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

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import re\n",
"import gensim \n",
"from gensim.models import Word2Vec \n",
"from nltk.corpus import stopwords "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def clean_sentence(sentence):\n",
" sen = sentence.lower().strip()\n",
" sen = re.sub(r'[^a-z0-9\\s]', '', sen)\n",
" return re.sub(r'\\s{2,}', ' ', sen)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"file = open(\"hardskills.txt\", \"r\").readlines()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2349"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(file)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['budgeting\\n',\n",
" 'cissp\\n',\n",
" 'process management\\n',\n",
" 'accounts payable\\n',\n",
" 'positioning\\n',\n",
" 'seo\\n',\n",
" 'teaching\\n',\n",
" 'presentations\\n',\n",
" 'electrical\\n',\n",
" 'reporting\\n',\n",
" '10 key\\n',\n",
" 'customer handling\\n',\n",
" 'sql server\\n',\n",
" 'clinical knowledge\\n',\n",
" 'microsoft dynamics\\n',\n",
" 'hotels\\n',\n",
" 'hotel\\n',\n",
" 'legal\\n',\n",
" 'integrated communications\\n',\n",
" 'publishing\\n',\n",
" 'costing\\n',\n",
" 'desktop support\\n',\n",
" 'public administration\\n',\n",
" 'sensitivity analysis\\n',\n",
" 'capital spending\\n',\n",
" 'project planning\\n',\n",
" 'foreign exchange\\n',\n",
" 'operating system\\n',\n",
" 'scheduling\\n',\n",
" 'architecture\\n',\n",
" 'variances\\n',\n",
" 'high-volume\\n',\n",
" 'csc\\n',\n",
" 'phone calls\\n',\n",
" 'development activities\\n',\n",
" 'proofread\\n',\n",
" 'retail\\n',\n",
" 'meet quality standards\\n',\n",
" 'legislation\\n',\n",
" 'regulatory\\n',\n",
" 'test plans\\n',\n",
" 'customer insights\\n',\n",
" 'trade shows\\n',\n",
" 'cpg\\n',\n",
" 'balance sheet reconciliations\\n',\n",
" 'reconcile bank accounts\\n',\n",
" 'customer experience\\n',\n",
" 'higher education\\n',\n",
" 'project delivery\\n',\n",
" 'itil certification\\n',\n",
" 'business operations\\n',\n",
" 'lighting\\n',\n",
" 'database\\n',\n",
" 'processing payments\\n',\n",
" 'partnerships\\n',\n",
" 'work streams\\n',\n",
" 'invoicing\\n',\n",
" 'strategic sales\\n',\n",
" 'talent management\\n',\n",
" 'financial reporting\\n',\n",
" 'forecasts\\n',\n",
" 'ifrs\\n',\n",
" 'agile development\\n',\n",
" 'budget development\\n',\n",
" 'product features\\n',\n",
" 'journalism\\n',\n",
" 'develop business\\n',\n",
" 'advertisement\\n',\n",
" 'transactions\\n',\n",
" 'sales and marketing\\n',\n",
" 'product development\\n',\n",
" 'annual budget process\\n',\n",
" 'income tax return\\n',\n",
" 'engagement\\n',\n",
" 'education\\n',\n",
" 'performance measures\\n',\n",
" 'technical skills\\n',\n",
" 'fluid\\n',\n",
" 'project accounting\\n',\n",
" 'management system\\n',\n",
" 'strategy\\n',\n",
" 'linux\\n',\n",
" 'it governance\\n',\n",
" 'market segment\\n',\n",
" 'agile\\n',\n",
" 'reconciliation\\n',\n",
" 'variance analysis\\n',\n",
" 'life cycle\\n',\n",
" 'billing process\\n',\n",
" 'contracts\\n',\n",
" 'customer program\\n',\n",
