<commit_before>
![Lyrically Challenged](https://github.com/FridaSjoholm/lyrically-challenged/blob/development/app/assets/images/LClogo.png?raw=true)

####Search for songs by lyrics.

## Description 
LyricallyChallenged is a lyric-based Rails app and [iOS app](https://github.com/FridaSjoholm/Lycheee) to search for songs.  Each song can be played via a Spotify widget and is presented with full lyrics and details on why that song was chosen.

##Usage
* Visit the LyricallyChallenged main page and search for songs by keyword(s)
![](https://media.giphy.com/media/y6tNjPEAn7eaA/giphy.gif)

![](https://media.giphy.com/media/ODhZk2POEhilG/giphy.gif)

---
The site is available live on [Heroku](http://lyricallychallenged.herokuapp.com/)

---
##To clone the repo for localhost:

### 0. Clone the repo

In your terminal, navigate to where you want to place the file:
```bash<commit_msg>Add research reference<commit_after>
![Lyrically Challenged](https://github.com/FridaSjoholm/lyrically-challenged/blob/development/app/assets/images/LClogo.png?raw=true)

####Search for songs by lyrics.

## Description 
LyricallyChallenged is a lyric-based Rails app and [iOS app](https://github.com/FridaSjoholm/Lycheee) to search for songs.  Each song can be played via a Spotify widget and is presented with full lyrics and details on why that song was chosen. 

Recent [research](https://www.cse.unr.edu/~mgunes/papers/ComNet16Lyric.pdf) indicates that lyric-based recommendatation systems are 12.6 times more effective than random recommendations, and may offer better recommendations than collaborative filtering, esepcially "within small musical niches".


##Usage
* Visit the LyricallyChallenged main page and search for songs by keyword(s)
![](https://media.giphy.com/media/y6tNjPEAn7eaA/giphy.gif)

![](https://media.giphy.com/media/ODhZk2POEhilG/giphy.gif)

---
The site is available live on [Heroku](http://lyricallychallenged.herokuapp.com/)

---
##To clone the repo for localhost:

### 0. Clone the repo

In your terminal, navigate to where you want to place the file:
```bash
{'fraction_non_alphanumeric': 0.11196911196911197, 'fraction_numerical': 0.006274131274131274, 'mean_word_length': 4.889204545454546, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 3, 'https://': 9, 'lorem ipsum': 0, 'www.': 1, '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': '1804222', 'n_tokens_mistral': 723, 'n_tokens_neox': 661, 'n_words': 207}