload for z/os': ['ims high'],
      'ims index': ['ims'],
      'ims index builder': ['ims index'],
      'ims index builder for z/os': ['ims index'],
      'ims library': ['ims'],
      'ims library integrity': ['ims library'],
      'ims library integrity utilities': ['ims library'],
      'ims library integrity utilities for z/os': ['ims library'],
      'ims network': ['ims'],
      'ims network compression facility for z/os': ['ims network'],
      'ims online': ['ims'],
      'ims online reorganization': ['ims online'],
      'ims online reorganization facility': ['ims online'],
      'ims online reorganization facility for z/os': ['ims online'],
      'ims parallel': ['ims'],
      'ims parallel reorganization': ['ims parallel'],
      'ims parallel reorganization for z/os': ['ims parallel'],
      'ims parameter': ['ims'],
      'ims parameter manager': ['ims parameter'],
      'ims parameter manager for z/os': ['ims parameter'],
      'ims performance': ['ims'],
      'ims performance analyzer': ['ims performance'],
      'ims performance analyzer for z/os': ['ims performance'],
      'ims performance monitor': ['ims performance'],
      'ims performance monitor for z/os': ['ims performance'],
      'ims performance solution': ['ims performance'],
      'ims performance solution pack': ['ims performance'],
      'ims performance solution pack for z/os': ['ims performance'],
      'ims problem': ['ims'],
      'ims problem investigator': ['ims problem'],
      'ims problem investigator for z/os': ['ims problem'],
      'ims program': ['ims'],
      'ims program restart': ['ims program'],
      'ims program restart facility': ['ims program'],
      'ims program restart facility for z/os': ['ims program'],
      'ims queue': ['ims'],
      'ims queue control': ['ims queue'],
      'ims queue control facility': ['ims queue'],
      'ims queue control facility for z/os': ['ims queue'],
      'ims recovery': ['ims'],
      'ims recovery expert': ['ims recovery'],
      'ims recovery expert for z/os': ['ims recovery'],
      'ims recovery solution': ['ims recovery'],
      'ims recovery solution pack': ['ims recovery'],
      'ims recovery solution pack for z/os': ['ims recovery'],
      'ims sequential': ['ims'],
      'ims sequential randomizer': ['ims sequential'],
      'ims sequential randomizer generator': ['ims sequential'],
      'ims sequential randomizer generator for os/390': ['ims sequential'],
      'ims sysplex': ['ims'],
      'ims sysplex manager': ['ims sysplex'],
      'ims sysplex manager for z/os': ['ims sysplex'],
      'ims tools': ['ims'],
      'ims tools knowledge': ['ims tools'],
      'ims tools knowledge base': ['ims tools'],
      'ims tools knowledge base for z/os': ['ims tools'],
      'inadequate': ['negative emotion'],
      'incident': ['situation'],
      'incident manager': ['manager'],
      'incident reduction': ['troubleshooting'],
      'incident ticket': ['ticket'],
      'incidental benefit': ['benefit'],
      'inclusive': ['state'],
      'inclusive work environment': ['responsibility'],
      'incremental selection model': ['feature selection'],
      'independence': ['work ethic'],
      'independent': ['job specific soft skills'],
      'index': ['artifact'],
      'indian multinational pharmaceutical company': ['pharmaceutical company'],
      'individual role': ['role'],
      'industry': ['root'],
      'industry context': ['insight'],
      'industry insight': ['insight'],
      'industry standard': ['artifact'],
      'industry trend': ['state'],
      'influence': ['teamwork'],
      'influxdb': ['time series database'],
      'informatics': ['knowledge management'],
      'information architect': ['architect'],
      'information architecture': ['architecture'],
      'information developer': ['developer'],
      'information governance': ['governance'],
      'information lifecycle management': ['lifecycle management'],
      'information management': ['management'],
      'information management software': ['software'],
      'information retrieval': ['knowledge management'],
      'information security': ['security'],
      'information server': ['software'],
      'information server data': ['information server'],
      'information server data quality': ['information server'],
      'information server data quality module': ['information server'],
      'information server data quality module for sap': ['information server'],
      'information system': ['software'],
      'information systems audit and control association': ['company'],
      'information technology': ['industry'],
      'informix': ['software'],
      'informix 4gl': ['informix'],
      'informix c-isam datablade': ['informix'],
      'informix data': ['informix'],
      'informix data director': ['informix data'],
      'informix data director for web': ['informix data'],
      'informix datablade modules': ['informix'],
      'informix enterprise': ['informix'],
      'informix enterprise gateway': ['informix enterprise'],
      'informix enterprise gateway manager': ['informix enterprise'],
      'informix esql/cobol': ['informix'],
      'informix extended': ['informix'],
      'informix extended parallel': ['informix extended'],
      'informix extended parallel server': ['informix extended'],
      'informix growth': ['informix'],
      'informix growth warehouse': ['informix growth'],
      'informix growth warehouse edition': ['informix growth'],
      'informix online': ['informix'],
      'informix servers': ['informix'],
      'informix standard engine': ['informix'],
      'informix tools': ['informix'],
      'infosec': ['cybersecurity company', 'security'],
      'infosec certification': ['certification'],
      'infosphere': ['software'],
      'infosphere balanced warehouse': ['infosphere'],
      'infosphere biginsights': ['infosphere'],
      'infosphere blueprint director': ['infosphere'],
      'infosphere business glossary': ['infosphere'],
      'infosphere change': ['infosphere'],
      'infosphere change data': ['infosphere change'],
      'infosphere change data capture': ['infosphere change'],
      'infosphere change data capture for oracle': ['infosphere change'],
      'infosphere change data capture for oracle replication': [   'infosphere '
                                                                   'change'],
      'infosphere classic': ['infosphere'],
      'infosphere classic connector': ['infosphere classic'],
      'infosphere classic connector for z/os': ['infosphere classic'],
      'infosphere classic data': ['infosphere classic'],
      'infosphere classic data event': ['infosphere classic'],
      'infosphere classic data event publisher for z/os': ['infosphere classic'],
      'infosphere classic federation': ['infosphere classic'],
      'infosphere classic federation server for z/os': ['infosphere classic'],
      'infosphere classic replication': ['infosphere classic'],
      'infosphere classic replication server for z/os': ['infosphere classic'],
      'infosphere classification module': ['infosphere'],
      'infosphere content': ['infosphere'],
      'infosphere content collector': ['infosphere content'],
      'infosphere content collector for file': ['infosphere content'],
      'infosphere content collector for file systems': ['infosphere content'],
      'infosphere data': ['infosphere'],
      'infosphere data architect': ['infosphere data'],
      'infosphere data event': ['infosphere data'],
      'infosphere data event publisher': ['infosphere data'],
      'infosphere data event publisher for z/os': ['infosphere data'],
      'infosphere data replication': ['infosphere data'],
      'infosphere datastage': ['infosphere'],
      'infosphere discovery': ['infosphere'],
      'infosphere enterprise records': ['infosphere'],
      'infosphere fasttrack': ['infosphere'],
      'infosphere federation server': ['infosphere'],
      'infosphere global': ['infosphere'],
      'infosphere global name': ['infosphere global'],
      'infosphere global name recognition': ['infosphere global'],
      'infosphere guardium': ['infosphere'],
      'infosphere guardium data': ['infosphere guardium'],
      'infosphere guardium data encryption': ['infosphere guardium'],
      'infosphere guardium vulnerability': ['infosphere guardium'],
      'infosphere guardium vulnerability assessment': ['infosphere guardium'],
      'infosphere identity insight': ['infosphere'],
      'infosphere information': ['infosphere'],
      'infosphere information analyzer': ['infosphere information'],
      'infosphere information server': ['infosphere information'],
      'infosphere information services': ['infosphere information'],
      'infosphere information services director': ['infosphere information'],
      'infosphere mashuphub': ['infosphere'],
      'infosphere master': ['infosphere'],
      'infosphere master data': ['infosphere master'],
      'infosphere master data management': ['infosphere master'],
      'infosphere master data management collaboration server': [   'infosphere '
                                                                    'master'],
      'infosphere master data management custom': ['infosphere master'],
      'infosphere master data management custom domain hub stand alone': [   'infosphere '
                                                                             'master'],
      'infosphere master data management server': ['infosphere master'],
      'infosphere master data management server for product information management': [   'infosphere '
                                                                                         'master'],
      'infosphere metadata workbench': ['infosphere'],
      'infosphere optim': ['infosphere'],
      'infosphere optim configuration': ['infosphere optim'],
      'infosphere optim configuration manager': ['infosphere optim'],
      'infosphere optim high': ['infosphere optim'],
      'infosphere optim high performance': ['infosphere optim'],
      'infosphere optim high performance unload': ['infosphere optim'],
      'infosphere optim high performance unload for db2': ['infosphere optim'],
      'infosphere optim high performance unload for db2 for linux and unix and windows': [   'infosphere '
                                                                                             'optim'],
      'infosphere optim performance': ['infosphere optim'],
      'infosphere optim performance manager': ['infosphere optim'],
      'infosphere optim purequery': ['infosphere optim'],
      'infosphere optim purequery runtime': ['infosphere optim'],
      'infosphere optim purequery runtime for linux and unix and windows': [   'infosphere '
                                                                               'optim'],
      'infosphere optim purequery runtime for z/os': ['infosphere optim'],
      'infosphere optim query': ['infosphere optim'],
      'infosphere optim query capture': ['infosphere optim'],
      'infosphere optim query capture and replay': ['infosphere optim'],
      'infosphere optim query tuner': ['infosphere optim'],
      'infosphere optim query tuner for db2': ['infosphere optim'],
      'infosphere optim query tuner for db2 for linux and unix and windows': [   'infosphere '
                                                                                 'optim'],
      'infosphere optim query tuner for db2 for z/os': ['infosphere optim'],
      'infosphere optim query workload': ['infosphere optim'],
      'infosphere optim query workload tuner': ['infosphere optim'],
      'infosphere optim query workload tuner for db2': ['infosphere optim'],
      'infosphere optim query workload tuner for db2 for linux and unix and windows': [   'infosphere '
                                                                                          'optim'],
      'infosphere optim query workload tuner for db2 for z/os': [   'infosphere '
                                                                    'optim'],
      'infosphere qualitystage': ['infosphere'],
      'infosphere replication': ['infosphere'],
      'infosphere replication server': ['infosphere replication'],
      'infosphere replication server for z/os': ['infosphere replication'],
      'infosphere streams': ['infosphere'],
      'infosphere traceability server': ['infosphere'],
      'infosphere warehouse packs': ['infosphere'],
      'infrastructure': ['hardware'],
      'infrastructure architect': ['architect'],
      'infrastructure as a service': ['cloud computing platform'],
      'infrastructure as code': ['software'],
      'infrastructure manager': ['manager'],
      'infrastructure platform': ['platform'],
      'infrastructure security': ['security'],
      'infrastructure service': ['cloud computing platform'],
      'infrastructure specialist': ['specialist'],
      'initial coin offering': ['document', 'offering'],
      'initial public offering': ['document', 'offering'],
      'initiate address': ['software'],
      'initiate address verification': ['initiate address'],
      'initiate address verification interface': ['initiate address'],
      'initiate master': ['software'],
      'initiate master data': ['initiate master'],
      'initiate master data service': ['initiate master'],
      'innovation': ['critical thinking', 'culture'],
      'innovative programs': ['research skill'],
      'innovative role': ['individual role'],
      'inorganic chemistry': ['chemistry'],
      'insight': ['state'],
      'inspire': ['positive emotion'],
      'inspiring people': ['leadership'],
      'inspur k-ux': ['unix'],
      'install': ['activity'],
      'insurance': ['industry'],
      'insurance company': ['company'],
      'insurance industry': ['industry'],
      'insurance process': ['software'],
      'insurance process and service': ['insurance process'],
      'insurance process and service models': ['insurance process'],
      'integrated circuit': ['circuit'],
      'integrated data store': ['network database'],
      'integrated development environment': ['software'],
      'integrated services digital network': ['digital network'],
      'integration': ['activity'],
      'integration architect': ['architect'],
      'integration framework': ['framework'],
      'integration platform': ['platform'],
      'integration skill': ['technical skill'],
      'interaction designer': ['designer'],
      'interactive voice response': ['software'],
      'intercultural competence': ['teamwork'],
      'interface': ['artifact'],
      'internal device': ['device'],
      'internal process': ['artifact'],
      'internal security assessor': ['pci certification'],
      'internal transfer': ['transfer'],
      'international economics': ['economics'],
      'international standards organization': ['standard'],
      'internet': ['network'],
      'internet explorer': ['web browser'],
      'internet of things': ['platform'],
      'internet protocol': ['protocol'],
      'interoperability': ['design pattern'],
      'interpersonal skills': ['teamwork'],
      'interview': ['communication skill'],
      'interview skill': ['communication skill'],
      'interviewing': ['job specific soft skills'],
      'intuition': ['design skill'],
      'intuitiveness': ['design skill'],
      'inventor': ['innovative role'],
      'inventory': ['property'],
      'inventory management': ['management'],
      'inventory process': ['process'],
      'inventory tracking': ['process'],
      'investment': ['activity'],
      'invoice': ['legal document'],
      'ios': ['mobile operating system'],
      'ios xr specialist': ['cisco certification'],
      'ipad': ['apple mobile device', 'tablet'],
      'ipc': ['industry standard'],
      'iphone': ['apple mobile device', 'smart phone'],
      'ipsec': ['network protocol'],
      'ipv4': ['network protocol'],
      'ipv6': ['network protocol'],
      'ipython': ['notebook interface', 'python library'],
      'ireland bank': ['financial company'],
      'isa certification': ['pci certification'],
      'isaca': ['company'],
      'isaca certification': ['certification'],
      'isam': ['storage access method'],
      'isc': ['company'],
      'isc certification': ['certification'],
      'isms': ['company'],
      'isms certification': ['certification'],
      'isms internal auditor certification': ['isms certification'],
      'isms lead auditor certification': ['isms certification'],
      'isms lead implementer certification': ['isms certification'],
      'iso 27001': ['iso standard'],
      'iso 9001 certification': ['iso certification'],
      'iso certification': ['certification'],
      'iso standard': ['standard'],
      'isolation forest': ['outlier detection'],
      'ispf': ['software'],
      'ispf for z/os': ['ispf', 'z/os'],
      'ispf productivity': ['ispf'],
      'ispf productivity tool': ['ispf productivity'],
      'ispf productivity tool for z/os': ['ispf productivity'],
      'it architect': ['architect'],
      'it management consultant': ['consultant'],
      'it manager': ['manager'],
      'it operations analytics': ['analytics'],
      'it service': ['activity'],
      'it service management': ['management', 'technical skill'],
      'it specialist': ['specialist'],
      'itaas': ['operational model'],
      'itil': ['industry standard'],
      'itil certification': ['certification'],
      'itil foundation certification': ['itil certification'],
      'itil service design certification': ['itil certification'],
      'itil service management certification': ['itil certification'],
      'j2ee': ['enterprise java'],
      'jacl': ['programming language'],
      'janus graph': ['graph database'],
      'japanese pharmaceutical company': ['pharmaceutical company'],
      'java': ['programming language'],
      'java certification': ['oracle certification'],
      'java ee 6 enterprise architect certified master': ['java certification'],
      'java ee 7 application developer': ['java certification'],
      'java foundations': ['java certification'],
      'java se 11 programmer i': ['java certification'],
      'java se 11 programmer ii': ['java certification'],
      'java se 7/8 bronze - japan only exam': ['java certification'],
      'java se 8 programmer i': ['java certification'],
      'java se 8 programmer ii': ['java certification'],
      'java servlet': ['java'],
      'javascript': ['web language'],
      'jboss': ['application server'],
      'jcl': ['programming language'],
      'jd edwards certification': ['oracle certification'],
      'jd edwards enterpriseone configurable network computing 9.2 implementation essentials': [   'jd '
                                                                                                   'edwards '
                                                                                                   'certification'],
      'jd edwards enterpriseone distribution 9.2 implementation essentials': [   'jd '
                                                                                 'edwards '
                                                                                 'certification'],
      'jd edwards enterpriseone financial management 9.2 implementation essentials': [   'jd '
                                                                                         'edwards '
                                                                                         'certification'],
      'jenkins': ['control framework'],
      'jira': ['project management software'],
      'jmp certification': ['sas certification'],
      'jmp design and analysis of experiments using jmp 14': [   'jmp '
                                                                 'certification'],
      'jmp scripting using jmp 14': ['jmp certification'],
      'jmp statistical thinking for industrial problem solving': [   'jmp '
                                                                     'certification'],
      'job posting': ['recruiting document'],
      'job security': ['situation'],
      'job specific soft skills': ['soft skill'],
      'joint venture': ['business entity'],
      'journey to cloud': ['technical training'],
      'jquery': ['programming language'],
      'json': ['markup language'],
      'jsp': ['java'],
      'juniper certification': ['certification'],
      'juniper networks': ['company'],
      'juniper networks certified design specialist': ['juniper certification'],
      'juniper networks certified internet associate': ['juniper certification'],
      'juniper networks certified professional': ['juniper certification'],
      'juniper networks technical certification': ['juniper certification'],
      'jupyter notebook': ['ipython'],
      'jython': ['python'],
      'k means clustering': ['clustering model'],
      'k medians clustering': ['clustering model'],
      'k medoids clustering': ['clustering model'],
      'k modes clustering': ['clustering model'],
      'k nearest neighbors': ['classification model', 'regression model'],
      'k prototypes clustering': ['clustering model'],
      'kafka': ['apache software'],
      'kafka messaging': ['messaging'],
      'kaiser': ['health care company'],
      'kbank': ['financial company'],
      'kdb': ['column oriented database'],
      'keepalived': ['load balancer', 'open source software'],
      'kernel density estimation': ['density estimation'],
      'kernel k means clustering': ['k medoids clustering'],
      'kernel pca': ['non linear dimension reduction model'],
      'kernel virtualization': ['virtualization'],
      'key value database': ['database'],
      'keynesian': ['economics'],
      'kibana': ['visualization software'],
      'knowledge engineer': ['engineer'],
      'knowledge graph': ['graph database'],
      'knowledge management': ['management'],
      'knowledge share': ['individual role'],
      'kohonen map': ['non linear dimension reduction model'],
      'korn shell': ['shell script'],
      'kpi': ['measurement'],
      'kshape clustering': ['time series clustering'],
      'kubernetes': ['orchestration framework'],
      'labor claim': ['software'],
      'lack of time': ['state'],
      'lack of training': ['negative situation', 'training'],
      'lambda calculus': ['math skill'],
      'language': ['root'],
      'language integrated query': ['query language'],
      'lasso': ['feature selection', 'regularized regression'],
      'latent dirichlet allocation': ['topic model'],
      'latent semantic analysis': ['topic model'],
      'layoff': ['activity'],
      'lead developer, technical lead': ['team lead'],
      'leadership': ['individual role', 'soft skill'],
      'leadership role': ['individual role'],
      'leadership situation': ['situation'],
      'lean manufacturing': ['manufacturing method'],
      'learning': ['root'],
      'learning motivation': ['motivation'],
      'learning presentation': ['presentation'],
      'learning provider': ['company'],
      'legacy': ['state'],
      'legacy modernization': ['system transformation'],
      'legal document': ['document'],
      'legislation': ['standard'],
      'level 1': ['customer service'],
      'level 1 certification': ['professions certification'],
      'level 1 customer service': ['customer service'],
      'level 2': ['customer service'],
      'level 2 certification': ['professions certification'],
      'level 2 customer service': ['customer service'],
      'level 3': ['customer service'],
      'level 3 certification': ['professions certification'],
      'level 3 customer service': ['customer service'],
      'libquantum': ['quantum computing'],
      'libxml2': ['software library'],
      'license': ['artifact'],
      'license metric tool': ['license'],
      'license renewal': ['license', 'renewal'],
      'license use management': ['license'],
      'life insurance': ['insurance'],
      'lifecycle': ['activity'],
      'lifecycle management': ['lifecycle', 'management'],
      'line management': ['manager'],
      'line manager': ['manager'],
      'linear algebra': ['algebra'],
      'linear dimension reduction model': ['dimension reduction model'],
      'linear discriminant analysis': [   'linear dimension reduction model',
                                          'multiclass classifier'],
      'linear model': ['generalized linear model'],
      'linear programming ': ['optimization method'],
      'linear regression': ['generalized linear model', 'regression model'],
      'linear support vector classification': ['linear support vector machine'],
      'linear support vector machine': [   'classification model',
                                           'exponential family linear model'],
      'linear support vector regression': [   'linear support vector machine',
                                              'regression model'],
      'linguistics': ['scientific skill'],
      'linkedin': ['social media company'],
      'linus torvalds': ['person'],
      'linux': ['open source software', 'operating system'],
      'linux certification': ['certification'],
      'linux foundation certified engineer': ['linux certification'],
      'linux foundation certified sysadmin': ['linux certification'],
      'liquid crystal display': ['display device'],
      'lisp': ['programming language'],
      'listen': ['emotion'],
      'listening skill': ['soft skill'],
      'literary theory': ['linguistics'],
      'literature': ['scientific skill'],
      'live training': ['training'],
      'living organism': ['organism'],
      'lloyds bank': ['financial company'],
      'load balancer': ['software'],
      'load leveler for linux': ['loadleveler'],
      'load test': ['test', 'testing'],
      'load testing': ['test', 'testing'],
      'loadleveler': ['software'],
      'loadleveler for linux on power': ['load leveler for linux'],
      'loadleveler for linux on x86 architecture': ['load leveler for linux'],
      'loblaw': ['company'],
      'local area network': ['network'],
      'local linear embedding': ['non linear dimension reduction model'],
      'local outlier factor': ['outlier detection'],
      'location': ['root'],
      'log file': ['document'],
      'logical partition': ['partition'],
      'logical thinking': ['critical thinking'],
      'logistic regression': ['binary classifier', 'generalized linear model'],
      'logo design': ['designer'],
      'logstash': ['search engine'],
      'long term focus': ['focus'],
      'loss': ['state'],
      'lotus': ['software'],
      'lotus activeinsight': ['lotus'],
      'lotus connector': ['lotus'],
      'lotus connector for sap': ['lotus connector'],
      'lotus connector for sap solutions': ['lotus connector'],
      'lotus domino': ['lotus'],
      'lotus domino access': ['lotus domino'],
      'lotus domino access for microsoft': ['lotus domino'],
      'lotus domino access for microsoft outlook': ['lotus domino'],
      'lotus domino designer': ['lotus domino'],
      'lotus domino document': ['lotus domino'],
      'lotus domino document manager': ['lotus domino'],
      'lotus easysync pro': ['lotus'],
      'lotus end': ['lotus'],
      'lotus end of support': ['lotus end'],
      'lotus end of support products': ['lotus end'],
      'lotus enterprise': ['lotus'],
      'lotus enterprise integrator': ['lotus enterprise'],
      'lotus enterprise integrator for domino': ['lotus enterprise'],
      'lotus expeditor': ['lotus'],
      'lotus foundations': ['lotus'],
      'lotus foundations branch': ['lotus foundations'],
      'lotus foundations branch office': ['lotus foundations'],
      'lotus foundations reach': ['lotus foundations'],
      'lotus foundations start': ['lotus foundations'],
      'lotus inotes': ['lotus'],
      'lotus mobile connect': ['lotus'],
      'lotus notes': ['lotus'],
      'lotus notes traveler': ['lotus'],
      'lotus protector': ['lotus'],
      'lotus protector for mail': ['lotus protector'],
      'lotus protector for mail encryption': ['lotus protector'],
      'lotus protector for mail security': ['lotus protector'],
      'lotus quickr': ['lotus'],
      'lotus quickr connectors': ['lotus quickr'],
      'lotus quickr content': ['lotus quickr'],
      'lotus quickr content integrator': ['lotus quickr'],
      'lotus quickr for domino': ['lotus quickr'],
      'lotus quickr for websphere': ['lotus quickr'],
      'lotus quickr for websphere portal': ['lotus quickr'],
      'lotus smartsuite': ['lotus'],
      'lotus symphony': ['lotus'],
      'lotus workflow': ['lotus'],
      'lotus workforce management': ['lotus'],
      'low level language': ['programming language'],
      'low pay level': ['negative pay situation', 'pay level'],
      'low skill': ['skill level'],
      'loyal': ['emotion'],
      'loyalty marketing': ['marketing role'],
      'lucene': ['apache software'],
      'lufthansa': ['company'],
      'm5 model tree': ['regression tree'],
      'machine learning': ['cognitive skill', 'statistical algorithm'],
      'macos': ['unix'],
      'macro language': ['programming language'],
      'macroeconomics': ['economics'],
      'mailbox client': ['software'],
      'mainframe': ['environment', 'system'],
      'mainframe computer': ['environment', 'system'],
      'mainframe operating system': ['mainframe', 'operating system'],
      'maintain': ['activity'],
      'maintainability': ['design pattern'],
      'maintenance': ['professional role'],
      'majorana fermion': ['quantum computing'],
      'managed cloud': ['cloud computing platform'],
      'managed private cloud': ['managed cloud', 'private cloud'],
      'management': ['activity'],
      'management accounting with sap erp 6.0 ehp7': [   'sap certified '
                                                         'application associate'],
      'management conversation': ['conversation'],
      'management methodology': ['methodology'],
      'management skill': ['business skill'],
      'manager': ['leadership role'],
      'managing difficult conversations': ['leadership'],
      'managing remote teams': ['leadership'],
      'managing virtual teams': ['leadership'],
      'managment enablement': ['training'],
      'managment training': ['training'],
      'mandrake linux': ['linux'],
      'manufacturing': ['industry'],
      'manufacturing company': ['company'],
      'manufacturing method': ['methodology'],
      'manulife': ['company'],
      'mapreduce': ['technical framework'],
      'marine biology': ['biology', 'geology'],
      'markel': ['insurance company'],
      'market standard': ['state'],
      'marketing': ['activity'],
      'marketing research': ['research skill'],
      'marketing role': ['individual role'],
      'markov chain monte carlo': ['simulation'],
      'markov decision process': ['markov model'],
      'markov model': ['graphical model', 'reinforcement learning'],
      'markov random fields': ['markov model'],
      'markup language': ['programming language'],
      'mars': ['decision tree'],
      'master data': ['knowledge management'],
      'master data management': ['knowledge management'],
      'master inventor': ['inventor'],
      'master of arts': ['masters degree'],
      'master of business': ['masters degree'],
      'master of computer science': ['masters degree'],
      'master of engineering': ['masters degree'],
      'master of science': ['masters degree'],
      'master of technology': ['masters degree'],
