<commit_before><commit_msg>test data csv file<commit_after>first_name,last_name,username,supervisor_username,project_title
Sarah,Almansour,5,Vickers,Implementations of the sequence game
Ismail,Alsahhar,5,Mucolesi,Network Intrusion Detection
Christopher,Atkinson,5,Hawes,AI Intelligence in real-time stragegy games
Simandeep,Bal,7,Tino,Blackjack project
Chris,Barber,8,Kerber,Interactive geometry
Michael,Berry,5,Hancox,Guitar tuition
Kieran,Boparai,9,Kerber,Blackjack project
Laurie,Boyes,6,Lee,NLP1 and game playing
Aadesh,Bumb,5,Hancox,Publishing App
Andrew,Cannell,5,Bullinaria,Profit maximization in Blackjack
Mark,Cannell,5,Mucolesi,Android Revision aid
Daniel,Cecil,6,Lee,Birmingham Student App
Okechukwu,Chinwo,5,Vickers,Efficient matrix algorithms for time varying graph analysis
Steven,Dalai,5,Claridge,3D Image Visualisation and Processing
Alexander,Darer,7,Tino,Evolutionary Music
Gregory,Dash,5,Claridge,Bird Video Analysis Application
Julia,Davies,5,Claridge,Sudoku Problem Solver
William,Demaine,5,Beale,Visualising the spread of trends on Twitter
Michael,Dionisi,5,Vickers,"Support, risk assessment and impact analysis system for a company"
Mandip,Dubb,5,Hawes,System for a globalized footwear company
Benjamin,Dunn,5,Hancox,Interactive music system for unsigned artists
James,Ferretti,5,Beale,Twitter social graph
Liam,Flynn,5,Bullinaria,Mobile phone based university scheduling system
David,Hancock,5,Wyatt,Mobile Applications for Robotics
Christopher,Handy,8,Kerber,Interactive geometry
Richard,Hesketh,5,Hawes,Meatbot Massacre
Mark,Hibbert,6,Lee,Cycling commissaire training system
Matthew,Johnson,5,Bullinaria,Turn-based space strategy
Philip,Johnson,6,Styles,Camera selection in video surveillance
Hamzah,Kaddir,5,Mucolesi,Android Game Controller
Mariusz,Kawalek,5,Claridge,Fingerprint recognition application for Android
Antony,Kinnear,6,Styles,Functional image capture using a smart phone
Charles,Latto,7,Lee,Premier league predictor
Jan,Lavender,7,Tino,Artificial Life Evolution
Cheuk,Lee,8,Tino,Visitor Pattern in Java
Antonia,Marzan,5,Beale,Creating a Customisable Adventure Game Engine and Editor
Aaron,Mayo,8,Tino,Intelligent music for running
Matthew,Moon,5,Mucolesi,Android App
Hannah,Muhammad,6,Hancox,Medical Centre Management system
Bhishma,Patel,5,Mucolesi,Android App for conference participants
Ross,Patman,5,Hawes,Area search
Luke,Peel,7,Lee,PDF indexing software
Tom,Perrett,6,Styles,U/G Project: Museum visitor Android app
James,Pires,7,Styles,Functional modelling of computer architecture
Bogdan,Popescu,5,Beale,Documentation browser and snipped management
Kenneth,Poyner,5,Wyatt,Autonomous Cost Estimation for Mobile Robots
Anton,Rand,7,Lee,Interactive Teaching of Poker Strategies
Artjoms,Rimdjonoks,7,Styles,Medical image analysis
Katie,Roberts,5,Hawes,Investigating Games With A Purpose (GWAP)
Prabhjot,Saini,8,Kerber,Coffee shop network system
Luke,Sampson,5,Mucolesi,Smartphone card game app
Divyen,Sanganee,5,Vickers,Large integer factorisation and primality testing
David,Saunders,8,Tino,"	Economic cooperation simulation"
Benjamin,Seed,6,Hancox,Intelligent harmony
Harry,Selkirk,5,Wyatt,2D morphing of faces
Laxmi,Sharma,9,Kerber,News reading client for Emacs VM
Christopher,Smith,6,Claridge,Motion control system for an interactive game
Gregory,Smith,9,Kerber,Object oriented program visualisation
Devan,Somaia,7,Tino,Midi Analyzer
Lewis,Storey,5,Beale,Android game
Stefanus,Sunarja,6,Hancox,Virtual Instruments
James,Taylor,6,Bullinaria,Multiplayer web-based game
Richard,Taylor,6,Claridge,Music Score Analysis
Richard,Taylor,5,Vickers,Compiler for a games scripting language
Karen,Templer,7,Styles,Interactive teaching aid
Andrew,Tetlow,6,Bullinaria,Settlers of Catan AI
Benjamin,Tolputt,5,Vickers,Equity trading application
Jack,Uttley,7,Lee,Course work submission service
Jeremiah,Via,5,Wyatt,Data driven self-awareness model for robotic systems
Amar,Viteskic,7,Styles,Car rental management system
James,Walker,5,Hawes,Road Traffic Simulation using Agent-Based Modelling
Daniel,Wallis,6,Claridge,Music recognition from user input
Yukun,Wang,6,Bullinaria,Pattern design for interactive evolutionary system
Ziji,Wang,6,Hancox,Book exchange/auction site
Nicol,Wong,6,Beale,Interactive Geographical Learning System
Nathan,Woodward,5,Vickers,Efficient regular expressions algorithms
{'fraction_non_alphanumeric': 0.07596398060494113, 'fraction_numerical': 0.018240591087508657, 'mean_word_length': 12.127272727272727, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 3, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '4571362', 'n_tokens_mistral': 1547, 'n_tokens_neox': 1412, 'n_words': 323}