Commit f8fbd2ac authored by A.Anne Negomi.Silva's avatar A.Anne Negomi.Silva

update with grouping

parents
postgraduate certificates
postgraduate diplomas
master's degrees
Bachelor's Degree
Doctoral Degree
Professional Certificates
Undergraduate Degrees
Transfer Degrees
Associate Degrees
Bachelor Degrees
Graduate Degrees
Master Degrees
Doctoral Degrees
Professional Degrees
Specialist Degrees
Bachelor of Applied Science in Information Technology (BAppSc(IT))
Bachelor of Technology (B.Tech. or B.Tech.)
Bachelor of Computer Science (BCompSc)
Bachelor of Computing (BComp)
Bachelor of Science in Information Technology (BSc IT)
Bachelor of Computer Applications (BCA)
Bachelor of Business Information Systems (BBIS)
BAppSc(IT)
B.Tech
BComp
BSc IT
BCA
BBIS
abbreviations BIT
BInfTech
B.Tech (IT)
BE (IT))
Diploma of Information Technology
Diploma of English
Foundation of English
Bachelor/Masters of English
B.A.
B.F.A.
B.M.
B.S.
B.S.E.E.
D.A.
D.B.A.
D.D.S.
D.M.L.
D.Min.
D.P.T.
Ed.D.
Ed.M.
J.D.
M.A.
M.B.A.
M.Div.
M.F.A.
M.D.
M.M.
M.P.A.
M.Phil.
M.S.
M.S.A.
M.S.E.E.
M.S.L.I.S.
M.S.P.T.
M.Th.
Ph.D.
R.N.
S.T.M.
Th.D.
BSc(Hons) Business Information Systems
MSc IT
Diploma in Computer Networking
Diploma in Computer Application & Software Application Development.
Dual Diploma in English & ICT
BA (Hons) Creative Multimedia
Higher Diploma in Network Technology and Cyber Security
Certificate in VMware VCP Virtualization
BSc (Hons) in Computing
Certificate in Computer Network Engineering (Networking)
Online Diploma in IT
Certificate in Computer Graphic Designing
Certificate in Online C / C++ Programming
Certificate in Online Java Programming
Certificate in Web Development with PHP & MySQL
Certificate in Online Android Programming
Certificate in Online CCTV Technician
Certificate in Cisco 200-301 CCNA CCNP CCIE
Certificate in Android Mobile Application Development
Certificate in Linux Advanced Administration
Certificate in VMware Site Recovery Manager - Virtualization
Certificate in Cisco CCNA Fast Track Program
Certificate in Ethical Hacking (CEHv11)
Certificate in Modern Web Application Design and Development
Certificate in ITIL 4 Foundation
Certificate in Computer Hardware Engineering with Networking
Certificate in DevOps Foundation
Certificate in CCNA Routing and Switching
Certificate in Professional Web Development
Certificate in Cisco Certified Network Associate (CCNA)
Diploma in Information & Communication Technology - DICT
Certificate in Cisco Network Associate - CCNA
BSc (Hons) Information Technology for Business – ITB
Certificate in Computer Hardware with Network
Certificate in Cisco CCNA Fast Track Program
Certificate in Cisco Certified Network Associate (CCNA)
Certificate in C/C++ Programming
Certificate in CCNA Security
Certificate in Cisco CCNA Fast Track Program
Certificate in ITIL v3 Foundation
Advanced Diploma in Networking and Cyber Security
Diploma in Information & Communication Technology - DICT
Online Diploma in Web Engineering
Microsoft 365 Certified - Enterprise Administrator Expert
BSc (Hons) in Computer System & Networking Top-Up
BSc (Hons) in Cyber Security Top-Up
Certificate in Software Engineering
HND in Computing
CEH - Certificate in Ethical Hacking
HND in Networking
HND in Cyber Security
HND in Software Engineering
Certificate in Python Programming
Certificate in Computer Hardware and Networking
Diploma in Networking and Security
Foundation in Information Technology
Master of Information Technology
Bachelor of Information Technology (External) - BIT
Bachelor of Software Engineering Honours
HND in Computing
Diploma in Cyber Security
Diploma in Networking
Diploma in Software Engineering
Diploma in Information Technology
Foundation Diploma for Higher Education
HND in Computing
Post Graduate Diploma in Data Science
Foundation in Information Technology (FIT)
BSc (Hons) Artificial Intelligence and Data Science
Higher Diploma Program in Information Technology
CISSP - Certified Information Systems Security Professional
MSc. Artificial Intelligence
BSc (Hons) Ethical Hacking and Network Security
BSc (Hons) Business Information Systems
Diploma in Information Communication Technology
NVQ Level 4 in Multimedia Designing
Advance Diploma in Information Technology
Bachelor of Information Technology (BIT)
BSc (Hons) in Cyber Security
Diploma in Software Engineering
Certificate in Web Development Program
BSc (Hons) Software Engineering
BSc (Hons) Computer Science (Software Engineering)
Higher Diploma in Computing and Software Engineering
Advanced Diploma in Systems Development
BSc (Hons) Computer Networking
Bachelor of Computer Science (Hons) in Network Technology and Cyber Security - LUC
Advanced Certificate in AI & Robotics
Higher Diploma in Infrastructure & Networks
B.Sc. (Hons) in Business IT (Final Year)
Diploma In Multimedia
Certificate in Web Development
Diploma in Computer Studies - Entry Level for UK HND in Computing
Master of Information Technology (E-Learning)
MSc in in Business Analytics
Higher National Diploma in Information Technology - HNDIT
HND in Computing & System Development (Networking)
Diploma in Information Technology (DiTEC)
Cisco CCNA Cybersecurity Operations (CyberOps)
MSc in Big Data Analytics
BSc (Hons) Data Science
BSc (Hons) Computer Science
BTEC HND in Camputing & Business Management
Master Of Computer Science - MCS
MSc in Cyber Security and Forensics
Oracle Java Certification
Master of Science in Information Security
Diploma in Networking & Hardware (PDNH)
Certificate in MySQL
Professional Diploma in Networking & Hardware (PDNH)
Diploma in Information Technology
PhD (IT / Computing Stream)
Diploma in Computer Applications
Certificate in Computer Applications
Diploma in IT with Data Science
Bachelor of Technology in Network Technology
Diploma in Hardware Engineering and Networking
BSc (Hons) Computing
HND in Computing Systems Development
B.Sc in Information & Communication Technology
Advanced Diploma of Computer Science
Certificate in Computer Hardware
MSc Information Technology
Diploma in Computing and Information Technology
Bachelor of Information Technology – UCSC
Diploma in Web Engineering (DiWE)
MSc in Big Data Analytics
Certificate in Cisco CCNA Cybersecurity Operations (CyberOps)
Certificate in Java Application Development using JavaSE
Certificate in {C} Programming
Certificate in Ethical Hacker (CEH)
Certificate in Oracle Java
Certificate in English and IT
Certificate in Android Application Development
Certificate in ISO 27001 Lead Auditor on Information Security Management System (ISMS)
Certificate in Arduino and Robotic Training
Certificate in Professional Web Development Using Joomla & Wordpress
Certificate in JAVA Desktop Application Development
Certificate in Linux Systems & Network Administration
BA (Hons) Creative Multimedia
BSc (Hons) Data Science
HND in Computing & System Development (Networking)
ITIL v3 Foundation
MSc in Cyber Security and Forensics
Master Of Computer Science - MCS
BEng (Hons) in Software Engineering
Master Of Information Technology - MIT
BSc (Hons) Computer Science
Professional Diploma in Networking & Hardware (PDNH)
PhD (IT / Computing Stream)
Diploma in Information Technology
Advanced Python Programming
Diploma in Computer Applications
ITIL - Information Technology Infrastructure Library
Diploma in IT with Data Science
Certificate in Computer Hardware
MSc Computer Science
Postgraduate Diploma In Computer Networks
BSc (Hons) Computing
Bachelor of Technology in Network Technology
B.Sc (Hons) in Computing
Certificate in Data Network Administration
Certificate in PC Hardware Engineering
Certificate in Network Administration
BSc (Honours) Computer Networks
Certificate in J2EE
BSc (Honours) Computer Security
