{"id":221180,"date":"2024-02-09T04:16:44","date_gmt":"2024-02-09T04:16:44","guid":{"rendered":"https:\/\/namso-gen.co\/blog\/how-to-find-minimum-value-in-a-column-pandas\/"},"modified":"2024-02-09T04:16:44","modified_gmt":"2024-02-09T04:16:44","slug":"how-to-find-minimum-value-in-a-column-pandas","status":"publish","type":"post","link":"https:\/\/namso-gen.co\/blog\/how-to-find-minimum-value-in-a-column-pandas\/","title":{"rendered":"How to find minimum value in a column Pandas?"},"content":{"rendered":"<p>Pandas is a powerful and popular data manipulation library in Python. It provides various functions and methods to analyze and manipulate data efficiently. One common operation is finding the minimum value in a specific column of a Pandas DataFrame. In this article, we will explore different methods to achieve this task.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_62 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title \" >Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/namso-gen.co\/blog\/how-to-find-minimum-value-in-a-column-pandas\/#Finding_the_Minimum_Value_using_Pandas\" title=\"Finding the Minimum Value using Pandas\">Finding the Minimum Value using Pandas<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/namso-gen.co\/blog\/how-to-find-minimum-value-in-a-column-pandas\/#Frequently_Asked_Questions\" title=\"Frequently Asked Questions:\">Frequently Asked Questions:<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/namso-gen.co\/blog\/how-to-find-minimum-value-in-a-column-pandas\/#Q1_How_to_find_the_minimum_value_in_multiple_columns\" title=\"Q1. How to find the minimum value in multiple columns?\">Q1. How to find the minimum value in multiple columns?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/namso-gen.co\/blog\/how-to-find-minimum-value-in-a-column-pandas\/#Q2_How_to_find_the_minimum_value_across_all_columns\" title=\"Q2. How to find the minimum value across all columns?\">Q2. How to find the minimum value across all columns?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/namso-gen.co\/blog\/how-to-find-minimum-value-in-a-column-pandas\/#Q3_How_to_find_the_row_with_the_minimum_value_in_a_column\" title=\"Q3. How to find the row with the minimum value in a column?\">Q3. How to find the row with the minimum value in a column?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/namso-gen.co\/blog\/how-to-find-minimum-value-in-a-column-pandas\/#Q4_How_to_find_the_column_name_with_the_minimum_value\" title=\"Q4. How to find the column name with the minimum value?\">Q4. How to find the column name with the minimum value?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/namso-gen.co\/blog\/how-to-find-minimum-value-in-a-column-pandas\/#Q5_How_to_get_the_minimum_value_along_each_row\" title=\"Q5. How to get the minimum value along each row?\">Q5. How to get the minimum value along each row?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/namso-gen.co\/blog\/how-to-find-minimum-value-in-a-column-pandas\/#Q6_How_to_find_the_minimum_value_excluding_NaN_values\" title=\"Q6. How to find the minimum value excluding NaN values?\">Q6. How to find the minimum value excluding NaN values?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/namso-gen.co\/blog\/how-to-find-minimum-value-in-a-column-pandas\/#Q7_How_to_find_the_nth_smallest_value_in_a_column\" title=\"Q7. How to find the nth smallest value in a column?\">Q7. How to find the nth smallest value in a column?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/namso-gen.co\/blog\/how-to-find-minimum-value-in-a-column-pandas\/#Q8_How_to_find_the_minimum_value_along_a_specific_axis\" title=\"Q8. How to find the minimum value along a specific axis?\">Q8. How to find the minimum value along a specific axis?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/namso-gen.co\/blog\/how-to-find-minimum-value-in-a-column-pandas\/#Q9_How_to_find_the_minimum_value_and_its_index_in_a_column\" title=\"Q9. How to find the minimum value and its index in a column?\">Q9. How to find the minimum value and its index in a column?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/namso-gen.co\/blog\/how-to-find-minimum-value-in-a-column-pandas\/#Q10_How_to_find_the_minimum_value_using_a_condition_in_a_column\" title=\"Q10. How to find the minimum value using a condition in a column?\">Q10. How to find the minimum value using a condition in a column?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/namso-gen.co\/blog\/how-to-find-minimum-value-in-a-column-pandas\/#Q11_How_to_find_the_minimum_value_in_a_row_rather_than_a_column\" title=\"Q11. How to find the minimum value in a row rather than a column?\">Q11. How to find the minimum value in a row rather than a column?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/namso-gen.co\/blog\/how-to-find-minimum-value-in-a-column-pandas\/#Q12_How_to_find_the_minimum_value_among_multiple_DataFrames\" title=\"Q12. How to find the minimum value among multiple DataFrames?\">Q12. How to find the minimum value among multiple DataFrames?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Finding_the_Minimum_Value_using_Pandas\"><\/span>Finding the Minimum Value using Pandas<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>To find the minimum value in a column using Pandas, we can use the &#8220;min()&#8221; function. This function allows us to calculate the minimum value for a specified column in a DataFrame. Let&#8217;s demonstrate this with an example:<\/p>\n<p>&#8220;`python<br \/>\nimport pandas as pd<\/p>\n<p># Create a DataFrame<br \/>\ndata = {&#8216;Name&#8217;: [&#8216;John&#8217;, &#8216;Robert&#8217;, &#8216;Lisa&#8217;, &#8216;Linda&#8217;, &#8216;Mary&#8217;],<br \/>\n        &#8216;Age&#8217;: [25, 32, 18, 27, 35],<br \/>\n        &#8216;Salary&#8217;: [50000, 70000, 30000, 60000, 80000]}<br \/>\ndf = pd.DataFrame(data)<\/p>\n<p># Find the minimum salary<br \/>\nminimum_salary = df[&#8216;Salary&#8217;].min()<\/p>\n<p>print(&#8216;The minimum salary is:&#8217;, minimum_salary)<br \/>\n&#8220;`<\/p>\n<p><b>The minimum salary is: 30000<\/b><\/p>\n<p>Using the &#8220;min()&#8221; function, we were able to find the minimum salary from the &#8216;Salary&#8217; column in the DataFrame. It returns the minimum value as output.