      'masters degree': ['graduate degree'],
      'materials engineering': ['engineering'],
      'materials science': ['chemistry'],
      'math skill': ['technical skill'],
      'math software': ['software'],
      'mathematical finance': ['financial skill', 'math skill'],
      'mathematical logic': ['math skill'],
      'matlab': ['statistical software'],
      'matplotlib': ['python visualization library'],
      'maven': ['integration framework'],
      'maximo': ['software'],
      'maximo adapter': ['maximo'],
      'maximo adapter for microsoft': ['maximo adapter'],
      'maximo adapter for microsoft project': ['maximo adapter'],
      'maximo adapter for primavera': ['maximo adapter'],
      'maximo archiving': ['maximo'],
      'maximo archiving with optim': ['maximo archiving'],
      'maximo archiving with optim data': ['maximo archiving'],
      'maximo archiving with optim data growth': ['maximo archiving'],
      'maximo archiving with optim data growth solution': ['maximo archiving'],
      'maximo asset': ['maximo'],
      'maximo asset configuration': ['maximo asset'],
      'maximo asset configuration manager': ['maximo asset'],
      'maximo asset management': ['maximo asset'],
      'maximo asset management essentials': ['maximo asset'],
      'maximo asset management for energy': ['maximo asset'],
      'maximo asset management for energy optimization': ['maximo asset'],
      'maximo asset management for it': ['maximo asset'],
      'maximo asset management scheduler': ['maximo asset'],
      'maximo asset navigator': ['maximo asset'],
      'maximo business object': ['maximo'],
      'maximo calibration': ['maximo'],
      'maximo change': ['maximo'],
      'maximo change and corrective': ['maximo change'],
      'maximo change and corrective action': ['maximo change'],
      'maximo change and corrective action manager': ['maximo change'],
      'maximo change manager': ['maximo change'],
      'maximo compliance': ['maximo'],
      'maximo compliance assistance documentation': ['maximo compliance'],
      'maximo contract': ['maximo'],
      'maximo contract and procurement': ['maximo contract'],
      'maximo contract and procurement manager': ['maximo contract'],
      'maximo data': ['maximo'],
      'maximo data center': ['maximo data'],
      'maximo data center infrastructure': ['maximo data'],
      'maximo data center infrastructure management': ['maximo data'],
      'maximo discovery': ['maximo'],
      'maximo enterprise adapter': ['maximo'],
      'maximo everyplace': ['maximo'],
      'maximo field control': ['maximo'],
      'maximo for government': ['maximo'],
      'maximo for life': ['maximo'],
      'maximo for life sciences': ['maximo'],
      'maximo for nuclear': ['maximo'],
      'maximo for nuclear power': ['maximo'],
      'maximo for oil and gas': ['maximo'],
      'maximo for service': ['maximo'],
      'maximo for service providers': ['maximo'],
      'maximo for transportation': ['maximo'],
      'maximo for utilities': ['maximo'],
      'maximo maincontrol': ['maximo'],
      'maximo migration manager': ['maximo'],
      'maximo mobile': ['maximo'],
      'maximo mobile audit': ['maximo mobile'],
      'maximo mobile audit manager': ['maximo mobile'],
      'maximo mobile audit manager se': ['maximo mobile'],
      'maximo mobile inventory': ['maximo mobile'],
      'maximo mobile inventory manager': ['maximo mobile'],
      'maximo mobile inventory manager se': ['maximo mobile'],
      'maximo mobile suite': ['maximo mobile'],
      'maximo mobile work': ['maximo mobile'],
      'maximo mobile work manager': ['maximo mobile'],
      'maximo mobile work manager se': ['maximo mobile'],
      'maximo online': ['maximo'],
      'maximo online commerce': ['maximo online'],
      'maximo online commerce system': ['maximo online'],
      'maximo sla manager': ['maximo'],
      'maximo space': ['maximo'],
      'maximo space management': ['maximo space'],
      'maximo space management for facilities': ['maximo space'],
      'maximo spatial': ['maximo'],
      'maximo spatial asset': ['maximo spatial'],
      'maximo spatial asset management': ['maximo spatial'],
      'maximo usage monitor': ['maximo'],
      'mazda': ['company'],
      'mba': ['masters degree'],
      'mcdba certification': ['microsoft certified sql server'],
      'mcp': ['microsoft certification'],
      'mcsa certification': ['microsoft certification'],
      'mcsd certification': ['microsoft certification'],
      'mcse certification': ['microsoft certification'],
      'mcts certification': ['microsoft certification'],
      'mda': ['query language'],
      'mean shift clustering': ['clustering model'],
      'measurement': ['entity'],
      'mechanical engineering': ['engineering'],
      'media': ['data'],
      'media and entertainment': ['industry'],
      'media configuration': ['configuration'],
      'media content': ['digital artifact'],
      'media service': ['service'],
      'mediate': ['activity'],
      'medical benefit': ['benefit'],
      'medical pay': ['organizational pay'],
      'medical skill': ['skill'],
      'medium': ['entity'],
      'meeting': ['activity'],
      'meeting deadlines': ['work ethic'],
      'meeting minutes': ['document'],
      'meets deadlines': ['job specific soft skills'],
      'memory': ['hardware'],
      'mental health': ['health'],
      'mentor': ['individual role'],
      'mentoring': ['leadership'],
      'meraki': ['cisco'],
      'merge tool': ['software'],
      'merge tool for z/os': ['merge tool'],
      'merge tool for z/os and os/390': ['merge tool'],
      'merger and acquisition': ['business skill'],
      'merkle tree': ['algorithm'],
      'message broker software': ['software'],
      'message oriented middleware': ['middleware'],
      'message queue': ['software'],
      'messaging': ['software'],
      'messaging extension': ['messaging'],
      'messaging extension for web': ['messaging extension'],
      'messaging extension for web application': ['messaging extension'],
      'messaging extension for web application pattern': ['messaging extension'],
      'metadata': ['data'],
      'meteorology': ['geology'],
      'methodology': ['entity'],
      'metric': ['entity'],
      'metrica': ['software'],
      'metrica performance manager': ['metrica'],
      'metrica service manager': ['metrica'],
      'metro life': ['company'],
      'michelin': ['company'],
      'micro service': ['methodology'],
      'microbiology': ['biology', 'geology'],
      'microcode': ['programming language'],
      'microeconomics': ['economics'],
      'microframework': ['technical framework'],
      'microprocessor': ['cpu'],
      'microservices': ['methodology'],
      'microsoft': ['company'],
      'microsoft 365 certification': ['microsoft certification'],
      'microsoft 365 certified: enterprise administrator expert': [   'microsoft '
                                                                      '365 '
                                                                      'certification'],
      'microsoft 365 certified: messaging administrator associate': [   'microsoft '
                                                                        '365 '
                                                                        'certification'],
      'microsoft 365 certified: modern desktop administrator associate': [   'microsoft '
                                                                             '365 '
                                                                             'certification'],
      'microsoft 365 certified: security administrator associate': [   'microsoft '
                                                                       '365 '
                                                                       'certification'],
      'microsoft 365 certified: teamwork administrator associate': [   'microsoft '
                                                                       '365 '
                                                                       'certification'],
      'microsoft app builder': ['mcsd certification'],
      'microsoft application virtualization': ['application virtualization'],
      'microsoft azure': ['cloud provider'],
      'microsoft basic': ['programming language'],
      'microsoft business applications': ['mcse certification'],
      'microsoft certification': ['certification'],
      'microsoft certified bi development': ['mcsa certification'],
      'microsoft certified bi reporting': ['mcsa certification'],
      'microsoft certified blockbased languages': ['mta certification'],
      'microsoft certified cloud fundamentals': ['mta certification'],
      'microsoft certified database administration': ['mcsa certification'],
      'microsoft certified database administrator': [   'microsoft certified sql '
                                                        'server'],
      'microsoft certified database development': ['mcsa certification'],
      'microsoft certified database fundamentals': ['mta certification'],
      'microsoft certified development fundamentals': ['mta certification'],
      'microsoft certified html and css': ['mta certification'],
      'microsoft certified html5': ['mta certification'],
      'microsoft certified java programmer': ['mta certification'],
      'microsoft certified javascript programmer': ['mta certification'],
      'microsoft certified mobility fundamentals': ['mta certification'],
      'microsoft certified networking fundamentals': ['mta certification'],
      'microsoft certified productivity': ['mcse certification'],
      'microsoft certified professional': [   'certification',
                                              'microsoft certification'],
      'microsoft certified python programmer': ['mta certification'],
      'microsoft certified security fundamentals': ['mta certification'],
      'microsoft certified sql server': ['mcsa certification'],
      'microsoft certified web applications': ['mcsa certification'],
      'microsoft certified windows fundamentals': ['mta certification'],
      'microsoft certified windows server fundamentals': ['mta certification'],
      'microsoft certified: dynamics 365 for sales functional consultant associate': [   'dynamics '
                                                                                         '365'],
      'microsoft core infrastructure': ['mcse certification'],
      'microsoft data management and analytics': ['mcse certification'],
      'microsoft excel': ['software'],
      'microsoft exchange server, exchange': ['software'],
      'microsoft foundation class': ['application framework'],
      'microsoft iis': ['webserver'],
      'microsoft office': ['software'],
      'microsoft powerpoint': ['software'],
      'microsoft silverlight': ['software'],
      'microsoft visio': ['software'],
      'microsoft visual studio': ['integrated development environment'],
      'microsoft word': ['software'],
      'middleware': ['software'],
      'middleware modernization': ['legacy modernization'],
      'midrange': ['environment', 'system'],
      'migration': ['activity', 'technical skill'],
      'migration skill': ['technical skill'],
      'migration support': ['support'],
      'migration utility for z/os': ['migration'],
      'milestone': ['measurement'],
      'miller coors': ['company'],
      'mimix': ['software'],
      'mind map': ['software'],
      'mindful': ['positive emotion'],
      'mindfulness': ['positive emotion'],
      'mineralogy': ['geology'],
      'mini batch k means clustering': ['k means clustering'],
      'mining protocol': ['protocol'],
      'minitab': ['statistical software'],
      'minority': ['employee'],
      'minority employee': ['employee'],
      'mission': ['activity'],
      'mistakes paid': ['innovative programs'],
      'mit license': ['license'],
      'mitsui': ['company'],
      'mixed effects logistic regression': ['binary classifier'],
      'mixed integer linear programming': ['mixed integer programming'],
      'mixed integer programming': ['optimization method'],
      'mixture model': ['unsupervised learning'],
      'mobile app development': ['programming skill'],
      'mobile cloud computing': ['cloud computing platform'],
      'mobile cloud storage': ['cloud computing platform'],
      'mobile computing': ['computing platform'],
      'mobile device': ['device'],
      'mobile network': ['network'],
      'mobile office': ['workplace'],
      'mobile operating system': ['operating system'],
      'mobile skill': ['technical skill'],
      'mobile team': ['team'],
      'mobile virtualization': ['virtualization'],
      'mobile web specialist certification': ['google certification'],
      'mobility computing platform': ['computing platform'],
      'mode seeking algorithm': ['mean shift clustering'],
      'model': ['artifact'],
      'model explainability': ['model testing'],
      'model test': ['test', 'testing'],
      'model testing': ['test', 'testing'],
      'modeler': ['designer'],
      'modeling and data acquisition with sap bw 7.5 powered by sap hana': [   'sap '
                                                                               'certified '
                                                                               'application '
                                                                               'associate'],
      'modeling and data management with sap bw 7.4': [   'sap certified '
                                                          'application '
                                                          'associate'],
      'modeling language': ['formal language'],
      'modern economics': ['economics'],
      'modern physics': ['physics'],
      'modular design': ['design pattern'],
      'molecular biology': ['biology', 'neuroscience'],
      'molecule': ['living organism'],
      'moller maersk': ['company'],
      'mongodb': ['document database'],
      'monitor': ['activity'],
      'monitoring': ['technical role'],
      'monitoring software': ['software'],
      'monte carlo': ['simulation'],
      'montreal bank': ['financial company'],
      'mooc': ['learning provider'],
      'morale': ['situation'],
      'mos certification': ['microsoft certification'],
      'mos: microsoft access 2016': ['mos certification'],
      'mos: microsoft excel 2016': ['mos certification'],
      'mos: microsoft office 2016 master specialist': ['mos certification'],
      'mos: microsoft outlook 2016': ['mos certification'],
      'mos: microsoft powerpoint 2016': ['mos certification'],
      'motion designer': ['designer'],
      'motiva': ['company'],
      'motivate': ['positive emotion'],
      'motivating': ['job specific soft skills', 'leadership'],
      'motivation': ['positive emotion'],
      'moving average model': ['time series'],
      'mozilla': ['company'],
      'mqseries': ['message queue'],
      'mqseries integrator': ['mqseries'],
      'mqseries integrator agent': ['mqseries integrator'],
      'mqseries integrator agent for cics': ['mqseries integrator'],
      'mta certification': ['microsoft certification'],
      'mta: cloud fundamentals': ['mta certification'],
      'mta: database fundamentals': ['mta certification'],
      'mta: html5 application development fundamentals': ['mta certification'],
      'mta: introduction to programming using block-based languages': [   'mta '
                                                                          'certification'],
      'mta: introduction to programming using html and css': [   'mta '
                                                                 'certification'],
      'mta: introduction to programming using java': ['mta certification'],
      'mta: introduction to programming using javascript': ['mta certification'],
      'mta: mobility and device fundamentals': ['mta certification'],
      'mta: networking fundamentals': ['mta certification'],
      'mta: security fundamentals': ['mta certification'],
      'mta: software development fundamentals': ['mta certification'],
      'mta: windows operating system fundamentals': ['mta certification'],
      'mta: windows server administration fundamentals': ['mta certification'],
      'mulesoft': ['integration platform'],
      'multi criteria recommender systems': ['recommendation systems'],
      'multi modal database': [   'database',
                                  'navigational database',
                                  'nosql',
                                  'relational database'],
      'multi tenant cloud': ['cloud computing platform'],
      'multi threaded': ['software environment'],
      'multiclass classifier': ['classification model'],
      'multicloud enabler': ['contrail product'],
      'multidimensional scaling': ['non linear dimension reduction model'],
      'multilevel': ['software'],
      'multilevel grid': ['multilevel'],
      'multilevel grid access manager software': ['multilevel grid'],
      'multinational pharmaceutical company with': ['pharmaceutical company'],
      'multinomial logistic regression': [   'generalized linear model',
                                             'multiclass classifier'],
      'multinomial naïve bayes': ['naive bayes classifier'],
      'multiprotocol network': ['network'],
      'multitasking': ['work ethic'],
      'multivariate gaussian mixture model': ['mixture model'],
      'mvp': ['expert role'],
      'mvs': ['operating system'],
      'my new certification': ['certification'],
      'my new cloud certification': ['my new certification'],
      'my new cloud professional cert': ['my new cloud certification'],
      'mysql': ['relational database'],
      'naive bayes classifier': ['classification model'],
      'name server': ['server'],
      'nat': ['network protocol'],
      'national railroad': ['company'],
      'natural language': ['language'],
      'natural language classification': ['trained classifier'],
      'natural language generation': ['cognitive skill', 'statistical algorithm'],
      'natural language processing': ['cognitive skill', 'statistical algorithm'],
      'natural language toolkit': ['software'],
      'natural resources': ['responsibility to the nature'],
      'natural science': ['scientific skill'],
      'navigational database': ['database'],
      'negative emotion': ['emotion'],
      'negative leadership': ['leadership situation', 'negative situation'],
      'negative morale': ['morale', 'negative situation'],
      'negative pay situation': ['negative situation'],
      'negative situation': ['situation'],
      'negative team culture': ['team culture', 'work culture'],
      'negative workplace': ['negative situation', 'workplace situation'],
      'negotiation': ['business skill', 'soft skill'],
      'negotiation skill': ['business skill', 'soft skill'],
      'neo4j': ['graph database'],
      'net framework': ['framework'],
      'netbackup': ['veritas software'],
      'netcool': ['software'],
      'netcool for security management': ['netcool'],
      'netcool gui': ['netcool'],
      'netcool network management': ['netcool'],
      'netcool omnibus': ['netcool'],
      'netcool omnibus virtual operator': ['netcool omnibus'],
      'netcool realtime': ['netcool'],
      'netcool realtime active dashboards': ['netcool realtime'],
      'netcool service': ['netcool'],
      'netcool service monitor': ['netcool service', 'service monitor'],
      'netcool system': ['netcool'],
      'netcool system service monitor': ['netcool system'],
      'netcool/service monitor for network usage': ['netcool service monitor'],
      'netcool/service monitor reporter': ['netcool service monitor'],
      'netezza': ['software'],
      'netezza high': ['netezza'],
      'netezza high capacity': ['netezza high'],
      'netezza high capacity appliance': ['netezza high'],
      'netezza high capacity appliance c1000': ['netezza high'],
      'netnovo': ['software'],
      'netnovo application': ['netnovo'],
      'network': ['root'],
      'network administrator': ['specialist'],
      'network architect': ['architect', 'network'],
      'network configuration': ['network'],
      'network configuration and change management': ['network configuration'],
      'network database': ['navigational database'],
      'network design': ['design artifact'],
      'network device': ['device'],
      'network downtime': ['downtime'],
      'network drive': ['network device'],
      'network equipment provider': ['company'],
      'network gateway': ['network device'],
      'network management': ['network', 'specialist', 'support specialist'],
      'network methodology': ['methodology'],
      'network model': ['navigational database'],
      'network outage': ['downtime'],
      'network packet': ['data artifact'],
      'network performance reporting': ['network'],
      'network product': ['product'],
      'network protocol': ['protocol'],
      'network provisioning': ['service provisioning'],
      'network security': ['security'],
      'network security policy': ['security policy'],
      'network service': ['service'],
      'network services product': ['network product'],
      'network skill': ['technical skill'],
      'network specialist': ['specialist'],
      'network standard': ['standard'],
      'network support': ['support'],
      'network support specialist': [   'network',
                                        'specialist',
                                        'support specialist'],
      'network tool': ['software'],
      'networking': ['teamwork'],
      'neural language model': ['nueral networks'],
      'neural nets': ['neural network'],
      'neural network': ['deep learning'],
      'neurobiology': ['scientific skill'],
      'neurology': ['neuroscience'],
      'neuropsychology': ['neuroscience', 'psychology'],
      'neuroscience': ['scientific skill'],
      'new employee': ['employee'],
      'new hire': ['employee'],
      'new manager': ['employee'],
      'news media': ['media'],
      'newtonian physics': ['physics'],
      'nfx series network services': ['network services product'],
      'nginx': [   'load balancer',
                   'open source software',
                   'reverse proxy',
                   'web server'],
      'nltk': ['open source nlp software', 'software'],
      'no career growth': ['no change'],
      'no change': ['negative situation'],
      'no conversation': ['team culture', 'work culture'],
      'no problem': ['positive situation'],
      'no promotion': ['no change'],
      'no skills growth': ['no change'],
      'node red': ['technical framework'],
      'nodejs': ['javascript', 'web language'],
      'noisy intermediate scale quantum': ['quantum computing'],
      'nokia': ['company'],
      'nokia nuage sdn': ['software defined network'],
      'non functional requirement': ['requirement'],
      'non linear dimension reduction model': ['dimension reduction model'],
      'non linear programming': ['optimization method'],
      'non profit company': ['company'],
      'nordea': ['company'],
      'nordic': ['company'],
      'norwegian wood': ['company'],
      'nosql': ['database'],
      'notebook interface': ['software library'],
      'novartis': ['company'],
      'novia scotia bank': ['financial company'],
      'ns lookup': ['network tool'],
      'nuage networks': ['nokia'],
      'nubifer cloud portal': ['cloud computing platform'],
      'nuclear physics': ['physics'],
      'nueral networks': ['supervised learning'],
      'number theory': ['math skill'],
      'numecent': ['application virtualization'],
      'numerical analysis': ['math skill'],
      'numerical method': ['math skill'],
      'numerical methods': ['machine learning'],
      'numpy': ['python library'],
      'nutch': ['apache software'],
      'ny state': ['company'],
      'object oriented': ['capability'],
      'object pascal': ['programming language'],
      'oceanography': ['geology'],
      'offering': ['activity'],
      'offering manager': ['manager'],
      'office': ['physical location'],
      'offline': ['connectivity'],
      'offshore': ['team'],
      'offshore team': ['team'],
      'ohio state': ['company'],
      'olap': ['software'],
      'old': ['age'],
      'oltp': ['software'],
      'omegamon': ['software'],
      'omegamon z/os': ['omegamon'],
      'omegamon z/os management': ['omegamon z/os'],
      'omegamon z/os management console': ['omegamon z/os'],
      'omni channel': ['channel'],
      'omnifind': ['software'],
      'omnifind discovery edition': ['omnifind'],
      'omnifind enterprise edition': ['omnifind'],
      'omnifind yahoo! edition': ['omnifind'],
      'oncology': ['medical skill'],
      'one class support vector machine': ['outlier detection'],
      'online': ['connectivity'],
      'online training': ['training'],
      'onsite': ['location'],
      'onsite training': ['onsite', 'training'],
      'ontology': ['knowledge graph'],
      'oozie': ['apache software'],
      'open cloud computing interface': ['cloud computing platform'],
      'open source': ['software'],
      'open source framework': ['framework'],
      'open source license': ['license'],
      'open source nlp software': ['open source software'],
      'open source software': ['software'],
      'open telekom cloud': ['cloud computing platform'],
      'open_stack': ['software platform'],
      'openjs nodejs application developer': ['linux certification'],
      'openjs nodejs services developer': ['linux certification'],
      'openpages': ['software'],
      'openpages grc platform': ['openpages'],
      'openshift': ['container software'],
      'openshift dedicated': ['openshift'],
      'openshift online': ['openshift', 'public cloud'],
      'openshift origin': ['openshift'],
      'openshift platform': ['infrastructure platform'],
      'openshift virtualization': ['openshift'],
      'openshift.io': ['openshift', 'software as a service'],
      'openstack': ['software platform'],
      'operating model': ['business model'],
      'operating system': ['software'],
      'operating system environment': ['operating system'],
      'operating system environment manager for z/os': ['operating system'],
      'operating system virtualization': ['virtualization'],
      'operation analyst': ['analyst', 'operational role'],
      'operation research': ['research skill'],
      'operational': ['technical role'],
      'operational analytics': ['analytics'],
      'operational decision management': ['software'],
      'operational decision manager for z/os': [   'operational decision '
                                                   'management'],
      'operational decision manager pattern v8.0': [   'operational decision '
                                                       'management'],
      'operational decision manager pattern v8.0 on red hat enterprise linux server': [   'operational '
                                                                                          'decision '
                                                                                          'management'],
      'operational model': ['model'],
      'operational role': ['technical role'],
      'operational skill': ['skill'],
      'operations': ['software'],
      'operations analyst': ['analyst', 'operational role'],
      'operations architect': ['architect'],
      'operations management': ['manager'],
      'operations manager': ['manager'],
      'operations manager for z/vm': ['operations'],
      'operations production analyst': ['operations analyst'],
      'operations research': ['research skill'],
      'operations role': ['individual role'],
      'opportunity': ['state'],
      'opportunity owner': ['sales role'],
      'optical network': ['network'],
      'optics': ['density based clustering'],
      'optim': ['software'],
      'optim database': ['optim'],
      'optim database administrator': ['optim database'],
      'optim database administrator for db2': ['optim database'],
      'optim database administrator for db2 for linux and unix and windows': [   'optim '
                                                                                 'database'],
      'optim development studio': ['optim'],
      'optim high': ['optim'],
      'optim high performance': ['optim high'],
      'optim high performance unload': ['optim high'],
      'optim high performance unload for db2': ['optim high'],
      'optim high performance unload for db2 for linux and unix and windows': [   'optim '
                                                                                  'high'],
      'optim move for db2': ['optim'],
      'optim performance': ['optim'],
      'optim performance manager': ['optim performance'],
      'optim performance manager for db2 for linux and unix and windows': [   'optim '
                                                                              'performance'],
      'optim purequery': ['optim'],
      'optim purequery runtime': ['optim purequery'],
      'optim purequery runtime for linux and unix and windows': [   'optim '
                                                                    'purequery'],
      'optim purequery runtime for z/os': ['optim purequery'],
      'optim z/os': ['optim'],
      'optimization': ['activity'],
      'optimization algorithm': ['algorithm'],
      'optimization method': ['machine learning'],
      'optimization skill': ['technical skill'],
      'oracle': ['company', 'relational database'],
      'oracle access management suite plus 11g essentials': [   'oracle '
                                                                'certification'],
      'oracle advanced controls applications 2014 essentials': [   'oracle '
                                                                   'certification'],
      'oracle application certification': ['oracle certification'],
      'oracle application development framework 12c essentials': [   'oracle '
                                                                     'application '
                                                                     'certification'],
      'oracle application grid 11g essentials': [   'oracle application '
                                                    'certification'],
      'oracle application integration architecture 11g essentials': [   'oracle '
                                                                        'application '
                                                                        'certification'],
      'oracle architect certification': ['oracle certification'],
      'oracle big data appliance': ['oracle'],
      'oracle bone script': ['oracle'],
      'oracle business activity monitoring': ['oracle'],
      'oracle business intelligence': ['oracle', 'oracle certification'],
      'oracle business intelligence (obi) foundation suite 11g essentials': [   'oracle',
                                                                                'oracle '
                                                                                'certification'],
      'oracle business intelligence beans': ['oracle'],
      'oracle business intelligence suite enterprise edition': ['oracle'],
      'oracle business process management suite 12c essentials': [   'oracle '
                                                                     'certification'],
