{"id":22118133,"url":"https://github.com/akash1070/project---applied-statistics-","last_synced_at":"2026-04-30T00:34:54.222Z","repository":{"id":231695620,"uuid":"530104273","full_name":"Akash1070/Project---Applied-Statistics-","owner":"Akash1070","description":"To dive deep into this data \u0026 find some valuable insights.","archived":false,"fork":false,"pushed_at":"2022-08-29T11:49:00.000Z","size":525,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-01-29T11:52:19.793Z","etag":null,"topics":["data-analysis","data-science","python","statistics"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/Akash1070.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,"roadmap":null,"authors":null,"dei":null}},"created_at":"2022-08-29T07:04:38.000Z","updated_at":"2023-08-12T12:00:30.000Z","dependencies_parsed_at":"2024-04-05T11:55:36.522Z","dependency_job_id":null,"html_url":"https://github.com/Akash1070/Project---Applied-Statistics-","commit_stats":null,"previous_names":["akash1070/project---applied-statistics-"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Akash1070%2FProject---Applied-Statistics-","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Akash1070%2FProject---Applied-Statistics-/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Akash1070%2FProject---Applied-Statistics-/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Akash1070%2FProject---Applied-Statistics-/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Akash1070","download_url":"https://codeload.github.com/Akash1070/Project---Applied-Statistics-/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245217946,"owners_count":20579300,"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":["data-analysis","data-science","python","statistics"],"created_at":"2024-12-01T13:47:54.015Z","updated_at":"2026-04-30T00:34:54.192Z","avatar_url":"https://github.com/Akash1070.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"\n# **Applied Statistics**\n\nLeveraging customer information is paramount for most businesses. \nIn the case of an insurance company, attributes of customers like the ones mentioned below can be crucial in making business decisions. Hence, knowing to explore and generate value out of such data can be an invaluable skill to have.\n\n**Objective**:\n\nWe want to see if we can dive deep into this data to find some valuable insights.\n\na.Shape of the data \n\nb. Data type of each attribute\n\nc. Checking the presence of missing values \n\nd. 5 point summary of numerical attributes \n\ne. Distribution of ‘bmi’, ‘age’ and ‘charges’ columns. \n\nf. Measure of skewness of ‘bmi’, ‘age’ and ‘charges’ columns \n\ng. Checking the presence of outliers in ‘bmi’, ‘age’ and ‘charges columns \n\nh. Distribution of categorical columns (include children) \n\ni. Pair plot that includes all the columns of the data frame \n\nj. Do charges of people who smoke differ significantly from the people who don't? \n\nk. Does bmi of males differ significantly from that of females? \n\nl. Is the proportion of smokers significantly different in different genders?\n\nm. Is the distribution of bmi across women with no children, one child and two children, the same? \n\n\n## Authors\n\n- [@Akash Kumar Jha](https://github.com/Akash1070)\n\n\n## Installation\n\nTo install the libraries used in this project. Follow the \nbelow steps:\n\n```bash\nimport numpy as np\nimport pandas as pd\nfrom matplotlib import pyplot as plt\nimport seaborn as sns\nimport statsmodels.api as sm\nimport scipy.stats as stats\n```\n    \n## Running Flask Api\n\nTo run tests, run the following command\n\n```bash\n  python app.py\n```\n\n\n## Documentation\n\n[Documentation]( https://www.kaggle.com/mirichoi0218/insurance/downloads/insurance.zip/1)\n\n\n## 🚀 About Me\n\nData Scientist Enthusiast | Petroleum Engineer Graduate | Solving Problems Using Data \n\n\n# Hi, I'm Akash! 👋\n\n\n## 🔗 Links\n[![github](https://img.shields.io/badge/github-000?style=for-the-badge\u0026logo=ko-fi\u0026logoColor=white)](https://github.com/Akash1070)\n[![linkedin](https://img.shields.io/badge/linkedin-0A66C2?style=for-the-badge\u0026logo=linkedin\u0026logoColor=white)](https://www.linkedin.com/in/akashkumar107/)\n## Other Common Github Profile Sections\n👩‍💻 I’m interested in Petroleum Engineering\n\n🧠 I’m currently learning Data Scientist\n\n👯‍♀️ I’m looking to collaborate on Ideas \u0026 Data\n\n📫 How to reach me - https://www.linkedin.com/in/akashkumar107/\n\n\n\n## 🛠 Skills\n1. Data Scientist\n2. Data Analyst\n3. Business Analyst\n4. Machine Learning \n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fakash1070%2Fproject---applied-statistics-","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fakash1070%2Fproject---applied-statistics-","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fakash1070%2Fproject---applied-statistics-/lists"}