{"id":229810,"date":"2024-03-30T04:53:22","date_gmt":"2024-03-30T04:53:22","guid":{"rendered":"https:\/\/namso-gen.co\/blog\/?p=229810"},"modified":"2024-03-30T04:53:22","modified_gmt":"2024-03-30T04:53:22","slug":"how-to-sort-by-value-in-dictionary-python","status":"publish","type":"post","link":"https:\/\/namso-gen.co\/blog\/how-to-sort-by-value-in-dictionary-python\/","title":{"rendered":"How to sort by value in dictionary Python?"},"content":{"rendered":"<p>Python provides a powerful built-in data structure called a dictionary that allows you to store and manipulate key-value pairs. While dictionaries are unordered by nature, there are situations where sorting the dictionary by its values becomes necessary. This article will guide you through various methods of sorting a dictionary by its values in Python.<\/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-sort-by-value-in-dictionary-python\/#Sorting_a_Dictionary_by_Value_using_the_sorted_Function\" title=\"Sorting a Dictionary by Value using the sorted() Function\">Sorting a Dictionary by Value using the sorted() Function<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/namso-gen.co\/blog\/how-to-sort-by-value-in-dictionary-python\/#How_does_the_lambda_function_work_in_this_case\" title=\"How does the lambda function work in this case?\">How does the lambda function work in this case?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/namso-gen.co\/blog\/how-to-sort-by-value-in-dictionary-python\/#Is_the_original_dictionary_modified_when_using_the_sorted_function\" title=\"Is the original dictionary modified when using the sorted() function?\">Is the original dictionary modified when using the sorted() function?<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/namso-gen.co\/blog\/how-to-sort-by-value-in-dictionary-python\/#Sorting_a_Dictionary_by_Value_using_the_operator_module\" title=\"Sorting a Dictionary by Value using the operator module\">Sorting a Dictionary by Value using the operator module<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/namso-gen.co\/blog\/how-to-sort-by-value-in-dictionary-python\/#What_does_the_operatoritemgetter1_do\" title=\"What does the operator.itemgetter(1) do?\">What does the operator.itemgetter(1) do?<\/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-sort-by-value-in-dictionary-python\/#Can_I_sort_the_dictionary_in_reverse_order\" title=\"Can I sort the dictionary in reverse order?\">Can I sort the dictionary in reverse order?<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/namso-gen.co\/blog\/how-to-sort-by-value-in-dictionary-python\/#Sorting_a_Dictionary_by_Value_using_a_List_of_Tuples\" title=\"Sorting a Dictionary by Value using a List of Tuples\">Sorting a Dictionary by Value using a List of Tuples<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/namso-gen.co\/blog\/how-to-sort-by-value-in-dictionary-python\/#Why_convert_the_dictionary_into_a_list_of_tuples\" title=\"Why convert the dictionary into a list of tuples?\">Why convert the dictionary into a list of tuples?<\/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-sort-by-value-in-dictionary-python\/#Does_this_method_work_for_dictionaries_with_duplicate_values\" title=\"Does this method work for dictionaries with duplicate values?\">Does this method work for dictionaries with duplicate values?<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/namso-gen.co\/blog\/how-to-sort-by-value-in-dictionary-python\/#FAQs\" title=\"FAQs\">FAQs<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/namso-gen.co\/blog\/how-to-sort-by-value-in-dictionary-python\/#How_to_sort_a_dictionary_in_descending_order_by_value_in_Python\" title=\"How to sort a dictionary in descending order by value in Python?\">How to sort a dictionary in descending order by value in Python?<\/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-sort-by-value-in-dictionary-python\/#How_to_get_the_top_N_items_from_a_dictionary_based_on_their_values\" title=\"How to get the top N items from a dictionary based on their values?\">How to get the top N items from a dictionary based on their values?<\/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-sort-by-value-in-dictionary-python\/#Can_I_sort_a_dictionary_based_on_keys_instead_of_values\" title=\"Can I sort a dictionary based on keys instead of values?\">Can I sort a dictionary based on keys instead of values?<\/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-sort-by-value-in-dictionary-python\/#What_happens_if_the_dictionary_has_None_values\" title=\"What happens if the dictionary has None values?\">What happens if the dictionary has None values?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/namso-gen.co\/blog\/how-to-sort-by-value-in-dictionary-python\/#Can_I_preserve_the_original_order_of_the_dictionary_keys_while_sorting_by_values\" title=\"Can I preserve the original order of the dictionary keys while sorting by values?