Certificate in Web Development (PHP MySQL & Apache)
Certificate in Applied Information Technology
Bachelor of Technology - Computer Engineering
BSc (Honours) Software Engineering
Certificate in Java Programming
BSc (Hons) Computing
HND in Computing & Systems Development
BSc (Hons) Computer Systems & Networking
BSc (Hons) Computer Science
Diploma in ICT & Computing
Diploma in Technology - Computer Engineering
Achievers Diploma in Computing & Network Engineering
Bachelor of Science in Information Technology (BSc in IT)
Bachelor of Computer Science
Bachelor of Information Technology (BIT) - UCSC
Advanced Diploma in Information Security & Ethical Hacking
Diploma in Computer Application (DICA)
Diploma in Office Applications and Web
Bachelor of Technology in Software Technology
Higher National Diploma in Software Engineering
Diploma in Java Programming
Diploma in Computer Science
Certificate in Optical Fiber Cable Splicing & Measurements
Diploma in Information & Communication Technology (DICT)
Diploma in Ethical Hacking
Postgraduate Diploma In Software Engineering
Diploma in Information Systems and Technology
Certificate in Information Technology (CIIT)
Diploma in Computing and Information Technology
B.Sc in Information & Communication Technology
Bachelor of Information Technology – UCSC
Certificate in Polyethylene Cable Jointing & Closure Technique
Certificate in Computer Networks & Security
Achievers Diploma in Web Engineering
HND in Computing Systems Development
Diploma in Web Engineering (DiWE)
Advanced Diploma of Computer Science
Diploma in Business and Information Technology (DBIT)
Red Hat Certified System Administrator (RHCSA)
BSc (Hons) / BEng (Hons) Computing Science
Diploma / Degree in Information Technology
Bachelor Information Technology (BIT) - UCSC
MSc Information Technology
National Diploma in Information Technology
Certificate in Optical Fibre Cable Splicing & Closure Techniques
Higher National Diploma in Network Engineering
Bachelor of Technology in Multimedia & Web Technology
Certificate in Business and Professional English
BA (Hons) English and TESOL
Diploma in Business English
Dual Diploma in Business & English
Diploma In English
Certificate in Spoken English & Grammar
Certificate in Total Immersion in English
Bachelor of Arts in English (General) External
Certificate in Cambridge English Programme
Certificate in Spoken English & Grammar
BA (Hons) English Studies
Advanced Business English for Working Personnel
Dual Diploma in English & ICT
Certificate in Advanced Certificate in English
Certificate in Higher Diploma in English
Certificate in English and IT Dual Certification
Certificate in English Language
Certificate in BA in English
Certificate in English for Work and Life
IELTS LIFE SKILLS
IELTS Preparation Course (General / Academic)
Certificate in Spoken English
Diploma in Teaching English Language & Literature
Diploma in English Language & Literature for University Students
Certificate in Spoken English
Certificate in Business English
Bachelor of Arts in English and English Language Teaching
Spoken English
IELTS + Grammar Course
IELTS
Diploma in English
Diploma in Business English
ABE Endorsed Business, Psychology and English
Diploma in Conversational English
Diploma in Academic English
Diploma in Spoken English
Higher Nation Diploma in English
Diploma in English Language and Literature
Certificate in English for Tourism & Hospitality Management
BA English
\ No newline at end of file
Communication
Interpersonal
Leadership
Problem-solving
Time management
Flexibility/adaptability
Critical thinking
Organization
Creativity
Collaboration
Attention to detail
Dependability/responsibility
Self-motivated
Work ethic
Professionalism
Artistic aptitude
Creativity
Critical observation
Critical thinking
Curiosity
Design aptitude
Desire to learn
Flexibility
Innovation
Logical thinking
Problem-solving
Research
Resourcefulness
Thinking outside the box
Tolerance of change and uncertainty
Troubleshooting
Value education
Willingness to learn
Accuracy
Assertive
Conflict management
Decision making
Diplomatic
Ethical
Humble
Influential
Insightful
Intuitive
Listening
Patience
Perceptive
Practical
Realistic
Reflective
Teamwork
Accountable
Adaptability
Capable
Competence
Dynamic
Helpfulness
Honesty
Loyal
Punctual
Reliable
Responsible
Teachable
Trustworthy
Articulate
Attentiveness
Collaborative
Conscientiousness
Considerate
Empathy
Encouraging
Inclusive
Leadership
Listening
Management
Negotiation
Nonverbal communication
Persuasion
Professional
Relationship building
Respectful
Sense of humor
Sincere
Sociable
Storytelling
Teaching
Training
Understanding
Verbal communication
Relationship building
Storytelling
Ambition
Alertness
Amiability
Confidence
Dedication
Dependability
Determination
Energy
Hardworking
Independent
Life skills
Optimism
Positive
Resilience
Strong Work ethic
Productive
Enterprising
Visionary
Passion
Assertiveness
Compassionate
Effective communicator
Ethical
Functions well under pressure
Generosity
Good attitude
High Emotional Intelligence
Honest
Independent
Integrity
Interviewing
Knowledge management
Meets deadlines
Memory Skills
Motivating
Personal Development
Outgoing
Performance management
Positive work ethic
Process improvement
Quick-witted
Results-oriented
Self-awareness
Self-supervising
Stress management
Team player
Time Management
Tolerant
Trainable
Training
Troubleshooting
Willing to accept feedback
Willingness to learn
Works well under pressure
Active listening
Communication
Computer skills
Customer service
Interpersonal skills
Leadership
Management skills
Problem-solving
Time management
Transferable skills
Active listening
Empathy
Interpersonal skills
Problem-solving
Reliability
Communication
Empathy
Flexibility
Leadership
Patience
Ability to teach and mentor
Flexibility
Risk-taking
Team building
Time management
Decision-making
Project planning
Task delegation
Team communication
Team leadership
Attention to detail
Collaboration
Communication
Patience
Research
Delegating tasks
Focus
Goal setting
Organization
Prioritization
Ambition
Creativity
Empathy
Leadership
Teamwork
Creativity
Interpersonal Skills
Critical Thinking
Problem Solving
Public Speaking
Customer Service Skills
Teamwork Skills
Communication
Collaboration
Accounting
Active Listening
Adaptability
Negotiation
Conflict Resolution
Decision-making
Empathy
Customer Service
Decision Making
Management
Leadership skills
Organization
Language skills
Administrative skills
Emotional Intelligence
Attention to Detail
Responsibility
Computer Software and Application Knowledge
Design
Data Analysis
Negotiation
Mathematics
Project Management
Marketing
Administrative
Interpersonal
Attention to detail
Initiative
Management and organisational
Willingness to learn
Ability to handle pressure and meet deadlines
Flexibility
Written communication
Verbal communication
Motivation
Curiosity
Sense of responsibility
Accountability
Willingness to learn
Influencing
Desire to progress
Listening
Self-awareness
Compassion
Practicality
Resourcefulness
Adaptability
Loyalty
Motivated
Passionate
Flexibile
Organised
conscientious
self-starter
Goal Setting
Motivation
Dependability
Independence
Initiative
Work Ethic
Problem Solving
Loyalty
Teamworking
Friendliness
Cooperating
Listening
Following Directions
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#!/usr/bin/env python
# coding: utf-8
# In[4]:
#import Libraries
import os
import codecs
import numpy as np
import re
from nltk import ngrams
from nltk.corpus import stopwords
from nltk.tokenize import word_tokenize
import pandas as pd
# In[5]:
def remove_punctuation(data):
symbols = "!\"#$%&*+.:;<=>?@()[\]^_`{|}~,\n*|/"
for i in range(len(symbols)):
