{"id":12118,"date":"2022-01-31T13:32:27","date_gmt":"2022-01-31T12:32:27","guid":{"rendered":"https:\/\/flaven.fr\/?post_type=bf_videos_manager&#038;p=12118"},"modified":"2022-02-01T12:07:12","modified_gmt":"2022-02-01T11:07:12","slug":"part-3-exploratory-data-analysis-or-eda-in-data-science-made-easy-with-sweetviz-pandas-profiling-and-streamlit","status":"publish","type":"bf_videos_manager","link":"https:\/\/flaven.fr\/videos\/part-3-exploratory-data-analysis-or-eda-in-data-science-made-easy-with-sweetviz-pandas-profiling-and-streamlit\/","title":{"rendered":"Part 3 Exploratory Data Analysis or EDA in Data Science made easy with SWEETVIZ, PANDAS PROFILING and Streamlit"},"content":{"rendered":"<p><b>QUICK DESCRIPTION<\/b><br \/>\nA quick presentation in videos on Exploratory Data Analysis or EDA in Data Science made easy with SWEETVIZ, PANDAS PROFILING and Streamlit for the Github repo below.<\/p>\n<p><b>All the files are available on my GitHub account <a href=\"https:\/\/github.com\/bflaven\/BlogArticlesExamples\/tree\/master\/streamlit-sweetviz-pandas-profiling-eda-made-easy\" target=\"_blank\" rel=\"noopener\">https:\/\/github.com\/bflaven\/BlogArticlesExamples\/tree\/master\/streamlit-sweetviz-pandas-profiling-eda-made-easy<\/a><\/b><\/p>\n<p><b>PART_2 (streamlit_eda_made_easy_1)<\/b><br \/>\nOn GitHub, you can find different approach to build up an &#8220;Exploratory Data Analysis&#8221; (EDA in Data Science). This one is inspired by Marina Ramalhete from Brazil that is pretty advanced as is it designed with a Class. I have rework few elements to make it more readable and deliver more contextual information when checking the data. More on <a href=\"https:\/\/github.com\/marinaramalhete\/Exploratory-Data-Analysis-App\" target=\"_blank\" rel=\"noopener\">https:\/\/github.com\/marinaramalhete\/Exploratory-Data-Analysis-App<\/a><\/p>\n<p><b>PART_3 (streamlit_eda_made_easy_2)<.b><br \/>\nFew examples gathered from different sources mostly Books or Github, made with Streamlit.<\/p>\n<ul>\n<li><b>Streamlit<\/b>: Streamlit turns data scripts into shareable web apps in minutes. All in Python. All for free. No front\u2011end experience required. More on <a href=\"https:\/\/streamlit.io\/\" target=\"_blank\" rel=\"noopener\">https:\/\/streamlit.io\/<\/a><\/li>\n<li><b>SWEETVIZ<\/b>: A dataviz librairie in Python. More on <a href=\"https:\/\/libraries.io\/pypi\/sweetviz\" target=\"_blank\" rel=\"noopener\">https:\/\/libraries.io\/pypi\/sweetviz<\/a><\/li>\n<li><b>Pandas Profiling<\/b>: A dataviz librairie in Python. More on <a href=\"https:\/\/pypi.org\/project\/pandas-profiling\/\" target=\"_blank\" rel=\"noopener\">https:\/\/pypi.org\/project\/pandas-profiling\/<\/a><\/li>\n<li><b>Sweetviz: Automate Exploratory Data Analysis (EDA)<\/b> A great article on Sweetviz. More on <a href=\"https:\/\/coderzcolumn.com\/tutorials\/data-science\/sweetviz-automate-exploratory-data-analysis-eda\" target=\"_blank\" rel=\"noopener\">https:\/\/coderzcolumn.com\/tutorials\/data-science\/sweetviz-automate-exploratory-data-analysis-eda<\/a><\/li>\n<li><b>Toy datasets<\/b>: Toy Datasets from Scikit. More on <a href=\"https:\/\/scikit-learn.org\/stable\/datasets\/toy_dataset.html\" target=\"_blank\" rel=\"noopener\">https:\/\/scikit-learn.org\/stable\/datasets\/toy_dataset.html<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>QUICK DESCRIPTION A quick presentation in videos on Exploratory Data Analysis or EDA in Data Science made easy with SWEETVIZ, PANDAS PROFILING and Streamlit for&hellip; <\/p>\n<p class=\"text-center\"><a href=\"https:\/\/flaven.fr\/videos\/part-3-exploratory-data-analysis-or-eda-in-data-science-made-easy-with-sweetviz-pandas-profiling-and-streamlit\/\" class=\"more-link\">Continue reading &rarr; <span class=\"screen-reader-text\">Part 3 Exploratory Data Analysis or EDA in Data Science made easy with SWEETVIZ, PANDAS PROFILING and Streamlit<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":11806,"comment_status":"open","ping_status":"closed","template":"","bf_videos_manager_tag":[2864,2871,2752,2805,2813,2869,2840,2846,2672,2806,2868,2842,2865],"bf_videos_manager_cat":[2729,2681,2682,2678,2721,2679,2680],"class_list":["post-12118","bf_videos_manager","type-bf_videos_manager","status-publish","has-post-thumbnail","hentry","bf_videos_manager_tag-dashboard","bf_videos_manager_tag-data-science","bf_videos_manager_tag-development","bf_videos_manager_tag-numpy","bf_videos_manager_tag-panda","bf_videos_manager_tag-pandas-profiling","bf_videos_manager_tag-po","bf_videos_manager_tag-poc","bf_videos_manager_tag-python","bf_videos_manager_tag-streamlit","bf_videos_manager_tag-sweetviz","bf_videos_manager_tag-tooling","bf_videos_manager_tag-webtool","bf_videos_manager_cat-agile","bf_videos_manager_cat-development","bf_videos_manager_cat-experiences","bf_videos_manager_cat-python","bf_videos_manager_cat-training","bf_videos_manager_cat-tutorials","bf_videos_manager_cat-videos"],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/flaven.fr\/happy-api\/wp\/v2\/bf_videos_manager\/12118","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/flaven.fr\/happy-api\/wp\/v2\/bf_videos_manager"}],"about":[{"href":"https:\/\/flaven.fr\/happy-api\/wp\/v2\/types\/bf_videos_manager"}],"author":[{"embeddable":true,"href":"https:\/\/flaven.fr\/happy-api\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/flaven.fr\/happy-api\/wp\/v2\/comments?post=12118"}],"version-history":[{"count":2,"href":"https:\/\/flaven.fr\/happy-api\/wp\/v2\/bf_videos_manager\/12118\/revisions"}],"predecessor-version":[{"id":12123,"href":"https:\/\/flaven.fr\/happy-api\/wp\/v2\/bf_videos_manager\/12118\/revisions\/12123"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/flaven.fr\/happy-api\/wp\/v2\/media\/11806"}],"wp:attachment":[{"href":"https:\/\/flaven.fr\/happy-api\/wp\/v2\/media?parent=12118"}],"wp:term":[{"taxonomy":"bf_videos_manager_tag","embeddable":true,"href":"https:\/\/flaven.fr\/happy-api\/wp\/v2\/bf_videos_manager_tag?post=12118"},{"taxonomy":"bf_videos_manager_cat","embeddable":true,"href":"https:\/\/flaven.fr\/happy-api\/wp\/v2\/bf_videos_manager_cat?post=12118"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}