{"id":4612,"date":"2022-02-20T10:03:44","date_gmt":"2022-02-20T03:03:44","guid":{"rendered":"http:\/\/mahisaajy.web.id\/blog\/?p=4612"},"modified":"2024-01-11T13:06:44","modified_gmt":"2024-01-11T06:06:44","slug":"diabetes-prediction-machine-learning-project","status":"publish","type":"post","link":"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/diabetes-prediction-machine-learning-project\/","title":{"rendered":"Diabetes Prediction &#8211; Machine Learning Project"},"content":{"rendered":"\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<span class=\"embed-youtube\" style=\"text-align:center; display: block;\"><iframe loading=\"lazy\" class=\"youtube-player\" width=\"1290\" height=\"726\" src=\"https:\/\/www.youtube.com\/embed\/xUE7SjVx9bQ?version=3&#038;rel=1&#038;showsearch=0&#038;showinfo=1&#038;iv_load_policy=1&#038;fs=1&#038;hl=en-US&#038;autohide=2&#038;wmode=transparent&#038;listType=playlist&#038;list=PLfFghEzKVmjvuSA67LszN1dZ-Dd_pkus6\" allowfullscreen=\"true\" style=\"border:0;\" sandbox=\"allow-scripts allow-same-origin allow-popups allow-presentation allow-popups-to-escape-sandbox\"><\/iframe><\/span>\n<\/div><\/figure>\n\n\n\n<p>Dataset link: <a href=\"https:\/\/www.dropbox.com\/s\/uh7o7uyeghqkhoy\/diabetes.csv?dl=0\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">https:\/\/www.dropbox.com\/s\/uh7o7uyeghqkhoy\/diabetes.csv?dl=0<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Importing the Depedencies<\/h2>\n\n\n\n<pre class=\"wp-block-code\"><code>import numpy as np\nimport pandas as pd\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import train_test_split\nfrom sklearn import svm\nfrom sklearn.metrics import accuracy_score<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">Data Collection And Analysis<\/h2>\n\n\n\n<p>PIMA Diabetes Dataset<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># loading the diabetes dataset to a pandas DataFrame\ndiabetes_dataset = pd.read_csv('diabetes.csv')\n\npd.read_csv?<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code># printing the first 5 rows of the dataset\ndiabetes_dataset.head()<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code># number of rows and columns in this dataset\ndiabetes_dataset.shape<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code># getting the statistical measures of the data\ndiabetes_dataset.describe()<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code>diabetes_dataset&#91;'Outcome'].value_counts()<\/code><\/pre>\n\n\n\n<p>0 &#8211;&gt; Non-Diabetic<br>1 &#8211;&gt; Diabetic<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>diabetes_dataset.groupby('Outcome').mean()<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code># separating the data and labels\nX = diabetes_dataset.drop(columns = 'Outcome', axis=1)\nY = diabetes_dataset&#91;'Outcome']<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code>print(X)\nprint(Y)<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">Data Standardization<\/h2>\n\n\n\n<pre class=\"wp-block-code\"><code>scaler = StandardScaler()\nscaler.fit(X)\n\nstandardized_data = scaler.transform(X)\nprint(standardized_data)<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code>X = standardized_data\nY = diabetes_dataset&#91;'Outcome']\n\nprint(X)\nprint(Y)<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code>X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size=0.2, stratify=Y, random_state=2)\n\nprint(X.shape, X_train.shape, X_test.shape)<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">Training the Model<\/h2>\n\n\n\n<pre class=\"wp-block-code\"><code>classifier = svm.SVC(kernel='linear')\n\n# training the support vector machine classifier\nclassifier.fit(X_train, Y_train)<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">Model Evaluation : Accuracy Score<\/h2>\n\n\n\n<pre class=\"wp-block-code\"><code># accuracy score on the training data\nX_train_prediction = classifier.predict(X_train)\ntraining_data_accuracy = accuracy_score(X_train_prediction, Y_train)\n\nprint('Accuracy score of the training data : ', training_data_accuracy)<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code># accuracy score on the training data\nX_test_prediction = classifier.predict(X_test)\ntest_data_accuracy = accuracy_score(X_test_prediction, Y_test)\n\nprint('Accuracy score of the test data :', test_data_accuracy)<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">Making a Predictive System<\/h2>\n\n\n\n<pre class=\"wp-block-code\"><code>input_data = (5, 166, 72, 19, 175, 25.8, 0.587, 51)\n\n# changing the input_data to numpy array\ninput_data_as_numpy_array = np.asarray(input_data)\n\n# reshape the array as we are predicting for one instance\ninput_data_reshaped = input_data_as_numpy_array.reshape(1, -1)\n\n\n# standardize the input data\nstd_data = scaler.transform(input_data_reshaped)\nprint(std_data)\n\nprediction = classifier.predict(std_data)\nprint(prediction)\n\nif (prediction&#91;0] == 0):\n    print('The person is not diabetic')\nelse:\n    print('The person is diabetic')<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>Dataset link: https:\/\/www.dropbox.com\/s\/uh7o7uyeghqkhoy\/diabetes.csv?dl=0 Importing the Depedencies Data Collection And Analysis PIMA Diabetes Dataset 0 &#8211;&gt; Non-Diabetic1 &#8211;&gt; Diabetic Data Standardization Training the Model Model Evaluation : Accuracy Score Making a Predictive System<\/p>\n","protected":false},"author":1,"featured_media":4618,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"_links_to":"","_links_to_target":""},"categories":[397,389],"tags":[],"class_list":["post-4612","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-science","category-machine-learning"],"blocksy_meta":{"styles_descriptor":{"styles":{"desktop":"","tablet":"","mobile":""},"google_fonts":[]}},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.0 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Diabetes Prediction - Machine Learning Project - Mahisa Ajy Kusuma<\/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:\/\/mahisaajy.web.id\/blog\/2022\/02\/diabetes-prediction-machine-learning-project\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Diabetes Prediction - Machine Learning Project - Mahisa Ajy Kusuma\" \/>\n<meta property=\"og:description\" content=\"Dataset link: https:\/\/www.dropbox.com\/s\/uh7o7uyeghqkhoy\/diabetes.csv?dl=0 Importing the Depedencies Data Collection And Analysis PIMA Diabetes Dataset 0 &#8211;&gt; 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