thuychang404/ptit-job-recommendation
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The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 4 new columns ({'Job ID', 'Major', 'Soft Skills', 'Hard Skills'}) and 4 missing columns ({'soft_skill', 'hard_skill', 'label', 'candidate_field'}).
This happened while the csv dataset builder was generating data using
hf://datasets/thuychang404/job-recommendation-system/jobs_data.csv (at revision 4099ce635dbd44e6356ae1d4acd1ee7c1e0ea520)
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single
writer.write_table(table)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table
pa_table = table_cast(pa_table, self._schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast
return cast_table_to_schema(table, schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2256, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
Job ID: int64
Major: string
Hard Skills: string
Soft Skills: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 723
to
{'hard_skill': Value(dtype='string', id=None), 'soft_skill': Value(dtype='string', id=None), 'label': Value(dtype='int64', id=None), 'candidate_field': Value(dtype='string', id=None)}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1577, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1191, in convert_to_parquet
builder.download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare
self._download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split
for job_id, done, content in self._prepare_split_single(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2013, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 4 new columns ({'Job ID', 'Major', 'Soft Skills', 'Hard Skills'}) and 4 missing columns ({'soft_skill', 'hard_skill', 'label', 'candidate_field'}).
This happened while the csv dataset builder was generating data using
hf://datasets/thuychang404/job-recommendation-system/jobs_data.csv (at revision 4099ce635dbd44e6356ae1d4acd1ee7c1e0ea520)
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
hard_skill
string | soft_skill
string | label
int64 | candidate_field
string |
|---|---|---|---|
['business', 'merchandising', 'sales', 'service'] | ['customer service'] | 0 | retail & consumer products |
['application', 'business', 'business requirements', 'category management', 'entry point', 'marketing strategies', 'remuneration', 'sales', 'service', 'track', 'excel'] | ['accountability', 'collaboration', 'innovation', 'management', 'negotiation', 'problem solving', 'strategic thinking', 'tenacity'] | 0 | sales |
['application', 'cancer', 'endocrinology', 'hydrotherapy', 'liver transplantation', 'mental health', 'neurology', 'rehabilitation', 'spinal cord injuries', 'working with children'] | ['research', 'training and development'] | 0 | healthcare & medical |
['access controls', 'data', 'intrusion detection systems', 'mobile', 'operating systems', 'patch management', 'professional services', 'project management', 'security', 'system', 'technical documentation', 'workstations', 'databases'] | ['information technology', 'infrastructure', 'management', 'patience', 'planning', 'resourcefulness'] | 1 | telecomunication |
['analytics', 'blogs', 'business', 'content creation', 'content management', 'digital', 'digital content', 'digital marketing', 'digital media', 'email marketing', 'facebook insights', 'google analytics', 'graphic design', 'hubspot', 'material', 'moz', 'semrush', 'social media campaigns', 'social media content', 'social media content creation', 'wordpress'] | ['management', 'microsoft office', 'planning', 'social media'] | 0 | marketing |
['data', 'data analysis', 'heavy industry'] | [] | 0 | administration & office support |
['aac', 'blogs', 'business', 'business development', 'cms', 'content management', 'copywriting', 'data', 'data analysis', 'digital', 'digital marketing', 'email marketing', 'google+', 'graphic design', 'newsletters', 'phase', 'photography', 'pinterest', 'remuneration', 'sales'] | ['collaboration', 'communications', 'management', 'social media', 'writing'] | 0 | marketing |