data = np.char.replace(data, symbols[i], ' ')
data = np.char.replace(data, " ", " ")
return str(data)
# In[6]:
def remove_stop_words(data):
stop_words = stopwords.words('english')
words = word_tokenize(str(data))
new_text = ""
for w in words:
if w not in stop_words:
new_text = new_text + " " + w
return new_text
# In[7]:
directory = 'E:\Research\monster\java-developer'
index = 1
documents = []
for root, dirnames, filenames in os.walk(directory):
for filename in filenames:
if filename.endswith('.txt'):
fname = os.path.join(root, filename)
#print('Filename: {}'.format(fname))
f = codecs.open(fname, 'r', 'utf-8')
page = f.read()
#document = BeautifulSoup(page).get_text()
whitespace_removed = re.sub(r'[\t\n\r]', ' ', page)
pun_removeddata = remove_punctuation(whitespace_removed)
remove_stopword = remove_stop_words(pun_removeddata)
#pun_removeddata.translate(str.maketrans('', '', ' \n\t\r'))
#removed single character = re.sub('\s+',' ',clndata).strip()
#clndata = ' '.join( [w for w in main_content_string.split() if len(w)>1] )
#clndata
documents.append(remove_stopword)
documents[0]
# In[15]:
with open(r"E:\Research\programming language.txt") as f:
pglanguages = [line.rstrip() for line in f]
len(pglanguages)
# In[17]:
with open(r"E:\Research\Education skills.txt") as f:
edu_Skills = [line.rstrip() for line in f]
len(edu_Skills)
# In[18]:
with open(r"E:\Research\Skills.txt") as f:
Skills = [line.rstrip() for line in f]
len(Skills)
# In[13]:
Education_skills = []
for document in documents:
tokens = word_tokenize(document)
education_skills = []
for edu_Skill in edu_Skills:
for token in tokens:
if edu_Skill.upper() == token.upper():
education_skills.append(edu_Skill)
#print(Skill)
#main.append(','.join(str(c) for c in sub))
final_sub = list(dict.fromkeys(education_skills))
#print(final_sub)
Education_skills.append(','.join(str(c) for c in final_sub))
len(Education_skills)
# In[19]:
regexp_eng = '\w+\s+Engineer'
#regexp_exp = '(\d+\-|\/\d+|\d+ years experience)' #'((\d+(\-|\/)\d+|\d+) years experience)'
#regexp_exp = '((\d+\-|\/\d+|\d+) years experience)|(\d+\-|\/\d+|\d+ experience)'
regexp_exp = '((\d+(\-|\/)\d+|\d+) years experience)|((\d+(\-|\/)\d+|\d+) experience)'
Engineer = []
Languages= []
Experince= []
extra_skills = []
Education_skills = []
for document in documents:
engineering = re.findall(regexp_eng, document)
if engineering == []:
Engineer.append("None")
else:
Engineer.append(engineering[0])
len(Engineer)
experince = re.findall(regexp_exp, document)
if experince == []:
Experince.append("None")
else:
Experince.append(experince[0][0])
sub_language=[]
#print(pglanguage)
tokens = word_tokenize(document)
for pglanguage in pglanguages:
for token in tokens:
if pglanguage.upper() == token.upper():
sub_language.append(pglanguage)
#main.append(','.join(str(c) for c in sub))
final_sub = list(dict.fromkeys(sub_language))
Languages.append(','.join(str(c) for c in final_sub))
#len(Languages)
skills = []
for Skill in Skills:
for token in tokens:
if Skill.upper() == token.upper():
skills.append(Skill)
#print(Skill)
#main.append(','.join(str(c) for c in sub))
final_skill = list(dict.fromkeys(skills))
#print(final_skill)
extra_skills.append(','.join(str(c) for c in final_skill))
education_skills = []
for edu_Skill in edu_Skills:
for token in tokens:
if edu_Skill.upper() == token.upper():
education_skills.append(edu_Skill)
#print(Skill)
#main.append(','.join(str(c) for c in sub))
final_edu = list(dict.fromkeys(education_skills))
#print(final_sub)
Education_skills.append(','.join(str(c) for c in final_edu))
df_Engineer = pd.DataFrame({'Job Role':Engineer})
df_Languages = pd.DataFrame({'Programining Languages':Languages})
df_Experince = pd.DataFrame({'Experince':Experince})
df_Skills = pd.DataFrame({'Skills':extra_skills})
df_Education = pd.DataFrame({'Education Skills':Education_skills})
print (df_Engineer)
print (df_Languages)
print (df_Experince)
print (df_Skills)
print (df_Education)
# In[23]:
df = pd.concat([df_Engineer, df_Languages, df_Experince,df_Skills], axis=1)
# In[67]:
#len(Engineer)
#df
newdf = df[df['Job Role'] != 'None']
newdf = df[df['Job Role'] == 'Software Engineer']
newdf
# In[68]:
newdf.to_excel (r'E:\Research\data1.xlsx', header=True,index=False)
# In[25]:
# For each row, combine all the columns into one column
df2 = newdf.apply(lambda x: ','.join(x.astype(str)), axis=1)
df2
# In[26]:
df_clean = pd.DataFrame({'clean': df2})
df_clean
# In[27]:
# Create the list of list format of the custom corpus for gensim modeling
sent = [row.split(',') for row in df_clean['clean']]
#show the example of list of list format of the custom corpus for gensim modeling
#sent[:2]
sent
# In[29]:
#train the genism word2vec model with our own custom corpus
from gensim import models
from gensim.models import Word2Vec
model = Word2Vec(sent, min_count=1,size= 50,workers=3, window =3, sg = 1)
#cal_elapsed_time(time.time())
# In[30]:
model['Software Engineer']
# In[31]:
model.similarity('Software Engineer', 'Java')
# In[32]:
model.most_similar('Software Engineer')[:5]
# In[51]:
# only get the unique Jobs
Jobs = list(newdf['Job Role'].unique())
#Jobs
languages = list(newdf['Programining Languages'].unique())
languages = ','.join(str(c) for c in languages)
languages = languages.split(',')
languages = set(languages)
languages
len(languages)
# In[61]:
#cosine distance function
import numpy as np
from numpy import dot
from numpy.linalg import norm
def cosine_distance (model, word,target_list , num) :
cosine_dict ={}
word_list = []
a = model[word]
for item in target_list :
if item != word :
b = model [item]
cos_sim = dot(a, b)/(norm(a)*norm(b))
cosine_dict[item] = cos_sim
dist_sort=sorted(cosine_dict.items(), key=lambda dist: dist[1],reverse = True) ## in Descedning order
for item in dist_sort:
word_list.append((word,item[0], item[1]*100))
return word_list[0:num]
# In[62]:
# Show the most similar Mercedes-Benz SLK-Class by cosine distance
Software_Engineer_lang = cosine_distance (model,'Software Engineer',languages,119)
# In[63]:
Software_Engineer_lang
# In[64]:
Software_Engineer_language = pd.DataFrame(Software_Engineer_lang,columns=["Engineering", "Language", "score"])
# In[65]:
Software_Engineer_language
# In[66]:
Software_Engineer_language.to_excel (r'E:\Research\Software_Engineer_language.xlsx', header=True,index=False)
# In[ ]:
# In[ ]:
# In[ ]:
main= []
for document in documents[:20]:
sub=[]
#print(pglanguage)
tokens = word_tokenize(document)
for pglanguage in pglanguages:
for token in tokens:
if pglanguage.upper() == token.upper():
sub.append(pglanguage)
#main.append(','.join(str(c) for c in sub))
final_sub = list(dict.fromkeys(sub))
main.append(final_sub)
# In[ ]:
main
# In[ ]:
regexp_exp = '(\d+\-|\/\d+|\d+ years experience)'
Experince= []
for document in documents:
experince = re.findall(regexp_exp, document)
if experince == []:
Experince.append("None")
else:
Experince.append(experince[0])
Experince
# In[ ]:
# In[ ]:
bigrams = ngrams(documents[0].split(), 1)
for grams in bigrams:
strTest = ' '.join(grams)
#print(grams)
print(strTest)
# In[ ]:
def df(cont):
n=2
df=[]
bigrams = ngrams(contents.split(), n)
Found = ""
for key in keylist:
grams = ()
bigrams = ngrams(contents.split(), n)
if Found == 'F':
df.append('NO')
for grams in bigrams:
strTest = ' '.join(grams)
if key in strTest.upper():
df.append('YES')
df_new = pd.DataFrame(df)
d1=df_new.transpose()
d1.columns=keylist
d1.index = [name_of_org]
print("languages")
return d1
# In[ ]:
document2 = ' '.join(str(c) for c in documents)
regexp_eng = '\w+\s+Engineer'
engineering = re.findall(regexp_eng, document2)
engineering
# In[ ]:
clndata = remove_punctuation(document1[0])
main_content_string = re.sub('\s+',' ',clndata).strip()