" 'analytics\\n',\n",
" 'value proposition\\n',\n",
" 'phone support\\n',\n",
" 'bank reconciliations\\n',\n",
" 'visio\\n',\n",
" 'invoices\\n',\n",
" 'safety\\n',\n",
" 'recruiting\\n',\n",
" 'budget\\n',\n",
" 'distribution\\n',\n",
" 'prospecting\\n',\n",
" 'wins\\n',\n",
" 'email support\\n',\n",
" 'employee services\\n',\n",
" 'account development\\n',\n",
" 'strategic initiatives\\n',\n",
" 'regulation\\n',\n",
" 'autocad\\n',\n",
" 'erp systems\\n',\n",
" 'business intelligence\\n',\n",
" 'technical requirements\\n',\n",
" 'certificate of achievement\\n',\n",
" 'oncology\\n',\n",
" 'in-services\\n',\n",
" 'capital expenditure\\n',\n",
" 'entrepreneurship\\n',\n",
" 'customer retention\\n',\n",
" 'company credit cards\\n',\n",
" 'support documentation\\n',\n",
" 'digital content\\n',\n",
" 'negotiation skills\\n',\n",
" 'company standards\\n',\n",
" 'chinese\\n',\n",
" 'revenue recognition\\n',\n",
" 'mobile solutions\\n',\n",
" 'online marketing strategy\\n',\n",
" 'web application\\n',\n",
" 'portuguese\\n',\n",
" 'product launches\\n',\n",
" 'strategic customer success\\n',\n",
" 'usability\\n',\n",
" 'outside sales\\n',\n",
" 'hyperion experience\\n',\n",
" 'client relationships\\n',\n",
" 'mid-market\\n',\n",
" 'digital advertising\\n',\n",
" 'accounting systems\\n',\n",
" 'quality control\\n',\n",
" 'smb\\n',\n",
" 'military\\n',\n",
" 'performance standards\\n',\n",
" 'performance metrics\\n',\n",
" 'excel\\n',\n",
" 'presales\\n',\n",
" 'analytical\\n',\n",
" 'administrative support\\n',\n",
" 'category sales\\n',\n",
" 'pivot tables\\n',\n",
" 'service orientation\\n',\n",
" 'key account management\\n',\n",
" 'accounts receivable\\n',\n",
" 'food safety\\n',\n",
" 'customer service -\\n',\n",
" 'professional accounting\\n',\n",
" 'revenue growth\\n',\n",
" 'insurance claims\\n',\n",
" 'quality management\\n',\n",
" 'information systems\\n',\n",
" 'msd\\n',\n",
" 'computer science\\n',\n",
" 'jira\\n',\n",
" 'accounting processes\\n',\n",
" 'network management\\n',\n",
" 'publication\\n',\n",
" 'research methods\\n',\n",
" 'ibm\\n',\n",
" 'business administration\\n',\n",
" 'video\\n',\n",
" 'retention\\n',\n",
" 'enterprise software\\n',\n",
" 'business applications\\n',\n",
" 'telecommunications\\n',\n",
" 'plan events\\n',\n",
" 'business issues\\n',\n",
" 'hospital\\n',\n",
" 'peoplesoft financials\\n',\n",
" 'commercial development\\n',\n",
" 'strategy and planning\\n',\n",
" 'editing\\n',\n",
" 'sales channel\\n',\n",
" 'financial analysis\\n',\n",
" 'banking\\n',\n",
" 'sox\\n',\n",
" 'middleware\\n',\n",
" 'tv\\n',\n",
" 'water treatment\\n',\n",
" 'concierge\\n',\n",
" 'online advertising\\n',\n",
" 'petrochemical\\n',\n",
" 'cisco collaboration\\n',\n",
" 'standard operating procedures\\n',\n",
" 'field sales\\n',\n",
" 'installation\\n',\n",
" 'ecommerce\\n',\n",
" 'consumer banking\\n',\n",
" 'brand\\n',\n",
" 'osp\\n',\n",
" 'statutory\\n',\n",
" 'tax laws\\n',\n",
" 'management reporting\\n',\n",
" 'financial information\\n',\n",
" 'european market\\n',\n",