['business', 'business development', 'c', 'sales', 'stakeholder management'] | ['management'] | 1 | telecomunication |
['business', 'health promotion', 'knowledge base', 'methadone', 'reconciliation', 'registration', 'service', 'sms', 'system'] | ['curiosity', 'customer service', 'innovation', 'management', 'resilience'] | 0 | healthcare & medical |
['acting', 'adobe creative suite', 'adobe illustrator', 'blogger', 'brand awareness', 'content design', 'content strategy', 'cosmetics', 'css', 'fashion retail', 'graphic design', 'html', 'landscape', 'media strategy', 'photography', 'rolling', 'skin care', 'social media advertising', 'social media campaigns', 'video editing'] | ['collaboration', 'editing', 'enthusiasm', 'innovation', 'social media', 'sourcing', 'writing', 'written communication'] | 0 | marketing |
['business', 'fro', 'occupational therapy', 'pain management', 'palliative care', 'patient assessment', 'registration', 'rehabilitation', 'service'] | ['management'] | 0 | healthcare & medical |
['computers', 'electronics', 'material', 'merchandising', 'sales', 'sampling', 'service'] | ['customer service'] | 0 | retail & consumer products |
['business', 'business process', 'business process outsourcing', 'change management', 'css', 'javascript', 'net', 'outsourcing', 'read code', 'sql', 'excel'] | ['information technology', 'management', 'problem solving'] | 1 | telecomunication |
['application', 'business', 'data', 'finance', 'sales', 'excel'] | ['management'] | 0 | accounting |
['credit control', 'liquidation', 'sales', 'service'] | ['filing', 'management'] | 0 | accounting |
['eftpos', 'infection', 'infection control', 'medical', 'medicare', 'payment systems'] | ['management', 'numbers', 'professionalism', 'time management', 'written communication'] | 0 | healthcare & medical |
['boosting', 'entrepreneurship', 'finance', 'gauge', 'investing', 'mobile', 'sales', 'excel'] | ['management', 'time management'] | 0 | sales |
['application', 'consolidation', 'crm', 'finance', 'service', 'service provider', 'testing'] | ['integration', 'teaching'] | 1 | telecomunication |
['data', 'installation', 'payment processing', 'phase', 'service', 'vehicle'] | ['computer literacy', 'coordinating', 'customer service', 'data entry', 'literacy', 'management', 'microsoft office', 'self-motivation', 'verbal communication skills'] | 0 | administration & office support |
['education program', 'transformation'] | [] | 0 | sport & recreation |
['auctioneering', 'customer experience', 'finance', 'purchasing', 'sales', 'service', 'stock management', 'vehicle'] | ['customer service', 'management', 'negotiation', 'relationship management', 'time management'] | 0 | sales |
['acceptance testing', 'automation', 'budgeting', 'business', 'business requirements', 'cash flows', 'credit risk', 'data', 'finance', 'financial services', 'gap analysis', 'hedge accounting', 'market risk', 'oracle', 'project management', 'receivables', 'remuneration', 'server', 'sql', 'systems integration', 'testing', 'trading', 'treasury', 'excel', 'excel vba'] | ['collaboration', 'integration', 'management', 'operations', 'planning', 'teamwork', 'writing'] | 1 | telecomunication |
['nursing', 'registration', 'service'] | ['written communication'] | 0 | healthcare & medical |
['business', 'crm', 'data', 'data collection', 'his', 'imaging', 'medical', 'medical imaging', 'medical terminology', 'nursing', 'plan execution', 'sales', 'service', 'standard', 'salesforce'] | ['accountability', 'collaboration', 'computer literacy', 'customer service', 'innovation', 'literacy', 'management', 'meeting', 'microsoft office'] | 0 | sales |
['application', 'continuous quality improvement', 'healing', 'home care', 'medical', 'medical terminology', 'operating system', 'patient administration systems', 'private hospital', 'quality improvement', 'service', 'stewardship', 'system', 'testing', 'windows'] | ['customer service', 'hospitality', 'management', 'meeting', 'microsoft office', 'verbal communication skills'] | 0 | administration & office support |
