{"id":27248676,"url":"https://github.com/v-mayya/python-sales-data-analysis","last_synced_at":"2026-04-29T17:06:24.126Z","repository":{"id":189581219,"uuid":"552202620","full_name":"V-Mayya/python-sales-data-analysis","owner":"V-Mayya","description":"Group project with another team member held by CFG to conduct spreadsheet data analysis of fake sales data using Python ","archived":false,"fork":false,"pushed_at":"2023-01-19T14:41:11.000Z","size":1679,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2023-08-20T20:34:19.813Z","etag":null,"topics":["analysis","data","matplotlib","numpy","python"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/V-Mayya.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null}},"created_at":"2022-10-16T03:38:09.000Z","updated_at":"2023-08-20T20:34:25.623Z","dependencies_parsed_at":null,"dependency_job_id":"f9ae61e1-7a40-4df1-a163-5cd1bb6d806e","html_url":"https://github.com/V-Mayya/python-sales-data-analysis","commit_stats":null,"previous_names":["v-mayya/python-sales-data-analysis"],"tags_count":null,"template":null,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/V-Mayya%2Fpython-sales-data-analysis","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/V-Mayya%2Fpython-sales-data-analysis/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/V-Mayya%2Fpython-sales-data-analysis/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/V-Mayya%2Fpython-sales-data-analysis/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/V-Mayya","download_url":"https://codeload.github.com/V-Mayya/python-sales-data-analysis/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248317732,"owners_count":21083525,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["analysis","data","matplotlib","numpy","python"],"created_at":"2025-04-10T23:41:07.942Z","updated_at":"2026-04-29T17:06:19.083Z","avatar_url":"https://github.com/V-Mayya.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Python Sales Data Analysis\n**Spreadsheet data analysis of fake sales data using Python - CFG** \n\n--- \n\u003cimg src=\"MarkusWinklerUnsplash.png\" width=\"500\" height=\"270\" /\u003e\n\n‣ Collaborative group project with another member involving spreadsheet data analysis of fake data provided by CFG and using Replit to work together on our code. \n\n‣ Created data visualisations using matplotlib and numpy and extracted csv data. \n\n**Find the code [here](https://github.com/V-Mayya/python-sales-data-analysis/blob/main/code.py)**. Some data visualisations produced were: \u003cbr/\u003e\n(i) [Monthly profit in 2018](https://github.com/V-Mayya/python-sales-data-analysis/blob/main/monthly%20profits.png)\u003cbr/\u003e\n(ii) [Monthly sales and expenditures in 2018](https://github.com/V-Mayya/python-sales-data-analysis/blob/main/monthly%20sales%20and%20expenditures.png)\u003cbr/\u003e\n(iii) [Monthly sales in 2018](https://github.com/V-Mayya/python-sales-data-analysis/blob/main/monthly%20sales.png)\u003cbr/\u003e\n(iv) [Percentage change in sales over the months](https://github.com/V-Mayya/python-sales-data-analysis/blob/main/Percentage_change_in_sales.png)\n\nSome implications that can be drawn from our findings and data analysis include further questions such as: \u003cbr/\u003e \n\n\u003cdetails open\u003e\n\u003csummary\u003e\u003cb\u003eWhy was expenditure particularly high during the months of February, March and December?\u003c/b\u003e\u003c/summary\u003e\n\u003cbr\u003e\nBased on the type of services the firm provides, further questions that could arise are: How could expenses be controlled during these periods to increase operational efficiency? What are the components of the expenditure (was it primarily due to increased borrowing costs or was it used to invest and accumulate further capital)?\n\u003c/details\u003e\n\n\u003cdetails open\u003e\n  \u003csummary\u003e\u003cb\u003eIs the change in profit in 2018 consistent over all years?\u003c/b\u003e\u003c/summary\u003e\n\u003cbr\u003e\nIf not, what could be the reasons behind the fluctuations in 2018? \n\u003c/details\u003e\n\n\u003cdetails open\u003e\n  \u003csummary\u003e\u003cb\u003eWhat are some ways through which the firm could increase sales during months that had low demand?\u003c/b\u003e\u003c/summary\u003e\n\u003cbr\u003e\nAnd possibly measure the impact of the methods \n\u003c/details\u003e\n\nand many more.\n\n---\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fv-mayya%2Fpython-sales-data-analysis","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fv-mayya%2Fpython-sales-data-analysis","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fv-mayya%2Fpython-sales-data-analysis/lists"}