\">Can I preserve the original order of the dictionary keys while sorting by values?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/namso-gen.co\/blog\/how-to-sort-by-value-in-dictionary-python\/#Can_I_sort_a_dictionary_by_its_values_in_a_case-insensitive_manner\" title=\"Can I sort a dictionary by its values in a case-insensitive manner?\">Can I sort a dictionary by its values in a case-insensitive manner?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/namso-gen.co\/blog\/how-to-sort-by-value-in-dictionary-python\/#Will_sorting_a_dictionary_affect_its_performance\" title=\"Will sorting a dictionary affect its performance?\">Will sorting a dictionary affect its performance?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/namso-gen.co\/blog\/how-to-sort-by-value-in-dictionary-python\/#What_happens_if_two_dictionary_values_are_equal_while_sorting\" title=\"What happens if two dictionary values are equal while sorting?\">What happens if two dictionary values are equal while sorting?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/namso-gen.co\/blog\/how-to-sort-by-value-in-dictionary-python\/#Can_I_sort_a_dictionary_by_multiple_keys_or_values\" title=\"Can I sort a dictionary by multiple keys or values?\">Can I sort a dictionary by multiple keys or values?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/namso-gen.co\/blog\/how-to-sort-by-value-in-dictionary-python\/#Can_I_sort_a_dictionary_with_nested_dictionaries\" title=\"Can I sort a dictionary with nested dictionaries?\">Can I sort a dictionary with nested dictionaries?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/namso-gen.co\/blog\/how-to-sort-by-value-in-dictionary-python\/#Is_it_possible_to_sort_a_dictionary_based_on_values_of_a_specific_data_type\" title=\"Is it possible to sort a dictionary based on values of a specific data type?\">Is it possible to sort a dictionary based on values of a specific data type?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/namso-gen.co\/blog\/how-to-sort-by-value-in-dictionary-python\/#Is_the_sorted_function_the_most_efficient_way_to_sort_a_dictionary\" title=\"Is the sorted() function the most efficient way to sort a dictionary?\">Is the sorted() function the most efficient way to sort a dictionary?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Sorting_a_Dictionary_by_Value_using_the_sorted_Function\"><\/span>Sorting a Dictionary by Value using the sorted() Function<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>The simplest and most straightforward way to sort a dictionary by its values is by using the built-in sorted() function in Python. This function takes an iterable as an input and returns a sorted list of its elements. However, when using this function with dictionaries, it returns a list of the dictionary&#8217;s keys. To sort by values, we can utilize the sorted() function along with a lambda function to access the dictionary values.<\/p>\n<p>&#8220;`python<br \/>\ndef sort_dict_by_value(dictionary):<br \/>\n    return sorted(dictionary, key=lambda x: dictionary[x])<br \/>\n&#8220;`<\/p>\n<p>In the code snippet above, we define a function called sort_dict_by_value() that takes a dictionary as an argument. The sorted() function then sorts the dictionary keys based on their corresponding values, using the lambda function as the key parameter. The function returns a list of the sorted dictionary keys.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"How_does_the_lambda_function_work_in_this_case\"><\/span>How does the lambda function work in this case?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe lambda function takes each dictionary key as the input parameter x and returns the corresponding value dictionary[x]. This allows the sorted() function to determine the correct order by sorting the keys based on their values.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Is_the_original_dictionary_modified_when_using_the_sorted_function\"><\/span>Is the original dictionary modified when using the sorted() function?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, the sorted() function returns a new list based on the original dictionary without modifying the original dictionary itself.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Sorting_a_Dictionary_by_Value_using_the_operator_module\"><\/span>Sorting a Dictionary by Value using the operator module<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Another approach to sorting a dictionary by its values is by utilizing the operator module in Python. The operator module provides various efficient and convenient functions.