{"id":143637,"date":"2024-12-03T18:40:20","date_gmt":"2024-12-03T13:10:20","guid":{"rendered":"https:\/\/data-flair.training\/blogs\/?p=143637"},"modified":"2025-06-24T15:29:31","modified_gmt":"2025-06-24T09:59:31","slug":"insurance-prediction-in-logistic-regression-in-ml","status":"publish","type":"post","link":"https:\/\/data-flair.training\/blogs\/insurance-prediction-in-logistic-regression-in-ml\/","title":{"rendered":"Insurance Prediction in Logistic Regression in Machine Learning"},"content":{"rendered":"

Program 1<\/h3>\n

Machine Learning Dataset<\/strong><\/a><\/p>\n

import pandas as pd\r\nimport numpy as np\r\nfrom matplotlib import pyplot as plt\r\n\r\n\r\ndf=pd.read_csv(\"D:\/\/scikit_data\/insurancedata\/insurance_data.csv\")\r\n\r\n\r\ndf.head(10)\r\n\r\n\r\nplt.scatter(df.age,df.bought_insurance,marker='*',color='blue')\r\nplt.show()\r\n\r\n\r\nfrom sklearn.model_selection import train_test_split\r\n\r\n\r\nx_train,x_test,y_train,y_test=train_test_split(df[['age']],df.bought_insurance,test_size=0.1)\r\n\r\nlen(x_train)\r\n\r\n\r\nx_train\r\n\r\n\r\nlen(x_test)\r\n\r\n\r\nx_test\r\n\r\n\r\nfrom sklearn.linear_model import LogisticRegression\r\n\r\n\r\n\r\nmodel=LogisticRegression()\r\n\r\n\r\nmodel.fit(x_train,y_train)\r\n\r\n\r\nmodel.predict(x_test)\r\n\r\n\r\nmodel.score(x_test,y_test)\r\n\r\n\r\nmodel.score(x_train,y_train)\r\n\r\n\r\nmodel.predict([[87]])\r\n\r\n\r\nn=int(input(\"Enter age: \"))\r\nx=model.predict([[n]])\r\nif(x==[1]):\r\n    print(\"Purchase\")\r\nelse:\r\n    print(\"Not Purchase\")\r\n\r\n\r\nx_test\r\n\r\n\r\n\r\nmodel.predict_proba(x_test)\r\n<\/pre>\n
 
