From 44a5802caaca6cf8f9d99ff2655d6595d7cc9693 Mon Sep 17 00:00:00 2001 From: sachith-m <83933539+sachith-m@users.noreply.github.com> Date: Wed, 12 Jul 2023 17:44:24 -0400 Subject: [PATCH 1/2] Add files via upload --- ResumeClassification.ipynb | 999 + UpdatedResumeDataset2.csv | 42105 +++++++++++++++++++++++++++++++++++ 2 files changed, 43104 insertions(+) create mode 100644 ResumeClassification.ipynb create mode 100644 UpdatedResumeDataset2.csv diff --git a/ResumeClassification.ipynb b/ResumeClassification.ipynb new file mode 100644 index 0000000..3589ef4 --- /dev/null +++ b/ResumeClassification.ipynb @@ -0,0 +1,999 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + " | Category | \n", + "Resume | \n", + "
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0 | \n", + "Data Science | \n", + "Skills * Programming Languages: Python (pandas... | \n", + "
1 | \n", + "Data Science | \n", + "Education Details \\r\\nMay 2013 to May 2017 B.E... | \n", + "
2 | \n", + "Data Science | \n", + "Areas of Interest Deep Learning, Control Syste... | \n", + "
3 | \n", + "Data Science | \n", + "Skills ⢠R ⢠Python ⢠SAP HANA ⢠Table... | \n", + "
4 | \n", + "Data Science | \n", + "Education Details \\r\\n MCA YMCAUST, Faridab... | \n", + "
\n", + " | Category | \n", + "Resume | \n", + "
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957 | \n", + "Testing | \n", + "Computer Skills: ⢠Proficient in MS office (... | \n", + "
958 | \n", + "Testing | \n", + "â Willingness to accept the challenges. â ... | \n", + "
959 | \n", + "Testing | \n", + "PERSONAL SKILLS ⢠Quick learner, ⢠Eagerne... | \n", + "
960 | \n", + "Testing | \n", + "COMPUTER SKILLS & SOFTWARE KNOWLEDGE MS-Power ... | \n", + "
961 | \n", + "Testing | \n", + "Skill Set OS Windows XP/7/8/8.1/10 Database MY... | \n", + "
\n", + " | Category | \n", + "Resume | \n", + "
---|---|---|
957 | \n", + "Testing | \n", + "Computer Skills: ⢠Proficient in MS office (Word, Basic Excel, Power point) Strength: ⢠Hard working, Loyalty & Creativity ⢠Self-motivated, Responsible & Initiative ⢠Good people management skill & positive attitude. ⢠knowledge of windows, Internet.Education Details \\r\\n Bachelor of Electrical Engineering Electrical Engineering Nashik, Maharashtra Guru Gobind Singh College of Engineering and Research Centre\\r\\n Diploma Electrical Engineering Nashik, Maharashtra S. M. E. S. Polytechnic College\\r\\nTesting Engineer \\r\\n\\r\\n\\r\\nSkill Details \\r\\nEXCEL- Exprience - 6 months\\r\\nMS OFFICE- Exprience - 6 months\\r\\nWORD- Exprience - 6 monthsCompany Details \\r\\ncompany - \\r\\ndescription - Department: Testing\\r\\n\\r\\nResponsibilities: ⢠To check ACB and VCB of Circuit Breaker.\\r\\nâ... | \n", + "
958 | \n", + "Testing | \n", + "â Willingness to accept the challenges. â Positive thinking. â Good learner. â Team Player. DECLARATION: I hereby declare that the above mentioned information is correct up to my knowledge and I bear the responsibility for the correctness of the above mentioned particulars. Date: / / Name: Dongare Mandakini Murlidhar Signature: Education Details \\r\\nJune 2015 Electronics and Telecommunication Engineering Kolhapur, Maharashtra Shivaji University\\r\\nJune 2012 Education Secondary and Higher Secondary\\r\\n B.E. Electronics and Telecommunication Jaywant College of Engineering and Management\\r\\nTesting Engineer \\r\\n\\r\\nElectronics Engineer - Abacus Electronics Pvt Ltd\\r\\nSkill Details \\r\\nLanguage - C, C++- Exprience - Less than 1 year months\\r\\nOperating Systems- Windows 7-8/NT/X... | \n", + "
