{"guid":"bfbd4555-b241-4e56-b438-3a6fa881a375","title":" Using Python pandas for scientific Research","subtitle":null,"slug":"froscon2016-1846-using_python_pandas_for_scientific_research","link":null,"description":"With the pandas library there is a powerful alternative to scientific programming languages such as R, Octave or Matlab. Originally designed for the analysis of financial data is has become a standard in terms of data handling and manipulation and is widely used not just in science but also the financial industry.\nIn this article we describe how pandas can be applied in everyday analyses where efficient data handling is required and how it can be integrated with other Python libraries such as numpy or matplotlib.","original_language":"eng","persons":["Uwe Ziegenhagen"],"tags":["FrOSCon meets Science"],"view_count":208,"promoted":false,"date":"2016-08-20T11:15:00.000+02:00","release_date":"2016-08-20T02:00:00.000+02:00","updated_at":"2025-12-29T22:00:19.833+01:00","length":2506,"duration":2506,"thumb_url":"https://static.media.ccc.de/media/events/froscon/2016/1846-hd.jpg","poster_url":"https://static.media.ccc.de/media/events/froscon/2016/1846-hd_preview.jpg","timeline_url":"https://static.media.ccc.de/media/events/froscon/2016/bfbd4555-b241-4e56-b438-3a6fa881a375-timeline.jpg","thumbnails_url":"https://static.media.ccc.de/media/events/froscon/2016/bfbd4555-b241-4e56-b438-3a6fa881a375-thumbnails.vtt","frontend_link":"https://media.ccc.de/v/froscon2016-1846-using_python_pandas_for_scientific_research","url":"https://api.media.ccc.de/public/events/bfbd4555-b241-4e56-b438-3a6fa881a375","conference_title":"FrOSCon 2016","conference_url":"https://api.media.ccc.de/public/conferences/froscon2016","related":[{"event_id":342,"event_guid":"import-ef9f4cf355ba454d2f","weight":2},{"event_id":2008,"event_guid":"zLQRrJi05bpzgkLweZJT1Q","weight":8},{"event_id":2781,"event_guid":"d23284b6-84a4-11e5-9649-ea127aff211d","weight":3},{"event_id":3376,"event_guid":"ad9b071e-3675-4f8b-9710-62cebe7d5d31","weight":2},{"event_id":3380,"event_guid":"f67e27f3-eef4-4233-8e21-a8296b486056","weight":3},{"event_id":3381,"event_guid":"c1d9f8e6-94ec-4d40-92d9-da5b74c4087a","weight":2},{"event_id":3390,"event_guid":"780f8f8e-9210-4bf6-8e0f-087b56bdd54c","weight":2},{"event_id":3393,"event_guid":"095b3c67-9dd1-4e16-846d-c3c44fe3a092","weight":2},{"event_id":3403,"event_guid":"ca11e7f4-633d-4ae8-aff6-b1b90e15fc12","weight":2},{"event_id":3405,"event_guid":"8c834770-a8d7-44a8-8405-abd4c10f6a17","weight":2},{"event_id":3407,"event_guid":"06ce4655-baf5-4c76-a2b6-71207f30bfc8","weight":4},{"event_id":3418,"event_guid":"e22d9cbc-8dfe-4b87-a0e0-56fb76a62511","weight":2},{"event_id":3428,"event_guid":"7d2ccfda-ae1f-47a9-8d0a-c1c6c270614a","weight":2},{"event_id":3436,"event_guid":"bff919d7-0756-4e00-9901-9f9311415f9a","weight":2},{"event_id":3437,"event_guid":"b769c032-9b11-4a1c-aa4e-3cd231894586","weight":2},{"event_id":3442,"event_guid":"b467ea0d-15c2-4e1b-a430-fc3ee9be445f","weight":2},{"event_id":3450,"event_guid":"4bdc2468-fc82-4a7d-9df8-df1f40e6ea8f","weight":2},{"event_id":3457,"event_guid":"3c85f525-cd67-4900-b44f-6f2ce9fd7fd9","weight":2},{"event_id":3607,"event_guid":"64c07cb5-ec19-4972-a2c8-96c0e0df83c6","weight":2},{"event_id":3640,"event_guid":"700a07e7-a9c4-437b-a4c5-4491b23a9b4a","weight":2},{"event_id":4268,"event_guid":"ba28bb48-0861-4159-a27b-d27b8a3e2ec2","weight":3},{"event_id":4393,"event_guid":"726f6dc1-ff55-4bd7-bffa-56ae1a4596fc","weight":2},{"event_id":4493,"event_guid":"12c20fb9-b911-5eec-86db-ae321566b8ec","weight":3},{"event_id":4494,"event_guid":"e04b5e6f-0069-5798-b0e1-92f32fcb3f1b","weight":2},{"event_id":4499,"event_guid":"b6b5253f-396c-5146-95bf-df12f61fae6b","weight":2},{"event_id":5176,"event_guid":"51dfa4d9-28b8-49b2-87c8-ea5cc70e72a2","weight":2},{"event_id":5256,"event_guid":"c2474049-40f0-4d92-935e-e22090e3d343","weight":4},{"event_