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The submission certifies that project information is based on his own research and mandates proper referencing, including all internet material in the bibliography using the specified referencing standard. It details software environment components such as Python 3.9 and Jupyter Notebook, lists key libraries including pandas, numpy, scikit-learn, seaborn, and LIME, and specifies the dataset source and file naming for traffic accident data from Victoria, Australia.",{"@graph":69,"@context":123},[70,84,106],{"@type":71,"itemListElement":72},"BreadcrumbList",[73,77,79,82],{"item":74,"name":75,"@type":76,"position":8},"https://docshare.wps.com","Home","ListItem",{"item":78,"name":9,"@type":76,"position":14},"https://docshare.wps.com/document/",{"item":80,"name":40,"@type":76,"position":81},"https://docshare.wps.com/document/research-report/",3,{"item":83,"name":65,"@type":76,"position":19},"https://docshare.wps.com/document/configuration-manual-msc-research-project-submission-sheet/290700/",{"url":83,"name":65,"@type":85,"image":86,"author":91,"headline":65,"publisher":94,"fileFormat":97,"inLanguage":63,"description":67,"dateModified":98,"datePublished":99,"encodingFormat":97,"isAccessibleForFree":100,"interactionStatistic":101},"DigitalDocument",{"url":87,"@type":88,"width":89,"height":90},"https://docshare.wps.com/thumbnails/configuration-manual-msc-research-project-submission-sheet/290700.png","ImageObject",300,407,{"name":92,"@type":93},"Levi","Person",{"url":74,"name":95,"@type":96},"DocShare","Organization","application/pdf","2026-11-08","2026-09-17",true,{"@type":102,"interactionType":103,"userInteractionCount":105},"InteractionCounter",{"@type":104},"ViewAction",16,{"@type":107,"mainEntity":108},"FAQPage",[109,115,119],{"name":110,"@type":111,"acceptedAnswer":112},"What is the document’s purpose?","Question",{"text":113,"@type":114},"It serves as a configuration manual and an MSc Research Project submission sheet, including certification and instructions for attaching and submitting required documents.","Answer",{"name":116,"@type":111,"acceptedAnswer":117},"Which software environment is used for the research?",{"text":118,"@type":114},"The research uses Python 3.9 with Jupyter Notebook 7.0.8 via Anaconda Navigator 2.6.2, running on a Dell laptop with Windows 10.",{"name":120,"@type":111,"acceptedAnswer":121},"What dataset is used and how is it referenced in the code?",{"text":122,"@type":114},"The dataset contains Victoria, Australia traffic accident data from Kaggle (“Victoria Road Crash Data (2012-2023)”). The CSV file is renamed to “vic traffic accident data.csv” for the Python code.","https://schema.org",{"og:url":83,"og:type":125,"og:title":65,"og:site_name":95,"og:description":67},"article",{"robots":127,"canonical":83},"index,follow",{"doc_id":129,"site_id":62},290700,1789642388,{"code":4,"msg":5,"data":132},{"doc_id":129,"user_id":133,"nickname":92,"user_avatar":134,"doc_module":4,"category_id":39,"category_name":40,"doc_title":65,"doc_description":67,"doc_content":135,"file_id":136,"file_url":137,"file_type":138,"file_size":139,"view_count":105,"is_deleted":4,"is_public":8,"is_downloadable":8,"audit_status":8,"page_count":81,"language":140,"language_code":63,"site_id":62,"html_lang":63,"table_of_contents":141,"faqs":142,"seo_title":143,"seo_description":67,"update_tm":130,"read_time":39,"preview_page_count":4},7971461740909,"https://ap-avatar.wpscdn.com/davatar_155a257f0dc6eb9ab79c44ca47cae57d","Configuration Manual  \nMSc Research Project MSc AI  \nKevin Heagney  \nStudent ID: x14120488  \nSchool of Computing National College of Ireland  \nSupervisor: Sheresh Zahoor  \nNational College of Ireland Project Submission Sheet School of Computing  \n| Student Name: | Kevin Heagney |\n| --- | --- |\n| Student ID: | x14120488 |\n| Programme: | MSc AI |\n| Year: | 2024 |\n| Module: | MSc Research Project |\n| Supervisor: | Sheresh Zahoor |\n| Submission Due Date: | 16/09/2024 |\n| Project Title: | Configuration Manual |\n| Word Count: | 274 |\n| Page Count: | 1 |\n\nI hereby certify that the information contained in this (my submission) is information pertaining to research I conducted for this project. All information other than my own contribution will be fully referenced and listed in the relevant bibliography section at the rear of the project.  \nALL internet material must be referenced in the bibliography section. Students are required to use the Referencing Standard specified in the report template. To use other author’s written or electronic work is illegal (plagiarism) and may result in disciplinary action.  \n\n| Signature: |  |\n| --- | --- |\n| Date: | 16th September 2024 |\n\nPLEASE READ THE FOLLOWING INSTRUCTIONS AND CHECKLIST:  \n\n| Attach a completed copy of this sheet to each project (including multiple copies) . | □ |\n| --- | --- |\n| Attach a Moodle submission receipt of the online project submission, to each project (including multiple copies) . | □ |\n| You must ensure that you retain a HARD COPY of the project, both foryour own reference and in case a project is lost or mislaid. It is not sufficient to keep a copy on computer. | □ |\n\nAssignments that are submitted to the Programme Coordinator office must be placed into the assignment box located outside the office.  \n\n| Office Use Only |  |\n| --- | --- |\n| Signature: |  |\n| Date: |  |\n| Penalty Applied (if applicable): |  |\n\nConfiguration Manual  \nKevin Heagney  \nx14120488  \n1 Software Used  \nPython 3.9 is the programming language used in this research. The development environment used is Jupyter Notebook 7 .0.8 with Anaconda Navigator 2 .6.2. The Python software libraries used are pandas 2.1.4, numpy 1.26.4, matplotlib 3.8.4, scikit-learn 1.5.1, seaborn 0 .13.2, and lime [0.2.0.1](0.2.0.1).  \nThe Python program is called: lime-ml-traffic-data.ipynb  \nThe computer used is a Dell laptop with 16 GB ram, with an Intel i7 cpu, running 64-bit Microsoft Windows 10 .  \n2 The Dataset  \nThe dataset contains traffic accident data for the state of Victoria in Australia. The dataset has 152,445 records and 15 features, and is 22 .9 Mbyte in size. The name of the dataset, on the Kaggle website is ”Victoria Road Crash Data (2012-2023)”, and the data file is a CSV file called Vic Road Crash Data.csv. The dataset was sourced from Kaggle as described in Kaggle (2024) . The dataset file was renamed to vic traffic accident data.csv for the Python code.  \nReferences  \nKaggle (2024). Victoria road crash data (2012-2023). [https://www. kaggle. com/](https://www. kaggle. com/)[ ](https://www. kaggle. com/)[datasets/jaspreetkhokhar/victoria-road-crash-data-2012-2023](datasets/jaspreetkhokhar/victoria-road-crash-data-2012-2023) , [Last accessed](Last accessed)[ ](Last accessed)[on 2024-08-11.](on 2024-08-11.)","cbCaiaNSTwK6JqW0","https://ap.wps.com/l/cbCaiaNSTwK6JqW0","pdf",730848,"English","# Configuration Manual - Submission Sheet\n## Project Submission Certification and Checklist\n## Software Used\n## Dataset\n## References","[{\"question\":\"What is the document’s purpose?\",\"answer\":\"It serves as a configuration manual and an MSc Research Project submission sheet, including certification and instructions for attaching and submitting required documents.\"},{\"question\":\"Which software environment is used for the research?\",\"answer\":\"The research uses Python 3.9 with Jupyter Notebook 7.0.8 via Anaconda Navigator 2.6.2, running on a Dell laptop with Windows 10.\"},{\"question\":\"What dataset is used and how is it referenced in the code?\",\"answer\":\"The dataset contains Victoria, Australia traffic accident data from Kaggle (“Victoria Road Crash Data (2012-2023)”). The CSV file is renamed to “vic traffic accident data.csv” for the Python code.\"}]","Configuration Manual - MSc Research Project - Submission Sheet | PDF"]