clndata = ' '.join( [w for w in main_content_string.split() if len(w)>1] )
clndata
# In[ ]:
from nltk import ngrams
for document in documents:
# In[ ]:
owerbase database processor software_engineer let talk software_engineer client actively seek talented powerbase database processor software_engineer work location wichita kansas
software_engineer overview doble powerbase powerbase premier application administrator software_engineer manage report protection asset test setting maintenance software_engineer engineering record
software_engineer let organize consolidate test setting data software_engineer disparate application spreadsheet file
software_engineer selfstarter quick learner detailed individual software_engineer capable follow define process approve processing software_engineer protection test result doble powerbase enoserv data base
software_engineer look feel window base program software_engineer utilizes production environment quality environment test environment software_engineer citrix environment
software_engineer individual must proficient use microsoft office product line software_engineer computer program
software_engineer step action item process do software_engineer microsoft excel
software_engineer need able receive via email large software_engineer document information ifc construction package software_engineer adobe pdf form
software_engineer need able follow standard name software_engineer convention equipment
software_engineer interpret protection panel elevation print protection schematic diagram software_engineer need collect information ifc software_engineer package
software_engineer equipment add need software_engineer kept share next step send information software_engineer cmms cascade perform individual via software_engineer interface
software_engineer candidate manager willing consider candidate locate kansas software_engineer city topeka wichita
software_engineer selfstarter quick learner detailed focus individual software_engineer capable follow process procedure software_engineer make modification doble powerbase application minimum error
software_engineer system client us interface software_engineer cmms dngvl cascade many system use software_engineer company
software_engineer must reliable internet connection perform software_engineer work
software_engineer provide laptop dock station additional external monitor software_engineer keyboard
software_engineer office work extend period sit software_engineer computer work
software_engineer expect recognize national holiday software_engineer observe client
software_engineer need require unless workload dictate software_engineer need
software_engineer training computerbased training require passing software_engineer score perform work
software_engineer high school diploma require must proficient use microsoft software_engineer office product line computer program
software_engineer access need nerc cip require skill information microsoft office proficient software_engineer use microsoft office product excel word powerpoint software_engineer year require experience process documentation experience follow software_engineer identify step need outline document process
software_engineer less year review instruction user guide must detail software_engineer orient able read interpret instruction follow software_engineer define process procedure
software_engineer require experience selfmotivated able meet work deadline software_engineer little supervision
software_engineer remote work experience plus year require experience job software_engineer requisition apc believe workplace fun software_engineer enjoyable
software_engineer team today ignite career software_engineer apc company staff employee apc professional service organization software_engineer focus engage people positively impact life
software_engineer offer excellent benefit opportunity longevity work software_engineer premier fortune client
software_engineer professional serve professional take pride provide employee software_engineer high level customer service support create software_engineer meaningful fulfil reward experience every day
software_engineer commit create diverse work environment software_engineer proud equal opportunity employer
software_engineer qualify individual receive consideration employment without regard software_engineer race color religion national origin gender sexual orientation gender identity software_engineer age disability genetics veteran status
software_engineer person responsible configure exist software specific software_engineer client customer implementation use consultative approach software_engineer provide ongoing customer management
software_engineer role technical nature also able software_engineer provide analytical consult client customer server
software_engineer software company well establish startup feel software_engineer small team environment
software_engineer skill andor experience qualify candidate bachelor degree software_engineer year experience information technology include interviewingdefining software_engineer requirement analyze design process deliver software solution
software_engineer possess ability communicate clearly effectively software_engineer technical nontechnical member project team
software_engineer capable manage multiple project concurrently maintain software_engineer high level attention detail project
software_engineer framework microsoft visual studio microsoft visual basic must software_engineer strong sql skill microsoft sql server experience experience software_engineer write complex sql query experience crystal report report software_engineer write software plus
software_engineer possess ability learn new technology need software_engineer provide best solution customer
software_engineer positive attitude desire contribute software_engineer project however need provide client software_engineer high level professional service possible
software_engineer candidate send resume brief cover note software_engineer attention chris douglas planet technology cdouglasplanettechnology
software_engineer ibs offer competitive salary comprehensive benefit package software_engineer employee
software_engineer solution staff company know achieve business software_engineer objective bottomline result smart architecting implementation software_engineer management technology
software_engineer three decade develop technology application tool environment software_engineer team foster top business performance become software_engineer industryleading service provider
software_engineer technology solution technology solution provider cloud host software_engineer technology support network security compliance design solution software_engineer consult
software_engineer commit provide best class service software_engineer client well help people grow reach software_engineer potential
software_engineer great place call home embrace software_engineer work hard play hard philosophy think software_engineer family software_engineer always look welcome critical thinker software_engineer strong analytical skill adaptable excellent communication skill software_engineer commit continuous learn
software_engineer one people want software_engineer invest future us invest software_engineer offer excellent benefit package well educational software_engineer career growth opportunity fastpaced fun environment
software_engineer currently seek experienced software developer salary software_engineer range k
software_engineer developer work senior software developer enhance software_engineer cio tech enterprise system
software_engineer grow customer face role provide best class software_engineer service client