      'oracle business rules': ['oracle'],
      'oracle call interface': ['oracle'],
      'oracle cash management': ['oracle'],
      'oracle ccb': ['oracle'],
      'oracle certification': ['certification'],
      'oracle clinical': ['oracle'],
      'oracle cloud': ['cloud computing platform'],
      'oracle cloud application foundation essentials': [   'oracle cloud '
                                                            'certification'],
      'oracle cloud certification': ['oracle certification'],
      'oracle cloud fn': ['oracle cloud'],
      'oracle cloud platform': ['oracle cloud'],
      'oracle cluster file system': ['oracle'],
      'oracle cluster file system release 2': ['oracle cluster file system'],
      'oracle cluster registry': ['oracle'],
      'oracle clusterware': ['oracle'],
      'oracle coherence': ['oracle'],
      'oracle commerce': ['oracle'],
      'oracle commerce 11 guided search implementation essentials': [   'oracle '
                                                                        'commerce '
                                                                        'certification'],
      'oracle commerce 11 platform development implementation essentials': [   'oracle '
                                                                               'commerce '
                                                                               'certification'],
      'oracle commerce certification': ['oracle certification'],
      'oracle communications calendar server': ['oracle'],
      'oracle communications messaging server': ['oracle'],
      'oracle content management': ['oracle'],
      'oracle crm': ['oracle'],
      'oracle crm on demand essentials': ['oracle certification'],
      'oracle customer care and billing': ['oracle'],
      'oracle customer hub and oracle data quality essentials': [   'oracle '
                                                                    'certification'],
      'oracle data cartridge': ['oracle'],
      'oracle data guard': ['oracle'],
      'oracle data integrator': ['oracle'],
      'oracle data integrator 12c essentials': ['oracle certification'],
      'oracle data mining': ['oracle'],
      'oracle database': ['oracle', 'relational database'],
      'oracle database appliance': ['oracle database'],
      'oracle designer': ['oracle'],
      'oracle developer studio': ['oracle'],
      'oracle developer suite': ['oracle', 'software'],
      'oracle directory server enterprise edition': ['oracle'],
      'oracle discoverer': ['oracle'],
      'oracle e-business suite (ebs) r12 human capital management essentials': [   'oracle '
                                                                                   'ebusiness '
                                                                                   'certification'],
      'oracle e-business suite (ebs) r12 project essentials': [   'oracle '
                                                                  'ebusiness '
                                                                  'certification'],
      'oracle e-business suite r12.1 general ledger essentials': [   'oracle '
                                                                     'ebusiness '
                                                                     'certification'],
      'oracle e-business suite r12.1 inventory essentials': [   'oracle '
                                                                'ebusiness '
                                                                'certification'],
      'oracle e-business suite r12.1 order management essentials': [   'oracle '
                                                                       'ebusiness '
                                                                       'certification'],
      'oracle e-business suite r12.1 payables essentials': [   'oracle ebusiness '
                                                               'certification'],
      'oracle e-business suite r12.1 purchasing essentials': [   'oracle '
                                                                 'ebusiness '
                                                                 'certification'],
      'oracle e-business suite r12.1 receivables essentials': [   'oracle '
                                                                  'ebusiness '
                                                                  'certification'],
      'oracle ebs': ['oracle'],
      'oracle ebs certification': ['oracle certification'],
      'oracle ebs r12: advanced supply chain planning': [   'oracle ebs '
                                                            'certification'],
      'oracle ebs r12: install, patch and maintain applications': [   'oracle '
                                                                      'ebs '
                                                                      'certification'],
      'oracle ebusiness certification': ['oracle certification'],
      'oracle endeca information discovery 3.1 essentials': [   'oracle '
                                                                'certification'],
      'oracle enterprise linux': ['oracle'],
      'oracle enterprise manager': ['oracle'],
      'oracle enterprise messaging service': ['oracle'],
      'oracle enterprise pack for eclipse': ['oracle'],
      'oracle enterprise resource planning cloud': [   'cloud computing platform',
                                                       'oracle'],
      'oracle enterprise service bus': ['oracle'],
      'oracle entitlements server': ['oracle'],
      'oracle essbase 11 essentials': ['oracle certification'],
      'oracle exadata': ['oracle'],
      'oracle exalogic': ['oracle'],
      'oracle express edition': ['oracle'],
      'oracle financials': ['oracle'],
      'oracle flashback': ['oracle'],
      'oracle forms': ['oracle'],
      'oracle fusion applications': ['oracle'],
      'oracle fusion architecture': ['oracle'],
      'oracle fusion middleware': ['oracle'],
      'oracle fusion middleware 11g: build applications with oracle forms': [   'oracle '
                                                                                'certification'],
      'oracle goldengate 12c implementation essentials': ['oracle certification'],
      'oracle grid engine': ['oracle'],
      'oracle health sciences': ['oracle'],
      'oracle help': ['oracle'],
      'oracle help for java': ['oracle help'],
      'oracle http server': ['oracle'],
      'oracle hyperion': ['oracle'],
      'oracle hyperion certification': ['oracle certification'],
      'oracle hyperion data relationship management essentials': [   'oracle '
                                                                     'hyperion '
                                                                     'certification'],
      'oracle hyperion financial management 11 essentials': [   'oracle hyperion '
                                                                'certification'],
      'oracle hyperion planning 11 essentials': ['oracle hyperion certification'],
      'oracle identity governance suite 11g ps3 implementation essentials': [   'oracle '
                                                                                'certification'],
      'oracle identity management': ['oracle'],
      'oracle identity manager': ['oracle'],
      'oracle imaging and process management': ['oracle'],
      'oracle integration': ['oracle'],
      'oracle intermedia': ['oracle'],
      'oracle internet directory': ['oracle'],
      'oracle iplanet web proxy server': ['oracle'],
      'oracle iplanet web server': ['oracle'],
      'oracle it architecture bpm 2013 essentials': [   'oracle architect '
                                                        'certification'],
      'oracle it architecture release 3 essentials': [   'oracle architect '
                                                         'certification'],
      'oracle it architecture soa 2013 essentials': [   'oracle architect '
                                                        'certification'],
      'oracle java': ['oracle'],
      'oracle java visualvm': ['oracle java'],
      'oracle jdeveloper': ['oracle java'],
      'oracle linux': ['oracle'],
      'oracle management server': ['oracle'],
      'oracle metadata': ['oracle'],
      'oracle mobile certification': ['oracle certification'],
      'oracle mobile development 2015 essentials': [   'oracle mobile '
                                                       'certification'],
      'oracle multimedia': ['oracle'],
      'oracle net services': ['oracle'],
      'oracle nosql database': ['oracle'],
      'oracle office': ['oracle'],
      'oracle olap': ['oracle'],
      'oracle payables': ['oracle'],
      'oracle policy automation': ['oracle'],
      'oracle portal': ['oracle'],
      'oracle powerbrowser': ['oracle'],
      'oracle r enterprise': ['oracle'],
      'oracle rac': ['oracle'],
      'oracle racing': ['oracle'],
      'oracle real application testing': ['oracle'],
      'oracle receivables': ['oracle'],
      'oracle reports': ['oracle'],
      'oracle retail': ['oracle'],
      'oracle scm': ['oracle'],
      'oracle script': ['oracle'],
      'oracle secure global desktop': ['application virtualization', 'oracle'],
      'oracle service bus': ['oracle'],
      'oracle service registry': ['oracle'],
      'oracle siebel crm': ['crm'],
      'oracle soa suite': ['oracle'],
      'oracle soa suite 12c essentials': ['oracle certification'],
      'oracle software configuration manager': ['oracle'],
      'oracle solaris': ['oracle'],
      'oracle solaris studio': ['oracle solaris'],
      'oracle spatial': ['oracle'],
      'oracle spatial and graph': ['oracle spatial'],
      'oracle sql developer': ['oracle', 'software'],
      'oracle sql developer data modeler': ['oracle sql developer'],
      'oracle technology network': ['oracle'],
      'oracle text': ['oracle'],
      'oracle tutor': ['oracle'],
      'oracle ultra search': ['oracle'],
      'oracle unified directory': ['oracle'],
      'oracle unified method': ['oracle'],
      'oracle user group': ['oracle'],
      'oracle value chain planning: demantra demand management 7 essentials': [   'oracle '
                                                                                  'certification'],
      'oracle vdi': ['oracle'],
      'oracle virtual directory': ['oracle'],
      'oracle vm': ['oracle'],
      'oracle vm server for sparc': ['oracle vm'],
      'oracle vm server for x86': ['oracle vm'],
      'oracle vm virtualbox': ['oracle vm'],
      'oracle warehouse builder': ['oracle'],
      'oracle web cache': ['oracle'],
      'oracle web services manager': ['oracle'],
      'oracle webcenter': ['oracle'],
      'oracle webcenter content 11g essentials': ['webcenter certification'],
      'oracle webcenter portal 11.1.1.8 essentials': [   'oracle certification',
                                                         'webcenter '
                                                         'certification'],
      'oracle webcenter sites 11g essentials': ['webcenter certification'],
      'oracle weblogic': ['oracle'],
      'oracle weblogic platform': ['oracle weblogic'],
      'oracle weblogic server': ['oracle weblogic', 'web server'],
      'oracle weblogic server 11g: system administration i': [   'weblogic '
                                                                 'certification'],
      'oracle weblogic server 12c essentials': ['weblogic certification'],
      'oracle weblogic server 12c: administration i': ['weblogic certification'],
      'oracle weblogic server 12c: advanced administrator ii': [   'weblogic '
                                                                   'certification'],
      'orchestration framework': ['technical framework'],
      'order management': ['management'],
      'ordinal regression': ['linear regression'],
      'ordinary least squares regression': ['linear regression'],
      'organic chemistry': ['chemistry'],
      'organism': ['entity'],
      'organization': ['work ethic'],
      'organizational benefit': ['benefit'],
      'organizational focus': ['focus'],
      'organizational issue': ['problem'],
      'organizational pay': ['entity'],
      'organizational role': ['role'],
      'orientation': ['training'],
      'orion molecular cloud complex': ['cloud computing platform'],
      'os/390': ['software'],
      'os/390 c/c++': ['os/390'],
      'os/390 c/c++ productivity tools': ['os/390 c/c++'],
      'os/db migration for sap netweaver 7.4': [   'sap certified technology '
                                                   'associate'],
      'os/db migration for sap netweaver 7.52': [   'sap certified technology '
                                                    'associate'],
      'ospf': ['routing protocol'],
      'outage': ['system reliability'],
      'outlier detection': ['unsupervised learning'],
      'outlook': ['software'],
      'outsourcing contract': ['contract'],
      'over-specified query': ['query'],
      'overtime': ['situation'],
      'overwork': ['state'],
      'p2p encryption': ['encryption'],
      'p2pe assessor certification': ['pci certification'],
      'package manager': ['software'],
      'packet switching': ['network methodology'],
      'packet trace': ['network tool'],
      'paid account': ['account'],
      'paizacloud cloud ide': ['cloud computing platform'],
      'palaeontology': ['archaeology'],
      'paleontology': ['archaeology'],
      'palo alto network certification': ['certification'],
      'palo alto networks': ['cybersecurity company'],
      'palo alto networks certified cybersecurity associate': [   'palo alto '
                                                                  'network '
                                                                  'certification'],
      'palo alto networks certified network security administrator': [   'palo '
                                                                         'alto '
                                                                         'network '
                                                                         'certification'],
      'palo alto networks certified network security engineer': [   'palo alto '
                                                                    'network '
                                                                    'certification'],
      'pandas': ['python library'],
      'paqsa certification': ['pci certification'],
      'parallel computing': ['cluster'],
      'parallel engineering': ['software'],
      'parallel engineering and scientific': ['parallel engineering'],
      'parallel engineering and scientific subroutine library (essl) for linux on power': [   'parallel '
                                                                                              'engineering'],
      'parallel environment': ['software'],
      'parallel environment developer': ['parallel environment'],
      'parallel environment developer edition': ['parallel environment'],
      'parallel environment developer edition for aix': ['parallel environment'],
      'parallel environment developer edition for linux on x86 architecture': [   'parallel '
                                                                                  'environment'],
      'parallel environment for aix': ['parallel environment'],
      'parallel environment for linux': ['parallel environment'],
      'parallel environment runtime': ['parallel environment'],
      'parallel environment runtime edition': ['parallel environment'],
      'parallel environment runtime edition for aix': ['parallel environment'],
      'parallel environment runtime edition for linux': ['parallel environment'],
      'parallel environment runtime edition for linux on x86 architecture': [   'parallel '
                                                                                'environment'],
      'parse': ['analytical activity'],
      'parse tree': ['result artifact'],
      'partial least squares regression': ['principal component regression'],
      'particle physics': ['physics'],
      'partition': ['software'],
      'partition load manager': ['partition'],
      'partnership': ['business entity'],
      'parzen windows': ['kernel density estimation'],
      'pascal': ['programming language'],
      'passion': ['motivation'],
      'password': ['data'],
      'password compliance': ['compliance'],
      'patching': ['activity'],
      'patent': ['document'],
      'patience': ['positive attitude'],
      'pattern': ['artifact'],
      'pay gap': ['negative pay situation', 'pay level'],
      'pay level': ['entity'],
      'pay level decrease': ['negative pay situation', 'pay level'],
      'pay level increase': ['pay level'],
      'pay penalty': ['organizational pay'],
      'pay process': ['entity'],
      'pay raise': ['pay level'],
      'payment application qualified security assessors': ['pci certification'],
      'payroll software': ['software'],
      'pbs': ['company'],
      'pc support': ['support'],
      'pci': ['company'],
      'pci certification': ['certification'],
      'pci security standards council': ['company'],
      'pedagogy': ['educational field'],
      'peer-to-peer': ['distributed software'],
      'peertopeer': ['distributed software'],
      'penalty': ['organizational pay'],
      'penetration test': ['test', 'testing'],
      'people manager': ['manager'],
      'peoplesoft': ['software'],
      'peoplesoft 9.2 financials implementation essentials': [   'peoplesoft '
                                                                 'certification'],
      'peoplesoft 9.2 human resources essentials': ['peoplesoft certification'],
      'peoplesoft certification': ['oracle certification'],
      'peoplesoft peopletools 8.5x implementation essentials': [   'peoplesoft '
                                                                   'certification'],
      'perceptive': ['soft skill'],
      'perform effectively in a deadline environment': [   'job specific soft '
                                                           'skills'],
      'performance': ['state'],
      'performance appraisal': ['appraisal'],
      'performance expectation': ['expectation'],
      'performance indicator': ['measurement'],
      'performance management': ['job specific soft skills'],
      'performance metric': ['measurement'],
      'performance optimization': ['optimization skill'],
      'performance professional': ['quality control'],
      'performance report': ['report'],
      'perl': ['scripting language'],
      'perseverance': ['work ethic'],
      'persistence': ['work ethic'],
      'person': ['agent'],
      'personal cloud': ['cloud computing platform'],
      'personal life': ['situation'],
      'personalization': ['design pattern'],
      'persuasion': ['teamwork'],
      'petroleum': ['industry'],
      'petroleum industry': ['industry'],
      'pharmaceutical': ['health care'],
      'pharmaceutical company': ['company'],
      'pharmacology': ['neuroscience'],
      'phd': ['graduate degree'],
      'phenomenology': ['philosophy'],
      'philips medical': ['health care company'],
      'philologist': ['educational field'],
      'philology': ['educational field'],
      'philosophy': ['educational field'],
      'philosophy student': ['educational field'],
      'phone': ['device'],
      'phonetics': ['educational field'],
      'photoshop': ['software'],
      'php': ['programming language'],
      'physical anthropology': ['anthropology', 'biology'],
      'physical artifact': ['artifact'],
      'physical chemistry': ['chemistry'],
      'physical health': ['health'],
      'physical location': ['location'],
      'physical property': ['property'],
      'physical science': ['scientific skill'],
      'physics': ['scientific skill'],
      'physiology': ['neuroscience'],
      'pick/basic': ['programming language'],
      'pig': ['technical framework'],
      'ping': ['network tool'],
      'pl/i': ['programming language', 'software'],
      'pl/sql': ['query language'],
      'plan': ['artifact'],
      'plan development': ['artifact'],
      'planning': ['work ethic'],
      'plant biology': ['biology'],
      'platform': ['entity'],
      'platform analytics': ['ibm platform software'],
      'platform application center': ['ibm platform software'],
      'platform cluster manager': ['ibm platform software'],
      'platform hdfs': ['distributed file system'],
      'platform hpc': ['ibm platform software'],
      'platform hpc for system': ['platform hpc'],
      'platform hpc for system x': ['platform hpc'],
      'platform isf': ['ibm platform software'],
      'platform lsf': ['ibm platform software'],
      'platform manager': ['ibm platform software'],
      'platform mpi': ['ibm platform software'],
      'platform process manager': ['ibm platform software'],
      'platform rtm': ['ibm platform software'],
      'platform rtm data': ['platform rtm'],
      'platform rtm data collectors': ['platform rtm'],
      'platform rtm data collectors for lsf': ['platform rtm'],
      'platform specific': ['capability'],
      'platform symphony': ['ibm platform software'],
      'pleasure': ['positive emotion'],
      'pmi': ['company'],
      'pmi agile certified practitioner': ['project manager certification'],
      'pmi professional in business analysis': ['project manager certification'],
      'pmi risk management professional': ['project manager certification'],
      'pmi scheduling professional': ['project manager certification'],
      'poi': ['apache software'],
      'point of sale': ['artifact'],
      'point-to-point encryption': ['encryption'],
      'point-to-point encryption qualified security assessors': [   'pci '
                                                                    'certification'],
      'pointbase': ['software'],
      'pointbase embedded': ['pointbase'],
      'poisson regression': ['linear regression'],
      'poli science': ['educational field'],
      'policy': ['document'],
      'political economy': ['economics'],
      'political philosophy': ['philosophy'],
      'political science': ['educational field'],
      'political theory': ['philosophy'],
      'polynomial regression': ['regression model'],
      'poor pay': ['negative pay situation', 'pay level'],
      'portfolio': ['entity'],
      'portfolio alignment': ['alignment'],
      'portfolio management professional': ['project manager certification'],
      'positive': ['emotion'],
      'positive attitude': ['soft skill'],
      'positive emotion': ['emotion'],
      'positive leadership': ['leadership situation', 'positive situation'],
      'positive morale': ['morale', 'positive situation'],
      'positive situation': ['situation'],
      'positive team culture': ['team culture', 'work culture'],
      'positive work ethic': ['job specific soft skills'],
      'positive workplace': ['positive situation', 'workplace situation'],
      'post graduate': ['degree'],
      'postgres': ['relational database'],
      'postgresql': ['relational database'],
      'potential employee': ['person'],
      'power management': ['regulation'],
      'power server': ['ibm mainframe'],
      'powerbi': ['visualization software'],
      'powerdns': ['name server'],
      'powerha': ['software'],
      'powerha systemmirror': ['powerha'],
      'powerha systemmirror enterprise': ['powerha systemmirror'],
      'powerha systemmirror enterprise edition': ['powerha systemmirror'],
      'powerha systemmirror standard': ['powerha systemmirror'],
      'powerha systemmirror standard edition': ['powerha systemmirror'],
      'powersc': ['software'],
      'powersc express edition': ['powersc'],
      'powersc standard edition': ['powersc'],
      'powershell': ['shell script'],
      'powervm': ['system'],
      'powervm enterprise (vios)': ['powervm'],
      'powervm lx86': ['powervm'],
      'powervm lx86 for x86': ['powervm lx86'],
      'powervm lx86 for x86 linux': ['powervm lx86'],
      'powervm vios': ['powervm'],
      'powervm vios enterprise': ['powervm vios'],
      'powervm vios enterprise edition': ['powervm vios'],
      'powervm vios standard': ['powervm vios'],
      'powervm vios standard edition': ['powervm vios'],
      'powervm virtual': ['powervm'],
      'powervm virtual i/o': ['powervm virtual'],
      'powervm virtual i/o server': ['powervm virtual'],
      'pqedit': ['software'],
      'pqedit for distributed systems': ['pqedit'],
      'presales': ['sales role'],
      'presales role': ['sales role'],
      'presales skill': ['sales skill'],
      'presales workshop': ['sales workshop'],
      'presentation': ['activity', 'soft skill'],
      'presentation layer': ['software component'],
      'presentation skill': ['communication skill'],
      'president': ['executive'],
      'price optimization': ['financial skill'],
      'pricing info': ['financial skill'],
      'pricing process': ['process'],
      'prince2 agile certification': ['prince2 certification'],
      'prince2 agile foundation certification': ['prince2 agile certification'],
      'prince2 agile practitioner certification': ['prince2 agile certification'],
      'prince2 certification': ['certification'],
      'prince2 foundation certification': ['prince2 certification'],
      'prince2 practitioner certification': ['prince2 certification'],
      'principal component regression': ['regression model'],
      'principal components analysis': ['linear dimension reduction model'],
      'printing failure': ['equipment failure'],
      'privacy': ['state'],
      'privacy regulation': ['regulation'],
      'private blockchain': ['blockchain'],
      'private cloud': ['cloud computing platform'],
      'probabilistic latent semantic analysis': ['latent semantic analysis'],
      'problem': ['negative situation'],
      'problem solving': [   'activity',
                             'critical thinking',
                             'job specific soft skills',
                             'technical skill'],
      'procedural language': ['programming language'],
      'process': ['artifact'],
      'process automation': ['programming language'],
      'process change': ['change'],
      'process consultant': ['consultant'],
      'process continuity': ['continuity'],
      'process improvement': ['job specific soft skills'],
      'process mining': ['data skill'],
      'process orchestration 7.50': ['sap certified technology associate'],
      'process role': ['business role'],
      'processor': ['cpu'],
      'procurement manager': ['manager'],
      'procurement with sap erp 6.0 ehp7': [   'sap certified application '
                                               'associate'],
      'product': ['root'],
      'product designer': ['designer'],
      'product management': ['management'],
      'product manager': ['manager'],
      'product offering': ['offering'],
      'production environment': ['deployment environment'],
      'production planning & manufacturing with sap erp 6.0 ehp7': [   'sap '
                                                                       'certified '
                                                                       'application '
                                                                       'associate'],
      'productive': ['state'],
      'productivity': ['state'],
      'professional cloud architect certification': [   'google cloud '
                                                        'certification'],
      'professional data engineer certification': ['google cloud certification'],
      'professional growth': ['growth'],
      'professional hire': ['employee'],
      'professional pay': ['organizational pay'],
      'professional role': ['individual role'],
      'professional services': ['industry'],
      'professionalism': ['emotion'],
      'professions certification': ['ibm certification'],
      'profit': ['revenue'],
      'program management professional': ['project manager certification'],
      'program manager': ['manager'],
      'programmer': ['technical skill'],
      'programming language': ['formal language'],
      'programming skill': ['technical skill'],
      'project': ['artifact'],
      'project administrator': ['administrative role', 'project'],
      'project assistant': ['assistant'],
      'project estimation': ['estimation'],
      'project executive': ['executive'],
      'project lifecycle management (plm) essentials': ['oracle certification'],
      'project management professional': ['project manager certification'],
      'project management software': ['software'],
      'project manager': ['manager'],
      'project manager certification': ['certification'],
      'project plan': ['plan'],
      'project procurement manager': ['procurement manager'],
      'project scope': ['state'],
      'project status': ['status document'],
      'project system with sap erp 6.0 ehp4': [   'sap certified application '
                                                  'associate'],
      'project team': ['team'],
      'project transfer': ['transfer'],
      'projects in controlled environments': ['certification'],
      'prolog': ['declarative language'],
      'promotion': ['activity'],
      'proof of concept': ['project'],
      'proper business etiquette': ['work ethic'],
      'property': ['entity'],
      'property graph': ['graph database'],
      'proposal': ['document'],
      'proposition': ['activity'],
      'protecting the environment': ['responsibility to the nature'],
      'protein': ['molecule'],
      'protocol': ['standard'],
      'proud': ['positive emotion'],
      'provenance': ['root'],
      'proventia': ['software'],
      'proventia desktop': ['proventia'],
      'proventia desktop endpoint': ['proventia desktop'],
      'proventia desktop endpoint security': ['proventia desktop'],
      'proventia endpoint': ['proventia'],
      'proventia endpoint secure': ['proventia endpoint'],
      'proventia endpoint secure control': ['proventia endpoint'],
      'proventia management': ['proventia'],
      'proventia management siteprotector': ['proventia management'],
      'proventia management siteprotector system': ['proventia management'],
      'proventia network': ['proventia'],
      'proventia network active bypass': ['proventia network'],
      'proventia network anomaly detection system': ['proventia network'],
      'proventia network enterprise scanner': ['proventia network'],
      'proventia network intrusion detection system': ['proventia network'],
      'proventia network intrusion prevention system for crossbeam': [   'proventia '
                                                                         'network'],
      'proventia network mail filter': ['proventia network'],
      'proventia network mail security': ['proventia network'],
      'proventia network mail security system': ['proventia network'],
      'proventia network multi-function': ['proventia network'],
      'proventia network multi-function security': ['proventia network'],
      'proventia network security controller': ['proventia network'],
      'proventia virtualized': ['proventia'],
      'proventia virtualized network security platform': [   'proventia '
                                                             'virtualized'],