" 'key performance indicators\\n',\n",
" 'inventory\\n',\n",
" 'change management\\n',\n",
" 'follow-up\\n',\n",
" 'technical guidance\\n',\n",
" 'business plans\\n',\n",
" 'industry trends\\n',\n",
" 'regional alliance\\n',\n",
" 'c\\n',\n",
" 'customer service\\n',\n",
" 'erp system\\n',\n",
" 'gap analysis\\n',\n",
" 'audit\\n',\n",
" 'voip\\n',\n",
" 'federal regulations\\n',\n",
" 'feasibility studies\\n',\n",
" 'market strategy\\n',\n",
" 'cma\\n',\n",
" 'financial service\\n',\n",
" 'disbursement\\n',\n",
" 'business integration\\n',\n",
" 'status reports\\n',\n",
" 'forecasting\\n',\n",
" 'financial reports\\n',\n",
" 'quickbooks\\n',\n",
" 'microsoft excel\\n',\n",
" 'mutual fund\\n',\n",
" 'lean\\n',\n",
" 'program management\\n',\n",
" 'information security\\n',\n",
" 'compliance audits\\n',\n",
" 'business management\\n',\n",
" 'market growth\\n',\n",
" 'segmentation\\n',\n",
" 'policies\\n',\n",
" 'digital media\\n',\n",
" 'resource allocation\\n',\n",
" 'social media\\n',\n",
" 'immigration\\n',\n",
" 'backbone\\n',\n",
" 'sql\\n',\n",
" 'scripting\\n',\n",
" 'windows\\n',\n",
" 'balance sheet\\n',\n",
" 'compliance\\n',\n",
" 'cash management\\n',\n",
" 'business analysis\\n',\n",
" 'customer support\\n',\n",
" 'inventory management\\n',\n",
" 'presentation\\n',\n",
" 'software design\\n',\n",
" 'technical knowledge\\n',\n",
" 'storytelling\\n',\n",
" 'financial performance\\n',\n",
" 'basic office equipment\\n',\n",
" 'campaigns\\n',\n",
" 'coaching\\n',\n",
" 'annual budget\\n',\n",
" 'internal audit\\n',\n",
" 'migration\\n',\n",
" 'outbound calls\\n',\n",
" 'rfi\\n',\n",
" 'saas\\n',\n",
" 'tax compliance\\n',\n",
" 'managing clients\\n',\n",
" 'banking experience\\n',\n",
" 'internship\\n',\n",
" 'telecom\\n',\n",
" 'proposal\\n',\n",
" 'strong organisational skills\\n',\n",
" 'vlookup\\n',\n",
" 'contract documentation\\n',\n",
" 'sales territory\\n',\n",
" 'scheme\\n',\n",
" 'twitter\\n',\n",
" 'purchasing\\n',\n",
" 'skype\\n',\n",
" 'facebook\\n',\n",
" 'information system\\n',\n",
" 'issue management\\n',\n",
" 'driving record\\n',\n",
" 'client service\\n',\n",
" 'fulfillment\\n',\n",
" 'advertising\\n',\n",
" 'chrome\\n',\n",
" 'personnel management\\n',\n",
" 'support services\\n',\n",
" 'photography\\n',\n",
" 'back-end\\n',\n",
" 'cas\\n',\n",
" 'software development\\n',\n",
" 'non-profit\\n',\n",
" 'customer success management\\n',\n",
" 'user interface\\n',\n",
" 'microsoft access\\n',\n",
" 'lifecycle\\n',\n",
" 'financial services\\n',\n",
" 'it infrastructure\\n',\n",
" 'quality management system\\n',\n",
" 'drafting\\n',\n",
" 'counsel\\n',\n",
" 'presentation skill\\n',\n",
" 'marketing\\n',\n",
" 'relationship building\\n',\n",
" 'recruitment\\n',\n",
" 'omniture\\n',\n",
" 'sales channels\\n',\n",
" 'financial planning\\n',\n",
" 'negotiation\\n',\n",
" 'word processing software\\n',\n",
" 'retail operations\\n',\n",
" 'standardization\\n',\n",
" 'quality management systems\\n',\n",
" 'medical device sales\\n',\n",
" 'reconcile balance sheet\\n',\n",
" 'workflows\\n',\n",
" 'accountancy\\n',\n",