959 | \n", + "Testing | \n", + "PERSONAL SKILLS ⢠Quick learner, ⢠Eagerness to learn new things, ⢠Competitive attitude, ⢠Good leadership qualities, ⢠Ability to deal with people diplomatically. PERSONAL DOSSIER Fathers Name: Dhanraj WaghEducation Details \\r\\nJanuary 2012 to January 2016 Bachelors of Engineering Engineering Pune, Maharashtra Pune University\\r\\nJanuary 2012 Higher Secondary Certificate Nashik, Maharashtra SND College of Engineering and Research Center\\r\\nJanuary 2010 Secondary School Certificate Yeola, Maharashtra Swami Muktanand Jr. College\\r\\n HSC Maharashtra State Board\\r\\n SSC Maharashtra State Bard\\r\\n BE Rajapur, Uttar Pradesh Madhyamik Vidya Mandir Rajapur\\r\\nTesting and Quality Control Engineer \\r\\n\\r\\nTesting and Quality Control Engineer - M/S Rakesh Transformer Industries ... | \n", + "
960 | \n", + "Testing | \n", + "COMPUTER SKILLS & SOFTWARE KNOWLEDGE MS-Power Point, MS - Office, C, Protius (PCB Design), Multisim, Micro wind, Matlab, Keil, Latex, Basic I nternet Fundamentals, Software and Hardware Knowledge PROJECT DETAILS Diploma Project: Speed Control of DC Motor Using Heart Beats. Mini Project: Water Gardening System Using Solar Panel. Final Year BE Project: Iris Recognition system.Education Details \\r\\nJanuary 2016 BE EDUCATION Pune, Maharashtra PUNE University\\r\\nJanuary 2010 SSC Maharashtra Board\\r\\nQuality Engineer \\r\\n\\r\\nQuality Engineer - Matrix Technologies\\r\\nSkill Details \\r\\nMATLAB- Exprience - 6 months\\r\\nPCB- Exprience - 6 months\\r\\nPCB DESIGN- Exprience - 6 monthsCompany Details \\r\\ncompany - Matrix Technologies\\r\\ndescription - \\r\\ncompany - RB Electronics\\r\\ndescription - | \n", + "
961 | \n", + "Testing | \n", + "Skill Set OS Windows XP/7/8/8.1/10 Database MYSQL, sql server 2005, 2008 & 2012 Languages Core Java Web Technology HTML, CSS Testing Manual Testing, Database Testing Other Bug tracking and reporting, End user handling.Education Details \\r\\nJanuary 2016 MCS Pune, Maharashtra P.V.P College Pravaranagar\\r\\nJanuary 2011 HSC A.K.Junior College\\r\\nJanuary 2009 SSC A.K.Mahavidyalya\\r\\nJR TESTING ENGINEER \\r\\n\\r\\nJR TESTING ENGINEER - M-Tech Innovations Ltd\\r\\nSkill Details \\r\\nTESTING- Exprience - 24 months\\r\\nWINDOWS XP- Exprience - 24 months\\r\\nCSS- Exprience - 6 months\\r\\nDATABASE- Exprience - 6 months\\r\\nDATABASE TESTING- Exprience - 6 monthsCompany Details \\r\\ncompany - M-Tech Innovations Ltd\\r\\ndescription - Responsibilities ⢠Analyzing the Testing Requirements ⢠Prepar... | \n", + "
\n", + " | Category | \n", + "Resume | \n", + "Cleaned Resume | \n", + "
---|---|---|---|
0 | \n", + "Data Science | \n", + "Skills * Programming Languages: Python (pandas, numpy, scipy, scikit-learn, matplotlib), Sql, Java, JavaScript/JQuery. * Machine learning: Regression, SVM, Naïve Bayes, KNN, Random Forest, Decision Trees, Boosting techniques, Cluster Analysis, Word Embedding, Sentiment Analysis, Natural Language processing, Dimensionality reduction, Topic Modelling (LDA, NMF), PCA & Neural Nets. * Database Visualizations: Mysql, SqlServer, Cassandra, Hbase, ElasticSearch D3.js, DC.js, Plotly, kibana, matplotlib, ggplot, Tableau. * Others: Regular Expression, HTML, CSS, Angular 6, Logstash, Kafka, Python Flask, Git, Docker, computer vision - Open CV and understanding of Deep learning.Education Details \\r\\n\\r\\nData Science Assurance Associate \\r\\n\\r\\nData Science Assurance Associate - Ernst & Young LLP\\... | \n", + "skills programming languages python pandas numpy scipy scikit learn matplotlib sql java javascript jquery machine learning regression svm na ve bayes knn random forest decision trees boosting techniques cluster analysis word embedding sentiment analysis natural language processing dimensionality reduction topic modelling lda nmf pca neural nets database visualizations mysql sqlserver cassandra hbase elasticsearch d js dc js plotly kibana matplotlib ggplot tableau others regular expression html css angular logstash kafka python flask git docker computer vision open cv and understanding of deep learning education details data science assurance associate data science assurance associate ernst young llp skill details javascript exprience months jquery exprience months python exprience ... | \n", + "