      'proventia web filter': ['proventia'],
      'provide value': ['responsibility'],
      'provisioning': ['activity', 'technical skill'],
      'provisioning skill': ['technical skill'],
      'proxmox': ['virtualization'],
      'proxmox virtual environment': ['virtualization'],
      'proxy': ['software'],
      'proxy server': ['software'],
      'psychiatry': ['neuroscience'],
      'psycholinguistics': ['linguistics'],
      'psychology': ['educational field'],
      'public administration': ['government'],
      'public blockchain': ['blockchain'],
      'public cloud': ['cloud computing platform'],
      'public key cryptography': ['cryptography'],
      'punctuality': ['work ethic'],
      'puppet': [   'configuration management software',
                    'declarative language',
                    'orchestration framework'],
      'pureapplication': ['software'],
      'pureapplication system': ['pureapplication'],
      'puredata': ['software'],
      'puredata system': ['puredata'],
      'puredata system for operational': ['puredata system'],
      'puredata system for operational analytics': ['puredata system'],
      'puredata system for transactions': ['puredata system'],
      'pyspark': ['python'],
      'python': ['programming language'],
      'python library': ['software library'],
      'python visualization library': [   'python library',
                                          'visualization software'],
      'qir certification': ['pci certification'],
      'qiskit': ['open source framework'],
      'qlikview': ['visualization software'],
      'qsa certification': ['pci certification'],
      'quadratic programming': ['non linear programming'],
      'qualified integrators and resellers': ['pci certification'],
      'qualified security assessor': ['pci certification'],
      'quality': ['state'],
      'quality assurance': ['individual role'],
      'quality control': ['individual role'],
      'quality improvement': ['individual role'],
      'quality management': ['management'],
      'quality management with sap erp 6.0 ehp5': [   'sap certified application '
                                                      'associate'],
      'quality of service': ['measurement'],
      'quality planning': ['individual role'],
      'quantitative finance': ['financial skill', 'math skill'],
      'quantum advantage': ['quantum computing'],
      'quantum algorithms': ['quantum computing'],
      'quantum assembly language': ['quantum computing'],
      'quantum bit': ['quantum computing'],
      'quantum cloud': ['cloud computing platform'],
      'quantum complexity theory': ['quantum computing'],
      'quantum computation language': ['quantum computing'],
      'quantum computing': ['computer science'],
      'quantum computing platform': ['computing platform'],
      'quantum entanglement': ['quantum computing'],
      'quantum fault tolerance': ['fault tolerant'],
      'quantum guarded command language': ['quantum computing'],
      'quantum interference': ['quantum computing'],
      'quantum mechanics': ['quantum physics'],
      'quantum operation': ['quantum computing'],
      'quantum parallelism': ['quantum computing'],
      'quantum physics': ['physics'],
      'quantum programming': ['programming language'],
      'quantum random access machine': ['quantum computing'],
      'quantum ready workshop': ['workshop'],
      'quantum research': ['research skill'],
      'quantum tape library': ['tape library'],
      'quantum vertex': ['payroll software'],
      'query': ['algorithm', 'programming language'],
      'query disambigutation': ['automated transformation'],
      'query language': ['programming language'],
      'quick response manufacturing': ['manufacturing method'],
      'quick-witted': ['job specific soft skills'],
      'quickedd': ['software'],
      'r language': ['programming language'],
      'r-series': ['software'],
      'r-series platform': ['r-series'],
      'rabbitmq': ['message broker software', 'open source software'],
      'racf database': ['database'],
      'raci': ['artifact'],
      'rackspace': ['company'],
      'rackspace cloud': ['cloud computing platform', 'cloud provider'],
      'random forest': ['tree ensemble'],
      'random tree': ['tree ensemble'],
      'rational': ['software'],
      'rational ada': ['rational'],
      'rational ada developer': ['rational ada'],
      'rational ada developer enterprise': ['rational ada'],
      'rational ada developer enterprise edition': ['rational ada'],
      'rational ada developer interface': ['rational ada'],
      'rational ada developer interface for axi': ['rational ada'],
      'rational ada embedded': ['rational ada'],
      'rational ada embedded developer': ['rational ada'],
      'rational ada embedded developer enterprise': ['rational ada'],
      'rational ada embedded developer enterprise edition': ['rational ada'],
      'rational apex': ['rational'],
      'rational application': ['rational'],
      'rational application developer': ['rational application'],
      'rational application developer for websphere': ['rational application'],
      'rational application developer for websphere software': [   'rational '
                                                                   'application'],
      'rational asset': ['rational'],
      'rational asset analyzer': ['rational asset'],
      'rational asset analyzer for system': ['rational asset'],
      'rational asset analyzer for system z': ['rational asset'],
      'rational asset manager': ['rational asset'],
      'rational automation': ['rational'],
      'rational automation framework': ['rational automation'],
      'rational automation framework for websphere': ['rational automation'],
      'rational build': ['rational'],
      'rational build forge': ['rational build'],
      'rational build forge family': ['rational build'],
      'rational business developer': ['rational'],
      'rational change': ['rational'],
      'rational clearcase': ['rational'],
      'rational clearcase change': ['rational clearcase'],
      'rational clearcase change management solution enterprise edition': [   'rational '
                                                                              'clearcase'],
      'rational clearcase lt': ['rational clearcase'],
      'rational clearcase multisite': ['rational clearcase'],
      'rational clearddts': ['rational'],
      'rational clearquest': ['rational'],
      'rational clearquest and functional': ['rational clearquest'],
      'rational clearquest and functional testing': ['rational clearquest'],
      'rational clearquest multisite': ['rational clearquest'],
      'rational cobol': ['rational'],
      'rational cobol generation': ['rational cobol'],
      'rational cobol generation extension': ['rational cobol'],
      'rational cobol generation extension for zseries': ['rational cobol'],
      'rational cobol runtime': ['rational cobol'],
      'rational cobol runtime for zseries': ['rational cobol'],
      'rational computer': ['rational'],
      'rational computer based': ['rational computer'],
      'rational computer based training': ['rational computer'],
      'rational dashboard': ['rational'],
      'rational data': ['rational'],
      'rational data and application': ['rational data'],
      'rational data and application modeling': ['rational data'],
      'rational data and application modeling bundle': ['rational data'],
      'rational developer': ['rational'],
      'rational developer for i for soa construction': ['rational developer'],
      'rational developer for power systems software': ['rational developer'],
      'rational developer for system': ['rational developer'],
      'rational developer for system z': ['rational developer'],
      'rational development': ['rational'],
      'rational development and test': ['rational development'],
      'rational development and test environment for system z': [   'rational '
                                                                    'development'],
      'rational development studio': ['rational development'],
      'rational development studio for i': ['rational development'],
      'rational doors': ['rational'],
      'rational doors analyst': ['rational doors'],
      'rational doors analyst add': ['rational doors'],
      'rational doors web': ['rational doors'],
      'rational doors web access': ['rational doors'],
      'rational elite': ['rational'],
      'rational elite support': ['rational elite'],
      'rational elite support for eclipse': ['rational elite'],
      'rational elite support for mainsoft': ['rational elite'],
      'rational elite support for mainsoft document collaboration for rational jazz': [   'rational '
                                                                                          'elite'],
      'rational engineering': ['rational'],
      'rational engineering lifecycle': ['rational engineering'],
      'rational engineering lifecycle manager': ['rational engineering'],
      'rational focal point': ['rational'],
      'rational functional': ['rational'],
      'rational functional tester': ['rational functional'],
      'rational functional tester plus': ['rational functional'],
      'rational host': ['rational'],
      'rational host access': ['rational host'],
      'rational host access transformation': ['rational host'],
      'rational host access transformation services': ['rational host'],
      'rational host integration': ['rational host'],
      'rational host integration solution': ['rational host'],
      'rational host on-demand': ['rational host'],
      'rational insight': ['rational'],
      'rational lifecycle': ['rational'],
      'rational lifecycle integration': ['rational lifecycle'],
      'rational lifecycle integration adapters': ['rational lifecycle'],
      'rational lifecycle package': ['rational lifecycle'],
      'rational lifecycle package with clearcase': ['rational lifecycle'],
      'rational logiscope': ['rational'],
      'rational manual tester': ['rational'],
      'rational method composer': ['rational'],
      'rational modeling': ['rational'],
      'rational modeling extension': ['rational modeling'],
      'rational modeling extension for microsoft': ['rational modeling'],
      'rational modeling extension for microsoft .net': ['rational modeling'],
      'rational open': ['rational'],
      'rational open access': ['rational open'],
      'rational open access rpg': ['rational open'],
      'rational open access rpg edition': ['rational open'],
      'rational performance': ['rational'],
      'rational performance test': ['rational performance'],
      'rational performance test server': ['rational performance'],
      'rational performance tester': ['rational performance'],
      'rational policy': ['rational'],
      'rational policy tester': ['rational policy'],
      'rational policy tester family': ['rational policy'],
      'rational portfolio manager': ['rational'],
      'rational professional bundle': ['rational'],
      'rational programming patterns': ['rational'],
      'rational project conductor': ['rational'],
      'rational projectconsole': ['rational'],
      'rational publishing engine': ['rational'],
      'rational purify': ['rational'],
      'rational purify family': ['rational purify'],
      'rational purify for linux': ['rational purify'],
      'rational purify for linux and unix': ['rational purify'],
      'rational purify for windows': ['rational purify'],
      'rational purifyplus': ['rational'],
      'rational purifyplus enterprise': ['rational purifyplus'],
      'rational purifyplus enterprise edition': ['rational purifyplus'],
      'rational purifyplus family': ['rational purifyplus'],
      'rational purifyplus for linux': ['rational purifyplus'],
      'rational purifyplus for linux and unix': ['rational purifyplus'],
      'rational purifyplus for windows': ['rational purifyplus'],
      'rational quality': ['rational'],
      'rational quality manager': ['rational quality'],
      'rational quality manager family': ['rational quality'],
      'rational quality manager standard': ['rational quality'],
      'rational quality manager standard edition': ['rational quality'],
      'rational requirements composer': ['rational'],
      'rational requisitepro': ['rational'],
      'rational rhapsody family': ['rational'],
      'rational robot': ['rational'],
      'rational rose': ['rational'],
      'rational rose data': ['rational rose'],
      'rational rose data modeler': ['rational rose'],
      'rational rose developer': ['rational rose'],
      'rational rose developer for java': ['rational rose'],
      'rational rose developer for unix': ['rational rose'],
      'rational rose developer for visual studio': ['rational rose'],
      'rational rose enterprise': ['rational rose'],
      'rational rose family': ['rational rose'],
      'rational rose modeler': ['rational rose'],
      'rational rose technical': ['rational rose'],
      'rational rose technical developer': ['rational rose'],
      'rational sdl suite': ['rational'],
      'rational service': ['rational'],
      'rational service tester': ['rational service'],
      'rational service tester for soa': ['rational service'],
      'rational service tester for soa quality': ['rational service'],
      'rational soda': ['rational'],
      'rational software': ['rational'],
      'rational software analyzer': ['rational software'],
      'rational software analyzer developer': ['rational software'],
      'rational software analyzer developer edition': ['rational software'],
      'rational software analyzer enterprise': ['rational software'],
      'rational software analyzer enterprise edition': ['rational software'],
      'rational software analyzer family': ['rational software'],
      'rational software architect': ['rational software'],
      'rational software architect design': ['rational software'],
      'rational software architect design manager': ['rational software'],
      'rational software architect for websphere': ['rational software'],
      'rational software architect for websphere software': ['rational software'],
      'rational software architect realtime': ['rational software'],
      'rational software architect realtime edition': ['rational software'],
      'rational software architect standard': ['rational software'],
      'rational software architect standard edition': ['rational software'],
      'rational software modeler': ['rational software'],
      'rational statemate': ['rational'],
      'rational suite': ['rational'],
      'rational suite developmentstudio': ['rational suite'],
      'rational suite developmentstudio for unix': ['rational suite'],
      'rational suite for technical': ['rational suite'],
      'rational suite for technical developers': ['rational suite'],
      'rational synergy': ['rational'],
      'rational system': ['rational'],
      'rational system architect': ['rational system'],
      'rational system architect xt': ['rational system'],
      'rational systems': ['rational'],
      'rational systems developer': ['rational systems'],
      'rational systems tester': ['rational systems'],
      'rational tau': ['rational'],
      'rational team': ['rational'],
      'rational team concert': ['rational team'],
      'rational team concert express': ['rational team'],
      'rational team concert express-c': ['rational team'],
      'rational team concert for i': ['rational team'],
      'rational team concert for i express': ['rational team'],
      'rational team concert for i express edition': ['rational team'],
      'rational team concert for i standard': ['rational team'],
      'rational team concert for i standard edition': ['rational team'],
      'rational team concert for power': ['rational team'],
      'rational team concert for power systems': ['rational team'],
      'rational team concert for power systems software': ['rational team'],
      'rational team concert for system': ['rational team'],
      'rational team concert for system z': ['rational team'],
      'rational team concert standard': ['rational team'],
      'rational team unifying': ['rational team'],
      'rational team unifying platform': ['rational team'],
      'rational team webtop': ['rational team'],
      'rational test': ['rational'],
      'rational test realtime': ['rational test'],
      'rational test virtualization': ['rational test'],
      'rational test virtualization server': ['rational test'],
      'rational test workbench': ['rational test'],
      'rational testmanager': ['rational'],
      'rational transformation workbench': ['rational'],
      'rational ttcn suite': ['rational'],
      'rational visual test': ['rational'],
      'rational web': ['rational'],
      'rational web developer': ['rational web'],
      'rational web developer for websphere': ['rational web'],
      'rational web developer for websphere software': ['rational web'],
      'raytheon': ['company'],
      'rdf': ['programming language'],
      'rdfs': ['programming language'],
      'rds': ['database'],
      'reactjs': ['javascript'],
      'readable medium': ['medium'],
      'real time operating system': ['operating system'],
      'realistic': ['state'],
      'reasonable prices': ['customer oriented'],
      'reciprocal averaging': ['linear dimension reduction model'],
      'recognition': ['activity'],
      'recommendation systems': ['machine learning'],
      'recovery': ['activity'],
      'recruiter': ['individual role'],
      'recruiting': ['activity'],
      'recruiting document': ['document'],
      'recruiting role': ['individual role'],
      'recruitment strategy': ['individual role'],
      'recruitment system': ['document'],
      'recurrent neural networks': ['nueral networks'],
      'red hat': ['cloud skill'],
      'red hat architect': ['cloud architect'],
      'red hat commercial databases modernization': [   'red hat databases '
                                                        'modernization'],
      'red hat commercial middleware': ['red hat'],
      'red hat commercial middleware modernization': [   'red hat middleware '
                                                         'modernization'],
      'red hat databases modernization': ['databases modernization'],
      'red hat developer': ['cloud developer'],
      'red hat devops': ['virtualization infrastructure'],
      'red hat jboss': ['redhat virtualization'],
      'red hat microsoft apps modernization': ['apps modernization'],
      'red hat middleware architect': ['red hat architect'],
      'red hat middleware modernization': ['middleware modernization'],
      'red hat open source': ['red hat'],
      'red hat open source databases modernization': [   'red hat databases '
                                                         'modernization'],
      'red hat open source middleware': ['red hat'],
      'red hat open source middleware modernization': [   'red hat middleware '
                                                          'modernization'],
      'red hat openshift': ['cloud computing platform'],
      'red hat openshift virtualization': ['containerization'],
      'redhat': ['company', 'fedora linux'],
      'redhat 3scale': ['api management'],
      'redhat ansible automation certification': ['redhat certified specialist'],
      'redhat business process design certification': [   'redhat certified '
                                                          'specialist'],
      'redhat business rules certification': ['redhat certified specialist'],
      'redhat camel development certification': ['redhat certified specialist'],
      'redhat ceph storage administration certification': [   'redhat certified '
                                                              'specialist'],
      'redhat certification': ['certification'],
      'redhat certified engineer': ['redhat certification'],
      'redhat certified specialist': ['redhat certification'],
      'redhat certified system administrator': ['redhat certification'],
      'redhat cloudforms': ['infrastructure platform'],
      'redhat configuration management certification': [   'redhat certified '
                                                           'specialist'],
      'redhat data virtualization certification': [   'redhat virtualization '
                                                      'certification'],
      'redhat deployment and systems management certification': [   'redhat '
                                                                    'certified '
                                                                    'specialist'],
      'redhat enterprise application server administration certification': [   'redhat '
                                                                               'certified '
                                                                               'specialist'],
      'redhat fuse': ['integration platform'],
      'redhat gluster storage administration certification': [   'redhat '
                                                                 'certified '
                                                                 'specialist'],
      'redhat high availability clustering certification': [   'redhat certified '
                                                               'specialist'],
      'redhat hybrid cloud management certification': [   'redhat certified '
                                                          'specialist'],
      'redhat identity management certification': ['redhat certified specialist'],
      'redhat linux': ['fedora linux'],
      'redhat linux diagnostics and troubleshooting certification': [   'redhat '
                                                                        'certified '
                                                                        'specialist'],
      'redhat linux performance tuning certification': [   'redhat certified '
                                                           'specialist'],
      'redhat messaging administration certification': [   'redhat certified '
                                                           'specialist'],
      'redhat openshift administration certification': [   'redhat certified '
                                                           'specialist',
                                                           'redhat openshift '
                                                           'certification'],
      'redhat openshift application development certification': [   'redhat '
                                                                    'certified '
                                                                    'specialist',
                                                                    'redhat '
                                                                    'openshift '
                                                                    'certification'],
      'redhat openshift certification': ['redhat certification'],
      'redhat openstack certification': [   'redhat certified engineer',
                                            'redhat certified system '
                                            'administrator'],
      'redhat portfolio': ['software portfolio'],
      'redhat security certification': ['redhat certification'],
      'redhat security containers and openshift container platform certification': [   'redhat '
                                                                                       'certified '
                                                                                       'specialist',
                                                                                       'redhat '
                                                                                       'security '
                                                                                       'certification'],
      'redhat security linux certification': [   'redhat certified specialist',
                                                 'redhat security certification'],
      'redhat virtualization': ['virtualization platform'],
      'redhat virtualization certification': ['redhat certified specialist'],
      'redis': ['key value database'],
      'redmine': ['project management software'],
      'redshift': ['data warehouse', 'software'],
      'reduce costs': ['responsibility'],
      'regression model': ['supervised learning'],
      'regression test': ['test', 'testing'],
      'regression testing': ['test', 'testing'],
      'regression tree': ['decision tree', 'regression model'],
      'regularization': ['deep learning design'],
      'regularized discriminant analysis': ['linear dimension reduction model'],
      'regularized regression': ['regression model'],
      'regulation': ['standard'],
      'reinforcement learning': ['machine learning'],
      'relational': ['database'],
      'relational database': ['database'],
      'relativity': ['physics'],
      'release process': ['process'],
      'release schedule': ['strategy document'],
      'release strategy': ['strategy document'],
      'relevant': ['state'],
      'reliability': ['state'],
      'reliability engineer': ['monitoring'],
      'reliability-centered maintenance': ['manufacturing method'],
      'rembo': ['software'],
      'rembo auto-backup': ['rembo'],
      'rembo toolkit professional': ['rembo'],
      'remediate': ['activity'],
      'remediation': ['activity'],
      'remote team': ['team'],
      'renewal': ['activity'],
      'report': ['document'],
      'reporting analyst': ['analyst'],
      'reporting software': ['software'],
      'reporting, business reporting': ['software'],
      'reporting, modeling and data acquisition with sap bw/4hana': [   'sap '
                                                                        'certified '
                                                                        'application '
                                                                        'associate'],
      'request': ['artifact'],
      'request find': ['activity'],
      'request for proposal': ['proposal'],
      'request for service': ['proposal'],
      'requirement': ['artifact'],
      'requirements document': ['document'],
      'requirements gathering': ['domain skill'],
      'research': ['critical thinking'],
      'research skill': ['skill'],
      'resilience': ['work ethic'],
      'resiliency': ['state'],
      'resistive circuit': ['circuit'],
      'resolving issues': ['leadership'],
      'resource management': ['management'],
      'resource staffing': ['professional role'],
      'resourcefulness': ['critical thinking'],
      'respect': ['positive emotion'],
      'respectability': ['positive attitude'],
      'respectfulness': ['positive attitude'],
      'responsibility': ['soft skill'],
      'responsibility to stockholders': ['responsibility'],
      'responsibility to the nature': ['responsibility'],
      'responsible to the communities': ['responsibility'],
      'responsiveness': ['design pattern'],
      'rest api': ['api'],
      'result artifact': ['artifact'],
      'results oriented': ['job specific soft skills', 'work ethic'],
      'retail': ['industry'],
      'retail data warehouse': ['data warehouse', 'software'],
      'retail security': ['security'],
      'retirement': ['activity'],
      'retirement plan': ['plan'],
      'reuters': ['company'],
      'revenue': ['financial measurement'],
      'revenue forecast': ['forecast'],
      'revenue growth': ['financial skill'],
      'revenue loss': ['loss', 'organizational issue', 'revenue'],
      'reverse proxy': ['proxy'],
      'rexx': ['programming language'],
      'rexx for cics': ['rexx', 'software'],
      'rfp': ['proposal'],
      'rfs': ['proposal'],
      'rhce': ['redhat certification'],
      'rhcsa': ['redhat certification'],
      'ridge regression': ['regularized regression'],
      'risk aware recommender systems': ['recommendation systems'],
      'risk management': ['management skill'],
      'risk management skill': ['management skill'],
      'risk manager': ['manager'],
      'risk mitigation': ['activity'],
      'roadmap': ['plan'],
      'robotic device': ['device'],
      'robotic process automation': ['software'],
      'robotics': ['device'],
      'robust optimization': ['optimization method'],
      'robustness': ['design pattern'],
      'roi': ['financial measurement'],
      'role': ['root'],
      'router': ['network device'],
      'routing protocol': ['network protocol'],
      'rpm': ['package manager'],
      'rsa': ['company'],
      'ruby': ['programming language'],
      'rule': ['entity'],
      'rules engine': ['software'],
      'runtime environment': ['software environment'],
      'runtime process': ['process'],
      'russian linux': ['linux'],
      'safe swiss cloud': ['cloud computing platform'],
      'safety': ['industry'],
      'safety conscious': ['job specific soft skills'],
      'sage business cloud': ['cloud computing platform'],
      'sage business cloud enterprise management': ['cloud computing platform'],
      'salary': ['entity', 'organizational pay'],
      'sales': ['activity'],
      'sales and distribution, erp 6.0 ehp7': [   'sap certified application '
                                                  'associate'],
      'sales conversion': ['conversion'],
      'sales delivery executive': ['executive', 'sales skill'],
      'sales manager': ['manager'],
      'sales role': ['individual role'],
      'sales skill': ['business skill'],
      'sales workshop': ['workshop'],
      'salesforce cloud': ['cloud computing platform'],
      'salesforce commerce cloud': ['cloud computing platform'],
      'salesforce marketing cloud': ['cloud computing platform'],
      'salesforce.com': ['company'],
      'sametime': ['software'],
      'sametime unified telephony': ['sametime'],
      "sammon's mapping": ['non linear dimension reduction model'],
      'san': ['network device', 'software'],
      'san data': ['san'],
      'san data center': ['san data'],
      'san data center fabric': ['san data'],
      'san data center fabric manager': ['san data'],
      'san data center fabric manager (dcfm)': ['san data'],
      'sandboxie': ['application virtualization'],
      'sandvik': ['company'],
      'sap': ['company', 'software'],
      'sap activate project manager': ['sap certified associate'],
      'sap ads': ['sap'],
      'sap afaria': ['sap'],
      'sap ag': ['sap'],
      'sap analytics': ['sap'],
      'sap anywhere': ['sap'],
      'sap apo': ['sap'],
      'sap apparel and footwear solution': ['sap'],
      'sap architect': ['architect'],
      'sap arena': ['sap'],
      'sap ariba': ['sap'],
      'sap ariba and sap application integration': [   'sap certified '
                                                       'application specialist'],
      'sap ariba buy side integration with cloud integration gateway': [   'sap '
                                                                           'certified '
                                                                           'application '
                                                                           'specialist'],
      'sap ariba catalogs': ['sap ariba certification'],
      'sap ariba certification': ['sap certified application associate'],