['application', 'business', 'cancer', 'cancer care', 'oncology', 'radiation oncology', 'radiation therapy', 'registration', 'service', 'strategic planning', 'working with children'] | ['innovation', 'leadership', 'management', 'operations', 'planning', 'research', 'training and development'] | 0 | healthcare & medical |
['acting', 'bookkeeping', 'business', 'legislation', 'maternity', 'sales', 'excel'] | ['management', 'operations', 'planning', 'time constraints'] | 0 | accounting |
['business', 'financial services', 'investment management', 'standard', 'excel'] | ['management', 'microsoft office', 'operations', 'professionalism', 'time management'] | 0 | administration & office support |
['calculations', 'credit control', 'finance', 'fixed asset', 'fixed asset register', 'sales', 'service', 'system'] | ['management', 'spreadsheet'] | 0 | accounting |
['agility', 'business', 'business development', 'growth strategies', 'marketing communications', 'positioning', 'professional services', 'revenue growth', 'sales', 'service'] | ['communications', 'influencing skills', 'management', 'planning', 'verbal communication skills', 'virtual teams'] | 0 | marketing |
['analytics', 'business', 'business analysis', 'business development', 'business planning', 'crm', 'data', 'finance', 'microsoft visio', 'power bi', 'reengineering', 'sales', 'sales operations', 'sas', 'track', 'excel'] | ['management', 'operations', 'planning', 'presentations', 'program management'] | 0 | sales |
['cardiology', 'critical care', 'customer support', 'device', 'interventional cardiology', 'medical', 'medical devices', 'medical sales', 'remuneration', 'respiratory care', 'sales', 'service', 'track', 'vascular access'] | ['customer service'] | 0 | healthcare & medical |
['business', 'digital', 'embroidery', 'maternity', 'screen printing', 'excel'] | ['management', 'time management'] | 0 | administration & office support |
['finance', 'managed services', 'problem management', 'service', 'service desk', 'system'] | ['information technology', 'infrastructure', 'management', 'operations', 'problem solving', 'research'] | 1 | telecomunication |
['brand strategy', 'business', 'digital', 'foods', 'market share', 'marketing mix', 'sales', 'sport', 'sports nutrition', 'track'] | ['innovation', 'integration', 'leadership', 'research'] | 0 | marketing |
['application', 'calibration', 'consultative selling', 'kpis', 'positioning', 'remuneration', 'sales', 'service', 'surveying', 'track', 'vehicle'] | ['listening skills', 'persistence', 'resilience'] | 0 | sales |
['application', 'cancer', 'endocrinology', 'liver transplantation', 'mental health', 'neurology', 'nursing', 'nursing care', 'rehabilitation', 'service', 'spinal cord injuries', 'working with children'] | ['collaboration', 'planning', 'research'] | 0 | healthcare & medical |
['child protection', 'family therapy', 'home care', 'mental health', 'registration', 'remuneration', 'structural family therapy', 'system'] | [] | 0 | healthcare & medical |
['finance', 'financial systems', 'procurement', 'security', 'stakeholder engagement', 'standard', 'excel'] | [] | 0 | administration & office support |
['medical', 'nursing', 'service'] | ['computer literacy', 'customer service', 'literacy', 'management'] | 0 | administration & office support |
['business', 'digital', 'financial risk', 'financial services', 'imagine', 'project management', 'solution delivery', 'standard', 'talent management', 'toolkit', 'track'] | ['accountability', 'consulting', 'creative thinking', 'creativity', 'governance', 'management', 'professionalism', 'scheduling', 'written communication'] | 1 | telecomunication |
['application', 'integrated care', 'primary care', 'virtual reality'] | ['written communication'] | 0 | healthcare & medical |
['go', 'inventory', 'inventory management', 'merchandising', 'sales', 'selling techniques', 'service', 'sport', 'stock control'] | ['cleanliness', 'customer service', 'management', 'operations'] | 0 | retail & consumer products |
['business', 'cabling', 'cpr', 'installation', 'pipe', 'registration', 'splicing', 'testing', 'traffic control', 'vehicle'] | ['communications', 'consulting', 'first aid', 'infrastructure', 'management'] | 1 | telecomunication |