id":5734,"event_guid":"adde2800-ffa1-44c4-aafd-c4928ee5378d","weight":2}],"recordings":[{"size":130,"length":2506,"mime_type":"video/mp4","language":"eng","filename":"froscon16-1846-eng-Using_Python_pandas_for_scientific_Research_hd.mp4","state":"new","folder":"h264-hd","high_quality":true,"width":1920,"height":1080,"updated_at":"2016-08-20T17:40:49.535+02:00","recording_url":"https://cdn.media.ccc.de/events/froscon/2016/h264-hd/froscon16-1846-eng-Using_Python_pandas_for_scientific_Research_hd.mp4","url":"https://api.media.ccc.de/public/recordings/12216","event_url":"https://api.media.ccc.de/public/events/bfbd4555-b241-4e56-b438-3a6fa881a375","conference_url":"https://api.media.ccc.de/public/conferences/froscon2016"},{"size":63,"length":2506,"mime_type":"video/webm","language":"eng","filename":"froscon16-1846-eng-Using_Python_pandas_for_scientific_Research_webm-sd.webm","state":"new","folder":"webm-sd","high_quality":false,"width":720,"height":576,"updated_at":"2016-08-20T21:56:40.396+02:00","recording_url":"https://cdn.media.ccc.de/events/froscon/2016/webm-sd/froscon16-1846-eng-Using_Python_pandas_for_scientific_Research_webm-sd.webm","url":"https://api.media.ccc.de/public/recordings/12298","event_url":"https://api.media.ccc.de/public/events/bfbd4555-b241-4e56-b438-3a6fa881a375","conference_url":"https://api.media.ccc.de/public/conferences/froscon2016"},{"size":30,"length":2499,"mime_type":"audio/opus","language":"eng","filename":"froscon16-1846-eng-Using_Python_pandas_for_scientific_Research.opus","state":"new","folder":"opus","high_quality":false,"width":0,"height":0,"updated_at":"2016-08-20T23:55:51.901+02:00","recording_url":"https://cdn.media.ccc.de/events/froscon/2016/opus/froscon16-1846-eng-Using_Python_pandas_for_scientific_Research.opus","url":"https://api.media.ccc.de/public/recordings/12363","event_url":"https://api.media.ccc.de/public/events/bfbd4555-b241-4e56-b438-3a6fa881a375","conference_url":"https://api.media.ccc.de/public/conferences/froscon2016"},{"size":38,"length":2499,"mime_type":"audio/mpeg","language":"eng","filename":"froscon16-1846-eng-Using_Python_pandas_for_scientific_Research.mp3","state":"new","folder":"mp3","high_quality":false,"width":0,"height":0,"updated_at":"2016-08-20T23:57:42.576+02:00","recording_url":"https://cdn.media.ccc.de/events/froscon/2016/mp3/froscon16-1846-eng-Using_Python_pandas_for_scientific_Research.mp3","url":"https://api.media.ccc.de/public/recordings/12367","event_url":"https://api.media.ccc.de/public/events/bfbd4555-b241-4e56-b438-3a6fa881a375","conference_url":"https://api.media.ccc.de/public/conferences/froscon2016"},{"size":165,"length":2506,"mime_type":"video/webm","language":"eng","filename":"froscon16-1846-eng-Using_Python_pandas_for_scientific_Research_webm-hd.webm","state":"new","folder":"webm-hd","high_quality":true,"width":1920,"height":1080,"updated_at":"2016-08-20T23:24:51.901+02:00","recording_url":"https://cdn.media.ccc.de/events/froscon/2016/webm-hd/froscon16-1846-eng-Using_Python_pandas_for_scientific_Research_webm-hd.webm","url":"https://api.media.ccc.de/public/recordings/12316","event_url":"https://api.media.ccc.de/public/events/bfbd4555-b241-4e56-b438-3a6fa881a375","conference_url":"https://api.media.ccc.de/public/conferences/froscon2016"},{"size":59,"length":2506,"mime_type":"video/mp4","language":"eng","filename":"froscon16-1846-eng-Using_Python_pandas_for_scientific_Research_sd.mp4","state":"new","folder":"h264-sd","high_quality":false,"width":720,"height":576,"updated_at":"2016-08-21T01:29:20.832+02:00","recording_url":"https://cdn.media.ccc.de/events/froscon/2016/h264-sd/froscon16-1846-eng-Using_Python_pandas_for_scientific_Research_sd.mp4","url":"https://api.media.ccc.de/public/recordings/12434","event_url":"https://api.media.ccc.de/public/events/bfbd4555-b241-4e56-b438-3a6fa881a375","conference_url":"https://api.media.ccc.de/public/conferences/froscon2016"}]}