      'sap ariba contracts': ['sap ariba certification'],
      'sap ariba procurement': ['sap ariba certification'],
      'sap ariba snap deployment': ['sap ariba certification'],
      'sap ariba sourcing': ['sap ariba certification'],
      'sap ariba spend analysis': ['sap ariba certification'],
      'sap ariba supplier enablement buy side': [   'sap certified application '
                                                    'specialist'],
      'sap ariba supplier enablement sell side': ['sap ariba certification'],
      'sap ariba supplier management': ['sap ariba certification'],
      'sap ariba supply chain collaboration': ['sap ariba certification'],
      'sap ase': ['sap'],
      'sap authorization and auditing for netweaver 7.31': [   'sap certified '
                                                               'technology '
                                                               'associate'],
      'sap banking': ['sap'],
      'sap bi accelerator': ['sap'],
      'sap business': ['sap'],
      'sap business bydesign': [   'sap business',
                                   'sap certified application associate'],
      'sap business connector': ['sap business'],
      'sap business information warehouse': ['sap business'],
      'sap business intelligence': ['sap business'],
      'sap business objects': ['sap business'],
      'sap business one': ['sap business'],
      'sap business one release 9.3': ['sap certified application associate'],
      'sap business planning and consolidation 10.1 and 11.0': [   'sap '
                                                                   'certified '
                                                                   'application '
                                                                   'associate'],
      'sap business suite': ['sap business'],
      'sap businessobjects': ['sap business'],
      'sap businessobjects access control 10.0': [   'sap certified application '
                                                     'associate'],
      'sap businessobjects business intelligence platform 4.2': [   'sap '
                                                                    'certified '
                                                                    'application '
                                                                    'associate'],
      'sap businessobjects web intelligence 4.2': [   'sap certified application '
                                                      'associate'],
      'sap bw powered by hana sps12 (edition 2016)': [   'sap certified '
                                                         'application '
                                                         'specialist'],
      'sap bw/4hana delta 1.0 (edition 2018)': [   'sap certified application '
                                                   'specialist'],
      'sap catalog content management': ['sap'],
      'sap central process scheduling': ['sap'],
      'sap certification': ['certification'],
      'sap certified application': ['sap certification'],
      'sap certified application associate': ['sap certified application'],
      'sap certified application professional': ['sap certified application'],
      'sap certified application specialist': ['sap certified application'],
      'sap certified associate': ['sap certification'],
      'sap certified development': ['sap certification'],
      'sap certified development associate': ['sap certified development'],
      'sap certified development professional': ['sap certified development'],
      'sap certified development specialist': ['sap certified development'],
      'sap certified integration associate': ['sap certification'],
      'sap certified product support specialist': ['sap certification'],
      'sap certified professional': ['sap certification'],
      'sap certified technology': ['sap certification'],
      'sap certified technology associate': ['sap certified technology'],
      'sap certified technology professional': ['sap certified technology'],
      'sap certified technology specialist': ['sap certified technology'],
      'sap cloud': ['cloud computing platform'],
      'sap cloud for customer': ['sap certified integration associate'],
      'sap cloud platform': ['cloud computing platform'],
      'sap cloud platform integration': ['sap certified application associate'],
      'sap commerce cloud 6.7 developer': [   'sap certified development '
                                              'professional'],
      'sap commerce cloud business user': ['sap certified application associate'],
      'sap community network': ['sap'],
      'sap composite application framework': ['sap'],
      'sap concur': ['sap'],
      'sap converged cloud': ['cloud computing platform'],
      'sap convergent charging': ['sap'],
      'sap customer data cloud': ['sap certified development associate'],
      'sap db': ['sap'],
      'sap ehsm': ['sap'],
      'sap enable now': ['sap certified application associate'],
      'sap enterprise': ['sap'],
      'sap enterprise buyer professional': ['sap enterprise'],
      'sap enterprise learning': ['sap enterprise'],
      'sap enterprise portal': ['sap enterprise'],
      'sap erp': ['sap'],
      'sap esoa': ['sap'],
      'sap ewm': ['sap'],
      'sap exchange infrastructure': ['sap'],
      'sap extended warehouse management 9.4': [   'sap certified application '
                                                   'associate'],
      'sap extended warehouse management 9.5': [   'sap certified application '
                                                   'associate'],
      'sap field service management 19q1': [   'sap certified application '
                                               'associate'],
      'sap financial services network': ['sap'],
      'sap fiori': ['sap'],
      'sap fiori application developer': ['sap certified development associate'],
      'sap fiori system administration': ['sap certified technology associate'],
      'sap for insurance': ['sap'],
      'sap for retail': ['sap'],
      'sap global certification': ['sap certification'],
      'sap gui': ['sap'],
      'sap hana': ['sap'],
      'sap hana (edition 2016)': ['sap'],
      'sap hana 2.0': ['sap'],
      'sap hana 2.0 sps02': ['sap certified development associate'],
      'sap hana 2.0 sps03': ['sap certified development associate'],
      'sap hana certification': ['sap certified application associate'],
      'sap hana cloud platform': ['cloud computing platform'],
      'sap hcm with erp 6.0 ehp7': ['sap certified application associate'],
      'sap hosting': ['hosting', 'sap'],
      'sap human resource management systems': ['sap'],
      'sap hybris billing': ['sap certified application associate'],
      'sap hybris cloud for customer 1711': [   'sap certified development '
                                                'associate'],
      'sap hybris commerce 6.0': ['sap certified product support specialist'],
      'sap implementation': ['project'],
      'sap incentive and commission management': ['sap'],
      'sap integrated business planning (1711)': [   'sap certified application '
                                                     'associate'],
      'sap internet transaction server': ['sap'],
      'sap iq': ['sap'],
      'sap jam': ['sap'],
      'sap knowledge warehouse': ['sap'],
      'sap logon ticket': ['sap'],
      'sap lumira designer 2.1': ['sap certified application associate'],
      'sap maintenance & repair with erp 6.0 ehp7': [   'sap certified '
                                                        'application associate'],
      'sap marketing cloud (1802) implementation': [   'sap certified technology '
                                                       'associate'],
      'sap master data governance': [   'sap',
                                        'sap certified application associate'],
      'sap master data management': ['sap'],
      'sap migration': ['sap', 'software migration'],
      'sap mm': ['sap'],
      'sap mobile': ['sap'],
      'sap mobile platform application development (smp 3.0)': [   'sap '
                                                                   'certified '
                                                                   'development '
                                                                   'associate'],
      'sap mobile platform native and hybrid application administration (smp 3.0)': [   'sap '
                                                                                        'certified '
                                                                                        'application '
                                                                                        'associate'],
      'sap netweaver': ['sap'],
      'sap netweaver application server': ['sap netweaver'],
      'sap netweaver business intelligence': ['sap netweaver'],
      'sap netweaver business warehouse': ['sap netweaver'],
      'sap netweaver composition environment': ['sap netweaver'],
      'sap netweaver developer studio': ['sap netweaver'],
      'sap netweaver development infrastructure': ['sap netweaver'],
      'sap netweaver identity management': ['sap netweaver'],
      'sap netweaver mobile': ['sap netweaver'],
      'sap netweaver portal': ['sap netweaver'],
      'sap netweaver process integration': ['sap netweaver'],
      'sap netweaver single sign-on': ['sap netweaver'],
      'sap open': ['sap'],
      'sap pi': ['sap'],
      'sap plm': ['sap'],
      'sap pp': ['sap'],
      'sap prd2': ['sap'],
      'sap predictive analytics': ['sap certified application associate'],
      'sap process integration': ['sap'],
      'sap profitability and cost management': ['sap'],
      'sap project': ['project'],
      'sap r3': ['sap'],
      'sap rapid deployment solutions': ['sap'],
      'sap s/4 hana sourcing and procurement': ['sap hana certification'],
      'sap s/4hana cloud': ['sap hana certification'],
      'sap s/4hana cloud implementation with sap activate': [   'sap hana '
                                                                'certification'],
      'sap s/4hana conversion and sap system upgrade': [   'sap certified '
                                                           'technology '
                                                           'specialist'],
      'sap s/4hana for financial accounting associates (1709)': [   'sap hana '
                                                                    'certification'],
      'sap s/4hana for financial accounting associates (sap s/4hana 1809)': [   'sap '
                                                                                'hana '
                                                                                'certification'],
      'sap s/4hana for management accounting associates (sap s/4hana 1610)': [   'sap '
                                                                                 'hana '
                                                                                 'certification'],
      'sap s/4hana for management accounting associates (sap s/4hana 1709)': [   'sap '
                                                                                 'hana '
                                                                                 'certification'],
      'sap s/4hana production planning and manufacturing (1610)': [   'sap hana '
                                                                      'certification'],
      'sap s/4hana production planning and manufacturing (1709)': [   'sap hana '
                                                                      'certification'],
      'sap s/4hana sales (1610)': ['sap hana certification'],
      'sap s/4hana sales upskilling': ['sap hana certification'],
      'sap s/4hana sourcing and procurement (1709)': ['sap hana certification'],
      'sap sales cloud': ['sap'],
      'sap sales cloud 1811': ['sap certified application associate'],
      'sap scm': ['sap'],
      'sap sd': ['sap'],
      'sap se': ['sap'],
      'sap service and asset management': ['sap'],
      'sap service cloud 1811': ['sap certified application associate'],
      'sap shipping services network': ['sap'],
      'sap solution composer': ['sap'],
      'sap solution manager': ['sap'],
      'sap solution manager  mandatory and managed system configuration (7.2 sps5)': [   'sap '
                                                                                         'certified '
                                                                                         'technology '
                                                                                         'associate'],
      'sap srm': ['sap'],
      'sap strategic enterprise management': ['sap'],
      'sap success factors certification': [   'sap certified application '
                                               'associate'],
      'sap successfactors career development planning and mentoring q/2019': [   'sap '
                                                                                 'success '
                                                                                 'factors '
                                                                                 'certification'],
      'sap successfactors compensation q1/2019': [   'sap success factors '
                                                     'certification'],
      'sap successfactors employee central q1/2019': [   'sap success factors '
                                                         'certification'],
      'sap successfactors for employee central payroll': [   'sap success '
                                                             'factors '
                                                             'certification'],
      'sap successfactors full cloud/core hybrid (1708)': [   'sap success '
                                                              'factors '
                                                              'certification'],
      'sap successfactors learning management q1/2019': [   'sap success factors '
                                                            'certification'],
      'sap successfactors onboarding 1.0 q4/2018': [   'sap success factors '
                                                       'certification'],
      'sap successfactors performance and goal management q1/2019': [   'sap '
                                                                        'success '
                                                                        'factors '
                                                                        'certification'],
      'sap successfactors recruiting management (core configuration & ats) q1/2019': [   'sap '
                                                                                         'success '
                                                                                         'factors '
                                                                                         'certification'],
      'sap successfactors recruiting marketing (career site&advanced analytics) q1/2019': [   'sap '
                                                                                              'success '
                                                                                              'factors '
                                                                                              'certification'],
      'sap successfactors reporting q1/2019': [   'sap success factors '
                                                  'certification'],
      'sap successfactors succession management q1/2019': [   'sap success '
                                                              'factors '
                                                              'certification'],
      'sap successfactors talent hybrid (1708)': [   'sap success factors '
                                                     'certification'],
      'sap successfactors variable pay q1/2019': [   'sap success factors '
                                                     'certification'],
      'sap successfactors workforce analytics & planning functional consultant q1/2019': [   'sap '
                                                                                             'success '
                                                                                             'factors '
                                                                                             'certification'],
      'sap successfactors workforce analytics technical consultant q1/2019': [   'sap '
                                                                                 'success '
                                                                                 'factors '
                                                                                 'certification'],
      'sap supply chain management': ['sap'],
      'sap sybase': ['sap'],
      'sap teched': ['sap'],
      'sap test data migration server': ['sap'],
      'sap training and event management': ['sap'],
      'sap transportation management 9.5': [   'sap certified application '
                                               'associate'],
      'sap web application server': ['sap'],
      'sap xi': ['sap'],
      'sas': ['statistical software'],
      'sas administration certification': ['sas certification'],
      'sas advanced analytics certification': ['sas certification'],
      'sas ai and machine learning professional': [   'sas advanced analytics '
                                                      'certification'],
      'sas analytics certification': ['sas certification'],
      'sas certification': ['certification'],
      'sas certified advanced analytics professional using sas 9': [   'sas '
                                                                       'advanced '
                                                                       'analytics '
                                                                       'certification'],
      'sas certified advanced programmer for sas 9': [   'programming skill',
                                                         'sas foundation '
                                                         'certification'],
      'sas certified architecture and design specialist for sas grid manager 9.4': [   'sas '
                                                                                       'other '
                                                                                       'certification'],
      'sas certified bi content developer for sas 9': [   'sas analytics '
                                                          'certification'],
      'sas certified big data professional using sas 9': [   'sas data '
                                                             'management '
                                                             'certification'],
      'sas certified clinical trials programmer using sas 9': [   'programming '
                                                                  'skill',
                                                                  'sas '
                                                                  'foundation '
                                                                  'certification'],
      'sas certified data integration developer for sas 9': [   'sas data '
                                                                'management '
                                                                'certification'],
      'sas certified data quality steward for sas 9': [   'sas data management '
                                                          'certification'],
      'sas certified data scientist using sas 9': [   'sas advanced analytics '
                                                      'certification'],
      'sas certified deployment and implementation specialist for sas grid manager 9.4': [   'sas '
                                                                                             'other '
                                                                                             'certification'],
      'sas certified deployment specialist for visual analytics 7.3': [   'sas '
                                                                          'other '
                                                                          'certification'],
      'sas certified intelligence platform deployment professional for sas 9': [   'sas '
                                                                                   'other '
                                                                                   'certification'],
      'sas certified platform administrator for sas 9': [   'sas administration '
                                                            'certification'],
      'sas certified platform upgrade specialist for sas 9.4': [   'sas other '
                                                                   'certification'],
      'sas certified predictive modeler using sas enterprise miner 14': [   'sas '
                                                                            'advanced '
                                                                            'analytics '
                                                                            'certification'],
      'sas certified specialist: forecasting and optimization using sas viya 3.4': [   'sas '
                                                                                       'advanced '
                                                                                       'analytics '
                                                                                       'certification'],
      'sas certified specialist: machine learning using sas viya 3.4': [   'sas '
                                                                           'advanced '
                                                                           'analytics '
                                                                           'certification'],
      'sas certified statistical business analyst using sas 9: regression and modeling': [   'sas '
                                                                                             'advanced '
                                                                                             'analytics '
                                                                                             'certification'],
      'sas certified technical specialist for visual analytics 7.4': [   'sas '
                                                                         'other '
                                                                         'certification'],
      'sas certified visual business analyst: exploration and design using sas visual analytics': [   'sas '
                                                                                                      'analytics '
                                                                                                      'certification'],
      'sas certified visual modeler using sas visual statistics 7.4': [   'sas '
                                                                          'analytics '
                                                                          'certification'],
      'sas data management certification': ['sas certification'],
      'sas enterprise guide': ['sas'],
      'sas enterprise miner': ['sas'],
      'sas foundation certification': ['sas certification'],
      'sas natural language and computer vision specialist': [   'sas advanced '
                                                                 'analytics '
                                                                 'certification'],
      'sas other certification': ['sas certification'],
      'sass': ['markup language', 'web language'],
      'satoshi nakamoto': ['person'],
      'scada security architect certification': ['infosec certification'],
      'scala': ['programming language'],
      'scalability': ['state'],
      'scheduling': ['job specific soft skills', 'work ethic'],
      'school': ['physical location'],
      'schweiz': ['company'],
      'scientific computing': ['scientific skill'],
      'scientific programming': ['programming language'],
      'scientific programming language': ['programming language'],
      'scientific skill': ['skill'],
      'scipy': ['python library'],
      'sclm': ['software'],
      'sclm administrator toolkit': ['sclm'],
      'sclm advanced': ['sclm'],
      'sclm advanced edition': ['sclm advanced'],
      'sclm advanced edition for z/os': ['sclm advanced'],
      'sclm developer toolkit': ['sclm'],
      'sclm suite': ['sclm'],
      'sclm suite administrator': ['sclm suite'],
      'sclm suite administrator workbench': ['sclm suite'],
      'scope': ['state'],
      'scope description': ['soft skill'],
      'scotia': ['software'],
      'scotia smartmodel device': ['scotia'],
      'screen definition': ['software'],
      'screen definition facility': ['screen definition'],
      'screen definition facility ii': ['screen definition'],
      'scripting language': ['programming language'],
      'scrum': ['agile artifact'],
      'scrum master': ['delivery specialist'],
      'seaborn': ['python visualization library'],
      'search engine': ['software'],
      'second line manager': ['line manager'],
      'securities offering': ['investment'],
      'security': ['technical role'],
      'security appscan': ['security software'],
      'security appscan enterprise': ['security appscan'],
      'security appscan family': ['security appscan'],
      'security appscan source': ['security appscan'],
      'security architect': ['architect'],
      'security breach': ['state'],
      'security delivery specialist': [   'delivery specialist',
                                          'security specialist'],
      'security flaw': ['state'],
      'security identity manager': ['security software'],
      'security key': ['security software'],
      'security key lifecycle': ['security key'],
      'security key lifecycle manager': ['security key'],
      'security key lifecycle manager for z/os': ['security key'],
      'security model': ['model'],
      'security network': ['security software'],
      'security network active': ['security network'],
      'security network active bypass': ['security network'],
      'security network controller': ['security network'],
      'security network intrusion prevention system': ['security network'],
      'security network protection': ['security network'],
      'security policy': ['policy'],
      'security privileged': ['security software'],
      'security privileged identity': ['security privileged'],
      'security privileged identity manager': ['security privileged'],
      'security product': ['product'],
      'security server protection': ['security software'],
      'security siteprotector system': ['security software'],
      'security skill': ['technical skill'],
      'security software': ['software'],
      'security specialist': ['security', 'specialist'],
      'security team': ['team'],
      'security virtual': ['security software'],
      'security virtual server protection for vmware': ['security virtual'],
      'security zsecure': ['security software'],
      'security zsecure admin': ['security zsecure'],
      'security zsecure administration': ['security zsecure'],
      'security zsecure alert': ['security zsecure'],
      'security zsecure alert for acf2': ['security zsecure'],
      'security zsecure audit': ['security zsecure'],
      'security zsecure audit for acf2': ['security zsecure'],
      'security zsecure audit for racf': ['security zsecure'],
      'security zsecure audit for top': ['security zsecure'],
      'security zsecure audit for top secret': ['security zsecure'],
      'security zsecure cics': ['security zsecure'],
      'security zsecure cics toolkit': ['security zsecure'],
      'security zsecure command': ['security zsecure'],
      'security zsecure command verifier': ['security zsecure'],
      'security zsecure compliance and administration': ['security zsecure'],
      'security zsecure compliance and auditing': ['security zsecure'],
      'security zsecure manager': ['security zsecure'],
      'security zsecure manager for racf': ['security zsecure'],
      'security zsecure manager for racf z/vm': ['security zsecure'],
      'security zsecure visual': ['security zsecure'],
      'sed': ['programming language'],
      'seeded latent dirchlet allocation': ['latent dirichlet allocation'],
      'selenium': ['programming language'],
      'self directed': ['work ethic'],
      'self monitoring': ['work ethic'],
      'self organizing map': ['non linear dimension reduction model'],
      'self supervising': ['work ethic'],
      'self-awareness': ['job specific soft skills', 'teamwork'],
      'self-supervising': ['job specific soft skills'],
      'selling skills': ['teamwork'],
      'semantic web': ['data methodology'],
      'semiconductor device': ['device'],
      'senior management': ['activity'],
      'seniority': ['age'],
      'sense of security': ['leadership'],
      'sensu': ['workflow software'],
      'sequence diagram': ['architectural work product'],
      'sequential model': ['supervised learning'],
      'series c financing round': ['securities offering'],
      'server': ['system'],
      'server configuration': ['computer configuration'],
      'server consolidation': ['server skill'],
      'server operation': ['server', 'specialist', 'support specialist'],
      'server resource management': ['asset management', 'resource management'],
      'server security': ['security'],
      'server skill': ['technical skill'],
      'server support': ['support'],
      'server support specialist': ['server', 'specialist', 'support specialist'],
      'service': ['activity'],
      'service availability manager': ['service manager'],
      'service coordinator': ['coordinator'],
      'service designer': ['designer'],
      'service desk': ['support'],
      'service integration leader': ['service manager'],
      'service level': ['state'],
      'service level agreement': ['document'],
      'service management': ['management', 'technical skill'],
      'service management skill': ['management skill'],
      'service manager': ['manager'],
      'service monitor': ['monitoring software'],
      'service offering': ['offering'],
      'service oriented architecture': ['software design'],
      'service provider': ['organizational role'],
      'service provisioning': ['provisioning'],
      'serviced promptly': ['customer oriented'],
      'servicenow': ['cloud computing company', 'software'],
      'session': ['software'],
      'session manager for z/os': ['session'],
      'set theory': ['math skill'],
      'severance pay': ['organizational pay'],
      'sexism': ['sexual harassment'],
      'sexist': ['sexual harassment'],
      'sexist workplace': ['workplace'],
      'sexual harassment': ['harassment'],
      'sharepoint': ['software'],
      'shell': ['environment'],
      'shell script': ['scripting language'],
      'shopping ads certification': ['google ads certification'],
