{"id":3653,"date":"2023-10-23T07:55:53","date_gmt":"2023-10-23T02:25:53","guid":{"rendered":"https:\/\/python-programs.com\/?p=3653"},"modified":"2023-11-10T11:55:45","modified_gmt":"2023-11-10T06:25:45","slug":"python-pandas-how-to-convert-lists-to-a-dataframe","status":"publish","type":"post","link":"https:\/\/python-programs.com\/python-pandas-how-to-convert-lists-to-a-dataframe\/","title":{"rendered":"Python Pandas : How to convert lists to a dataframe"},"content":{"rendered":"<h2>How to convert lists to a dataframe in python ?<\/h2>\n<p>As we know in python, lists are used to store multiple values in an ordered sequence inside a single variable.\u00a0 Each element inside the list is called an item.<\/p>\n<pre>Syntax : my_list = [ element1, element2, element3, .....]<\/pre>\n<p>where,<\/p>\n<ul>\n<li>elements\/items are placed inside square brackets <code>[].<\/code><\/li>\n<li>items are separated by , symbol.<\/li>\n<li>It can contain any number of items.<\/li>\n<li>elements can be of different types i.e string, float, integer etc.<\/li>\n<\/ul>\n<p>The pandas library is one of the most preferred tool to do data manipulation and analysis.<\/p>\n<pre><span class=\"enlighter-text\">pandas.<\/span><span class=\"enlighter-m1\">DataFrame<\/span><span class=\"enlighter-g1\">(<\/span><span class=\"enlighter-text\">data=<\/span><span class=\"enlighter-e1\">None<\/span><span class=\"enlighter-text\">, index=<\/span><span class=\"enlighter-e1\">None<\/span><span class=\"enlighter-text\">, columns=<\/span><span class=\"enlighter-e1\">None<\/span><span class=\"enlighter-text\">, dtype=<\/span><span class=\"enlighter-e1\">None<\/span><span class=\"enlighter-text\">, copy=<\/span><span class=\"enlighter-e0\">False<\/span><span class=\"enlighter-g1\">)<\/span><\/pre>\n<h3><strong>Creating DataFrame from list of lists :<\/strong><\/h3>\n<p>Now, let\u2019s take an example.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">#program :\r\n\r\nimport\u00a0pandas\u00a0as\u00a0pd\r\n#List of list\r\nData=[[\u2018apple\u2019, \u2018banana\u2019, \u2018orange\u2019],[\u2018dog\u2019, \u2018cat\u2019, \u2018cow\u2019],[\u2018potato\u2019, \u2018tomato\u2019, \u2018onion\u2019]]\r\n#creating a dataframe object from list of list\r\ndf=pd.DataFrame(Data)\r\n<\/pre>\n<pre>Output:\r\n \u00a0\u00a0\u00a0\u00a0\u00a0 0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0   1\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0         2\r\n0\u00a0 apple\u00a0\u00a0  banana\u00a0   orange\r\n1\u00a0 dog\u00a0\u00a0\u00a0\u00a0    cat\u00a0\u00a0\u00a0\u00a0       cow\r\n2\u00a0 potato\u00a0 tomato\u00a0   onion<\/pre>\n<h3><strong>Creating DataFrame from list of tuples :<\/strong><\/h3>\n<p>Now, let\u2019s take an example.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">#Program\r\n\r\nimport\u00a0pandas\u00a0as\u00a0pd\r\n#List of tuples\r\nData=[(\u2018apple\u2019, \u2018banana\u2019, \u2018orange\u2019),(\u2018dog\u2019, \u2018cat\u2019, \u2018cow\u2019),(\u2018potato\u2019, \u2018tomato\u2019, \u2018onion\u2019)]\r\n#creating a dataframe object from list of tuples\r\ndf=pd.DataFrame(Data)\r\n<\/pre>\n<pre>Output:\r\n \u00a0\u00a0\u00a0\u00a0\u00a0 0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0      1\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0          2\r\n0\u00a0 apple\u00a0\u00a0    banana\u00a0    orange\r\n1\u00a0 dog\u00a0\u00a0\u00a0\u00a0      cat\u00a0\u00a0\u00a0\u00a0       cow\r\n2\u00a0 potato\u00a0  tomato\u00a0    onion<\/pre>\n<h3><strong>Converting list of tuples to dataframe and set column names and indexes :<\/strong><\/h3>\n<p>We can also make the column and index names.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">#Program \r\n\r\n\r\nimport\u00a0pandas\u00a0as\u00a0pd\r\n#List of tuples \r\nData=[(\u2018apple\u2019, \u2018banana\u2019, \u2018orange\u2019),(\u2018dog\u2019, \u2018cat\u2019, \u2018cow\u2019),(\u2018potato\u2019, \u2018tomato\u2019, \u2018onion\u2019)] \r\n#Converting list of tuples to dataframe and set column names and indexes \r\ndf=pd.DataFrame(Data, columns=[\u2018a\u2019, \u2018b\u2019, \u2018c\u2019], index=[\u2018fruits\u2019, \u2018animals\u2019, \u2018vegetables\u2019])<\/pre>\n<pre>Output:\r\n \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0        0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0       1\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0          2\r\nfruits\u00a0\u00a0\u00a0\u00a0\u00a0        apple\u00a0\u00a0   banana\u00a0     orange\r\nanimals\u00a0\u00a0\u00a0\u00a0      dog\u00a0\u00a0\u00a0\u00a0    cat\u00a0\u00a0\u00a0\u00a0       cow\r\nvegetables\u00a0   potato\u00a0  tomato\u00a0    onion<\/pre>\n<p>We can also skip one more than one columns like we have 3 rows and 3 columns<\/p>\n<p>This can be used when you don\u2019t need a column<\/p>\n<p>so let\u2019s try removing 1 column.