" 'ensure accuracy\\n',\n",
" 'itil\\n',\n",
" 'mobile\\n',\n",
" 'audit planning\\n',\n",
" 'account analysis\\n',\n",
" 'deposits\\n',\n",
" 'up-sell\\n',\n",
" 'security systems\\n',\n",
" 'sem\\n',\n",
" 'sla\\n',\n",
" 'economics\\n',\n",
" 'license\\n',\n",
" 'architectural\\n',\n",
" 'merchandising\\n',\n",
" 'marketing plans\\n',\n",
" 'analytical skills\\n',\n",
" 'materials management\\n',\n",
" 'purchase orders\\n',\n",
" 'human resources\\n',\n",
" 'computer software\\n',\n",
" 'protocols\\n',\n",
" 'interpret data\\n',\n",
" 'roi calculations\\n',\n",
" 'accounting functions\\n',\n",
" 'cost control\\n',\n",
" 'web analytics\\n',\n",
" 'technical support\\n',\n",
" 'desktop applications\\n',\n",
" 'asic\\n',\n",
" 'records management\\n',\n",
" 'administration\\n',\n",
" 'financial data\\n',\n",
" 'strategic planning\\n',\n",
" 'gsk\\n',\n",
" 'call center\\n',\n",
" 'design\\n',\n",
" 'financial accounting\\n',\n",
" 'asset management\\n',\n",
" 'electronics\\n',\n",
" 'aerospace\\n',\n",
" 'graphic design\\n',\n",
" 'metadata\\n',\n",
" 'budget preparation\\n',\n",
" 'trial balance\\n',\n",
" 'saas applications\\n',\n",
" 'aop\\n',\n",
" 'strong analytical skills\\n',\n",
" 'mysql\\n',\n",
" 'general accounting\\n',\n",
" 'international travel\\n',\n",
" 'bi-lingual\\n',\n",
" 'progressive accounting\\n',\n",
" 'safety training\\n',\n",
" 'upsell\\n',\n",
" 'workforce management\\n',\n",
" 'grant management\\n',\n",
" 'chemical engineering\\n',\n",
" 'general ledger\\n',\n",
" 'clinical research\\n',\n",
" 'writing\\n',\n",
" 'executive team\\n',\n",
" 'accounting\\n',\n",
" 'continuous improvement\\n',\n",
" 'supply chain\\n',\n",
" 'diagnostics\\n',\n",
" 'sharepoint\\n',\n",
" 'ms excel\\n',\n",
" 'credit cards\\n',\n",
" 'profit & loss\\n',\n",
" 'client relationship management\\n',\n",
" 'customer engagement\\n',\n",
" 'financial statements\\n',\n",
" 'staffing\\n',\n",
" 'market research\\n',\n",
" 'ccna\\n',\n",
" 'logistics\\n',\n",
" 'management experience\\n',\n",
" 'clerical duties\\n',\n",
" 'customer segmentation\\n',\n",
" 'it architect\\n',\n",
" 'procurement\\n',\n",
" 'training\\n',\n",
" 'accounting principles\\n',\n",
" 'finance\\n',\n",
" 'pricing\\n',\n",
" 'mobile banking\\n',\n",
" 'accounts payable experience\\n',\n",
" 'accounting reports\\n',\n",
" 'java\\n',\n",
" 'sales management\\n',\n",
" 'financial services industry\\n',\n",
" 'mortgage\\n',\n",
" 'escalation management\\n',\n",
" 'microsoft word\\n',\n",
" 'service oriented architecture\\n',\n",
" 'marketo\\n',\n",
" 'business solutions\\n',\n",
" 'client services\\n',\n",
" 'mandarin\\n',\n",
" 'reconcile\\n',\n",
" 'coding\\n',\n",
" 'plant management\\n',\n",
" 'acquisition\\n',\n",
" 'marketing strategy\\n',\n",
" 'b2b\\n',\n",
" 'data maintenance\\n',\n",
" 'process improvement\\n',\n",
" 'marketing program\\n',\n",
" 'publications\\n',\n",
" 'global sales\\n',\n",
" 'agile methodology\\n',\n",
" 'human resource\\n',\n",
" 'travel industry\\n',\n",
" 'complex projects\\n',\n",
" 'cdn\\n',\n",
