{"id":14637,"date":"2022-10-08T15:00:03","date_gmt":"2022-10-08T09:30:03","guid":{"rendered":"https:\/\/jassweb.com\/solved\/solved-pandas-get-json-from-data-frame\/"},"modified":"2022-10-08T15:00:03","modified_gmt":"2022-10-08T09:30:03","slug":"solved-pandas-get-json-from-data-frame","status":"publish","type":"post","link":"https:\/\/jassweb.com\/solved\/solved-pandas-get-json-from-data-frame\/","title":{"rendered":"[Solved] Pandas: get json from data frame"},"content":{"rendered":"<p> [ad_1]<br \/>\n<\/p>\n<div id=\"answer-38973890\" class=\"answer js-answer accepted-answer js-accepted-answer\" data-answerid=\"38973890\" data-parentid=\"38972609\" data-score=\"1\" data-position-on-page=\"1\" data-highest-scored=\"1\" data-question-has-accepted-highest-score=\"1\" itemprop=\"acceptedAnswer\" itemscope itemtype=\"https:\/\/schema.org\/Answer\">\n<div class=\"post-layout\">\n<div class=\"votecell post-layout--left\"><\/div>\n<div class=\"answercell post-layout--right\">\n<div class=\"s-prose js-post-body\" itemprop=\"text\">\n<p>You can use:<\/p>\n<pre><code>#convert int xolum to string\ndf['member_id'] = df.member_id.astype(str)\n#reshaping and convert to months period\ndf.set_index('member_id', inplace=True)\ndf = df.unstack().reset_index(name=\"val\").rename(columns={'level_0':'date'})\ndf['date'] = pd.to_datetime(df.date).dt.to_period('m').dt.strftime('%Y-%m')\n#groupby by date and member_id and aggregate sum\ndf = df.groupby(['date','member_id'])['val'].sum()\n#convert all values !=0 to 1\ndf = (df != 0).astype(int).reset_index()\n<\/code><\/pre>\n<pre><code>#working in pandas 0.18.1\nd = df.groupby('member_id')['date', 'val'].apply(lambda x: pd.Series(x.set_index('date')['val'].to_dict())).to_json(orient=\"index\")\nprint (d)\n{'19404': {'2016-07': 1, '2015-12': 0, '2015-09': 0, '2015-08': 0, '2015-11': 0, '2015-10': 0, '2015-05': 0, '2016-06': 1, '2015-06': 0, '2016-04': 0, '2016-05': 0, '2015-07': 0, '2016-03': 0, '2016-01': 0, '2016-08': 0, '2016-02': 0}, \n'19276': {'2016-07': 0, '2015-12': 0, '2015-09': 0, '2015-08': 0, '2015-11': 0, '2015-10': 0, '2015-05': 0, '2016-06': 0, '2015-06': 0, '2016-04': 0, '2016-05': 0, '2015-07': 0, '2016-03': 0, '2016-01': 1, '2016-08': 0, '2016-02': 0}, \n'19205': {'2016-07': 0, '2015-12': 0, '2015-09': 0, '2015-08': 0, '2015-11': 0, '2015-10': 0, '2015-05': 0, '2016-06': 0, '2015-06': 0, '2016-04': 0, '2016-05': 0, '2015-07': 0, '2016-03': 1, '2016-01': 0, '2016-08': 0, '2016-02': 0}}\n<\/code><\/pre>\n<\/p><\/div>\n<div class=\"mt24\"><\/div>\n<\/div>\n<p>            <span class=\"d-none\" itemprop=\"commentCount\">2<\/span> <\/p><\/div>\n<\/div>\n<p>[ad_2]<\/p>\n<p>solved Pandas: get json from data frame <\/p>\n","protected":false},"excerpt":{"rendered":"<p>[ad_1] You can use: #convert int xolum to string df[&#8216;member_id&#8217;] = df.member_id.astype(str) #reshaping and convert to months period df.set_index(&#8216;member_id&#8217;, inplace=True) df = df.unstack().reset_index(name=&#8221;val&#8221;).rename(columns={&#8216;level_0&#8242;:&#8217;date&#8217;}) df[&#8216;date&#8217;] = pd.to_datetime(df.date).dt.to_period(&#8216;m&#8217;).dt.strftime(&#8216;%Y-%m&#8217;) #groupby by date and member_id and aggregate sum df = df.groupby([&#8216;date&#8217;,&#8217;member_id&#8217;])[&#8216;val&#8217;].sum() #convert all values !=0 to 1 df = (df != 0).astype(int).reset_index() #working in pandas 0.18.1 d = df.groupby(&#8216;member_id&#8217;)[&#8216;date&#8217;, &#8230; <a title=\"[Solved] Pandas: get json from data frame\" class=\"read-more\" href=\"https:\/\/jassweb.com\/solved\/solved-pandas-get-json-from-data-frame\/\" aria-label=\"More on [Solved] Pandas: get json from data frame\">Read more<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[320],"tags":[356,415,349],"class_list":["post-14637","post","type-post","status-publish","format-standard","hentry","category-solved","tag-json","tag-pandas","tag-python"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>[Solved] Pandas: get json from data frame - JassWeb<\/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:\/\/jassweb.com\/solved\/solved-pandas-get-json-from-data-frame\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"[Solved] Pandas: get json from data frame - JassWeb\" \/>\n<meta property=\"og:description\" content=\"[ad_1] You can use: #convert int xolum to string df[&#039;member_id&#039;] = df.member_id.astype(str) #reshaping and convert to months period df.set_index(&#039;member_id&#039;, inplace=True) df = df.unstack().reset_index(name=&quot;val&quot;).rename(columns={&#039;level_0&#039;:&#039;date&#039;}) df[&#039;date&#039;] = pd.to_datetime(df.date).dt.to_period(&#039;m&#039;).dt.strftime(&#039;%Y-%m&#039;) #groupby by date and member_id and aggregate sum df = df.groupby([&#039;date&#039;,&#039;member_id&#039;])[&#039;val&#039;].sum() #convert all values !=0 to 1 df = (df != 0).astype(int).reset_index() #working in pandas 0.18.1 d = df.groupby(&#039;member_id&#039;)[&#039;date&#039;, ... 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JassWeb","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/jassweb.com\/solved\/solved-pandas-get-json-from-data-frame\/","og_locale":"en_US","og_type":"article","og_title":"[Solved] Pandas: get json from data frame - JassWeb","og_description":"[ad_1] You can use: #convert int xolum to string df['member_id'] = df.member_id.astype(str) #reshaping and convert to months period df.set_index('member_id', inplace=True) df = df.unstack().reset_index(name=\"val\").rename(columns={'level_0':'date'}) df['date'] = pd.to_datetime(df.date).dt.to_period('m').dt.strftime('%Y-%m') #groupby by date and member_id and aggregate sum df = df.groupby(['date','member_id'])['val'].sum() #convert all values !=0 to 1 df = (df != 0).astype(int).reset_index() #working in pandas 0.18.1 d = df.groupby('member_id')['date', ... 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