software_engineer driven success organize efficient prioritize task software_engineer thrive dynamic environment enjoy solve problem software_engineer want join family software_engineer duty maintain enhance current internal reporting warehouse work software_engineer user evaluate estimate perform application development andor business software_engineer process change request direction appropriate technical software_engineer lead
software_engineer stakeholder develop reporting solution give software_engineer information need successful position software_engineer conduct appropriate test identify resolve issue prior software_engineer qa test maintain documentation cod process change participate software_engineer design discussion technical meeting skill least year software_engineer work knowledge
software_engineer c visual studio least year sql server administration software_engineer program microsoft reporting service rdl design gui design program software_engineer connectwiselabtech database knowledgefamiliarity plus dashboard tool brightgauge idashboard software_engineer plus restful apis xml json familiarity microsoft software_engineer azure plus work little supervision software_engineer team player requirement year support experience within software_engineer msp manage service environment prefer year degree computer software_engineer technology similar degree experience comptia network security plus software_engineer similar certification experience prefer benefit pto package community volunteer software_engineer program pto comp complete insurance package include health dental software_engineer vision life ancillary coverage option ira package match software_engineer referral bonus business casual attire frequent company event lunch software_engineer perk
software_engineer note position start remote however software_engineer require onsite client reopens location software_engineer tenatively april
software_engineer nesco resource equal employment opportunity employer software_engineer discriminate basis race color religion sex software_engineer sexual orientation gender identity national origin disability age veteran software_engineer status legally protect characteristic respect software_engineer employment opportunity
software_engineer experience information technology focus security identity software_engineer access management year experience focus identity software_engineer management access management privileged account management work technology software_engineer ca idm cyberark okta siteminder rsa comparable product
software_engineer experience drive architecture across iam function design complex solution develop software_engineer new design pattern drive discussion application team understand requirement software_engineer design solution iam evaluate impact pepsico year software_engineer drive business process associate iam include cloud host authentication software_engineer multi factor authentication prefer year experience troubleshoot software_engineer issue access management solution ntier web application year software_engineer experience web application development use jee component software_engineer jsp servlet web rest service jdbc jndi etc
software_engineer experience web application deployment jboss tomcat platform software_engineer addition performance tune configuration support troubleshoot web application software_engineer jboss platform year experience splunk
software_engineer troubleshoot resolve issue quickly identify best option software_engineer emergency situation ability work different team software_engineer interact technical business folk across enterprise software_engineer infrastructure experience support cloud authentication idm pam sso mfa software_engineer solution various platform experience phase software_engineer system development lifecycle enterprise level project leadership experience software_engineer handle multiple workstreams simultaneously
software_engineer mo work onsite first software_engineer day employment
software_engineer take inbound patient office call schedule patient appointment check software_engineer order contact eyeglass verify preauthorize insurance software_engineer handle urgent situation arise make outbound call software_engineer schedule confirm appointment perform duty assign software_engineer take patient payment phone occasional interact patient software_engineer via well app texting tool meet exceed specify software_engineer metric aht acw quality assurance survey rating software_engineer appointment conversion percentage
software_engineer customer service experience prefer pleasant friendly professional manner customer service software_engineer skill excellent write verbal communication skill high software_engineer level emotional intelligence require positive attitude ability software_engineer multitask ability work independently part software_engineer team genuine interest people desire software_engineer help experience work fast pace environment software_engineer ability embrace change demonstrate interpersonal skill ability maintain software_engineer strict confidentiality high school diploma equivalent proper phone etiquette software_engineer data entry proficient exceptional write verbal skill physical requirement software_engineer perform duty job employee software_engineer regularly require talk hear
software_engineer able sit extend period time
software_engineer vision ability require job include close vision distance software_engineer vision color vision peripheral vision depth perception ability software_engineer adjust focus
software_engineer role routinely us standard office equipment computer phone software_engineer photocopier filing cabinet fax machine
software_engineer web application server administrator inhouse expert software_engineer anything application server
software_engineer key part performance scalability team help software_engineer us best configure tune application server software_engineer maximum performance
software_engineer jee deployment application may vary need
software_engineer involve maintain evolve exist oracle software_engineer weblogic coherence cluster
software_engineer provide deployment administration operational support production stag test software_engineer development environment multiple project use weblogic c application software_engineer server coherence inmemory data grid tomcat
software_engineer javajee deployment production support solid troubleshoot skill evaluate software_engineer suggest performancetuning option well scale
software_engineer participate provide solution scale infrastructure capacity software_engineer planning
software_engineer architecture best practice knowledge development team best software_engineer use service weblogic server
software_engineer new weblogic application server feature promote appropriate software_engineer internal team
software_engineer schedule maintenance service request provide offhours support need
software_engineer experience year handson experience solaris linux knowledge software_engineer cloudbased infrastructure aws azure year experience java jee software_engineer application server administration tune weblogic jboss
software_engineer experience design instal configure weblogic cluster start
software_engineer experience database shell https kafka apachenginx software_engineer linux elk stack
software_engineer skill understand combine design support administration work software_engineer weblogictomcat knowledgeable jdbc jms jmx web service security standard software_engineer ssltls experience use apm tool like newrelic monitor weblogic software_engineer cluster
