<commit_before>---
title: Day 10
layout: course_page
categories:
 - content
---

### Before class:

* [The Parable of Google Flu](http://science.sciencemag.org/content/343/6176/1203.full)
* [Improving on Google Flu](https://arstechnica.com/science/2015/11/new-flu-tracker-uses-google-search-data-better-than-google/)
* [Google Flu and Correlations - the comic](https://www.google.com/trends/correlate/comic)

### Links
[Correlations with observed flu](https://www.google.com/trends/correlate/search?e=id:20xKcnNqHrk&t=weekly)  
[CDC Flu 2016-2017](https://www.cdc.gov/flu/weekly/index.htm)  
[CDC data to upload to Google](/BIO181G/flu16-17.csv)<commit_msg>day 10<commit_after>---
title: Day 10
layout: course_page
categories:
 - content
---

### Before class:

* [The Parable of Google Flu](http://science.sciencemag.org/content/343/6176/1203.full)
* [Improving on Google Flu](https://arstechnica.com/science/2015/11/new-flu-tracker-uses-google-search-data-better-than-google/)
* [Google Flu and Correlations - the comic](https://www.google.com/trends/correlate/comic)

### Links
[Correlations with observed flu](https://www.google.com/trends/correlate/search?e=id:20xKcnNqHrk&t=weekly)  
  * click search terms (center-top in blue) to view apparent correlations
[Recent CDC data to upload to Google Correlate](/BIO181G/flu16-17.csv)
[CDC Flu 2016-2017](https://www.cdc.gov/flu/weekly/index.htm)  
* Click to save to you computer
* On the correlation site
  * click Edit this data
  * click Choose File
  * select the file you saved
  * click Search Correlations
  * highlight the right-hand section of the graph, which is the past year
  * click search terms to view apparent correlations
{'fraction_non_alphanumeric': 0.13964497041420118, 'fraction_numerical': 0.04378698224852071, 'mean_word_length': 4.402555910543131, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 3, 'https://': 8, 'lorem ipsum': 0, 'www.': 6, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '3723198', 'n_tokens_mistral': 653, 'n_tokens_neox': 565, 'n_words': 134}