<\/p>\n<p>&#8220;`python<br \/>\nimport operator<\/p>\n<p>def sort_dict_by_value(dictionary):<br \/>\n    return sorted(dictionary.items(), key=operator.itemgetter(1))<br \/>\n&#8220;`<\/p>\n<p>In this code snippet, we import the operator module and define the sort_dict_by_value() function that takes a dictionary as an argument. By using the operator.itemgetter(1) function as the key parameter, we can specify that the sorting should be based on the dictionary values. The function returns a sorted list of key-value tuple pairs.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"What_does_the_operatoritemgetter1_do\"><\/span>What does the operator.itemgetter(1) do?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe operator.itemgetter(1) function is a built-in function provided by the operator module. In this case, it specifies that the sorting should be based on the second element of each key-value tuple, which corresponds to the dictionary values.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Can_I_sort_the_dictionary_in_reverse_order\"><\/span>Can I sort the dictionary in reverse order?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nYes, you can sort the dictionary in reverse order by passing the reverse=True parameter to the sorted() function or by using the reverse=True parameter with the sorted() function along with the operator.itemgetter(1) function.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Sorting_a_Dictionary_by_Value_using_a_List_of_Tuples\"><\/span>Sorting a Dictionary by Value using a List of Tuples<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>An alternative method to sort a dictionary by its values is by converting it into a list of tuples, sorting it using the sorted() function, and then converting it back into a dictionary.<\/p>\n<p>&#8220;`python<br \/>\ndef sort_dict_by_value(dictionary):<br \/>\n    sorted_tuples = sorted(dictionary.items(), key=lambda x: x[1])<br \/>\n    sorted_dict = {key: value for key, value in sorted_tuples}<br \/>\n    return sorted_dict<br \/>\n&#8220;`<\/p>\n<p>This code snippet defines the sort_dict_by_value() function that performs the following steps:<br \/>\n1. Converts the dictionary items into a list of tuples using the items() method.<br \/>\n2. Sorts the list of tuples based on the second element (value) of each tuple using a lambda function.<br \/>\n3. Creates a new dictionary by iterating over the sorted tuples and assigning the original keys and values.<br \/>\n4. Returns the sorted dictionary.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Why_convert_the_dictionary_into_a_list_of_tuples\"><\/span>Why convert the dictionary into a list of tuples?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe sorted() function requires an iterable as input, and dictionaries are not directly iterable. By converting the dictionary into a list of tuples using the items() method, we can effectively sort the dictionary based on its values.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Does_this_method_work_for_dictionaries_with_duplicate_values\"><\/span>Does this method work for dictionaries with duplicate values?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nYes, this method works for dictionaries with duplicate values. In such cases, the dictionary keys with equal values will be sorted in the original order.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"FAQs\"><\/span>FAQs<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"How_to_sort_a_dictionary_in_descending_order_by_value_in_Python\"><\/span>How to sort a dictionary in descending order by value in Python?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nTo sort a dictionary in descending order by value, you can use the sorted() function with the reverse=True parameter.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"How_to_get_the_top_N_items_from_a_dictionary_based_on_their_values\"><\/span>How to get the top N items from a dictionary based on their values?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nTo get the top N items from a dictionary based on their values, you can sort the dictionary using any of the methods mentioned above and then retrieve the first N items from the sorted list.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Can_I_sort_a_dictionary_based_on_keys_instead_of_values\"><\/span>Can I sort a dictionary based on keys instead of values?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nYes, you can sort a dictionary based on keys by directly using the sorted() function without specifying a key parameter.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"What_happens_if_the_dictionary_has_None_values\"><\/span>What happens if the dictionary has None values?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nIf the dictionary has None values, it will be sorted based on the keys instead of the values, as the None values cannot be used for comparison.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Can_I_preserve_the_original_order_of_the_dictionary_keys_while_sorting_by_values\"><\/span>Can I preserve the original order of the dictionary keys while sorting by values?