software_engineer http tcpip ssh load balance experience cicd tool software_engineer ansible docker nexus gitlab perforce handson experience tune jvms software_engineer application server
software_engineer application development experience plus ability provide technical software_engineer write communication upper management
software_engineer script automation monitoring ideally nagiosprometheus proficiency software_engineer redhatcentos linux environment experience cloud aws andor azure deployment software_engineer experience
software_engineer docker kubernetes helm ks plus experience software_engineer prometheus grafana submit resume david gutierrez
software_engineer driver cdl otr cloverdale home time frequencyweekends average weekly software_engineer pay hourly rate
software_engineer diem pay overtime pay hour shiftst shift steady software_engineer workyes type freighthardware type handlingtouch freight dedicate runyes software_engineer benefitsyes type workotr requirement experience year recent experience software_engineer cdl classclass endorsement job description transforce seek class software_engineer driver cloverdale va
software_engineer hour plus benefit home daily otr night week layover software_engineer sleeper unload require use pallet jack liftgate hazmat endorsement software_engineer require willing obtain year drive experience require software_engineer transforce offer class position make
software_engineer forget ask benefit package health dental software_engineer vision k
software_engineer one local recruiter mollie misty today apply software_engineer call information transforce driver respect software_engineer professional
software_engineer transforce team excellent reputation software_engineer driver customer
software_engineer competitive weekly pay direct deposit debit card medical dental software_engineer vision insurance life disability insurance paid time k requirement software_engineer move violation previous year software_engineer cite
software_engineer accident previous year serious offense software_engineer previous year pattern unsafe practice truck driver cdl software_engineer driver transportation cdl truck driver software_engineer responsible safe operation commercial vehicle software_engineer reliable delivery client product
software_engineer seek full time part time local regional cdl software_engineer truck driver branch office locate throughout u
software_engineer nation lead transportation staff company driver software_engineer respect professional safe reliable profitable
software_engineer transforce see driver proud software_engineer transforce team
software_engineer addition youll enjoy assignment flexibility wont find anywhere software_engineer else
software_engineer transforce unique ability consider change software_engineer assignment rather change employment situation software_engineer change
software_engineer tractor trailer driver commercial driver class cdl driver professional software_engineer driver cdla driver cdl truck driver class cdl software_engineer driver class cdl truck driver cdl truck driver cdl software_engineer commercial truck driver class b cdl driver professional driver cdlb software_engineer driver cdl b truck driver class b cdl driver class software_engineer cdl truck driver cdl truck driver cdl commercial truck software_engineer driver
software_engineer corporation los angeles look hire senior software_engineer data engineer digital team
software_engineer senior data engineer integral envision implement software_engineer evangelize new feature pipeline platform deliver software_engineer data insight
software_engineer forefront assess impactful software_engineer data need throughout business lead charge software_engineer identify automate solution help bring data life
software_engineer experience building maintain etls data pipeline data software_engineer model
software_engineer strong technical skill collaborator software_engineer passionate advocate empower enlighten others software_engineer power data help turn information knowledge software_engineer actionable insight
software_engineer snapshot responsibility drive participate definition software_engineer direction development dci data warehouse software_engineer platform collaborate internal stakeholder help dictate scope software_engineer requirement design implement highly scalable reliable extensive software_engineer maintainable code framework establish implement best engineering practice software_engineer architectural design unit regression test testdriven development pair software_engineer program continuous integration framework work infrastructure team software_engineer ensure require monitoring exception handle software_engineer fault tolerance place productionquality data platform team software_engineer analyst product manager stakeholder understand software_engineer evolve business need translate reporting capability accordingly identify software_engineer investigate emerge trend within market industry software_engineer whole assist process improvement customerfocused progressive software_engineer mindset analyze large amount data uncover solve business software_engineer challenge need year professional engineer software_engineer experience production scale platform strong experience data software_engineer mining development etl process use sql software_engineer tool like informatica matillion talend etc
software_engineer experience distribute data architecture ecosystem spark emr software_engineer hadoop hive strong experience deliver data use stream technology software_engineer kafka kinesis spark stream etc
software_engineer continuous integration technology strong understand data warehouse concept software_engineer expert understand agile software development life cycle expert software_engineer knowledge amazon web service aws redshift software_engineer enterprise environment excellent knowledge expertise sql tsql postgress software_engineer relational multidimensional database discern appreciation best practice software_engineer design data lakeslake house proven ability deliver high quality software_engineer productionready code strong customer service communication skill verbal software_engineer write effectively interact diverse team people software_engineer across business engineering strong industry experience several development software_engineer language python java scala nodejs nice software_engineer deal breaker bachelor degree computer science experience software_engineer sfmc experience delta lake technology
software_engineer ready get hire next week software_engineer fast grow employer emerge tech talent software_engineer new junior csshtml developer position available
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Scala
JavaScript
Java
PHP
Swift
Python
Elm
Ruby
C
C#
R
Go
HTML
CSS
Rust
Dart
MATLAB
Perl
Kotlin
Visual Basic.NET
Delphi/Object Pascal
Swift
Perl
Assembly language
Visual Basic
MATLAB
SQL
PL/SQL
Scratch
SAS
D
ABAP
COBOL
Ada
Fortran
Transact-SQL
Lua
Scala
Logo
F#
Lisp
LabVIEW
Prolog
Haskell
Scheme
Groovy
RPG (OS/400)
Apex
Erlang
MQL4
Rust
Bash
Ladder Logic
Q
Julia
Alice
VHDL
Awk
Visual FoxPro
ABC
ActionScript
APL
AutoLISP
bc
BlitzMax
Bourne shell
C shell
CFML
cg
CL (OS/400)
Clipper
Clojure
Common Lisp
Crystal
Eiffel
Elixir
Elm
Emacs Lisp
Forth
Hack
Icon
IDL
Inform
Io
J
Korn shell
Kotlin
Maple
ML
NATURAL
NXT-G
OCaml
OpenCL
OpenEdge ABL
Oz
PL/I
PowerShell
REXX
Ring
S
Smalltalk
SPARK
SPSS
Standard ML
Stata
Tcl
VBScript
Verilog
A.NET (A#/A sharp)
A-0 System
A+ (A (plus)
ABAP
ABC
ABC ALGOL
ACC
Accent (Rational Synergy)
Ace DASL (Distributed Application Specification Language)
Action!
