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{ "category": "PyCon US 2013", "language": "English", "slug": "measuring-and-modeling-the-complexity-of-children", "speakers": [ "Jeff Elmore" ], "tags": [ "talk" ], "id": 1741, "state": 1, "title": "Measuring and modeling the complexity of children's books", "summary": "Researchers have been modeling text difficulty for over 50 years. A variety of models have been developed, but few have focused on books for emerging readers (Grades K-2). We used Python for nearly every aspect of the project including collecting data from reading educators, analyzing text features and psychometric data, and creating a predictive model. Tools used include scipy, scikit-learn, pandas, and extensive use of the IPython Notebook which is demonstrated in the talk.", "description": "", "quality_notes": "", "copyright_text": "CC", "embed": "<object width=\"640\" height=\"390\"><param name=\"movie\" value=\"http://youtube.com/v/m6Ycxl918Zs?version=3&amp;hl=en_US\"></param><param name=\"allowFullScreen\" value=\"true\"></param><param name=\"allowscriptaccess\" value=\"always\"></param><embed src=\"http://youtube.com/v/m6Ycxl918Zs?version=3&amp;hl=en_US\" type=\"application/x-shockwave-flash\" width=\"640\" height=\"390\" allowscriptaccess=\"always\" allowfullscreen=\"true\"></embed></object>", "thumbnail_url": "http://i.ytimg.com/vi/m6Ycxl918Zs/hqdefault.jpg", "duration": null, "video_ogv_length": null, "video_ogv_url": "", "video_ogv_download_only": false, "video_mp4_length": null, "video_mp4_url": "http://s3.us.archive.org/nextdayvideo/psf/pycon2013/Measuring_and_modeling_the_com.mp4?Signature=Ooqusy5tVJR3WpFKleWGDmftqos%3D&Expires=1364911259&AWSAccessKeyId=FEWGReWX3QbNk0h3", "video_mp4_download_only": true, "video_webm_length": null, "video_webm_url": "", "video_webm_download_only": false, "video_flv_length": null, "video_flv_url": "", "video_flv_download_only": false, "source_url": "https://www.youtube.com/watch?v=m6Ycxl918Zs", "whiteboard": "", "recorded": "2013-03-15", "added": "2013-03-13T18:55:27", "updated": "2014-04-08T20:28:26.716" }