      'short term focus': ['focus'],
      'show what you know': ['presentation'],
      'showcase': ['software'],
      'showcase essbase': ['showcase'],
      'showcase reporting': ['showcase'],
      'showcase web analysis': ['showcase'],
      'siebel': ['oracle'],
      'siebel 8 consultant exam': ['oracle certification'],
      'signal process': ['electrical engineering', 'math skill'],
      'signal processing': ['electrical engineering', 'math skill'],
      'silverlight': ['software'],
      'simple cloud api': ['cloud computing platform'],
      'simplex methods': ['linear programming'],
      'simplicity': ['design pattern'],
      'simulation': ['machine learning'],
      'simulink': ['math skill', 'software'],
      'situation': ['root'],
      'six sigma': ['manufacturing method'],
      'sizing': ['technical skill'],
      'sizing skill': ['technical skill'],
      'skill': ['root'],
      'skill assessment': ['assessment'],
      'skill gap': ['skill level'],
      'skill level': ['artifact'],
      'skills growth': ['growth', 'operational skill'],
      'skills transfer': ['training'],
      'sklearn': ['python library'],
      'slack': ['groupware'],
      'smalltalk': ['programming language'],
      'smart analytic optimizer': ['software'],
      'smart analytics optimizer for db2': ['smart analytic optimizer'],
      'smart analytics optimizer for db2 for z/os': ['smart analytic optimizer'],
      'smart analytics system': ['smart analytic optimizer'],
      'smart contract': ['protocol'],
      'smart phone': ['phone'],
      'smart watch': ['mobile device', 'watch', 'wearable device'],
      'smartcloud': ['software'],
      'smartcloud application': ['smartcloud'],
      'smartcloud application performance': ['smartcloud application'],
      'smartcloud application performance management': ['smartcloud application'],
      'smartcloud connections': ['smartcloud'],
      'smartcloud control desk': ['smartcloud'],
      'smartcloud cost management': ['smartcloud'],
      'smartcloud engage': ['smartcloud'],
      'smartcloud engage advanced': ['smartcloud engage'],
      'smartcloud engage standard': ['smartcloud engage'],
      'smartcloud entry for power': ['smartcloud'],
      'smartcloud inotes': ['smartcloud'],
      'smartcloud meetings': ['smartcloud'],
      'smartcloud monitoring': ['smartcloud'],
      'smartcloud patch management': ['smartcloud'],
      'smartcloud provisioning': ['smartcloud'],
      'smarter commerce': ['commerce'],
      'smtp': ['network protocol'],
      'snia certification': ['certification'],
      'snia certified information architect': ['snia certification'],
      'snia certified storage architect': ['snia certification'],
      'snia certified storage engineer': ['snia certification'],
      'snia certified storage networking expert': ['snia certification'],
      'snia certified storage professional': ['snia certification'],
      'so many hackers': ['troubleshooting'],
      'soa': ['software', 'software design'],
      'soa architect': ['application architect'],
      'soa policy': ['soa'],
      'soa policy gateway': ['soa policy'],
      'soa policy gateway pattern': ['soa policy'],
      'soa policy pattern': ['soa policy'],
      'social assistance': ['industry'],
      'social media': ['media'],
      'social media company': ['company'],
      'social media skill': ['technical skill'],
      'social psychology': ['psychology'],
      'social science': ['educational field'],
      'social sciences': ['economics', 'linguistics'],
      'social scientist': ['educational field'],
      'social skills': ['teamwork'],
      'social studies': ['linguistics'],
      'social study': ['linguistics'],
      'social theory': ['social science'],
      'sociolinguistics': ['social studies'],
      'sociology': ['economics', 'linguistics'],
      'soft clustering': ['fuzzy c means'],
      'soft k means': ['fuzzy c means'],
      'soft skill': ['skill'],
      'softlayer': ['cloud provider'],
      'software': ['product'],
      'software ag': ['integration platform'],
      'software as a service': ['cloud computing platform'],
      'software compliance': ['assurance'],
      'software component': ['artifact'],
      'software defect': ['defect'],
      'software defined network': ['network'],
      'software defined wide area network': [   'software defined network',
                                                'wide area network'],
      'software deployment': ['deployment'],
      'software design': ['design artifact'],
      'software design pattern': ['design pattern'],
      'software development lifecycle': ['application lifecycle management'],
      'software development process': ['application lifecycle management'],
      'software engineer': ['engineering'],
      'software environment': ['environment'],
      'software installion': ['install'],
      'software library': ['software'],
      'software license': ['license'],
      'software methodology': ['methodology'],
      'software metric': ['measurement'],
      'software migration': ['migration'],
      'software model': ['model'],
      'software platform': ['platform'],
      'software portfolio': ['portfolio'],
      'software portfolio alignment': ['portfolio alignment'],
      'software project': ['project'],
      'software quality': ['quality control'],
      'software service': ['software component'],
      'software service planner': ['offering manager'],
      'software skill': ['technical skill'],
      'software test': ['test', 'testing'],
      'software testing': ['test', 'testing'],
      'software troubleshooting': ['troubleshooting'],
      'solaris': ['unix'],
      'solr': ['apache software', 'search engine'],
      'solution architect': ['architect'],
      'solution design': ['design artifact'],
      'solution manager': ['manager'],
      'solution representative': ['technical role'],
      'solution sales manager': ['sales manager'],
      'solution skill': ['business skill'],
      'solution strategy': ['business skill'],
      'solution value': ['value proposition'],
      'sony': ['company'],
      'source control': ['software'],
      'source safe': ['version control'],
      'sow': ['document'],
      'sox': ['regulation'],
      'space physics': ['physics'],
      'spacy': ['open source nlp software'],
      'spanish': ['natural language'],
      'spanish pharmaceutical company': ['pharmaceutical company'],
      'spark': ['apache software'],
      'sparql': ['query language'],
      'speak': ['soft skill'],
      'specialist': ['technical role'],
      'spectral clustering': ['clustering model'],
      'speech recognition': ['cognitive skill', 'statistical algorithm'],
      'speech recognition system': ['computing platform'],
      'spend approval': ['approval'],
      'splunk': ['company'],
      'spring': ['open source software', 'technical framework'],
      'sprint': ['agile artifact'],
      'spss': ['statistical software'],
      'spss amos': ['spss'],
      'spss answertree': ['spss'],
      'spss collaboration': ['spss'],
      'spss collaboration and deployment': ['spss collaboration'],
      'spss collaboration and deployment services': ['spss collaboration'],
      'spss data': ['spss'],
      'spss data collection': ['spss data'],
      'spss data collection heritage': ['spss data'],
      'spss decision management': ['spss'],
      'spss event builder': ['spss'],
      'spss interaction builder': ['spss'],
      'spss model builder': ['spss'],
      'spss modeler': ['spss'],
      'spss risk': ['spss'],
      'spss risk control': ['spss risk'],
      'spss risk control builder': ['spss risk'],
      'spss samplepower': ['spss'],
      'spss statistics': ['spss'],
      'spss text': ['spss'],
      'spss text analytics': ['spss text'],
      'spss text analytics for surveys': ['spss text'],
      'spss visualization designer': ['spss'],
      'sql': ['query language'],
      'sql 2016 bi development': ['mcsa certification'],
      'sql 2016 database administration': ['mcsa certification'],
      'sql 2016 database development': ['mcsa certification'],
      'sql server': ['relational database'],
      'sql server 2012/2014': ['mcsa certification'],
      'sqlalchemy': ['python library', 'technical framework'],
      'sqoop': ['apache software'],
      'squid cache': ['caching proxy', 'open source software'],
      'sscp certification': ['isc certification'],
      'ssh': ['network protocol'],
      'ssl': ['network protocol'],
      'staffing plan': ['plan'],
      'stakeholder': ['user'],
      'stakeholder role': ['individual role'],
      'standard': ['entity'],
      'star schema': ['database schema'],
      'state': ['root'],
      'state diagram': ['architectural work product'],
      'state street': ['financial company'],
      'static analysis': ['design pattern'],
      'static program analysis': ['design pattern'],
      'static test': ['test', 'testing'],
      'static testing': ['test', 'testing'],
      'statistical algorithm': ['technical skill'],
      'statistical algorithm, statistical application, probability, statistic': [   'math '
                                                                                    'skill'],
      'statistical model': ['statistics'],
      'statistical model testing': ['model testing'],
      'statistical outcome': ['situation'],
      'statistical software': ['software'],
      'statistics': ['math skill'],
      'status document': ['document'],
      'staying on task': ['work ethic'],
      'steady state support': ['support'],
      'sterling': ['software'],
      'sterling b2b integrator': ['sterling'],
      'sterling configure': ['sterling'],
      'sterling configure and price': ['sterling configure'],
      'sterling configure and price and quote': ['sterling configure'],
      'sterling connect:direct': ['sterling'],
      'sterling connect:direct for hp': ['sterling connect:direct'],
      'sterling connect:direct for hp nonstop': ['sterling connect:direct'],
      'sterling connect:direct for i5/os': ['sterling connect:direct'],
      'sterling connect:direct for microsoft': ['sterling connect:direct'],
      'sterling connect:direct for microsoft windows': [   'sterling '
                                                           'connect:direct'],
      'sterling connect:direct for openvms': ['sterling connect:direct'],
      'sterling connect:direct for unix': ['sterling connect:direct'],
      'sterling connect:direct for vm/vse': ['sterling connect:direct'],
      'sterling connect:direct for z/os': ['sterling connect:direct'],
      'sterling connect:enterprise': ['sterling'],
      'sterling connect:enterprise for unix': ['sterling connect:enterprise'],
      'sterling connect:enterprise for z/os': ['sterling connect:enterprise'],
      'sterling connect:enterprise gateway': ['sterling connect:enterprise'],
      'sterling connect:express': ['sterling'],
      'sterling connect:express for microsoft': ['sterling connect:express'],
      'sterling connect:express for microsoft windows': [   'sterling '
                                                            'connect:express'],
      'sterling connect:express for unix': ['sterling connect:express'],
      'sterling connect:express for z/os': ['sterling connect:express'],
      'sterling control center': ['sterling'],
      'sterling file gateway': ['sterling'],
      'sterling gentran for z/os': ['sterling'],
      'sterling gentran:basic for zseries': ['sterling'],
      'sterling gentran:director': ['sterling'],
      'sterling gentran:server': ['sterling'],
      'sterling gentran:server for iseries': ['sterling gentran:server'],
      'sterling gentran:server for microsoft': ['sterling gentran:server'],
      'sterling gentran:server for microsoft windows': [   'sterling '
                                                           'gentran:server'],
      'sterling gentran:server for unix': ['sterling gentran:server'],
      'sterling order management': ['sterling'],
      'sterling secure proxy': ['sterling'],
      'sterling selling': ['sterling'],
      'sterling selling and fulfillment': ['sterling selling'],
      'sterling selling and fulfillment suite': ['sterling selling'],
      'sterling warehouse': ['sterling'],
      'sterling warehouse management': ['sterling warehouse'],
      'sterling warehouse management system': ['sterling warehouse'],
      'sting': ['grid based clustering'],
      'stochastic calculus': ['math skill'],
      'stochastic gradient descent': [   'classification model',
                                         'optimization method'],
      'stochastic optimization ': ['optimization method'],
      'storage': ['infrastructure'],
      'storage access method': ['product'],
      'storage administration': ['storage'],
      'storage administration workbench': ['storage administration'],
      'storage administration workbench for z/os': ['storage administration'],
      'storage administration workbench for z/os and os/390': [   'storage '
                                                                  'administration'],
      'storage architect': ['architect', 'storage'],
      'storage area network': ['network'],
      'storage device': ['hardware'],
      'storage enterprise': ['storage'],
      'storage enterprise resource': ['storage enterprise'],
      'storage enterprise resource planner': ['storage enterprise'],
      'storage manager': ['manager'],
      'storage networking certification program': ['certification'],
      'storage networking industry association': ['company'],
      'storage platform': ['platform'],
      'storage product': ['platform'],
      'storage skill': ['technical skill'],
      'storage software': ['software'],
      'storage specialist': ['specialist'],
      'stored procedure': ['data structure'],
      'storytelling': ['presentation skill'],
      'strategic planning': ['work ethic'],
      'strategic skill': ['business skill', 'skill'],
      'strategy document': ['document'],
      'streaming service': ['media service'],
      'stress': ['negative emotion'],
      'stress management': ['job specific soft skills'],
      'structure': ['artifact'],
      'structured data': ['data'],
      'structured document': ['document'],
      'structured language': ['programming language'],
      'structured prediction': ['machine learning'],
      'subject matter expert': ['expert role'],
      'subject matter expert, best practice': ['skill'],
      'subversion': ['version control'],
      'success': ['state'],
      'successful coaching': ['leadership'],
      'suggestion': ['activity'],
      'suggestions and complaints': ['organization'],
      'sun pharmaceutical': ['pharmaceutical company'],
      'supervised learning': ['machine learning'],
      'supervising': ['leadership'],
      'supplier management': ['management skill'],
      'supplier network': ['business network'],
      'supplier relationship management 7.2': [   'sap certified application '
                                                  'associate'],
      'supply chain': ['business framework'],
      'support': ['professional role'],
      'support services': ['industry'],
      'support specialist': ['support'],
      'support vector classification': ['support vector machine'],
      'support vector machine': ['classification model'],
      'supportive': ['positive emotion', 'teamwork'],
      'surepos': ['software'],
      'surepos ace/eps': ['surepos'],
      'survey': ['document'],
      'suse': ['company'],
      'suse cloud application platform': ['cloud computing platform'],
      'suse linux': ['linux'],
      'suse linux distributions': ['linux'],
      'suse openstack cloud': ['cloud computing platform'],
      'swimlane diagram': ['architectural work product'],
      'switch': ['network device'],
      'switch failover': ['failover'],
      'switch failure': ['equipment failure'],
      'sybase': ['company', 'relational database'],
      'sybase asa': ['sybase'],
      'sybase ase': ['sybase'],
      'sybase ianywhere': ['sybase'],
      'sybase iq': ['sybase'],
      'sybase mobilink': ['sybase'],
      'sybase open watcom public license': ['sybase'],
      'sybase sql server': ['sybase'],
      'sybaseiq': ['column oriented database'],
      'symantec': ['company'],
      'symantec netbackup': ['veritas software'],
      'symantec workspace virtualization': ['application virtualization'],
      'symbolic logic': ['math skill'],
      'symfony': ['web application framework'],
      'symmetric cryptography': ['cryptography'],
      'syncsort': ['company'],
      'sysco': ['company'],
      'system': ['hardware'],
      'system administration with sap netweaver 7.5': [   'sap certified '
                                                          'technology associate'],
      'system administrator': ['administrative role', 'technical skill'],
      'system artifact': ['artifact'],
      'system clock': ['hardware'],
      'system configuration': ['configuration'],
      'system design': ['design skill'],
      'system engineer': ['engineer'],
      'system language': ['programming language'],
      'system manager': ['manager', 'technical role'],
      'system operator': ['individual role'],
      'system programmer': ['developer'],
      'system programming skill': ['programming skill'],
      'system programming, systems expert': ['programming skill'],
      'system r': ['database'],
      'system reliability': ['reliability'],
      'system role': ['individual role'],
      'system security architect': ['sap certified technology professional'],
      'systems design': ['design skill'],
      'systems director management console': ['systems directory management'],
      'systems director management console sdmc': [   'systems directory '
                                                      'management'],
      'systems director management console sdmc hardware appliance': [   'systems '
                                                                         'directory '
                                                                         'management'],
      'systems director management console sdmc software virtual appliance': [   'systems '
                                                                                 'directory '
                                                                                 'management'],
      'systems directory management': ['software'],
      'systems management': ['technical skill'],
      'systems management specialist': ['technical skill'],
      'systems network architecture': ['data communication hardware'],
      't distributed stochastic neighbor embedding': [   'non linear dimension '
                                                         'reduction model'],
      't-sql': ['query language'],
      'tableau': ['reporting software', 'visualization software'],
      'tablet': ['mobile device'],
      'tabular': ['database'],
      'tabular database': ['database'],
      'takeda pharmaceutical company': ['pharmaceutical company'],
      'talanx': ['company'],
      'talent acquisition': ['individual role'],
      'tape': ['storage device'],
      'tape library': ['data storage library'],
      'tape manager for z/vm': ['software'],
      'taxonomy': ['structured document'],
      'tcp': ['network protocol'],
      'tcpip': ['network protocol'],
      'td bank': ['financial company'],
      'teaching skill': ['skill'],
      'team': ['agent'],
      'team building': ['soft skill', 'teamwork'],
      'team culture': ['culture'],
      'team formation': ['team lead'],
      'team lead': ['leadership role'],
      'team meeting': ['meeting'],
      'team member': ['employee'],
      'team player': ['job specific soft skills'],
      'team skill': ['soft skill'],
      'team work': ['team skill'],
      'teamwork': ['soft skill'],
      'technical architect': ['architect'],
      'technical communication': ['protocol'],
      'technical consultant': ['consultant'],
      'technical enablement': ['training'],
      'technical framework': ['framework'],
      'technical role': ['individual role'],
      'technical services': ['industry'],
      'technical skill': ['skill'],
      'technical solution architect': [   'solution architect',
                                          'technical architect'],
      'technical solution manager': ['manager', 'solution manager'],
      'technical specialist': ['specialist'],
      'technical team': ['team'],
      'technical team lead': ['team lead'],
      'technical training': ['training'],
      'technical workshop': ['workshop'],
      'technical writer': ['writing skill'],
      'technical writing': ['writing skill'],
      'technology savvy': ['job specific soft skills'],
      'technology trend awareness': ['job specific soft skills'],
      'telco cloud computing platform': ['cloud computing platform'],
      'telecommunication': ['industry'],
      'telecommunications': ['industry'],
      'telecommunications data warehouse': ['software'],
      'teleconference': ['virtual meeting'],
      'telegraf': ['time series database'],
      'teleprocessing': ['software'],
      'teleprocessing network simulator': ['teleprocessing'],
      'template': ['document'],
      'tensorflow': ['cognitive framework'],
      'teradata': ['company', 'database'],
      'teradata aster': ['graph database'],
      'terminology': ['domain language'],
      'terraform': ['infrastructure as code'],
      'test': ['technical role'],
      'test architect': ['architect'],
      'test estimation': ['estimation'],
      'test lead': ['test'],
      'test manager': ['manager'],
      'test plan': ['document'],
      'test script': ['document'],
      'test specialist': ['specialist'],
      'test strategy': ['plan', 'strategic skill'],
      'test user': ['user'],
      'testing': ['activity', 'domain skill'],
      'testing outcome': ['situation'],
      'testing skill': ['domain skill'],
      'text editor': ['software'],
      'text mining': ['data skill'],
      'theoretical physics': ['physics'],
      'theory of constraints': ['manufacturing method'],
      'thermodynamics': ['physics'],
      'think40': ['industry', 'job specific soft skills'],
      'thinking outside the box': ['critical thinking'],
      'tibco esb': ['microservices'],
      'ticket': ['artifact'],
      'ticketing tool': ['software'],
      'tika': ['apache software'],
      'time': ['state'],
      'time management': ['soft skill', 'work ethic'],
      'time series': ['statistics', 'supervised learning'],
      'time series clustering': ['clustering model'],
      'time series database': ['database'],
      'timestamp': ['identification'],
      'tivoli': ['software'],
      'tivoli access': ['tivoli'],
      'tivoli access manager': ['tivoli access'],
      'tivoli access manager for business': ['tivoli access'],
      'tivoli access manager for business integration': ['tivoli access'],
      'tivoli access manager for e-business': ['tivoli access'],
      'tivoli access manager for enterprise': ['tivoli access'],
      'tivoli access manager for enterprise single': ['tivoli access'],
      'tivoli access manager for enterprise single sign-on': ['tivoli access'],
      'tivoli access manager for operating': ['tivoli access'],
      'tivoli access manager for operating systems': ['tivoli access'],
      'tivoli advanced': ['tivoli'],
      'tivoli advanced audit': ['tivoli advanced'],
      'tivoli advanced audit for dfsmshsm': ['tivoli advanced'],
      'tivoli advanced backup': ['tivoli advanced'],
      'tivoli advanced backup and recovery': ['tivoli advanced'],
      'tivoli advanced backup and recovery for z/os': ['tivoli advanced'],
      'tivoli advanced catalog': ['tivoli advanced'],
      'tivoli advanced catalog management': ['tivoli advanced'],
      'tivoli advanced catalog management for z/os': ['tivoli advanced'],
      'tivoli advanced reporting': ['tivoli advanced'],
      'tivoli advanced reporting for dfsmshsm': ['tivoli advanced'],
      'tivoli af/integrated': ['tivoli'],
      'tivoli af/integrated resource': ['tivoli af/integrated'],
      'tivoli af/integrated resource manager': ['tivoli af/integrated'],
      'tivoli af/operator': ['tivoli'],
      'tivoli af/operator on z/os': ['tivoli af/operator'],
      'tivoli alert': ['tivoli'],
      'tivoli alert adapter': ['tivoli alert'],
      'tivoli alert adapter for af/remote': ['tivoli alert'],
      'tivoli allocation': ['tivoli'],
      'tivoli allocation optimizer': ['tivoli allocation'],
      'tivoli allocation optimizer for z/os': ['tivoli allocation'],
      'tivoli analyzer': ['tivoli'],
      'tivoli analyzer for lotus': ['tivoli analyzer'],
      'tivoli analyzer for lotus domino': ['tivoli analyzer'],
      'tivoli application': ['tivoli'],
      'tivoli application dependency': ['tivoli application'],
      'tivoli application dependency discovery manager': ['tivoli application'],
      'tivoli asset': ['tivoli'],
      'tivoli asset discovery': ['tivoli asset'],
      'tivoli asset discovery for distributed': ['tivoli asset'],
      'tivoli asset discovery for z/os': ['tivoli asset'],
      'tivoli asset management': ['tivoli asset'],
      'tivoli asset management for it': ['tivoli asset'],
      'tivoli automated': ['tivoli'],
      'tivoli automated tape': ['tivoli automated'],
      'tivoli automated tape allocation': ['tivoli automated'],
      'tivoli automated tape allocation manager for z/os': ['tivoli automated'],
      'tivoli availability': ['tivoli'],
      'tivoli availability process': ['tivoli availability'],
      'tivoli availability process manager': ['tivoli availability'],
      'tivoli business': ['tivoli'],
      'tivoli business continuity': ['tivoli business'],
      'tivoli business continuity process manager': ['tivoli business'],
      'tivoli business service': ['tivoli business'],
      'tivoli business service manager': ['tivoli business'],
      'tivoli business systems': ['tivoli business'],
      'tivoli business systems manager for z/os': ['tivoli business'],
      'tivoli capacity': ['tivoli'],
      'tivoli capacity process': ['tivoli capacity'],
      'tivoli capacity process manager': ['tivoli capacity'],
      'tivoli central': ['tivoli'],
      'tivoli central control': ['tivoli central'],
      'tivoli central control for etewatch': ['tivoli central'],
      'tivoli change': ['tivoli'],
      'tivoli change and configuration management': ['tivoli change'],
      'tivoli change and configuration management database': ['tivoli change'],
      'tivoli command': ['tivoli'],
      'tivoli command center': ['tivoli command'],
      'tivoli command center for db2plex': ['tivoli command'],
      'tivoli command center for r/3': ['tivoli command'],
      'tivoli command center for unix system services': ['tivoli command'],
      'tivoli common reporting': ['tivoli'],
      'tivoli compliance': ['tivoli'],
      'tivoli compliance insight manager': ['tivoli compliance'],
      'tivoli composite': ['tivoli'],
      'tivoli composite application': ['tivoli composite'],
      'tivoli composite application manager for application diagnostics': [   'tivoli '
                                                                              'composite'],
      'tivoli composite application manager for applications': [   'tivoli '
                                                                   'composite'],
      'tivoli composite application manager for internet': ['tivoli composite'],
      'tivoli composite application manager for internet service monitoring': [   'tivoli '
                                                                                  'composite'],
      'tivoli composite application manager for j2ee operations': [   'tivoli '
                                                                      'composite'],
      'tivoli composite application manager for microsoft': ['tivoli composite'],
      'tivoli composite application manager for microsoft applications': [   'tivoli '
                                                                             'composite'],
      'tivoli composite application manager for response': ['tivoli composite'],
      'tivoli composite application manager for response time tracking': [   'tivoli '
                                                                             'composite'],
      'tivoli composite application manager for soa platform': [   'tivoli '
                                                                   'composite'],
      'tivoli composite application manager for transactions for z/os': [   'tivoli '
                                                                            'composite'],
      'tivoli composite application manager for web resources': [   'tivoli '
                                                                    'composite'],
      'tivoli comprehensive': ['tivoli'],
      'tivoli comprehensive network address translator': ['tivoli comprehensive'],
      'tivoli configuration': ['tivoli'],
      'tivoli configuration manager': ['tivoli configuration'],
      'tivoli configuration manager for automated teller machines': [   'tivoli '
                                                                        'configuration'],
      'tivoli continuous': ['tivoli'],
      'tivoli continuous data': ['tivoli continuous'],
      'tivoli continuous data protection': ['tivoli continuous'],
      'tivoli continuous data protection for files': ['tivoli continuous'],
      'tivoli contract': ['tivoli'],
      'tivoli contract compliance manager': ['tivoli contract'],
      'tivoli data warehouse': ['data warehouse', 'tivoli'],
      'tivoli decision': ['tivoli'],
      'tivoli decision support': ['tivoli decision'],
      'tivoli decision support for z/os': ['tivoli decision'],
      'tivoli directory': ['tivoli'],
      'tivoli directory integrator': ['tivoli directory'],
      'tivoli directory integrator general purpose edition for z/os': [   'tivoli '
                                                                          'directory'],
      'tivoli directory server': ['tivoli directory'],
      'tivoli dynamic': ['tivoli'],
      'tivoli dynamic workload': ['tivoli dynamic'],
      'tivoli dynamic workload broker': ['tivoli dynamic'],
      'tivoli endpoint': ['tivoli'],
      'tivoli endpoint manager': ['tivoli endpoint'],
      'tivoli endpoint manager for core': ['tivoli endpoint'],
      'tivoli endpoint manager for core protection': ['tivoli endpoint'],
      'tivoli endpoint manager for software': ['tivoli endpoint'],
      'tivoli endpoint manager for software use': ['tivoli endpoint'],
      'tivoli endpoint manager for software use analysis': ['tivoli endpoint'],
      'tivoli enterprise console': ['tivoli'],
      'tivoli etewatch': ['tivoli'],
      'tivoli etewatch customizer': ['tivoli etewatch'],
      'tivoli etewatch customizer for the': ['tivoli etewatch'],
      'tivoli etewatch customizer for the enterprise': ['tivoli etewatch'],
      'tivoli etewatch customizer for the single': ['tivoli etewatch'],
      'tivoli etewatch customizer for the single user': ['tivoli etewatch'],
      'tivoli etewatch enterprise': ['tivoli etewatch'],
      'tivoli etewatch enterprise edition': ['tivoli etewatch'],
      'tivoli etewatch for citrix': ['tivoli etewatch'],
      'tivoli etewatch for citrix metaframe': ['tivoli etewatch'],
      'tivoli etewatch for citrix metaframe starter': ['tivoli etewatch'],
