{"id":15131101,"url":"https://github.com/dvaser/heart-attact-analysis-prediction","last_synced_at":"2026-01-20T21:02:21.926Z","repository":{"id":257455215,"uuid":"858325918","full_name":"dvaser/Heart-Attact-Analysis-Prediction","owner":"dvaser","description":"DATA ANALYSIS","archived":false,"fork":false,"pushed_at":"2024-09-16T17:58:57.000Z","size":1288,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-05T20:43:13.730Z","etag":null,"topics":["classification","data","data-analysis","data-visualization","jupyter","jupyter-notebook","lineer-regresyon","machine-learning","python","regression"],"latest_commit_sha":null,"homepage":"https://www.kaggle.com/code/dvaser/heart-attact-analysis-prediction","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/dvaser.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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,"publiccode":null,"codemeta":null}},"created_at":"2024-09-16T17:46:29.000Z","updated_at":"2024-09-16T17:59:00.000Z","dependencies_parsed_at":null,"dependency_job_id":"e85db497-c7c1-4b36-b7d1-25ae82eda1db","html_url":"https://github.com/dvaser/Heart-Attact-Analysis-Prediction","commit_stats":{"total_commits":3,"total_committers":1,"mean_commits":3.0,"dds":0.0,"last_synced_commit":"02ae0e2f6bcfb465b4ea97d7e06e47116042d09c"},"previous_names":["dvaser/heart-attact-analysis-prediction"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dvaser%2FHeart-Attact-Analysis-Prediction","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dvaser%2FHeart-Attact-Analysis-Prediction/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dvaser%2FHeart-Attact-Analysis-Prediction/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dvaser%2FHeart-Attact-Analysis-Prediction/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/dvaser","download_url":"https://codeload.github.com/dvaser/Heart-Attact-Analysis-Prediction/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247399898,"owners_count":20932876,"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":["classification","data","data-analysis","data-visualization","jupyter","jupyter-notebook","lineer-regresyon","machine-learning","python","regression"],"created_at":"2024-09-26T03:23:18.220Z","updated_at":"2026-01-20T21:02:21.881Z","avatar_url":"https://github.com/dvaser.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# PROJECT's KAGGLE LINK : \n***https://www.kaggle.com/code/dvaser/heart-attact-analysis-prediction/***\n\n\u003ca href=\"https://www.kaggle.com/code/dvaser/heart-attact-analysis-prediction/\"\u003e\n    \u003cimg src=\"https://github.com/user-attachments/assets/a81b1b11-476d-44b8-9cfb-3b283929fd38\" style=\"width:75%;\"\u003e\u003c/img\u003e\n\u003c/a\u003e\n\n# HEART ATTACK ANALYSIS \u0026 PREDICTION\n\n## What will you learn from this project?\n* EDA\n* Missing Value Analysis\n* Categoric and Numeric Features\n* Standardization\n* Box - Swarm - Cat - Correlation\n* Outlier Detection\n* ML Modelling and Tuning Machine Learning Model\n\n## Introduction\n* A heart attact, also called a myocardial infarction, happens when a part of the heart muscle doesn't get enough blood.\n* The more time that passes without treatment to restore blood flow, the greater the damage to the heart muscle.\n* Coronary artery disease (CAD) is the main cause of heart attack.\n\n\u003cimg src=\"https://github.com/user-attachments/assets/e908492f-8996-4eef-b327-f35fb43def2d\" style=\"width:75%;\"\u003e\u003c/img\u003e\n\n## Analysis Content\n1. [Python Libraries](#1)\n2. [Data Content](#2)\n3. [Read \u0026 Analyse Data](#3)\n4. [Missing Value Analysis](#4)\n5. [Unique Value Analysis](#5)\n6. [Categorical Feature Analysis](#6)\n7. [Numeric Feature Analysis](#7)\n8. [Standardization](#8)\n9. [Box Plot Analysis](#9)\n10. [Swarm Plot Analysis](#10)\n11. [Cat Plot Analysis](#11)\n12. [Correlation Analysis](#12)\n13. [Outlier Detection](#13)\n14. [Modelling](#14)\n    1. [Encoding Categorical Columns](#14.1)\n    2. [Scaling](#14.2)\n    3. [Train/Test Split](#14.3)\n    4. [Logistic Regression](#14.4)\n    5. [Logistic Regression Hyperparamater Tuning](#14.5)\n15. [Conclusion](#15)\n\n---\n\n## Data Content\n* Age : Age of the patient\n* Sex : Sex of the patient\n* exang: exercise induced angina (1 = yes; 0 = no)\n* ca: number of major vessels (0-3)\n* cp : Chest Pain type chest pain type\n    * Value 1: typical angina\n    * Value 2: atypical angina\n    * Value 3: non-anginal pain\n    * Value 4: asymptomatic\n* trtbps : resting blood pressure (in mm Hg)\n* chol : cholestoral in mg/dl fetched via BMI sensor\n* fbs : (fasting blood sugar \u003e 120 mg/dl) (1 = true; 0 = false)\n* rest_ecg : resting electrocardiographic results\n    * Value 0: normal\n    * Value 1: having ST-T wave abnormality (T wave inversions and/or ST elevation or depression of \u003e 0.05 mV)\n    * Value 2: showing probable or definite left ventricular hypertrophy by Estes' criteria\n* thalach : maximum heart rate achieved\n* target : 0= less chance of heart attack 1= more chance of heart attack\n---\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdvaser%2Fheart-attact-analysis-prediction","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdvaser%2Fheart-attact-analysis-prediction","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdvaser%2Fheart-attact-analysis-prediction/lists"}