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">#Program \r\n\r\nimport\u00a0pandas\u00a0as\u00a0pd\r\n#List of tuples \r\nData=[(\u2018apple\u2019, \u2018banana\u2019, \u2018orange\u2019),(\u2018dog\u2019, \u2018cat\u2019, \u2018cow\u2019),(\u2018potato\u2019, \u2018tomato\u2019, \u2018onion\u2019)] \r\n#Converting list of tuples to dataframe and set column names and indexes \r\ndf=pd.DataFrame(Data, exclude=[\u20182\u2019], columns=[\u2018a\u2019, \u2018b\u2019, \u2018c\u2019], index=[\u2018fruits\u2019, \u2018animals\u2019, \u2018vegetables\u2019])<\/pre>\n<pre>Output:\r\n \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0        0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0       1\r\nfruits\u00a0\u00a0\u00a0\u00a0\u00a0      apple\u00a0\u00a0     banana\r\nanimals\u00a0\u00a0\u00a0\u00a0    dog\u00a0\u00a0\u00a0\u00a0       cat\r\nvegetables\u00a0 potato\u00a0     tomato<\/pre>\n<h3>Creating a dataframe from multiple lists :<\/h3>\n<p>We can also create a dataframe by giving multiple multiple lists.<\/p>\n<p>Let\u2019s try this:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">#Program :\r\n\r\nimport\u00a0pandas\u00a0as\u00a0pd\r\nroll_no = [1, 2, 3]\r\nname = [\u2018Tia\u2019, \u2018Raj\u2019, \u2018Rahul\u2019]\r\nstate = [\u2018Goa\u2019, \u2019Assam\u2019, \u2018Punjab\u2019]\r\nwrapoflist = list(zip(roll_no, name, state))\r\ndf = pd.DataFrame(wrapoflist, column=[\u2018roll_no\u2019, \u2018name\u2019, \u2018state\u2019], index=[\u2018a\u2019, \u2018b\u2019, \u2018c\u2019])\r\n<\/pre>\n<pre>Output:\r\n \u00a0     roll_no\u00a0 name\u00a0\u00a0\u00a0     state\r\na\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 1\u00a0\u00a0       Tia\u00a0\u00a0\u00a0 \u00a0\u00a0     Goa\r\nb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 2\u00a0\u00a0       Raj\u00a0\u00a0\u00a0       Assam\r\nc\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 3\u00a0\u00a0      Rahul\u00a0      Punjab<\/pre>\n<p>Want to expert in the python programming language? Exploring\u00a0<a href=\"https:\/\/python-programs.com\/python-data-analysis-using-pandas\/\">Python Data Analysis using Pandas<\/a>\u00a0tutorial changes your knowledge from basic to advance level in python concepts.<\/p>\n<ul>\n<li><a href=\"https:\/\/python-programs.com\/python-pandas-how-to-create-dataframe-from-dictionary\/\">How to create DataFrame from a dictionary?<\/a><\/li>\n<li><a href=\"https:\/\/python-programs.com\/pandas-how-to-create-an-empty-dataframe-and-append-rows-columns-to-it-in-python\/\">How to create an empty DataFrame and add data to it later?<\/a><\/li>\n<li><a href=\"https:\/\/python-programs.com\/read-csv-file-to-dataframe-with-custom-delimiter-in-python\/\">How to read a csv file to Dataframe with custom delimiter?<\/a><\/li>\n<li><a href=\"https:\/\/python-programs.com\/pandas-skip-rows-while-reading-csv-file-to-a-dataframe-using-read_csv-in-python\/\">How to skip rows while reading csv file to a Dataframe using read_csv()?<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>How to convert lists to a dataframe in python ? As we know in python, lists are used to store multiple values in an ordered sequence inside a single variable.\u00a0 Each element inside the list is called an item. Syntax : my_list = [ element1, element2, element3, &#8230;..] where, elements\/items are placed inside square brackets &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/python-programs.com\/python-pandas-how-to-convert-lists-to-a-dataframe\/\"> <span class=\"screen-reader-text\">Python Pandas : How to convert lists to a dataframe<\/span> Read More &raquo;<\/a><\/p>\n","protected":false},"author":9,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"spay_email":"","jetpack_publicize_message":"","jetpack_is_tweetstorm":false,"jetpack_publicize_feature_enabled":true},"categories":[5],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v18.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Python Pandas : How to convert lists to a dataframe - Python Programs<\/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:\/\/python-programs.com\/python-pandas-how-to-convert-lists-to-a-dataframe\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python Pandas : How to convert lists to a dataframe - Python Programs\" \/>\n<meta property=\"og:description\" content=\"How to convert lists to a dataframe in python ? 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As we know in python, lists are used to store multiple values in an ordered sequence inside a single variable.\u00a0 Each element inside the list is called an item. 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