\n", + " | Category | \n", + "Resume | \n", + "Cleaned Resume | \n", + "Labels | \n", + "
---|---|---|---|---|
227 | \n", + "Sales | \n", + "KEY SKILLS: ⢠Planning & Strategizing ⢠Presentation skill ⢠Client relationship ⢠Energy level ⢠Enquiry Generation ⢠Achieving Targets QUALIFICATIONS: A university in marketing or business studies is preferred or a minimum of three years of related experience in sales & marketing sector. Problem - solving and analytical skills to interpret sales performance and market trend information. Proven ability to motivate and lead the sales team. Experience in developing marketing and sales strategies. Excellent oral and written communication skills, plus a good working knowledge of Microsoft Office. Computer KNOWLEDGE ⢠Knowledge of MS Excel, MS Word, MS PowerPoint achievements and Interests ⢠I played Cricket for National Team (Maharashtra Cricket Association) ⢠Played Reg... | \n", + "key skills planning strategizing presentation skill client relationship energy level enquiry generation achieving targets qualifications a university in marketing or business studies is preferred or a minimum of three years of related experience in sales marketing sector problem solving and analytical skills to interpret sales performance and market trend information proven ability to motivate and lead the sales team experience in developing marketing and sales strategies excellent oral and written communication skills plus a good working knowledge of microsoft office computer knowledge knowledge of ms excel ms word ms powerpoint achievements and interests i played cricket for national team maharashtra cricket association played regional level cricket tournament thee times for school t... | \n", + "22 | \n", + "
140 | \n", + "Web Designing | \n", + "Technical Skills Web Technologies: Angular JS, HTML5, CSS3, SASS, Bootstrap, Jquery, Javascript. Software: Brackets, Visual Studio, Photoshop, Visual Studio Code Education Details \\r\\nJanuary 2015 B.E CSE Nagpur, Maharashtra G.H.Raisoni College of Engineering\\r\\nOctober 2009 Photography Competition Click Nagpur, Maharashtra Maharashtra State Board\\r\\n College Magazine OCEAN\\r\\nWeb Designer \\r\\n\\r\\nWeb Designer - Trust Systems and Software\\r\\nSkill Details \\r\\nPHOTOSHOP- Exprience - 28 months\\r\\nBOOTSTRAP- Exprience - 6 months\\r\\nHTML5- Exprience - 6 months\\r\\nJAVASCRIPT- Exprience - 6 months\\r\\nCSS3- Exprience - Less than 1 year months\\r\\nAngular 4- Exprience - Less than 1 year monthsCompany Details \\r\\ncompany - Trust Systems and Software\\r\\ndescription - Projects worked on:\\r\\n1.... | \n", + "technical skills web technologies angular js html css sass bootstrap jquery javascript software brackets visual studio photoshop visual studio code education details january b e cse nagpur maharashtra g h raisoni college of engineering october photography competition click nagpur maharashtra maharashtra state board college magazine ocean web designer web designer trust systems and software skill details photoshop exprience months bootstrap exprience months html exprience months javascript exprience months css exprience less than year months angular exprience less than year monthscompany details company trust systems and software description projects worked on trustbank cbs project description trustbank cbs is a core banking solution by trust systems roles and responsibility r... | \n", + "24 | \n", + "