['excel'] | [] | 0 | accounting |
['agility', 'analytics', 'business', 'data', 'data analysis', 'data mining', 'economics', 'finance', 'powerpivot', 'predictive analytics', 'resourcing', 'revenue enhancement', 'spss', 'sql', 'statistical packages', 'statistics', 'databases', 'dashboards', 'excel'] | ['microsoft excel'] | 0 | accounting |
['act', 'agriculture', 'business', 'business to business', 'crm', 'customer experience', 'customer relationship management', 'cxml', 'e-business', 'employee benefits', 'erp', 'forestry', 'information systems', 'oracle', 'pools', 'project management', 'purchasing', 'remuneration', 'sales', 'service', 'software design', 'system', 'xml'] | ['computer literacy', 'customer service', 'information technology', 'literacy', 'management', 'relationship management', 'troubleshooting', 'web browsers'] | 1 | telecomunication |
['crm', 'data', 'sales', 'service', 'standard', 'vehicle', 'excel'] | ['customer service', 'management', 'microsoft excel', 'microsoft office', 'relationship management'] | 0 | administration & office support |
['api', 'django', 'front end', 'grails', 'java', 'medical', 'mobile', 'php', 'postgresql', 'software engineering', 'spring framework', 'system', 'testing', 'tests', 'web applications', 'web development', 'web framework', 'aws', 'databases'] | ['integration'] | 1 | telecomunication |
['acting', 'advertisement', 'application', 'business', 'draft', 'finance', 'phase', 'refinement', 'solvency', 'technical accounting'] | ['leadership', 'written communication'] | 0 | accounting |
['drawing', 'fashion retail', 'indicators', 'key performance indicators', 'management training', 'merchandising', 'performance management', 'retail management', 'sales', 'service', 'trading', 'visual merchandising'] | ['customer service', 'management', 'training and development'] | 0 | retail & consumer products |
['geotechnical engineering', 'netsuite', 'sales', 'service', 'surveying', 'excel'] | ['customer service', 'english', 'innovation', 'leadership', 'management', 'microsoft office', 'verbal communication skills'] | 0 | administration & office support |
['sales'] | ['innovation', 'written communication'] | 0 | advertising, arts & media |
['application', 'arcgis', 'business', 'business sense', 'data', 'data management', 'data manipulation', 'gis applications', 'gis mapping', 'mapping', 'qgis', 'scada', 'spatial analysis', 'technical documentation', 'technical writing', 'modelling'] | ['innovation', 'integration', 'management', 'verbal communication skills', 'writing'] | 1 | telecomunication |
['business', 'data'] | ['data entry'] | 0 | administration & office support |
['acting', 'alteryx', 'business', 'business reporting', 'data', 'data analysis', 'etl', 'etl tools', 'mathematical analysis', 'sql', 'databases', 'modelling'] | ['presentations', 'writing'] | 0 | accounting |
['accounts payable', 'accounts receivable', 'application', 'back end', 'business', 'digital', 'digital communications', 'inventory', 'material', 'microsoft access', 'public transport', 'publishing', 'service', 'statistics', 'trial balance', 'excel'] | ['communications', 'customer service', 'enthusiasm', 'microsoft office', 'written communication'] | 0 | administration & office support |
['angular', 'api', 'application', 'application development', 'aurora', 'aws lambda', 'bitbucket', 'business', 'centos', 'continuous delivery', 'front-end', 'full stack', 'git', 'github', 'go', 'google cloud', 'internet of things', 'iot', 'javascript', 'javascript framework', 'linux', 'mobile', 'mysql', 'python', 'react', 'restful api', 'service', 'software development', 'tests', 'tunnels', 'ubuntu', 'web applications', 'aws', 'azure'] | ['curiosity', 'infrastructure', 'integration', 'management', 'planning', 'problem solving', 'teamwork', 'written communication'] | 1 | telecomunication |
['career development', 'medical', 'phone support', 'service'] | ['computer literacy', 'customer service', 'literacy', 'professionalism', 'willingness to learn', 'writing'] | 0 | healthcare & medical |