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, dictionaries in Python are inherently unordered, so the original order of keys cannot be preserved. You can convert the sorted list of keys back into a new dictionary, which will maintain the sorted order.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Can_I_sort_a_dictionary_by_its_values_in_a_case-insensitive_manner\"><\/span>Can I sort a dictionary by its values in a case-insensitive manner?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nYes, you can sort a dictionary by values in a case-insensitive manner by converting the values or keys to a common case using the lower() or upper() methods.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Will_sorting_a_dictionary_affect_its_performance\"><\/span>Will sorting a dictionary affect its performance?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, sorting a dictionary does not affect the performance of dictionary operations. The sorting operation itself may have a performance impact depending on the size of the dictionary.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"What_happens_if_two_dictionary_values_are_equal_while_sorting\"><\/span>What happens if two dictionary values are equal while sorting?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nIf two dictionary values are equal while sorting, the keys will be sorted based on their natural order, which is generally based on the insertion order.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Can_I_sort_a_dictionary_by_multiple_keys_or_values\"><\/span>Can I sort a dictionary by multiple keys or values?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, dictionaries in Python are unordered and do not support sorting by multiple keys or values. You would need to convert the dictionary into a different data structure that supports sorting by multiple criteria, such as a list of dictionaries.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Can_I_sort_a_dictionary_with_nested_dictionaries\"><\/span>Can I sort a dictionary with nested dictionaries?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nYes, you can sort a dictionary with nested dictionaries by specifying the nested key in the lambda function or the operator.itemgetter() function.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Is_it_possible_to_sort_a_dictionary_based_on_values_of_a_specific_data_type\"><\/span>Is it possible to sort a dictionary based on values of a specific data type?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nYes, it is possible to sort a dictionary based on values of a specific data type. You can modify the lambda function or the operator.itemgetter() function to handle the specific data type comparisons.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Is_the_sorted_function_the_most_efficient_way_to_sort_a_dictionary\"><\/span>Is the sorted() function the most efficient way to sort a dictionary?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe sorted() function is a convenient and general-purpose method for sorting a dictionary by its values. However, for large dictionaries that require frequent sorting, other specialized data structures like OrderedDict or third-party libraries like pandas might provide more efficient options.<\/p>\n<p>Now that you have learned different ways to sort a dictionary by its values in Python, you can confidently handle scenarios where sorting by values becomes necessary. Sorting a dictionary allows you to manipulate and analyze its contents more effectively, providing you with valuable insights from your data.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Python provides a powerful built-in data structure called a dictionary that allows you to store and manipulate key-value pairs. While dictionaries are unordered by nature, there are situations where sorting the dictionary by its values becomes necessary. This article will guide you through various methods of sorting a dictionary by its values in Python. Sorting &#8230; <\/p>\n<p class=\"read-more-container\"><a title=\"How to sort by value in dictionary Python?\" class=\"read-more button\" href=\"https:\/\/namso-gen.co\/blog\/how-to-sort-by-value-in-dictionary-python\/#more-229810\">Read more<span class=\"screen-reader-text\">How to sort by value in dictionary Python?<\/span><\/a><\/p>\n","protected":false},"author":57,"featured_media":107420,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[86279],"tags":[],"class_list":["post-229810","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 sort by value in dictionary Python?<\/title>\n<meta name=\"description\" content=\"Python provides a powerful built-in data structure called a dictionary that allows you to store and manipulate key-value pairs. 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