      'tivoli etewatch for citrix metaframe starter kit': ['tivoli etewatch'],
      'tivoli etewatch for citrix sessions': ['tivoli etewatch'],
      'tivoli etewatch for custom': ['tivoli etewatch'],
      'tivoli etewatch for custom applications': ['tivoli etewatch'],
      'tivoli etewatch for networked applications behavior module': [   'tivoli '
                                                                        'etewatch'],
      'tivoli etewatch for networked applications behavior module for citrix metaframe': [   'tivoli '
                                                                                             'etewatch'],
      'tivoli etewatch for tn3270': ['tivoli etewatch'],
      'tivoli etewatch starter': ['tivoli etewatch'],
      'tivoli etewatch starter kit': ['tivoli etewatch'],
      'tivoli etewatch starter kit - professional': ['tivoli etewatch'],
      'tivoli etewatch starter kit - professional edition': ['tivoli etewatch'],
      'tivoli event': ['tivoli'],
      'tivoli event pump': ['tivoli event'],
      'tivoli event pump for z/os': ['tivoli event'],
      'tivoli federated': ['tivoli'],
      'tivoli federated identity': ['tivoli federated'],
      'tivoli federated identity manager': ['tivoli federated'],
      'tivoli federated identity manager business': ['tivoli federated'],
      'tivoli federated identity manager business gateway': ['tivoli federated'],
      'tivoli federated identity manager for z/os': ['tivoli federated'],
      'tivoli foundations': ['tivoli'],
      'tivoli foundations application': ['tivoli foundations'],
      'tivoli foundations application manager': ['tivoli foundations'],
      'tivoli foundations service': ['tivoli foundations'],
      'tivoli foundations service manager': ['tivoli foundations'],
      'tivoli identity': ['tivoli'],
      'tivoli identity and access': ['tivoli identity'],
      'tivoli identity and access assurance': ['tivoli identity'],
      'tivoli identity and access manager': ['tivoli identity'],
      'tivoli identity manager': ['tivoli identity'],
      'tivoli identity manager express': ['tivoli identity'],
      'tivoli information': ['tivoli'],
      'tivoli information management': ['tivoli information'],
      'tivoli information management for z/os': ['tivoli information'],
      'tivoli integration composer': ['tivoli'],
      'tivoli intelligent orchestrator': ['tivoli'],
      'tivoli intelliwatch': ['tivoli'],
      'tivoli intelliwatch pinnacle': ['tivoli intelliwatch'],
      'tivoli intelliwatch pinnacle for distributed': ['tivoli intelliwatch'],
      'tivoli intelliwatch pinnacle for distributed systems': [   'tivoli '
                                                                  'intelliwatch'],
      'tivoli intrusion manager': ['tivoli'],
      'tivoli kernel services': ['tivoli'],
      'tivoli key': ['tivoli'],
      'tivoli key lifecycle': ['tivoli key'],
      'tivoli key lifecycle manager': ['tivoli key'],
      'tivoli key lifecycle manager for storage': ['tivoli key'],
      'tivoli key lifecycle manager for z/os': ['tivoli key'],
      'tivoli license': ['tivoli'],
      'tivoli license compliance manager': ['tivoli license'],
      'tivoli license compliance manager for z/os': ['tivoli license'],
      'tivoli management': ['tivoli'],
      'tivoli management framework': ['tivoli management'],
      'tivoli management solution': ['tivoli management'],
      'tivoli management solution for exchange': ['tivoli management'],
      'tivoli management solution for microsoft': ['tivoli management'],
      'tivoli management solution for microsoft sql': ['tivoli management'],
      'tivoli monitoring': ['tivoli'],
      'tivoli monitoring active': ['tivoli monitoring'],
      'tivoli monitoring active directory': ['tivoli monitoring'],
      'tivoli monitoring active directory option': ['tivoli monitoring'],
      'tivoli monitoring express': ['tivoli monitoring'],
      'tivoli monitoring for applications': ['tivoli monitoring'],
      'tivoli monitoring for business': ['tivoli monitoring'],
      'tivoli monitoring for business integration': ['tivoli monitoring'],
      'tivoli monitoring for cluster': ['tivoli monitoring'],
      'tivoli monitoring for cluster managers': ['tivoli monitoring'],
      'tivoli monitoring for energy': ['tivoli monitoring'],
      'tivoli monitoring for energy management': ['tivoli monitoring'],
      'tivoli monitoring for messaging': ['tivoli monitoring'],
      'tivoli monitoring for messaging and collaboration': ['tivoli monitoring'],
      'tivoli monitoring for microsoft': ['tivoli monitoring'],
      'tivoli monitoring for microsoft .net': ['tivoli monitoring'],
      'tivoli monitoring for network performance': ['tivoli monitoring'],
      'tivoli monitoring for virtual': ['tivoli monitoring'],
      'tivoli monitoring for virtual environments': ['tivoli monitoring'],
      'tivoli monitoring for virtual servers': ['tivoli monitoring'],
      'tivoli monitoring v6': ['tivoli monitoring'],
      'tivoli netcool': ['tivoli'],
      'tivoli netcool carrier': ['tivoli netcool'],
      'tivoli netcool carrier voip': ['tivoli netcool'],
      'tivoli netcool carrier voip manager': ['tivoli netcool'],
      'tivoli netcool configuration': ['tivoli netcool'],
      'tivoli netcool configuration manager': ['tivoli netcool'],
      'tivoli netcool network mediation': ['tivoli netcool'],
      'tivoli netcool performance': ['tivoli netcool'],
      'tivoli netcool performance flow': ['tivoli netcool'],
      'tivoli netcool performance flow analyzer': ['tivoli netcool'],
      'tivoli netcool performance manager': ['tivoli netcool'],
      'tivoli netcool performance manager for wireless': ['tivoli netcool'],
      'tivoli netcool service': ['tivoli netcool'],
      'tivoli netcool service quality': ['tivoli netcool'],
      'tivoli netcool service quality manager': ['tivoli netcool'],
      'tivoli netcool/impact': ['tivoli'],
      'tivoli netcool/omnibus gateways': ['tivoli'],
      'tivoli netcool/reporter': ['tivoli'],
      'tivoli netcool/webtop': ['tivoli'],
      'tivoli netview': ['tivoli'],
      'tivoli netview access': ['tivoli netview'],
      'tivoli netview access services': ['tivoli netview'],
      'tivoli netview distribution': ['tivoli netview'],
      'tivoli netview distribution manager': ['tivoli netview'],
      'tivoli netview file': ['tivoli netview'],
      'tivoli netview file transfer': ['tivoli netview'],
      'tivoli netview file transfer program': ['tivoli netview'],
      'tivoli netview for z/os': ['tivoli netview'],
      'tivoli netview performance': ['tivoli netview'],
      'tivoli netview performance monitor': ['tivoli netview'],
      'tivoli network': ['tivoli'],
      'tivoli network manager entry edition': ['tivoli network'],
      'tivoli network manager ip edition': ['tivoli network'],
      'tivoli network manager transmission edition': ['tivoli network'],
      'tivoli omegacenter': ['tivoli'],
      'tivoli omegacenter gateway': ['tivoli omegacenter'],
      'tivoli omegacenter gateway on z/os': ['tivoli omegacenter'],
      'tivoli omegamon': ['tivoli'],
      'tivoli omegamon alert': ['tivoli omegamon'],
      'tivoli omegamon alert manager': ['tivoli omegamon'],
      'tivoli omegamon de': ['tivoli omegamon'],
      'tivoli omegamon de for distributed': ['tivoli omegamon'],
      'tivoli omegamon de for distributed and z/os': ['tivoli omegamon'],
      'tivoli omegamon de for distributed and z/os systems': ['tivoli omegamon'],
      'tivoli omegamon de for websphere': ['tivoli omegamon'],
      'tivoli omegamon de for websphere application': ['tivoli omegamon'],
      'tivoli omegamon de for websphere application server': ['tivoli omegamon'],
      'tivoli omegamon de for websphere application server on distributed systems': [   'tivoli '
                                                                                        'omegamon'],
      'tivoli omegamon de for websphere application server on os/390': [   'tivoli '
                                                                           'omegamon'],
      'tivoli omegamon de for websphere mq': ['tivoli omegamon'],
      'tivoli omegamon de for websphere mq integrator': ['tivoli omegamon'],
      'tivoli omegamon de for websphere mq integrator on distributed systems': [   'tivoli '
                                                                                   'omegamon'],
      'tivoli omegamon de on z/os': ['tivoli omegamon'],
      'tivoli omegamon ii': ['tivoli omegamon'],
      'tivoli omegamon ii for db2': ['tivoli omegamon'],
      'tivoli omegamon monitoring': ['tivoli omegamon'],
      'tivoli omegamon monitoring agent': ['tivoli omegamon'],
      'tivoli omegamon monitoring agent for mqseries': ['tivoli omegamon'],
      'tivoli omegamon monitoring agent for mqseries on distributed systems': [   'tivoli '
                                                                                  'omegamon'],
      'tivoli omegamon xe': ['tivoli omegamon'],
      'tivoli omegamon xe for cics': ['tivoli omegamon'],
      'tivoli omegamon xe for cics on z/os': ['tivoli omegamon'],
      'tivoli omegamon xe for cics transaction': ['tivoli omegamon'],
      'tivoli omegamon xe for cics transaction gateway on z/os': [   'tivoli '
                                                                     'omegamon'],
      'tivoli omegamon xe for db2': ['tivoli omegamon'],
      'tivoli omegamon xe for db2 on z/os': ['tivoli omegamon'],
      'tivoli omegamon xe for db2 performance': ['tivoli omegamon'],
      'tivoli omegamon xe for db2 performance expert on z/os': [   'tivoli '
                                                                   'omegamon'],
      'tivoli omegamon xe for db2 performance monitor on z/os': [   'tivoli '
                                                                    'omegamon'],
      'tivoli omegamon xe for db2plex': ['tivoli omegamon'],
      'tivoli omegamon xe for distributed': ['tivoli omegamon'],
      'tivoli omegamon xe for distributed systems': ['tivoli omegamon'],
      'tivoli omegamon xe for ibm': ['tivoli omegamon'],
      'tivoli omegamon xe for ibm cryptographic': ['tivoli omegamon'],
      'tivoli omegamon xe for ibm cryptographic coprocessors': [   'tivoli '
                                                                   'omegamon'],
      'tivoli omegamon xe for ims': ['tivoli omegamon'],
      'tivoli omegamon xe for ims on z/os': ['tivoli omegamon'],
      'tivoli omegamon xe for imsplex': ['tivoli omegamon'],
      'tivoli omegamon xe for linux': ['tivoli omegamon'],
      'tivoli omegamon xe for linux on zseries': ['tivoli omegamon'],
      'tivoli omegamon xe for mainframe': ['tivoli omegamon'],
      'tivoli omegamon xe for mainframe networks': ['tivoli omegamon'],
      'tivoli omegamon xe for messaging': ['tivoli omegamon'],
      'tivoli omegamon xe for messaging for distributed systems': [   'tivoli '
                                                                      'omegamon'],
      'tivoli omegamon xe for messaging for z/os': ['tivoli omegamon'],
      'tivoli omegamon xe for microsoft': ['tivoli omegamon'],
      'tivoli omegamon xe for microsoft .net': ['tivoli omegamon'],
      'tivoli omegamon xe for os/390': ['tivoli omegamon'],
      'tivoli omegamon xe for os/390 uss': ['tivoli omegamon'],
      'tivoli omegamon xe for storage': ['tivoli omegamon'],
      'tivoli omegamon xe for storage on z/os': ['tivoli omegamon'],
      'tivoli omegamon xe for sysplex': ['tivoli omegamon'],
      'tivoli omegamon xe for websphere': ['tivoli omegamon'],
      'tivoli omegamon xe for websphere application': ['tivoli omegamon'],
      'tivoli omegamon xe for websphere application server': ['tivoli omegamon'],
      'tivoli omegamon xe for websphere application server for linux': [   'tivoli '
                                                                           'omegamon'],
      'tivoli omegamon xe for websphere application server for linux on zseries': [   'tivoli '
                                                                                      'omegamon'],
      'tivoli omegamon xe for websphere application server on z/os': [   'tivoli '
                                                                         'omegamon'],
      'tivoli omegamon xe for websphere integration': ['tivoli omegamon'],
      'tivoli omegamon xe for websphere integration brokers': ['tivoli omegamon'],
      'tivoli omegamon xe for websphere integration brokers for distributed systems': [   'tivoli '
                                                                                          'omegamon'],
      'tivoli omegamon xe for websphere integration brokers on linux': [   'tivoli '
                                                                           'omegamon'],
      'tivoli omegamon xe for websphere integration brokers on linux on zseries': [   'tivoli '
                                                                                      'omegamon'],
      'tivoli omegamon xe for websphere interchange': ['tivoli omegamon'],
      'tivoli omegamon xe for websphere interchange server': ['tivoli omegamon'],
      'tivoli omegamon xe for websphere mq': ['tivoli omegamon'],
      'tivoli omegamon xe for websphere mq on z/os': ['tivoli omegamon'],
      'tivoli omegamon xe management': ['tivoli omegamon'],
      'tivoli omegamon xe management pac': ['tivoli omegamon'],
      'tivoli omegamon xe management pac for websphere': ['tivoli omegamon'],
      'tivoli omegamon xe management pac for websphere mq on distributed systems': [   'tivoli '
                                                                                       'omegamon'],
      'tivoli omegamon xe on z/os': ['tivoli omegamon'],
      'tivoli omegamon xe on z/vm': ['tivoli omegamon'],
      'tivoli omegamon xe on z/vm and linux': ['tivoli omegamon'],
      'tivoli omnibus': ['tivoli'],
      'tivoli omnibus and network manager': ['tivoli omnibus'],
      'tivoli output': ['tivoli'],
      'tivoli output manager': ['tivoli output'],
      'tivoli output manager for z/os': ['tivoli output'],
      'tivoli performance': ['tivoli'],
      'tivoli performance analyzer': ['tivoli performance'],
      'tivoli performance modeler': ['tivoli performance'],
      'tivoli performance modeler for z/os': ['tivoli performance'],
      'tivoli policy': ['tivoli'],
      'tivoli policy driven': ['tivoli policy'],
      'tivoli policy driven software': ['tivoli policy'],
      'tivoli policy driven software distribution': ['tivoli policy'],
      'tivoli privacy': ['tivoli'],
      'tivoli privacy manager': ['tivoli privacy'],
      'tivoli privacy manager for e-business': ['tivoli privacy'],
      'tivoli provisioning': ['tivoli'],
      'tivoli provisioning manager': ['tivoli provisioning'],
      'tivoli provisioning manager express': ['tivoli provisioning'],
      'tivoli provisioning manager express for inventory': [   'tivoli '
                                                               'provisioning'],
      'tivoli provisioning manager express for software distribution': [   'tivoli '
                                                                           'provisioning'],
      'tivoli provisioning manager for images': ['tivoli provisioning'],
      'tivoli provisioning manager for images system x': ['tivoli provisioning'],
      'tivoli provisioning manager for os': ['tivoli provisioning'],
      'tivoli provisioning manager for os deployment': ['tivoli provisioning'],
      'tivoli provisioning manager for os deployment ibm systems director edition': [   'tivoli '
                                                                                        'provisioning'],
      'tivoli provisioning manager for software': ['tivoli provisioning'],
      'tivoli release': ['tivoli'],
      'tivoli release process': ['tivoli release'],
      'tivoli release process manager': ['tivoli release'],
      'tivoli remote control': ['tivoli'],
      'tivoli risk manager': ['tivoli'],
      'tivoli sanergy': ['tivoli'],
      'tivoli security': ['tivoli'],
      'tivoli security compliance': ['tivoli security'],
      'tivoli security compliance manager': ['tivoli security'],
      'tivoli security information': ['tivoli security'],
      'tivoli security information and event': ['tivoli security'],
      'tivoli security information and event manager': ['tivoli security'],
      'tivoli security management': ['tivoli security'],
      'tivoli security management for z/os': ['tivoli security'],
      'tivoli security operations': ['tivoli security'],
      'tivoli security operations manager': ['tivoli security'],
      'tivoli security policy': ['tivoli security'],
      'tivoli security policy manager': ['tivoli security'],
      'tivoli service': ['tivoli'],
      'tivoli service automation': ['tivoli service'],
      'tivoli service automation manager': ['tivoli service'],
      'tivoli service level': ['tivoli service'],
      'tivoli service level advisor': ['tivoli service'],
      'tivoli service manager': ['tivoli service'],
      'tivoli service manager quick': ['tivoli service'],
      'tivoli service manager quick install': ['tivoli service'],
      'tivoli service request': ['tivoli service'],
      'tivoli service request manager': ['tivoli service'],
      'tivoli storage': ['tivoli'],
      'tivoli storage flashcopy': ['tivoli storage'],
      'tivoli storage flashcopy manager': ['tivoli storage'],
      'tivoli storage manager': ['tivoli', 'tivoli storage'],
      'tivoli storage manager express': ['tivoli storage'],
      'tivoli storage manager express for microsoft': ['tivoli storage'],
      'tivoli storage manager express for microsoft exchange': ['tivoli storage'],
      'tivoli storage manager express for microsoft sql': ['tivoli storage'],
      'tivoli storage manager extended': ['tivoli storage'],
      'tivoli storage manager extended edition': ['tivoli storage'],
      'tivoli storage manager fastback': ['tivoli storage'],
      'tivoli storage manager fastback center': ['tivoli storage'],
      'tivoli storage manager fastback for bare': ['tivoli storage'],
      'tivoli storage manager fastback for bare machine': ['tivoli storage'],
      'tivoli storage manager fastback for bare machine recovery': [   'tivoli '
                                                                       'storage'],
      'tivoli storage manager fastback for microsoft': ['tivoli storage'],
      'tivoli storage manager fastback for microsoft exchange': [   'tivoli '
                                                                    'storage'],
      'tivoli storage manager fastback for workstations': ['tivoli storage'],
      'tivoli storage manager for advanced': ['tivoli storage'],
      'tivoli storage manager for advanced copy': ['tivoli storage'],
      'tivoli storage manager for advanced copy services': ['tivoli storage'],
      'tivoli storage manager for copy': ['tivoli storage'],
      'tivoli storage manager for copy services': ['tivoli storage'],
      'tivoli storage manager for databases': ['tivoli storage'],
      'tivoli storage manager for enterprise': ['tivoli storage'],
      'tivoli storage manager for enterprise resource': ['tivoli storage'],
      'tivoli storage manager for enterprise resource planning': [   'tivoli '
                                                                     'storage'],
      'tivoli storage manager for hardware': ['tivoli storage'],
      'tivoli storage manager for mail': ['tivoli storage'],
      'tivoli storage manager for microsoft': ['tivoli storage'],
      'tivoli storage manager for microsoft sharepoint': ['tivoli storage'],
      'tivoli storage manager for space': ['tivoli storage'],
      'tivoli storage manager for space management': ['tivoli storage'],
      'tivoli storage manager for storage': ['tivoli storage'],
      'tivoli storage manager for storage area': ['tivoli storage'],
      'tivoli storage manager for storage area networks': ['tivoli storage'],
      'tivoli storage manager for system': ['tivoli storage'],
      'tivoli storage manager for system backup': ['tivoli storage'],
      'tivoli storage manager for system backup and recovery': ['tivoli storage'],
      'tivoli storage manager for virtual': ['tivoli storage'],
      'tivoli storage manager for virtual environments': ['tivoli storage'],
      'tivoli storage manager hsm': ['tivoli storage'],
      'tivoli storage manager hsm for windows': ['tivoli storage'],
      'tivoli storage manager suite': ['tivoli storage'],
      'tivoli storage manager suite for unified': ['tivoli storage'],
      'tivoli storage manager suite for unified recovery': ['tivoli storage'],
      'tivoli storage manager suite for unified recovery entry': [   'tivoli '
                                                                     'storage'],
      'tivoli storage optimizer': ['tivoli storage'],
      'tivoli storage optimizer for z/os': ['tivoli storage'],
      'tivoli storage process': ['tivoli storage'],
      'tivoli storage process manager': ['tivoli storage'],
      'tivoli storage productivity': ['tivoli storage'],
      'tivoli storage productivity center': ['tivoli storage'],
      'tivoli storage productivity center advanced': ['tivoli storage'],
      'tivoli storage productivity center basic': ['tivoli storage'],
      'tivoli storage productivity center basic edition': ['tivoli storage'],
      'tivoli storage productivity center for data': ['tivoli storage'],
      'tivoli storage productivity center for disk': ['tivoli storage'],
      'tivoli storage productivity center for disk select': ['tivoli storage'],
      'tivoli storage productivity center for replication': ['tivoli storage'],
      'tivoli storage productivity center select': ['tivoli storage'],
      'tivoli storage productivity center select edition': ['tivoli storage'],
      'tivoli storage productivity center standard': ['tivoli storage'],
      'tivoli storage productivity center standard edition': ['tivoli storage'],
      'tivoli storage resource': ['tivoli storage'],
      'tivoli storage resource manager': ['tivoli storage'],
      'tivoli storage resource manager for chargeback': ['tivoli storage'],
      'tivoli storage resource manager for databases': ['tivoli storage'],
      'tivoli switch analyzer': ['tivoli'],
      'tivoli system': ['tivoli'],
      'tivoli system automation': ['tivoli system'],
      'tivoli system automation application': ['tivoli system'],
      'tivoli system automation application manager': ['tivoli system'],
      'tivoli system automation for integrated': ['tivoli system'],
      'tivoli system automation for integrated operations': ['tivoli system'],
      'tivoli system automation for integrated operations management': [   'tivoli '
                                                                           'system'],
      'tivoli system automation for multiplatforms': ['tivoli system'],
      'tivoli system automation for z/os': ['tivoli system'],
      'tivoli tape': ['tivoli'],
      'tivoli tape optimizer': ['tivoli tape'],
      'tivoli tape optimizer on z/os': ['tivoli tape'],
      'tivoli unified': ['tivoli'],
      'tivoli unified process': ['tivoli unified'],
      'tivoli unified process composer': ['tivoli unified'],
      'tivoli unified single': ['tivoli unified'],
      'tivoli unified single sign-on': ['tivoli unified'],
      'tivoli universal agent': ['tivoli'],
      'tivoli usage': ['tivoli'],
      'tivoli usage and accounting': ['tivoli usage'],
      'tivoli usage and accounting manager': ['tivoli usage'],
      'tivoli usage and accounting manager enterprise': ['tivoli usage'],
      'tivoli usage and accounting manager enterprise edition': ['tivoli usage'],
      'tivoli usage and accounting manager for z/os': ['tivoli usage'],
      'tivoli user administration': ['tivoli'],
      'tivoli web': ['tivoli'],
      'tivoli web access': ['tivoli web'],
      'tivoli web access for information': ['tivoli web'],
      'tivoli web access for information management': ['tivoli web'],
      'tivoli web availability': ['tivoli web'],
      'tivoli web availability monitor': ['tivoli web'],
      'tivoli web response': ['tivoli web'],
      'tivoli web response monitor': ['tivoli web'],
      'tivoli web segment': ['tivoli web'],
      'tivoli web segment analyzer': ['tivoli web'],
      'tivoli web site': ['tivoli web'],
      'tivoli web site analyzer': ['tivoli web'],
      'tivoli workload': ['tivoli'],
      'tivoli workload scheduler': ['tivoli workload'],
      'tivoli workload scheduler for applications': ['tivoli workload'],
      'tivoli workload scheduler for virtualized': ['tivoli workload'],
      'tivoli workload scheduler for virtualized data': ['tivoli workload'],
      'tivoli workload scheduler for virtualized data centers': [   'tivoli '
                                                                    'workload'],
      'tivoli workload scheduler for z/os': ['tivoli workload'],
      'tivoli workload scheduler loadleveler': ['tivoli workload'],
      'tivoli zsecure': ['tivoli'],
      'tivoli zsecure admin': ['tivoli zsecure'],
      'tivoli zsecure alert': ['tivoli zsecure'],
      'tivoli zsecure alert for acf2': ['tivoli zsecure'],
      'tivoli zsecure alert for racf': ['tivoli zsecure'],
      'tivoli zsecure audit': ['tivoli zsecure'],
      'tivoli zsecure audit for acf2': ['tivoli zsecure'],
      'tivoli zsecure audit for racf': ['tivoli zsecure'],
      'tivoli zsecure audit for top': ['tivoli zsecure'],
      'tivoli zsecure audit for top secret': ['tivoli zsecure'],
      'tivoli zsecure cics': ['tivoli zsecure'],
      'tivoli zsecure cics toolkit': ['tivoli zsecure'],
      'tivoli zsecure command': ['tivoli zsecure'],
      'tivoli zsecure command verifier': ['tivoli zsecure'],
      'tivoli zsecure manager': ['tivoli zsecure'],
      'tivoli zsecure manager for racf': ['tivoli zsecure'],
      'tivoli zsecure manager for racf z/vm': ['tivoli zsecure'],
      'tivoli zsecure visual': ['tivoli zsecure'],
      'tkinter': ['python library'],
      'tls': ['network protocol'],
      'tolerance of change and uncertainty': ['critical thinking'],
      'tolerant': ['job specific soft skills'],
      'tomcat': ['apache software', 'web server'],
      'tool training': ['workplace training'],
      'topic model': ['unsupervised learning'],
      'topology': ['math skill'],
      'total productive maintenance': ['manufacturing method'],
      'total quality management': ['manufacturing method'],
      'totalstorage': ['software'],
      'totalstorage productivity': ['totalstorage'],
      'totalstorage productivity center': ['totalstorage productivity'],
      'totalstorage productivity center for fabric': [   'totalstorage '
                                                         'productivity'],
      'tpf': ['software'],
      'tpf toolkit': ['tpf'],
      'tracert': ['network tool'],
      'train': ['industry', 'job specific soft skills'],
      'train the trainers': ['training'],
      'trainability': ['work ethic'],
      'trainable': ['job specific soft skills'],
      'trained classifier': ['machine learning'],
      'training': ['industry', 'job specific soft skills'],
      'transaction data': ['data'],
      'transaction processing': ['capability'],
      'transaction processing facility': ['real time operating system'],
      'transfer': ['activity'],
      'transformation model': ['feature extraction'],
      'transformation role': ['business role'],
      'transformation skill': ['business skill'],
      'transistor': ['electrical device'],
      'transition manager': ['manager'],
      'translation': ['activity'],
      'translation cloud': ['cloud computing platform'],
      'transmission control protocol': ['control protocol'],
      'transportation': ['industry'],
      'travel': ['activity'],
      'travel visa': ['legal document'],
      'travis': ['control framework'],
      'treasury with sap s/4hana': ['sap certified application associate'],
      'treatment': ['situation'],
      'tree based model': ['supervised learning'],
      'tree ensemble': ['tree based model'],
      'trello': ['software'],
      'trigonometry': ['math skill'],
      'triple store': ['graph database'],
      'tririga': ['software'],
      'tririga application platform': ['tririga'],
      'tririga cad integrator/publisher': ['tririga'],
      'tririga energy optimization': ['tririga'],
      'tririga portfolio': ['tririga'],
      'tririga portfolio data': ['tririga portfolio'],
      'tririga portfolio data manager': ['tririga portfolio'],
      'troubleshooting': [   'activity',
                             'job specific soft skills',
                             'technical skill'],
      'true negative': ['testing outcome'],
      'true positive': ['testing outcome'],
      'truncated singular value decomposition': [   'linear dimension reduction '
                                                    'model'],
      'trust': ['positive emotion'],
      'twitter': ['social media company'],
      'txseries': ['software'],
      'txseries for multiplatforms': ['txseries'],
      'type system': ['design pattern'],
      'type theory': ['computer science', 'math skill'],
      'typescript': ['programming language'],
      'typing skill': ['business skill'],
      'ubuntu linux': ['debian linux'],
      'udacity': ['mooc'],
      'udp': ['network protocol'],
      'ui design': ['design thinking'],
      'ultraseek': ['search engine'],
      'uml': ['modeling language'],
      'unapproachable': ['team culture', 'work culture'],
      'unavailability': ['state'],
      'under-specified query': ['query'],
      'undergraduate degree': ['degree'],
      'unica': ['software'],
      'unica campaign': ['unica'],
      'unica customerinsight': ['unica'],
      'unica detect': ['unica'],
      'unica distributed marketing': ['unica'],
      'unica emessage': ['unica'],
      'unica interact': ['unica'],
      'unica interactive': ['unica'],
      'unica interactive marketing': ['unica interactive'],
      'unica interactive marketing ondemand': ['unica interactive'],
      'unica leads': ['unica'],
      'unica marketing': ['unica'],
      'unica marketing operations': ['unica marketing'],
      'unica marketing platform': ['unica marketing'],
      'unica netinsight ondemand': ['unica'],
      'unica optimize': ['unica'],
      'unica predictiveinsight': ['unica'],
      'unicredit': ['financial company'],
      'unified messaging': ['software'],
      'unified messaging for websphere': ['unified messaging'],
      'unified messaging for websphere voice': ['unified messaging'],
      'unified messaging for websphere voice response': ['unified messaging'],
      'unified method framework': ['technical framework'],
      'uninstall': ['activity'],
      'unit testing': ['test strategy'],
      'universal windows platform': ['mcsa certification'],
      'university': ['school'],
      'unix': ['operating system'],
      'unix administrator': ['system administrator'],
      'unix filesystem': ['file system'],
      'unsatisfied': ['negative emotion'],
      'unstructured data': ['data'],
      'unsupervised learning': ['machine learning'],
      'upgrade': ['activity'],
      'upgrade java se 7 to java se 8 ocp programmer': ['java certification'],
      'upgrade ocp java 6, 7 & 8 to java se 11 developer': ['java certification'],