['nursing', 'registration', 'service', 'standard', 'tax'] | ['management', 'time management', 'willingness to learn'] | 0 | healthcare & medical |
['pilates', 'remuneration'] | [] | 0 | healthcare & medical |
['business', 'business marketing', 'sales', 'system', 'tourism'] | ['management', 'meeting', 'social media'] | 0 | marketing |
['agile methodology', 'business', 'communication planning', 'content management', 'digital', 'digital marketing', 'forecasting', 'jira', 'less', 'microsoft project', 'perspective', 'project estimation', 'project management', 'project scoping', 'resourcing', 'scrum', 'stakeholder engagement', 'excel'] | ['consulting', 'engagement skills', 'management', 'planning', 'time management'] | 1 | telecomunication |
['acceptance testing', 'business', 'business requirements', 'change management', 'data', 'data migration', 'finance', 'procurement', 'sap functional', 'sap implementation', 'testing', 'track'] | ['management', 'meeting', 'writing'] | 1 | telecomunication |
['cms', 'contract management', 'data', 'system', 'excel'] | ['data entry', 'filing', 'management', 'meeting', 'problem solving', 'time management', 'verbal communication skills'] | 0 | administration & office support |
['service', 'sports injuries'] | ['customer service'] | 0 | healthcare & medical |
['application', 'cancer', 'claim processing', 'data', 'data analysis', 'forecasting', 'hris', 'maternity', 'medical', 'service', 'workforce planning', 'working with children', 'excel'] | ['computer literacy', 'customer service', 'literacy', 'management', 'planning'] | 0 | healthcare & medical |
['finance', 'treasury', 'excel'] | [] | 0 | accounting |
['emergency medicine', 'medicine'] | [] | 0 | healthcare & medical |
['bookkeeping', 'business', 'data', 'finance', 'reconciliation', 'service', 'system', 'excel'] | ['customer service', 'data entry'] | 0 | accounting |
['business', 'customer advocacy', 'customer experience'] | ['advocacy', 'management'] | 0 | retail & consumer products |
['acting', 'bank reconciliations', 'business'] | ['management'] | 0 | accounting |
['application', 'bicycles', 'grinding', 'point of sale', 'professional communication', 'sales', 'service'] | ['accountability', 'customer service', 'retail sales'] | 0 | retail & consumer products |
['business', 'communication strategies', 'corporate communications', 'digital', 'digital communications', 'digital content', 'landscape', 'promotional strategies', 'workflows'] | ['communications', 'management', 'problem solving', 'punctuality', 'reliability', 'results focused', 'social media', 'writing'] | 0 | marketing |
['accounts payable', 'accounts receivable', 'business', 'ledgers', 'perm', 'renewable energy', 'sales'] | [] | 0 | accounting |
['act', 'application', 'business', 'health care system', 'medical', 'service', 'stakeholder management', 'strategic leadership', 'system', 'databases', 'excel'] | ['decision making', 'leadership', 'management', 'microsoft office', 'negotiation'] | 0 | healthcare & medical |
['mobility', 'project management', 'vendor management'] | ['management'] | 1 | telecomunication |
['career development', 'installation', 'mobility', 'relationship building', 'scripting', 'server', 'server administration', 'software development', 'sql', 'technical services'] | ['management'] | 1 | telecomunication |
['cpr', 'manual handling', 'medical', 'nursing', 'registration', 'rehabilitation'] | ['verbal communication skills'] | 0 | healthcare & medical |
['business', 'erp', 'legislation', 'payroll administration', 'system', 'excel'] | ['management'] | 0 | accounting |
['application', 'medical', 'safety culture'] | ['writing'] | 0 | administration & office support |
['act', 'business', 'system'] | ['memos', 'presentations', 'scheduling', 'transcribing'] | 0 | administration & office support |
['biomechanics', 'biomedical engineering', 'career development', 'data', 'go', 'implant', 'joint replacement', 'kinematics', 'nursing', 'operating room', 'positioning', 'robotics', 'surgical procedures', 'system'] | ['planning', 'presentations', 'teamwork'] | 0 | healthcare & medical |
