<commit_before>Analyze Birthday Data
========================

Look at times and message content of happy birthday messages that were
posted to my Facebook timeline. My main conclusion is that **if it
doesn't start with the exact string "Happy", then it's likely to be a
long message** (P = 0.018).

Significant Results
----

![length vs happy](https://dl.dropboxusercontent.com/u/38640281/github_img/birthday/6%20length%20vs%20happy.png)

Non-significant Results
-----

![length](https://dl.dropboxusercontent.com/u/38640281/github_img/birthday/1%20length.png)

![time](https://dl.dropboxusercontent.com/u/38640281/github_img/birthday/2%20time.png)

![length vs time](https://dl.dropboxusercontent.com/u/38640281/github_img/birthday/3%20length%20vs%20time.png)

![exclamation vs time](https://dl.dropboxusercontent.com/u/38640281/github_img/birthday/4%20exclamation%20vs%20time.png)

![length vs exclamation](https://dl.dropboxusercontent.com/u/38640281/github_img/birthday/5%20length%20vs%20exclamation.png)

![time vs happy](https://dl.dropboxusercontent.com/u/38640281/github_img/birthday/7%20time%20vs%20happy.png)<commit_msg>more sections<commit_after>Analyze Birthday Data
========================

Look at times and message content of happy birthday messages that were
posted to my Facebook timeline. My main conclusion is that **if it
doesn't start with the exact string "Happy", then it's likely to be a
long message** (P = 0.018).

Significant Results
----

![length vs happy](https://dl.dropboxusercontent.com/u/38640281/github_img/birthday/6%20length%20vs%20happy.png)

Univariate Distributions
-----

![length](https://dl.dropboxusercontent.com/u/38640281/github_img/birthday/1%20length.png)

![time](https://dl.dropboxusercontent.com/u/38640281/github_img/birthday/2%20time.png)

Non-significant Results
----

![length vs time](https://dl.dropboxusercontent.com/u/38640281/github_img/birthday/3%20length%20vs%20time.png)

![exclamation vs time](https://dl.dropboxusercontent.com/u/38640281/github_img/birthday/4%20exclamation%20vs%20time.png)

![length vs exclamation](https://dl.dropboxusercontent.com/u/38640281/github_img/birthday/5%20length%20vs%20exclamation.png)

![time vs happy](https://dl.dropboxusercontent.com/u/38640281/github_img/birthday/7%20time%20vs%20happy.png)
{'fraction_non_alphanumeric': 0.15961622328826863, 'fraction_numerical': 0.08809419973833406, 'mean_word_length': 5.909638554216867, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 3, 'https://': 14, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 2, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '697181', 'n_tokens_mistral': 936, 'n_tokens_neox': 776, 'n_words': 132}