" 'brand marketing\\n',\n",
" 'quick books\\n',\n",
" 'relationship management\\n',\n",
" 'systems design\\n',\n",
" 'customer acquisition\\n',\n",
" 'branding\\n',\n",
" 'manage projects\\n',\n",
" 'demand planning\\n',\n",
" 'consulting experience\\n',\n",
" 'develop strategies\\n',\n",
" 'hiring\\n',\n",
" 'modeling\\n',\n",
" 'accounting software\\n',\n",
" 'product line\\n',\n",
" 'tax reporting\\n',\n",
" 'bottom line\\n',\n",
" 'market analysis\\n',\n",
" 'cloud computing\\n',\n",
" 'firewall\\n',\n",
" 'rds\\n',\n",
" 'project budgets\\n',\n",
" 'tax\\n',\n",
" 'account reconciliations\\n',\n",
" 'life sciences\\n',\n",
" 'health\\n',\n",
" 'sarbanes-oxley\\n',\n",
" 'sales\\n',\n",
" 'meeting deadlines\\n',\n",
" 'transcription\\n',\n",
" 'finance systems\\n',\n",
" 'systems administration\\n',\n",
" 'video production\\n',\n",
" 'technical problems\\n',\n",
" 'focus\\n',\n",
" 'filing\\n',\n",
" 'payments\\n',\n",
" 'business performance\\n',\n",
" 'trading\\n',\n",
" 'cloud\\n',\n",
" 'presentation skills\\n',\n",
" 'billing\\n',\n",
" 'investigation\\n',\n",
" 'spreadsheets\\n',\n",
" 'monthly reports\\n',\n",
" 'computation\\n',\n",
" 'online marketing\\n',\n",
" 'aed\\n',\n",
" 'b2c\\n',\n",
" 'southern california\\n',\n",
" 'product quality\\n',\n",
" 'sports\\n',\n",
" 'microsoft applications\\n',\n",
" 'sales goals\\n',\n",
" 'intranet\\n',\n",
" 'service delivery\\n',\n",
" 'debug\\n',\n",
" 'business metrics\\n',\n",
" 'email marketing\\n',\n",
" 'operations management\\n',\n",
" 'consulting\\n',\n",
" 'data sources\\n',\n",
" 'google analytics\\n',\n",
" 'negotiate contracts\\n',\n",
" 'public accounting\\n',\n",
" 'community outreach\\n',\n",
" 'financial statement\\n',\n",
" 'conversion\\n',\n",
" 'divestitures\\n',\n",
" 'user experience\\n',\n",
" 'therapeutic\\n',\n",
" 'catering\\n',\n",
" 'product management\\n',\n",
" 'business sales\\n',\n",
" 'inside sales\\n',\n",
" 's3\\n',\n",
" 'data entry\\n',\n",
" 'zendesk\\n',\n",
" 'business development\\n',\n",
" 'regulatory reporting\\n',\n",
" 'medical terminology\\n',\n",
" 'fmla\\n',\n",
" 'r\\n',\n",
" 'dictation\\n',\n",
" 'macros\\n',\n",
" 'pricing strategies\\n',\n",
" 'rfq\\n',\n",
" 'in-store\\n',\n",
" 'qa\\n',\n",
" 'customer facing\\n',\n",
" 'scrap\\n',\n",
" 'auditing\\n',\n",
" 'direct sales\\n',\n",
" 'raw materials\\n',\n",
" 'depreciation\\n',\n",
" 'fema\\n',\n",
" 'computer applications\\n',\n",
" 'quality standards\\n',\n",
" 'sales operations\\n',\n",
" 'ccie\\n',\n",
" 'dnv\\n',\n",
" 'product portfolio\\n',\n",
" 'front-end\\n',\n",
" 'operational performance\\n',\n",
" 'ppt\\n',\n",
" 'cash flow\\n',\n",
" 'data analysis\\n',\n",
" 'startup\\n',\n",
" 'html\\n',\n",
" 'strategic plans\\n',\n",
" 'cardiovascular\\n',\n",
" 'category management\\n',\n",
" 'strategic direction\\n',\n",
" 'soa\\n',\n",
" 'meeting minutes\\n',\n",
" 'customer sales\\n',\n",
" 'profit and loss\\n',\n",
" 'regulations\\n',\n",
" 'fitness\\n',\n",
" 'internal management\\n',\n",
" 'operations\\n',\n",
" 'web technologies\\n',\n",
" 'hardware\\n',\n",