ActionScript
Actor
Ada
Adenine (Haystack)
AdvPL
Agda
Agilent VEE (Keysight VEE)
Agora
AIMMS
Aldor
Alef
ALF
ALGOL 58
ALGOL 60
ALGOL 68
ALGOL W
Alice (Alice ML)
Alma-0
AmbientTalk
Amiga E
AMOS (AMOS BASIC)
AMPL
AngelScript
Apache Pig latin
Apex (Salesforce.com, Inc)
APL
App Inventor for Android's visual block language (MIT App Inventor)
AppleScript
APT
Arc
ARexx
Argus
Assembly language (ASM)
AutoIt
AutoLISP / Visual LISP
Averest
AWK
Axum
B
Babbage
Ballerina
Bash
BASIC
Batch file (Windows/MS-DOS)
bc (basic calculator)
BCPL
BeanShell
Bertrand
BETA
BLISS
Blockly
BlooP
Boo
Boomerang
Bosque
C – ISO/IEC 9899
C-- (C minus minus)
C++ (C plus plus) – ISO/IEC 14882
C*
C# (C sharp) – ISO/IEC 23270
C/AL
Caché ObjectScript
C Shell (csh)
Caml
Cayenne (Lennart Augustsson)
CDuce
Cecil
Cesil (Computer Education in Schools Instruction Language)
Céu
Ceylon
CFEngine
Cg (High-Level Shader/Shading Language [HLSL])
Ch
Chapel (Cascade High Productivity Language)
Charm
CHILL
CHIP-8
ChucK
Cilk (also Cilk++ and Cilk plus)
Control Language
Claire
Clarion
Clean
Clipper
CLIPS
CLIST
Clojure
CLU
CMS-2
COBOL – ISO/IEC 1989
CobolScript – COBOL Scripting language
Cobra
CoffeeScript
ColdFusion
COMAL
Combined Programming Language (CPL)
COMIT
Common Intermediate Language (CIL)
Common Lisp (also known as CL)
COMPASS
Component Pascal
Constraint Handling Rules (CHR)
COMTRAN
Cool
Coq
Coral 66
CorVision
COWSEL
CPL
Cryptol
Crystal
Csound
Cuneiform
Curl
Curry
Cybil
Cyclone
Cypher Query Language
Cython
CEEMAC
D
Dart
Darwin
DataFlex
Datalog
DATATRIEVE
dBase
dc
DCL (DIGITAL Command Language)
Delphi
DinkC
DIBOL
Dog
Draco
DRAKON
Dylan
DYNAMO
DAX (Data Analysis Expressions)
E
Ease
Easy PL/I
EASYTRIEVE PLUS
eC
ECMAScript
Edinburgh IMP
EGL
Eiffel
ELAN
Elixir
Elm
Emacs Lisp
Emerald
Epigram
EPL (Easy Programming Language)
EPL (Eltron Programming Language)
Erlang
es
Escher
ESPOL
Esterel
Etoys
Euclid
Euler
Euphoria
EusLisp Robot Programming Language
CMS EXEC (EXEC)
EXEC 2
Executable UML
Ezhil
F
F# (F sharp)
F*
Factor
Fantom
FAUST
FFP
fish
Fjölnir
FL
Flavors
Flex
Flix
FlooP
FLOW-MASTIC (B0)
FOCAL (Formulating On-Line Calculations in Algebraic Language/FOrmula CALculator)
FOCUS
FOIL
FORMAC (FORMula MAnipulation Compiler)
@Formula
Forth
Fortran – ISO/IEC 1539
Fortress
FP
Franz Lisp
Futhark
F-Script
Game Maker Language (Scripting language)
GameMonkey Script
GAMS (General Algebraic Modeling System)
GAP
G-code
GDScript (Godot)
Genie
GDL (Geometric Description Language)
GEORGE
GLSL (OpenGL Shading Language)
GNU E
GNU Guile (GNU Ubiquitous Intelligent Language for Extensions)
Go
Go!
GOAL (Game Oriented Assembly Lisp)
Gödel
Golo
GOM (Good Old Mad)
Google Apps Script
Gosu
GOTRAN (IBM 1620)
GPSS (General Purpose Simulation System)
GraphTalk (Computer Sciences Corporation)
GRASS
Grasshopper
Groovy (programming language)|Groovy (Apache Groovy)
Hack
HAGGIS
HAL/S
Halide (programming language)
Hamilton C shell
Harbour
Hartmann pipelines
Haskell
Haxe
Hermes
High Level Assembly (HLA)
HLSL
Hollywood
HolyC (TempleOS)
Hop
Hopscotch
Hope
Hugo (Interactive Fiction/IF)
Hume
HyperTalk
Io
Icon
IBM Basic assembly language
IBM HAScript
IBM Informix-4GL
IBM RPG
IDL
Idris
Inform
J
J# (J sharp)
J++ (J plus plus)
JADE
Jai
JAL
Janus (concurrent constraint programming language)
Janus (time-reversible computing programming language)
JASS
Java
JavaFX Script
JavaScript(Scripting language)
Jess (programming language)
JCL
JEAN
Join Java
JOSS
Joule
JOVIAL
Joy
JScript
JScript .NET
Julia
Jython
K
Kaleidoscope
Karel
KEE
Kixtart
Klerer-May System
KIF (Knowledge Interchange Format)
Kojo
Kotlin
KRC
KRL
KRL (KUKA Robot Language)
KRYPTON
KornShell (ksh)
Kodu
Kv (Kivy)
LabVIEW
Ladder
LANSA
Lasso
Lava
LC-3
Lean
Legoscript
LIL
LilyPond
Limbo
Limnor
LINC
Lingo
LINQ
LIS
LISA
Language H
Lisp – ISO/IEC 13816
Lite-C
Lithe
Little b
LLL
Logo
Logtalk
LotusScript
LPC
LSE
LSL
LiveCode
LiveScript
Lua
Lucid
Lustre
LYaPAS
Lynx
M2001
M4
M#
Machine code
MAD (Michigan Algorithm Decoder)
MAD/I
Magik
Magma
Máni
Maple
MAPPER (now part of BIS)
MARK-IV (now VISION:BUILDER)
Mary
MATLAB
MASM Microsoft Assembly x86
MATH-MATIC
Maude system
Maxima (see also Macsyma)
Max (Max Msp – Graphical Programming Environment)
MaxScript internal language 3D Studio Max
Maya (MEL)
MDL
Mercury
Mesa
MHEG-5 (Interactive TV programming language)
Microcode
MicroScript
Microsoft Power Fx
MIIS
Milk (programming language)
MIMIC
Mirah
Miranda
MIVA Script
ML
Model 204
Modelica
Modula
Modula-2
Modula-3
Mohol
MOO
Mortran
Mouse
MPD
MSL
MUMPS
MuPAD
Mutan
Mystic Programming Language (MPL)
NASM
Napier88
Neko
Nemerle
NESL
Net.Data
NetLogo
NetRexx
NewLISP
NEWP
Newspeak
NewtonScript
Nial
Nickle (NITIN)
Nim
Nix (Systems configuration language)
NPL
Not eXactly C (NXC)
Not Quite C (NQC)
NSIS
Nu
NWScript
NXT-G
o:XML
Oak
Oberon
OBJ2
Object Lisp
ObjectLOGO
Object REXX
Object Pascal
Objective-C
Objective-J
Obliq
OCaml
occam
occam-π
Octave
OmniMark
Opa
Opal
OpenCL
OpenEdge ABL
OPL
OpenVera
OPS5
OptimJ
Orc
ORCA/Modula-2
Oriel
Orwell
Oxygene
Oz
PLANC
Plankalkül
Planner
PLEX
PLEXIL
Plus
POP-11
POP-2
PostScript
PortablE
POV-Ray SDL
Powerhouse
PowerBuilder – 4GL GUI application generator from Sybase
PowerShell
PPL
Processing
Processing.js
Prograph
PROIV
Project Verona
Prolog
PROMAL
Promela
PROSE modeling language
PROTEL
ProvideX
Pro*C
Pure
Pure Data
PureScript
Python
Q (programming language from Kx Systems)
Q# (Microsoft programming language)
Qalb
Quantum Computation Language
QtScript
QuakeC
QPL
.QL
R
R++
Racket
Raku
RAPID
Rapira
Ratfiv
Ratfor
rc
Reason
REBOL
Red
Redcode
REFAL
REXX
Rlab
ROOP
RPG
RPL
RSL
RTL/2
Ruby
Rust
S
S2
S3
S-Lang
S-PLUS
SA-C
SabreTalk
SAIL
SAS
SASL
Sather
Sawzall
Scala
Scheme
Scilab
Scratch
Script.NET
Sed
Seed7
Self
SenseTalk
SequenceL
Serpent
SETL
SIMPOL
SIGNAL
SiMPLE
SIMSCRIPT
Simula
Simulink
Singularity
SISAL
SLIP
SMALL
Smalltalk
SML
Strongtalk
Snap!