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Frequently_Asked_Questions\"><\/span>Frequently Asked Questions:<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"Q1_How_to_find_the_minimum_value_in_multiple_columns\"><\/span>Q1. How to find the minimum value in multiple columns?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nTo find the minimum value in multiple columns, you can pass a list of column names to the &#8220;min()&#8221; function. It will return the minimum value for each column.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Q2_How_to_find_the_minimum_value_across_all_columns\"><\/span>Q2. How to find the minimum value across all columns?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nTo find the minimum value across all columns of a DataFrame, you can use the &#8220;min()&#8221; function without specifying any column. It will calculate the minimum value for each column individually.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Q3_How_to_find_the_row_with_the_minimum_value_in_a_column\"><\/span>Q3. How to find the row with the minimum value in a column?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nTo find the row containing the minimum value in a specific column, you can use the &#8220;idxmin()&#8221; function. It will return the index of the row having the minimum value.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Q4_How_to_find_the_column_name_with_the_minimum_value\"><\/span>Q4. How to find the column name with the minimum value?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nTo find the column name with the minimum value, you can apply the &#8220;idxmin()&#8221; function to the DataFrame. It will return the name of the column having the minimum value.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Q5_How_to_get_the_minimum_value_along_each_row\"><\/span>Q5. How to get the minimum value along each row?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nTo find the minimum value along each row in a DataFrame, you can use the &#8220;min()&#8221; function with the &#8220;axis&#8221; parameter set to 1.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Q6_How_to_find_the_minimum_value_excluding_NaN_values\"><\/span>Q6. How to find the minimum value excluding NaN values?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nBy default, the &#8220;min()&#8221; function includes NaN (Not a Number) values in its calculations. To exclude NaN values and find the minimum value, you can use the &#8220;min()&#8221; function with the &#8220;skipna&#8221; parameter set to True.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Q7_How_to_find_the_nth_smallest_value_in_a_column\"><\/span>Q7. How to find the nth smallest value in a column?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nTo find the nth smallest value in a column, you can use the &#8220;nsmallest()&#8221; function. It allows you to specify the value of &#8220;n&#8221; to find the nth smallest value.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Q8_How_to_find_the_minimum_value_along_a_specific_axis\"><\/span>Q8. How to find the minimum value along a specific axis?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nTo find the minimum value along a specific axis, you can use the &#8220;min()&#8221; function with the &#8220;axis&#8221; parameter set to the desired axis (0 for columns, 1 for rows).<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Q9_How_to_find_the_minimum_value_and_its_index_in_a_column\"><\/span>Q9. How to find the minimum value and its index in a column?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nTo find the minimum value and its index in a column, you can use the combination of the &#8220;min()&#8221; and &#8220;idxmin()&#8221; functions. The &#8220;min()&#8221; function will give you the minimum value, and the &#8220;idxmin()&#8221; function will provide the index of that value.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Q10_How_to_find_the_minimum_value_using_a_condition_in_a_column\"><\/span>Q10. How to find the minimum value using a condition in a column?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nTo find the minimum value based on a specific condition in a column, you can apply a boolean condition to the column and then use the &#8220;min()&#8221; function on the filtered DataFrame.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Q11_How_to_find_the_minimum_value_in_a_row_rather_than_a_column\"><\/span>Q11. How to find the minimum value in a row rather than a column?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nTo find the minimum value in a row rather than a column, you can use the &#8220;min()&#8221; function on a specific row of the DataFrame instead of a column.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Q12_How_to_find_the_minimum_value_among_multiple_DataFrames\"><\/span>Q12. How to find the minimum value among multiple DataFrames?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nTo find the minimum value among multiple DataFrames, you can concatenate or merge the DataFrames into a single DataFrame and then apply the &#8220;min()&#8221; function to find the minimum value.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Pandas is a powerful and popular data manipulation library in Python. It provides various functions and methods to analyze and manipulate data efficiently. One common operation is finding the minimum value in a specific column of a Pandas DataFrame. In this article, we will explore different methods to achieve this task. Finding the Minimum Value &#8230; <\/p>\n<p class=\"read-more-container\"><a title=\"How to find minimum value in a column Pandas?\" class=\"read-more button\" href=\"https:\/\/namso-gen.co\/blog\/how-to-find-minimum-value-in-a-column-pandas\/#more-221180\">Read more<span class=\"screen-reader-text\">How to find minimum value in a column Pandas?<\/span><\/a><\/p>\n","protected":false},"author":55,"featured_media":107420,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[86279],"tags":[],"class_list":["post-221180","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-learn","no-featured-image-padding"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How to find minimum value in a column Pandas?<\/title>\n<meta name=\"description\" content=\"Pandas is a powerful and popular data manipulation library in Python. 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