Program 1 Machine Learning Dataset import pandas as pd import numpy as np from matplotlib import pyplot as plt df=pd.read_csv(“D:\/\/scikit_data\/insurancedata\/insurance_data.csv”) df.head(10) plt.scatter(df.age,df.bought_insurance,marker=’*’,color=’blue’) plt.show() from sklearn.model_selection import train_test_split x_train,x_test,y_train,y_test=train_test_split(df[[‘age’]],df.bought_insurance,test_size=0.1) len(x_train) x_train len(x_test) x_test from sklearn.linear_model...<\/p>\n","protected":false},"author":581,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[36],"tags":[33206,33205,33204,33207,8388,33208,8431,33127,33128],"class_list":["post-143637","post","type-post","status-publish","format-standard","hentry","category-machine-learning","tag-insurance-prediction","tag-insurance-prediction-in-logistic-regression","tag-insurance-prediction-in-logistic-regression-in-ml","tag-insurance-prediction-in-machine-learning","tag-logistic-regression","tag-logistic-regression-in-machine-learning","tag-machine-learning","tag-machine-learning-practical","tag-machine-learning-program"],"yoast_head":"\nInsurance Prediction in Logistic Regression in Machine Learning - DataFlair<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/data-flair.training\/blogs\/insurance-prediction-in-logistic-regression-in-ml\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Insurance Prediction in Logistic Regression in Machine Learning - DataFlair\" \/>\n<meta property=\"og:description\" content=\"Program 1 Machine Learning Dataset import pandas as pd import numpy as np from matplotlib import pyplot as plt df=pd.read_csv("D:\/\/scikit_data\/insurancedata\/insurance_data.csv") df.head(10) plt.scatter(df.age,df.bought_insurance,marker='*',color='blue') plt.show() from sklearn.model_selection import train_test_split x_train,x_test,y_train,y_test=train_test_split(df[['age']],df.bought_insurance,test_size=0.1) len(x_train) x_train len(x_test) x_test from sklearn.linear_model...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/data-flair.training\/blogs\/insurance-prediction-in-logistic-regression-in-ml\/\" \/>\n<meta property=\"og:site_name\" content=\"DataFlair\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/DataFlairWS\/\" \/>\n<meta property=\"article:published_time\" content=\"2024-12-03T13:10:20+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-06-24T09:59:31+00:00\" \/>\n<meta name=\"author\" content=\"DataFlair Team\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@DataFlairWS\" \/>\n<meta name=\"twitter:site\" content=\"@DataFlairWS\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"DataFlair Team\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Insurance Prediction in Logistic Regression in Machine Learning - DataFlair","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/data-flair.training\/blogs\/insurance-prediction-in-logistic-regression-in-ml\/","og_locale":"en_US","og_type":"article","og_title":"Insurance Prediction in Logistic Regression in Machine Learning - DataFlair","og_description":"Program 1 Machine Learning Dataset import pandas as pd import numpy as np from matplotlib import pyplot as plt df=pd.read_csv(\"D:\/\/scikit_data\/insurancedata\/insurance_data.csv\") df.head(10) plt.scatter(df.age,df.bought_insurance,marker='*',color='blue') plt.show() from sklearn.model_selection import train_test_split x_train,x_test,y_train,y_test=train_test_split(df[['age']],df.bought_insurance,test_size=0.1) len(x_train) x_train len(x_test) x_test from sklearn.linear_model...","og_url":"https:\/\/data-flair.training\/blogs\/insurance-prediction-in-logistic-regression-in-ml\/","og_site_name":"DataFlair","article_publisher":"https:\/\/www.facebook.com\/DataFlairWS\/","article_published_time":"2024-12-03T13:10:20+00:00","article_modified_time":"2025-06-24T09:59:31+00:00","author":"DataFlair Team","twitter_card":"summary_large_image","twitter_creator":"@DataFlairWS","twitter_site":"@DataFlairWS","twitter_misc":{"Written by":"DataFlair Team","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/data-flair.training\/blogs\/insurance-prediction-in-logistic-regression-in-ml\/#article","isPartOf":{"@id":"https:\/\/data-flair.training\/blogs\/insurance-prediction-in-logistic-regression-in-ml\/"},"author":{"name":"DataFlair Team","@id":"https:\/\/data-flair.training\/blogs\/#\/schema\/person\/c187795dc82ab948373cca526df7c445"},"headline":"Insurance Prediction in Logistic Regression in Machine Learning","datePublished":"2024-12-03T13:10:20+00:00","dateModified":"2025-06-24T09:59:31+00:00","mainEntityOfPage":{"@id":"https:\/\/data-flair.training\/blogs\/insurance-prediction-in-logistic-regression-in-ml\/"},"wordCount":13,"commentCount":0,"publisher":{"@id":"https:\/\/data-flair.training\/blogs\/#organization"},"keywords":["insurance prediction","insurance prediction in logistic regression","insurance prediction in logistic regression in ml","insurance prediction in machine learning","Logistic Regression","logistic regression in machine learning","machine learning","machine learning practical","machine learning program"],"articleSection":["Machine Learning Tutorials"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/data-flair.training\/blogs\/insurance-prediction-in-logistic-regression-in-ml\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/data-flair.training\/blogs\/insurance-prediction-in-logistic-regression-in-ml\/","url":"https:\/\/data-flair.training\/blogs\/insurance-prediction-in-logistic-regression-in-ml\/","name":"Insurance Prediction in Logistic Regression in Machine Learning - 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