SNOBOL (SPITBOL)
Snowball
SOL
Solidity
SOPHAEROS
Source
SPARK
Speakeasy
Speedcode
SPIN
SP/k
SPS
SQL
SQR
Squeak
Squirrel
SR
S/SL
Starlogo
Strand
Stata
Stateflow
Subtext
SBL
SuperCollider
SuperTalk
Swift (Apple programming language)
Swift (parallel scripting language)
SYMPL
SystemVerilog
T
TACL
TACPOL
TADS (Text Adventure Development System)
TAL
Tcl
Tea
TECO (text Editor and Corrector)
TELCOMP
TeX
TEX (Text Executive Programming Language)
TIE
TMG (TransMo Griffer), compiler-compiler
Tom
Toi
Topspeed (Clarion)
TPU (text Processing Utility)
Trac
TTM
T-SQL (Transact-SQL)
Transcript (LiveCode)
TTCN (Tree and Tabular Combined Notation)
Turing
TUTOR (PLATO Author Language)
TXL
TypeScript
Tynker
Ubercode
UCSD Pascal
Umple
Unicon
Uniface
UNITY
Unix shell
UnrealScript
Vala
Verilog
VHDL
Vim script
Viper (Ethereum/Ether (ETH))
Visual DataFlex
Visual DialogScript
Visual FoxPro
Visual J++ (Visual J plus plus)
Visual LISP
Visual Objects
Visual Prolog
WATFIV, WATFOR (WATerloo FORtran IV)
WebAssembly
WebDNA
Whiley
Winbatch
Wolfram Language
Wyvern
X++ (X plus plus/Microsoft Dynamics AX)
X10
xBase
xBase++ (xBase plus plus)
XBL
XC (targets XMOS architecture)
xHarbour
XL
Xojo
XOTcl
Xod
XPL
XPL0
XQuery
XSB
XSharp (X#)
XSLT
Xtend
Yorick
YQL
Yoix
YUI
Z notation
Zebra, ZPL, ZPL2
Zeno
ZetaLisp
Zig
ZOPL
ZPL
Z++
4th Dimension/4D
ABAP
ABC
ActionScript
Ada
Agilent VEE
Algol
Alice
Angelscript
Apex
APL
AppleScript
Arc
Arduino
ASP
AspectJ
Assembly
ATLAS
Augeas
AutoHotkey
AutoIt
AutoLISP
Automator
Avenue
Awk
Bash
(Visual) Basic
bc
BCPL
BETA
BlitzMax
Boo
Bourne Shell
Bro
C
C Shell
C#
C++
C++/CLI
C-Omega
Caml
Ceylon
CFML
cg
Ch
CHILL
CIL
CL (OS/400)
Clarion
Clean
Clipper
Clojure
CLU
COBOL
Cobra
CoffeeScript
ColdFusion
COMAL
Common Lisp
Coq
cT
Curl
D
Dart
DCL
DCPU-16 ASM
Delphi/Object Pascal
DiBOL
Dylan
E
eC
Ecl
ECMAScript
EGL
Eiffel
Elixir
Emacs Lisp
Erlang
Etoys
Euphoria
EXEC
F#
Factor
Falcon
Fancy
Fantom
Felix
Forth
Fortran
Fortress
(Visual) FoxPro
Gambas
GNU Octave
Go
Google AppsScript
Gosu
Groovy
Haskell
haXe
Heron
HPL
HyperTalk
Icon
IDL
Inform
Informix-4GL
INTERCAL
Io
Ioke
J
J#
JADE
Java
Java FX Script
JavaScript
JScript
JScript.NET
Julia
Korn Shell
Kotlin
LabVIEW
Ladder Logic
Lasso
Limbo
Lingo
Lisp
Logo
Logtalk
LotusScript
LPC
Lua
Lustre
M4
MAD
Magic
Magik
Malbolge
MANTIS
Maple
Mathematica
MATLAB
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# -*- coding: utf-8 -*-
"""vector.ipynb
Automatically generated by Colaboratory.
Original file is located at
https://colab.research.google.com/drive/1c5MqjdkRr1GZ2Ji6ILd3NI2i5ff3Ayip
"""
# Commented out IPython magic to ensure Python compatibility.
import nltk
from nltk import word_tokenize , sent_tokenize
import gensim
from gensim.models.word2vec import Word2Vec
from sklearn.manifold import TSNE
import pandas as pd
from bokeh.io import output_notebook
from bokeh.plotting import show, figure
# %matplotlib inline
nltk.download('punkt')
nltk.download('gutenberg')
from nltk.corpus import gutenberg
gutenberg.fileids()
len(gutenberg.fileids())
sent_tokenize(gutenberg.raw())[1]
word_tokenize(sent_tokenize(gutenberg.raw())[1])
len(gutenberg.words())
input_data=gutenberg.sents()
"""Execute Word2Vec Model"""
model=Word2Vec(sentences=input_data , size=64, sg=1 , window=10 , min_count=5, seed= 123)
len(model.wv.vocab)
model.wv['king']
"""Explore the Word2Vec Model
"""
model.wv.most_similar('java')
model.wv.most_similar('work')
model.wv.most_similar('study')
model.wv.most_similar('day')
model.wv.most_similar('January')
model.wv.doesnt_match(' November August Sunday'.split())
model.wv.similarity('father','mother')
model.wv.similarity('father','queen')
model.wv.similarity('father','king')
model.wv.similarity('study','book')
model.wv.similarity('study','food')
model.wv.similarity('king','queen')
model.wv.most_similar(positive=['son','woman'],negative=['man'])
X=model.wv[model.wv.vocab]
tsne=TSNE(n_components=2 , n_iter= 250)
x_2d=tsne.fit_transform(X)
wv_df=pd.DataFrame(x_2d,columns=['x','y'])
wv_df['token']=model.wv.vocab.keys()
wv_df.head()
wv_df.plot.scatter('x','y' , figsize=(12,12), marker = '.' , s=10 , alpha= 0.2)
\ No newline at end of file
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