# A tibble: 400 × 201
y X1 X2 X3 X4 X5 X6 X7 X8 X9 X10 X11 X12
<dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
1 -2.71 0.767 1.64 1.19 -1.13 0.912 1.97 1.56 1.22 -0.919 0.0474 1.22 0.118
2 40.4 -0.645 0.857 -1.58 2.03 -3.08 -1.59 -0.785 -1.74 0.910 0.202 -1.23 -0.299
3 -26.9 -0.597 1.60 -0.499 1.67 1.52 0.918 0.335 2.49 -2.36 -1.02 2.12 1.18
4 -16.6 -1.75 -1.94 -0.0462 -0.0284 2.69 -0.802 0.533 0.821 -2.06 1.12 -0.119 0.427
5 -45.0 0.674 0.815 1.39 -2.37 2.21 2.98 1.78 1.57 -1.33 1.12 1.13 -0.146
6 0.550 -0.0497 4.18 -1.50 2.91 -1.09 1.47 0.0364 1.80 -1.69 -1.33 2.02 1.17
7 45.6 -0.960 -3.09 -2.07 3.24 -1.91 -4.99 -3.48 -1.88 1.70 -2.15 -1.60 0.548
8 -10.1 1.16 -0.309 3.08 -2.38 4.78 1.80 2.36 3.36 -3.02 -1.19 3.59 1.28
9 41.0 -0.170 -0.831 -0.484 1.33 -1.02 -2.22 -0.765 -0.590 0.188 -0.941 -0.164 0.488
10 14.9 0.881 0.102 0.436 -0.308 -0.492 -0.163 -0.179 -0.241 0.713 -0.761 0.398 -0.0739
# ℹ 390 more rows
# ℹ 188 more variables: X13 <dbl>, X14 <dbl>, X15 <dbl>, X16 <dbl>, X17 <dbl>, X18 <dbl>,
# X19 <dbl>, X20 <dbl>, X21 <dbl>, X22 <dbl>, X23 <dbl>, X24 <dbl>, X25 <dbl>, X26 <dbl>,
# X27 <dbl>, X28 <dbl>, X29 <dbl>, X30 <dbl>, X31 <dbl>, X32 <dbl>, X33 <dbl>, X34 <dbl>,
# X35 <dbl>, X36 <dbl>, X37 <dbl>, X38 <dbl>, X39 <dbl>, X40 <dbl>, X41 <dbl>, X42 <dbl>,
# X43 <dbl>, X44 <dbl>, X45 <dbl>, X46 <dbl>, X47 <dbl>, X48 <dbl>, X49 <dbl>, X50 <dbl>,
# X51 <dbl>, X52 <dbl>, X53 <dbl>, X54 <dbl>, X55 <dbl>, X56 <dbl>, X57 <dbl>, X58 <dbl>, …Feature selection
Lecture 9
Dr. Benjamin Soltoff
Cornell University
INFO 4940/5940 - Fall 2025
September 23, 2025
Announcements
Announcements
- Homework 02 due tomorrow
Learning objectives
- Identify the benefits of a simplified machine learning model
- Consider how dimension reduction can be used to reduce the number of features in a model
- Examine how tree-based and regularization models naturally incorporate feature selection
- Implement feature selection and reduction techniques using {tidymodels}
Keep
It
Simple
Stupid
📝 Keep it simple, stupid - why?
Instructions
Identify all potential benefits of a simpler model.
02:00
✅ Reduces overfitting
✅ Enhances model interpretability
✅ Reduces computational costs
✅ Mitigates the curse of dimensionality
✅ Removes multicollinearity
❓ Improves accuracy
Feature reduction
Feature reduction
Use dimension reduction techniques to transform the predictors and use a reduced number of variables to fit the model.
- Often used in linear models to reduce multicollinearity
- Techniques like PCA construct new features that are orthogonal
- By definition the transformed variables are uncorrelated
More information: isl - ch 6.3 + tmwr - ch 16
Highly multicollinear data
Variance inflation factor (VIF)
Ratio of the variance of a parameter estimate in a model with multiple predictors to the variance of the same parameter estimate in a model with only one predictor.