      'upgrade to java se 8 ocp (java se 6 and all prior versions)': [   'java '
                                                                         'certification'],
      'upskill': ['skills growth'],
      'upstander': ['behavior'],
      'uptime': ['system reliability'],
      'usability': ['situation'],
      'usability engineer': ['engineer'],
      'usability skill': ['business skill', 'soft skill', 'technical skill'],
      'use case': ['design document'],
      'user': ['agent'],
      'user acceptance test': ['acceptance test'],
      'user authentication': ['authentication'],
      'user centered design': ['research skill', 'usability skill'],
      'user interface': ['interface'],
      'user interface design': ['design thinking'],
      'user management': ['business skill', 'soft skill', 'technical skill'],
      'user research': ['research skill', 'usability skill'],
      'user support': ['support'],
      'utilities with sap erp 6.0': ['sap certified associate'],
      'ux designer': ['designer'],
      'value chain': ['business framework'],
      'value driven maintenance': ['manufacturing method'],
      'value education': ['critical thinking'],
      'value proposition': ['proposal'],
      'vector autoregression': ['time series'],
      'vector quantization': ['density estimation'],
      'velocloud': ['vmware company'],
      'venafi': ['cybersecurity company'],
      'vendor management': ['management'],
      'venture round': ['securities offering'],
      'veritas': ['company'],
      'veritas software': ['software'],
      'versa analytics': ['versa product'],
      'versa cloud': ['cloud computing platform', 'versa product'],
      'versa csg': ['cloud gateway', 'versa product'],
      'versa director': ['versa product'],
      'versa flexvnf': ['multi tenant cloud', 'versa product'],
      'versa networks': ['company'],
      'versa product': ['product'],
      'versa titan': ['software defined wide area network', 'versa product'],
      'version control': ['framework'],
      'vice president': ['executive'],
      'video conference': ['virtual meeting'],
      'video configuration': ['media configuration'],
      'vif regression': ['forward selection'],
      'vim': ['text editor'],
      'viptela': ['cisco'],
      'virtual appliance': ['product'],
      'virtual cloud': ['cloud computing platform'],
      'virtual computing platform': ['computing platform'],
      'virtual desktop': ['software'],
      'virtual desktop for smart': ['virtual desktop'],
      'virtual desktop for smart business': ['virtual desktop'],
      'virtual extensible local area network': ['virtual local area network'],
      'virtual local area network': ['local area network', 'virtual network'],
      'virtual machine': ['product'],
      'virtual meeting': ['meeting'],
      'virtual network': ['network', 'virtualization'],
      'virtual private cloud': ['private cloud', 'virtual cloud'],
      'virtual private cloud ondemand': ['private cloud', 'virtual cloud'],
      'virtual runtime environment': ['virtualization'],
      'virtual server': ['server'],
      'virtual storage': ['storage'],
      'virtual storage access method': ['storage access method'],
      'virtual team': ['team'],
      'virtual training': ['training'],
      'virtualization': ['server skill'],
      'virtualization infrastructure': ['virtual runtime environment'],
      'virtualization platform': ['platform'],
      'virtualization software': ['software'],
      'virtualization tool': ['software'],
      'virtuo': ['software'],
      'virtuo mediation': ['virtuo'],
      'vision': ['state'],
      'visual basic': ['programming language'],
      'visual basic for applications': ['programming language'],
      'visual dashboard': ['dashboard'],
      'visual designer': ['designer', 'visualization skill'],
      'visualage': ['software'],
      'visualage c++': ['visualage'],
      'visualage generator': ['visualage'],
      'visualage generator egl': ['visualage generator'],
      'visualage generator egl plug-in': ['visualage generator'],
      'visualage generator egl plug-in for vse': ['visualage generator'],
      'visualage pacbase': ['visualage'],
      'visualage smalltalk': ['visualage'],
      'visualization': ['artifact'],
      'visualization skill': ['technical skill'],
      'visualization software': ['software'],
      'vm based virtualized applications': ['virtualization'],
      'vmware certification': ['certification'],
      'vmware certified advanced professional': ['vmware certification'],
      'vmware certified associate': ['vmware certification'],
      'vmware certified design expert': ['vmware certification'],
      'vmware certified professional': ['vmware certification'],
      'vmware cloud foundation': ['cloud computing platform'],
      'vmware company': ['company'],
      'vmware esxi': ['hypervisor', 'vmware software'],
      'vmware fusion': ['hypervisor', 'vmware software'],
      'vmware horizon view': ['vmware software'],
      'vmware infrastructure': ['vmware software'],
      'vmware nsx': ['vmware software'],
      'vmware sdwan': ['software defined wide area network', 'vmware software'],
      'vmware software': ['software'],
      'vmware thin app': ['application virtualization', 'vmware software'],
      'vmware vsphere': ['vmware software'],
      'vmware workstation': ['hypervisor', 'vmware software'],
      'vodafone': ['company'],
      'voip protocol': ['protocol'],
      'volcanology': ['geology'],
      'voltage': ['electrical state'],
      'voltage regulator': ['electrical regulator'],
      'vs fortran': ['software'],
      'vsam': ['storage access method'],
      'vsphere': ['vmware software'],
      'vtam': ['network protocol'],
      'vtam for vse': ['software', 'vtam'],
      'vtam for vse/esa': ['vtam for vse'],
      'vtam for vse/esa and vm/esa': ['vtam for vse'],
      'vulnerability management': ['technical skill'],
      'w3c standard': ['standard'],
      'walmart': ['company'],
      'warehouse': ['information architecture'],
      'watch': ['device'],
      'watermark': ['digital artifact'],
      'watson': ['software'],
      'watson annotator': ['watson'],
      'watson conversation service': ['watson'],
      'watson data platform': ['watson'],
      'watson discovery': ['watson'],
      'watson explorer': ['watson'],
      'watson group': ['ibm corporate division'],
      'watson studio': ['watson'],
      'watson support agent': ['watson'],
      'watson wealth advisor': ['watson'],
      'wearable device': ['device'],
      'web app': ['software'],
      'web application': ['software'],
      'web application framework': ['application framework'],
      'web applications': ['mcsa certification'],
      'web browser': ['software'],
      'web designer': ['designer'],
      'web developer': ['developer'],
      'web developers': ['developer'],
      'web language': ['programming language'],
      'web mail': ['software'],
      'web server': ['software'],
      'web service': ['api'],
      'webapps': ['software'],
      'webcenter certification': ['oracle certification'],
      'weblogic': ['web server'],
      'weblogic certification': ['oracle certification'],
      'webpage': ['document'],
      'webserver': ['server'],
      'websphere': ['web server'],
      'websphere adapter': ['websphere'],
      'websphere adapter for file': ['websphere adapter'],
      'websphere adapter for file transfer': ['websphere adapter'],
      'websphere adapter for file transfer protocol': ['websphere adapter'],
      'websphere adapter for jd': ['websphere adapter'],
      'websphere adapter for jd edwards': ['websphere adapter'],
      'websphere adapter for jd edwards enterpriseone': ['websphere adapter'],
      'websphere adapter for oracle': ['websphere adapter'],
      'websphere adapter for oracle e-business': ['websphere adapter'],
      'websphere adapter for oracle e-business suite': ['websphere adapter'],
      'websphere adapters family': ['websphere'],
      'websphere appliance': ['websphere'],
      'websphere appliance management': ['websphere appliance'],
      'websphere appliance management center': ['websphere appliance'],
      'websphere application': ['websphere'],
      'websphere application accelerator': ['websphere application'],
      'websphere application accelerator for hybrid': ['websphere application'],
      'websphere application accelerator for hybrid networks': [   'websphere '
                                                                   'application'],
      'websphere application accelerator for public networks': [   'websphere '
                                                                   'application'],
      'websphere application server': ['websphere application'],
      'websphere application server - express': ['websphere application'],
      'websphere application server community': ['websphere application'],
      'websphere application server community edition': ['websphere application'],
      'websphere application server for z/os': ['websphere application'],
      'websphere application server hypervisor': ['websphere application'],
      'websphere application server hypervisor edition': [   'websphere '
                                                             'application'],
      'websphere application server network deployment': [   'websphere '
                                                             'application'],
      'websphere business': ['websphere'],
      'websphere business compass': ['websphere business'],
      'websphere business events': ['websphere business'],
      'websphere business integration': ['websphere business'],
      'websphere business integration connect': ['websphere business'],
      'websphere business integration connect enterprise': ['websphere business'],
      'websphere business integration connect enterprise edition': [   'websphere '
                                                                       'business'],
      'websphere business integration express': ['websphere business'],
      'websphere business integration express for item': ['websphere business'],
      'websphere business integration express for item synchronization': [   'websphere '
                                                                             'business'],
      'websphere business integration for financial': ['websphere business'],
      'websphere business integration for financial networks': [   'websphere '
                                                                   'business'],
      'websphere business integration server': ['websphere business'],
      'websphere business integration server express': ['websphere business'],
      'websphere business integration server foundation': ['websphere business'],
      'websphere business integration server foundation for z/os': [   'websphere '
                                                                       'business'],
      'websphere business integration toolset': ['websphere business'],
      'websphere business integration workbench': ['websphere business'],
      'websphere business integration workbench server': ['websphere business'],
      'websphere business modeler': ['websphere business'],
      'websphere business modeler advanced': ['websphere business'],
      'websphere business modeler basic': ['websphere business'],
      'websphere business modeler publishing': ['websphere business'],
      'websphere business modeler publishing server': ['websphere business'],
      'websphere business monitor': ['websphere business'],
      'websphere business services': ['websphere business'],
      'websphere business services fabric': ['websphere business'],
      'websphere cast': ['websphere'],
      'websphere cast iron': ['websphere cast'],
      'websphere cast iron cloud': ['websphere cast'],
      'websphere cast iron cloud integration': ['websphere cast'],
      'websphere cloudburst appliance': ['websphere'],
      'websphere commerce': ['websphere'],
      'websphere commerce - express': ['websphere commerce'],
      'websphere commerce enterprise': ['websphere commerce'],
      'websphere commerce professional': ['websphere commerce'],
      'websphere customer center': ['websphere'],
      'websphere dashboard framework': ['websphere'],
      'websphere data': ['websphere'],
      'websphere data interchange': ['websphere data'],
      'websphere data interchange for z/os': ['websphere data'],
      'websphere datapower': ['websphere'],
      'websphere datapower b2b': ['websphere datapower'],
      'websphere datapower b2b appliance': ['websphere datapower'],
      'websphere datapower b2b appliance xb60': ['websphere datapower'],
      'websphere datapower edge': ['websphere datapower'],
      'websphere datapower edge appliance': ['websphere datapower'],
      'websphere datapower edge appliance xe82': ['websphere datapower'],
      'websphere datapower integration': ['websphere datapower'],
      'websphere datapower integration appliance': ['websphere datapower'],
      'websphere datapower integration appliance xi50': ['websphere datapower'],
      'websphere datapower low': ['websphere datapower'],
      'websphere datapower low latency': ['websphere datapower'],
      'websphere datapower low latency appliance': ['websphere datapower'],
      'websphere datapower low latency appliance xm70': ['websphere datapower'],
      'websphere datapower service': ['websphere datapower'],
      'websphere datapower service gateway': ['websphere datapower'],
      'websphere datapower service gateway xg45': ['websphere datapower'],
      'websphere datapower soa': ['websphere datapower'],
      'websphere datapower soa appliances': ['websphere datapower'],
      'websphere datapower xc10': ['websphere datapower'],
      'websphere datapower xc10 appliance': ['websphere datapower'],
      'websphere datapower xml': ['websphere datapower'],
      'websphere datapower xml accelerator': ['websphere datapower'],
      'websphere datapower xml accelerator xa35': ['websphere datapower'],
      'websphere datapower xml security': ['websphere datapower'],
      'websphere datapower xml security gateway': ['websphere datapower'],
      'websphere datapower xml security gateway xs40': ['websphere datapower'],
      'websphere decision': ['websphere'],
      'websphere decision center': ['websphere decision'],
      'websphere decision center for z/os': ['websphere decision'],
      'websphere decision server': ['websphere decision'],
      'websphere decision server for z/os': ['websphere decision'],
      'websphere developer': ['websphere'],
      'websphere developer debugger': ['websphere developer'],
      'websphere developer debugger for system': ['websphere developer'],
      'websphere developer debugger for system z': ['websphere developer'],
      'websphere developer for system': ['websphere developer'],
      'websphere developer for system z': ['websphere developer'],
      'websphere developer for z/series': ['websphere developer'],
      'websphere development': ['websphere'],
      'websphere development studio': ['websphere development'],
      'websphere development studio client advanced edition for iseries': [   'websphere '
                                                                              'development'],
      'websphere development studio client for system i': [   'websphere '
                                                              'development'],
      'websphere development studio for system i': ['websphere development'],
      'websphere digital': ['websphere'],
      'websphere digital media': ['websphere digital'],
      'websphere digital media enabler': ['websphere digital'],
      'websphere dynamic': ['websphere'],
      'websphere dynamic process': ['websphere dynamic'],
      'websphere dynamic process edition': ['websphere dynamic'],
      'websphere end': ['websphere'],
      'websphere end of support': ['websphere end'],
      'websphere end of support products': ['websphere end'],
      'websphere enterprise': ['websphere'],
      'websphere enterprise service': ['websphere enterprise'],
      'websphere enterprise service bus': ['websphere enterprise'],
      'websphere enterprise service bus registry': ['websphere enterprise'],
      'websphere enterprise service bus registry edition': [   'websphere '
                                                               'enterprise'],
      'websphere event': ['websphere'],
      'websphere event broker': ['websphere event'],
      'websphere event broker for multiplatforms': ['websphere event'],
      'websphere event broker for z/os': ['websphere event'],
      'websphere everyplace': ['websphere'],
      'websphere everyplace client': ['websphere everyplace'],
      'websphere everyplace client toolkit': ['websphere everyplace'],
      'websphere everyplace custom': ['websphere everyplace'],
      'websphere everyplace custom environment': ['websphere everyplace'],
      'websphere everyplace micro': ['websphere everyplace'],
      'websphere everyplace micro environment': ['websphere everyplace'],
      'websphere everyplace server': ['websphere everyplace'],
      'websphere everyplace server for telecom': ['websphere everyplace'],
      'websphere extended': ['websphere'],
      'websphere extended deployment': ['websphere extended'],
      'websphere extended deployment for z/os': ['websphere extended'],
      'websphere extended transaction': ['websphere extended'],
      'websphere extended transaction runtime': ['websphere extended'],
      'websphere extreme scale': ['websphere'],
      'websphere front': ['websphere'],
      'websphere front office': ['websphere front'],
      'websphere front office for financial': ['websphere front'],
      'websphere front office for financial markets': ['websphere front'],
      'websphere host': ['websphere'],
      'websphere host access': ['websphere host'],
      'websphere host access transformation': ['websphere host'],
      'websphere host access transformation services': ['websphere host'],
      'websphere host publisher': ['websphere host'],
      'websphere ilog': ['websphere'],
      'websphere ilog decision': ['websphere ilog'],
      'websphere ilog decision validation': ['websphere ilog'],
      'websphere ilog decision validation services': ['websphere ilog'],
      'websphere ilog jrules': ['websphere ilog'],
      'websphere ilog rule': ['websphere ilog'],
      'websphere ilog rule solutions': ['websphere ilog'],
      'websphere ilog rule solutions for office': ['websphere ilog'],
      'websphere ilog rule team': ['websphere ilog'],
      'websphere ilog rule team server': ['websphere ilog'],
      'websphere ilog rule team server for .net': ['websphere ilog'],
      'websphere ilog rules': ['websphere ilog'],
      'websphere ilog rules for .net': ['websphere ilog'],
      'websphere ilog rules for cobol': ['websphere ilog'],
      'websphere industry': ['websphere'],
      'websphere industry content': ['websphere industry'],
      'websphere industry content packs': ['websphere industry'],
      'websphere integration developer': ['websphere'],
      'websphere interchange server': ['websphere'],
      'websphere ip': ['websphere'],
      'websphere ip multimedia': ['websphere ip'],
      'websphere ip multimedia subsystem': ['websphere ip'],
      'websphere ip multimedia subsystem connector': ['websphere ip'],
      'websphere lombardi edition': ['websphere'],
      'websphere message': ['websphere'],
      'websphere message broker': ['websphere message'],
      'websphere message broker connectivity pack for healthcare': [   'websphere '
                                                                       'message'],
      'websphere message broker file': ['websphere message'],
      'websphere message broker file extender': ['websphere message'],
      'websphere message broker for z/os': ['websphere message'],
      'websphere message broker with rules': ['websphere message'],
      'websphere message broker with rules and formatter': ['websphere message'],
      'websphere message broker with rules and formatter extension': [   'websphere '
                                                                         'message'],
      'websphere message broker with rules and formatter extension for multiplatforms': [   'websphere '
                                                                                            'message'],
      'websphere mq': ['websphere'],
      'websphere mq everyplace': ['ibm websphere mq', 'websphere mq'],
      'websphere mq for z/os': ['ibm websphere mq', 'websphere mq'],
      'websphere mq hypervisor': ['ibm websphere mq', 'websphere mq'],
      'websphere mq hypervisor edition': ['ibm websphere mq', 'websphere mq'],
      'websphere mq hypervisor edition for red': [   'ibm websphere mq',
                                                     'websphere mq'],
      'websphere mq hypervisor edition for red hat': [   'ibm websphere mq',
                                                         'websphere mq'],
      'websphere mq hypervisor edition for red hat enterprise': [   'ibm '
                                                                    'websphere '
                                                                    'mq',
                                                                    'websphere '
                                                                    'mq'],
      'websphere mq hypervisor edition for red hat enterprise linux': [   'ibm '
                                                                          'websphere '
                                                                          'mq',
                                                                          'websphere '
                                                                          'mq'],
      'websphere mq hypervisor edition for red hat enterprise linux server': [   'ibm '
                                                                                 'websphere '
                                                                                 'mq',
                                                                                 'websphere '
                                                                                 'mq'],
      'websphere mq integrator': ['ibm websphere mq', 'websphere mq'],
      'websphere mq integrator broker': ['ibm websphere mq', 'websphere mq'],
      'websphere mq integrator broker for z/os': [   'ibm websphere mq',
                                                     'websphere mq'],
      'websphere mq low': ['ibm websphere mq', 'websphere mq'],
      'websphere mq low latency': ['ibm websphere mq', 'websphere mq'],
      'websphere mq low latency messaging': ['ibm websphere mq', 'websphere mq'],
      'websphere mq workflow': ['ibm websphere mq', 'websphere mq'],
      'websphere mq workflow for multiplatforms': [   'ibm websphere mq',
                                                      'websphere mq'],
      'websphere mq workflow for z/os': ['ibm websphere mq', 'websphere mq'],
      'websphere multichannel': ['websphere'],
      'websphere multichannel bank transformation toolkit': [   'websphere '
                                                                'multichannel'],
      'websphere operational': ['websphere'],
      'websphere operational decision': ['websphere operational'],
      'websphere operational decision management': ['websphere operational'],
      'websphere operational decision management for z/os': [   'websphere '
                                                                'operational'],
      'websphere partner': ['websphere'],
      'websphere partner gateway': ['websphere partner'],
      'websphere partner gateway - express': ['websphere partner'],
      'websphere partner gateway advanced': ['websphere partner'],
      'websphere partner gateway advanced edition': ['websphere partner'],
      'websphere partner gateway enterprise': ['websphere partner'],
      'websphere partner gateway enterprise edition': ['websphere partner'],
      'websphere portal': ['websphere'],
      'websphere portal end': ['websphere portal'],
      'websphere portal end of support': ['websphere portal'],
      'websphere portal end of support products': ['websphere portal'],
      'websphere portlet factory': ['websphere'],
      'websphere premises server': ['websphere'],
      'websphere presence server': ['websphere'],
      'websphere process': ['websphere'],
      'websphere process server': ['websphere process'],
      'websphere process server for z/os': ['websphere process'],
      'websphere process server hypervisor': ['websphere process'],
      'websphere process server hypervisor edition': ['websphere process'],
      'websphere product center': ['websphere'],
      'websphere real time': ['websphere'],
      'websphere remote server': ['websphere'],
      'websphere sensor events': ['websphere'],
      'websphere service': ['websphere'],
      'websphere service registry': ['websphere service'],
      'websphere service registry and repository': ['websphere service'],
      'websphere smash': ['websphere'],
      'websphere studio': ['websphere'],
      'websphere studio application': ['websphere studio'],
      'websphere studio application developer': ['websphere studio'],
      'websphere studio application developer integration': ['websphere studio'],
      'websphere studio application developer integration edition': [   'websphere '
                                                                        'studio'],
      'websphere studio application monitor': ['websphere studio'],
      'websphere studio asset': ['websphere studio'],
      'websphere studio asset analyzer': ['websphere studio'],
      'websphere studio enterprise': ['websphere studio'],
      'websphere studio enterprise developer': ['websphere studio'],
      'websphere studio family': ['websphere studio'],
      'websphere studio site': ['websphere studio'],
      'websphere studio site developer': ['websphere studio'],
      'websphere studio workload': ['websphere studio'],
      'websphere studio workload simulator': ['websphere studio'],
      'websphere studio workload simulator for z/os': ['websphere studio'],
      'websphere studio workload simulator for z/os and os/390': [   'websphere '
                                                                     'studio'],
      'websphere telecom': ['websphere'],
      'websphere telecom web services server': ['websphere telecom'],
      'websphere transaction': ['websphere'],
      'websphere transaction cluster': ['websphere transaction'],
      'websphere transaction cluster facility': ['websphere transaction'],
      'websphere transcoding publisher': ['websphere'],
      'websphere transformation extender': ['websphere'],
      'websphere translation': ['websphere'],
      'websphere translation server': ['websphere translation'],
      'websphere translation server for multiplatforms': [   'websphere '
                                                             'translation'],
      'websphere virtual enterprise': ['websphere'],
      'websphere voice': ['websphere'],
      'websphere voice response': ['websphere voice'],
      'websphere voice response for aix': ['websphere voice'],
      'websphere voice server': ['websphere voice'],
      'websphere voice toolkit': ['websphere voice'],
      'websphere xml': ['websphere'],
      'websphere xml document': ['websphere xml'],
      'websphere xml document management': ['websphere xml'],
      'websphere xml document management server': ['websphere xml'],
      'wellpoint': ['company'],
      'westpac': ['financial company'],
      'westpac bank': ['financial company'],
      'wide area network': ['network'],
      'wifi': ['network protocol'],
      'wildfly': ['application server'],
      'williams glyn': ['company'],
      'willing to accept feedback': ['job specific soft skills'],
      'willingness to learn': ['critical thinking', 'job specific soft skills'],
      'windows': ['operating system'],
      'windows desktop': ['desktop hardware', 'windows'],
      'windows nt': ['server', 'windows'],
      'windows powershell': ['shell script'],
      'windows server': ['server', 'windows'],
      'windows server 2012': ['mcsa certification'],
      'windows server 2016': ['mcsa certification'],
      'wipro': ['company'],
      'wired and wireless cloud networking': ['cloud computing platform'],
      'wireless local area network': ['local area network'],
      'wireshark': ['network tool'],
      'word embeddings': ['neural language model'],
      'word2vec': ['neural language model'],
      'work culture': ['culture'],
      'work environment': ['culture'],
      'work ethic': ['soft skill'],
      'work experience': ['culture'],
      'work from home': ['workplace'],
      'work life balance': ['situation'],
      'work optimization': ['software'],
      'work optimization for water': ['work optimization'],
      'work optimization for water utilities': ['work optimization'],
      'work optimization for water utilities on ibm': ['work optimization'],
      'work optimization for water utilities on ibm smartcloud': [   'work '
                                                                     'optimization'],
      'work product': ['artifact'],
      'work-life balance': ['job specific soft skills'],
      'workflow': ['artifact'],
      'workflow language': ['programming language'],
      'workflow software': ['software'],
      'workforce management': ['management skill'],
      'working well under pressure': ['work ethic'],
      'workload': ['software'],
      'workload deployer': ['workload'],
      'workload deployer pattern': ['workload deployer'],
      'workload deployer pattern for db2 workgroup server edition': [   'workload '
                                                                        'deployer'],
      'workload distribution': ['distributed computing'],
      'workload simulator': ['workload'],
      'workload simulator for z/os': ['workload simulator'],
      'workload simulator for z/os and os/390': ['workload simulator'],
      'workplace': ['physical location'],
      'workplace harassment': ['behavior'],
      'workplace situation': ['situation', 'workplace'],
      'workplace training': ['training'],
      'works well under pressure': ['job specific soft skills'],
      'workshop': ['activity'],
      'world wide web': ['internet'],
      'writing skill': ['communication skill'],
      'writing, publish': ['communication skill'],
      'x.25': ['software'],
      'xcel energy': ['company'],
      'xenapp': ['application virtualization'],
      'xgboost': ['tree ensemble'],
      'xhtml': ['html'],
      'xmind': ['mind map'],
      'xml': ['markup language'],
      'xml standard': ['standard'],
      'xpath': ['query language'],
      'xslt': ['query language'],
      'yaml': ['markup language'],
      'yara': ['company'],
      'yarn': ['technical framework'],
      'yml': ['markup language'],
      'young': ['age'],
      'z/linux': ['linux'],
      'z/os': ['operating system'],
      'z/os communications server': ['z/os'],
      'z/os xl c/c++': ['z/os'],
      'z/vm': ['operating system'],
      'z/vse': ['operating system'],
      'zenhub': ['source control'],
      'zero defects': ['manufacturing method'],
      'zookeeper': ['apache software'],
      'zoology': ['educational field']}
  