" 'semiconductor\\n',\n",
" 'technical\\n',\n",
" 'project management skills\\n',\n",
" 'creative services\\n',\n",
" 'cash flow analysis\\n',\n",
" 'marketing events\\n',\n",
" 'loan servicing\\n',\n",
" 'it security\\n',\n",
" 'specifications\\n',\n",
" 'fixed assets\\n',\n",
" 'microsoft office suite\\n',\n",
" 'competitive analysis\\n',\n",
" 'test strategy\\n',\n",
" 'mobile commerce\\n',\n",
" 'counseling\\n',\n",
" 'competitive positioning\\n',\n",
" 'outreach\\n',\n",
" 'product adoption\\n',\n",
" 'advanced excel\\n',\n",
" 'strategic partnerships\\n',\n",
" 'trend analysis\\n',\n",
" 'employment laws\\n',\n",
" 'researching\\n',\n",
" 'vendors\\n',\n",
" 'startup environment\\n',\n",
" 'mentorship\\n',\n",
" 'ms powerpoint\\n',\n",
" 'editorial\\n',\n",
" 'federal government\\n',\n",
" 'engineering\\n',\n",
" 'new business development\\n',\n",
" 'business strategy\\n',\n",
" 'us gaap\\n',\n",
" 'public relations\\n',\n",
" 'emergency management\\n',\n",
" 'pre-sales\\n',\n",
" 'loan documentation\\n',\n",
" 'salesforce.com\\n',\n",
" 'consumers\\n',\n",
" 'claims\\n',\n",
" 'account strategy\\n',\n",
" 'product knowledge\\n',\n",
" 'customer advocacy\\n',\n",
" 'corporate accounting\\n',\n",
" 'sales cycle\\n',\n",
" 'financial activities\\n',\n",
" 'big 4\\n',\n",
" 'supply chain management\\n',\n",
" 'real estate\\n',\n",
" 'web services\\n',\n",
" 'transportation\\n',\n",
" 'client relations\\n',\n",
" 'small business\\n',\n",
" 'risk management\\n',\n",
" 'microsoft office\\n',\n",
" 'cash receipts\\n',\n",
" 'operating procedures\\n',\n",
" 'strategic account\\n',\n",
" 'matrix\\n',\n",
" 'policy making\\n',\n",
" 'direct lending\\n',\n",
" 'governance\\n',\n",
" 'research\\n',\n",
" 'software application\\n',\n",
" 'gaap\\n',\n",
" 'filtration\\n',\n",
" 'internal controls\\n',\n",
" 'erp\\n',\n",
" 'recruit\\n',\n",
" 'government regulations\\n',\n",
" 'income tax\\n',\n",
" 'internal stakeholders\\n',\n",
" 'content management\\n',\n",
" 'prospecting skills\\n',\n",
" 'online media\\n',\n",
" 'partnership\\n',\n",
" 'territory management\\n',\n",
" 'accounting practices\\n',\n",
" 'sales techniques\\n',\n",
" 'advisory services\\n',\n",
" 'internal communications\\n',\n",
" 'youtube\\n',\n",
" 'information technology\\n',\n",
" 'store management\\n',\n",
" 'intercompany transactions\\n',\n",
" 'digital project\\n',\n",
" 'client management\\n',\n",
" 'licensing\\n',\n",
" 'incident response\\n',\n",
" 'correspondence\\n',\n",
" 'certification\\n',\n",
" 'strategic communication\\n',\n",
" 'agile methodologies\\n',\n",
" 'annual operating plan\\n',\n",
" 'project management\\n',\n",
" 'project documentation\\n',\n",
" 'office software\\n',\n",
" 'revenue accounting\\n',\n",
" 'accounting procedures\\n',\n",
" 'sales leads\\n',\n",
" 'english\\n',\n",
" 'medical center\\n',\n",
" 'investigate\\n',\n",
" 'air force\\n',\n",
" 'sales organization\\n',\n",
" 'emerging technologies\\n',\n",
" 'sales plans\\n',\n",
" 'math\\n',\n",
" 'dynamodb\\n',\n",
" 'general ledger maintenance\\n',\n",
"...