{"id":78191,"date":"2025-05-21T00:35:16","date_gmt":"2025-05-21T00:35:16","guid":{"rendered":"http:\/\/bangla.sitestree.com\/?p=78191"},"modified":"2025-06-08T21:34:01","modified_gmt":"2025-06-08T21:34:01","slug":"data-requirements-for-data-analytics-projects","status":"publish","type":"post","link":"http:\/\/bangla.sitestree.com\/?p=78191","title":{"rendered":"Data Requirements for Data Analytics Projects"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Data<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2022 Dataset Characteristics<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2022Large Scale, Real, Representative, Relevant Features, balanced classes, unit relevant<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2022 Adapting data\/dataset for the project<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2022Clean, normalize\/standardize, bring more data, and bring more data of the missing type<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2022 Data Suitability for the project<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2022 Check for R Square Measure<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2022 Check for Bias, Variance,<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2022 Do Exploratory Analysis<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2022 Initial and Exploratory Analysis<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Data Analytics, Machine Learning, Data Science<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Data \u2022 Dataset Characteristics \u2022Large Scale, Real, Representative, Relevant Features, balanced classes, unit relevant \u2022 Adapting data\/dataset for the project \u2022Clean, normalize\/standardize, bring more data, and bring more data of the missing type \u2022 Data Suitability for the project \u2022 Check for R Square Measure \u2022 Check for Bias, Variance, \u2022 Do Exploratory Analysis \u2022 &hellip; <\/p>\n<p><a class=\"more-link btn\" href=\"http:\/\/bangla.sitestree.com\/?p=78191\">Continue reading<\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[1974,1],"tags":[],"class_list":["post-78191","post","type-post","status-publish","format-standard","hentry","category-analytics-and-machine-learning-project-development","category-root","item-wrap"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[{"id":78189,"url":"http:\/\/bangla.sitestree.com\/?p=78189","url_meta":{"origin":78191,"position":0},"title":"Initial and Exploratory Analysis for Data Analytics Projects","author":"Sayed","date":"May 21, 2025","format":false,"excerpt":"To have a thorough understanding of the data. Two Types: \u2022 Initial Analysis \u2022 Exploratory Analysis Initial Analysis: Univariate Bi-Variate Multi-Variate Univariate Analysis \u2022 Deciding\/Determining the dependent (target) variable \u2022 Assigning the correct data types, appropriate column names \u2022 Address: Inconsistencies, missing values, outliers \u2022 Categorical variables with too many\u2026","rel":"","context":"In &quot;Analytics and Machine Learning Project Development&quot;","block_context":{"text":"Analytics and Machine Learning Project Development","link":"http:\/\/bangla.sitestree.com\/?cat=1974"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":26203,"url":"http:\/\/bangla.sitestree.com\/?p=26203","url_meta":{"origin":78191,"position":1},"title":"Questions Answered by Exploratory Data Analysis (EDA) #Root","author":"Author-Check- Article-or-Video","date":"April 19, 2021","format":false,"excerpt":"Questions Answered by Exploratory Data Analysis (EDA) What are the key properties of a Dataset (Center, Spread, Skew, probability distribution, correlation, outliers) 1. What is the center of the data (mean, median, mode) 2. How much spread is there in the data? (Variance, Standard deviation, Quartiles, Interquartile Range (IQR), Example:\u2026","rel":"","context":"In &quot;FromSitesTree.com&quot;","block_context":{"text":"FromSitesTree.com","link":"http:\/\/bangla.sitestree.com\/?cat=1917"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":26252,"url":"http:\/\/bangla.sitestree.com\/?p=26252","url_meta":{"origin":78191,"position":2},"title":"Can you answer these random questions on Data Science Project Development #Root","author":"Author-Check- Article-or-Video","date":"April 21, 2021","format":false,"excerpt":"Questions to answer 1. What does a data science project usually involve? What is the common theme across data science projects? 2. Does industry projects and research projects differ? Why and to what extent? 3. What are the some dataset repositories? Where can you get them? 4. Are all public\u2026","rel":"","context":"In &quot;FromSitesTree.com&quot;","block_context":{"text":"FromSitesTree.com","link":"http:\/\/bangla.sitestree.com\/?cat=1917"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":25039,"url":"http:\/\/bangla.sitestree.com\/?p=25039","url_meta":{"origin":78191,"position":3},"title":"Next Recession: How to Invest and Profit in the Next Recession #Root","author":"Author-Check- Article-or-Video","date":"April 15, 2021","format":false,"excerpt":"How to Invest and Profit in the Next Recession https:\/\/www.bloomberg.com\/opinion\/articles\/2019-06-17\/how-to-invest-and-profit-in-the-next-recession \" plan on deploying your cash in tranches: Buy a U.S. index fund when markets are down 20 to 25%; add a developed global index fund when markets fall by 30%. 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