['business', 'career development', 'medical', 'medical emergency', 'phase', 'security', 'service', 'vehicle'] | ['creativity', 'english', 'innovation', 'management', 'microsoft office'] | 0 | healthcare & medical |
['biostatistics', 'data', 'epidemiology', 'gps', 'life sciences', 'manufacturing', 'oil and gas', 'pharmacology', 'product quality', 'project management', 'public health', 'sas', 'server', 'service', 'sql', 'usability'] | ['computer literacy', 'infrastructure', 'literacy', 'management', 'negotiation', 'quality assurance', 'research'] | 1 | telecomunication |
['accounts payable', 'data', 'scale'] | ['computer literacy', 'data entry', 'infrastructure', 'literacy', 'management', 'verbal communication skills'] | 0 | administration & office support |
['business', 'employee benefits', 'mobile', 'records management', 'sales', 'sales administration', 'service', 'vehicle', 'excel'] | ['computer literacy', 'customer service', 'literacy', 'management', 'teamwork'] | 0 | retail & consumer products |
['audio', 'billing', 'booking', 'medical', 'practice management', 'system'] | ['management', 'meeting', 'scheduling', 'typing'] | 0 | healthcare & medical |
['application', 'business', 'client services', 'data', 'reconciliation', 'records management', 'service'] | ['customer service', 'data entry', 'management', 'scheduling'] | 0 | administration & office support |
['business', 'data', 'data extraction', 'data manipulation', 'data system', 'google cloud', 'high frequency', 'java', 'parsing', 'regular expressions', 'relational databases', 'scrum', 'system', 'trading', 'aws', 'azure', 'databases', 'modelling'] | [] | 1 | telecomunication |
['business', 'customer experience', 'data', 'digital', 'disabilities', 'health assessment', 'scheme', 'service', 'testing', 'track', 'transformation'] | ['customer service', 'innovation', 'leadership', 'reliability'] | 0 | marketing |
['email management', 'security'] | ['communications', 'coordinating', 'management'] | 0 | administration & office support |
['act', 'brochures', 'business', 'commercial focus', 'diversity and inclusion', 'e', 'fact sheets', 'indicators', 'marketing materials', 'merchandising', 'reconciliation', 'relationship building', 'sales', 'stakeholder management', 'supplier diversity', 'sustainability', 'track', 'trading'] | ['communications', 'governance', 'leadership', 'management', 'social media'] | 0 | marketing |
['business', 'maternity', 'powerhouse', 'sales'] | ['leadership', 'sourcing'] | 0 | sales |
['business', 'business development', 'market research', 'new business development', 'sales', 'service', 'strategic marketing', 'vehicle', 'excel'] | ['creativity', 'research', 'verbal communication skills'] | 0 | sales |
['account management', 'business', 'business development', 'crm', 'heavy equipment', 'sales', 'service', 'excel'] | ['customer service', 'management', 'negotiation', 'presentations'] | 0 | sales |
['business', 'data', 'development support', 'employee benefits', 'general insurance', 'investing', 'modelling skills', 'personal injury', 'sas', 'service', 'excel', 'modelling'] | ['business operations', 'consulting', 'decision making', 'management', 'operations'] | 1 | telecomunication |
['3d animation', 'android', 'animation software', 'animations', 'api', 'augmented reality', 'business', 'data', 'digital', 'digital transformation', 'dotnet', 'front-end', 'hololens', 'information systems', 'ios', 'mobile', 'tablets', 'testing', 'tests', 'transformation', 'unity', 'user interface', 'ux', 'virtual reality', 'wearables', 'modelling'] | ['consulting', 'innovation', 'writing'] | 1 | telecomunication |
['act', 'crm', 'microsoft dynamics', 'prototyping', 'remuneration', 'requirements elicitation', 'security', 'server', 'sql', 'sql server reporting services', 'storyboarding', 'azure'] | ['infrastructure'] | 1 | telecomunication |
['application', 'copywriting', 'data', 'data management'] | ['infrastructure', 'management', 'microsoft word'] | 1 | telecomunication |
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