Measures how much the variance for individual parameters is inflated due to multicollinearity.
Ideally VIF for all variables is below 10.
Variance inflation factor (VIF)
Summary of feature reduction
Feature reduction methods include:
- Principal components analysis
- Partial least squares (PLS)1
- Independent component analysis (ICA)
- Uniform manifold approximation and projection (UMAP)
Remember these are all methods of feature reduction - they still require all the original predictors and are transformations of the original variables.
What if we want to select a subset of the original features?
Warning
Know your data! Don’t follow feature selection results blindly. If you know from theory or experience that certain predictors should explain/predict the outcome, then strongly consider including them in the model regardless of the feature selection results.
Regularization methods
Brief overview
Linear regression estimates \(\beta_0, \beta_1, \ldots, \beta_p\) by minimizing the residual sum of squares (RSS).
\[\min_{\boldsymbol{\beta}} \sum_{i=1}^{n} \left( y_i - \left( \beta_0 + \sum_{j=1}^{p} \beta_j x_{ij} \right) \right)^2\]
Regularization methods add a penalty term to the RSS to shrink the coefficients towards zero.
- Bias vs. variance trade-off
- Reduces overfitting
- Unimportant features are shrunken closer to zero
Forms of regularization penalty
Ridge regression
\[ \min_{\boldsymbol{\beta}} \sum_{i=1}^{n} \left[ \left( y_i - \left( \beta_0 + \sum_{j=1}^{p} \beta_j x_{ij} \right) \right)^2 + \textcolor{orange}{\lambda \sum_{j=1}^{p} \beta_j^2 } \right] \]
Lasso regression
\[ \min_{\boldsymbol{\beta}} \sum_{i=1}^{n} \left[ \left( y_i - \left( \beta_0 + \sum_{j=1}^{p} \beta_j x_{ij} \right) \right)^2 + \textcolor{orange}{\lambda \sum_{j=1}^{p} \left| \beta_j \right|} \right] \]
- \(\lambda\) is the penalty parameter (tuning parameter) and controls how much weight is applied to it
- Penalties are the same regardless of \(\lambda\), so we can fit a single penalized regression model for varying values of \(\lambda\)
Differences between ridge and lasso
Ridge penalty
\[ \sum_{j=1}^{p} \beta_j^2 \]
Lasso penalty
\[ \sum_{j=1}^{p} \left| \beta_j \right| \]
Ridge penalty pushes coefficients near zero, whereas lasso penalty can shrink coefficients all the way to zero.
Example of shrinkage
Elastic net
Want to include both?
\[ \min_{\boldsymbol{\beta}} \sum_{i=1}^{n} \left[ \left( y_i - \left( \beta_0 + \sum_{j=1}^{p} \beta_j x_{ij} \right) \right)^2 + \textcolor{orange}{\lambda_2 \sum_{j=1}^{p} \beta_j^2 } + \textcolor{orange}{\lambda_1 \sum_{j=1}^{p} \left| \beta_j \right|} \right] \]
Model specification
Minimum {recipe} steps
- All features must be numeric
- All features must be on the same scale (consistent units to ensure appropriate penalty parameters)
Example process
# A tibble: 5,000 × 21
outcome predictor_01 predictor_02 predictor_03 predictor_04 predictor_05 predictor_06
<dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
1 72.1 4.05 -0.988 -2.37 -6.87 -5.51 0.759
2 -5.39 0.556 3.46 -1.52 -2.47 1.37 5.60
3 -1.45 1.29 1.17 1.91 1.20 0.177 -4.10
4 74.4 -0.572 -0.539 -0.135 4.18 4.61 2.51
5 20.2 -2.91 -1.64 -5.10 -2.20 1.78 -0.0334
6 -2.19 2.30 1.07 0.460 -0.809 -6.10 2.56
7 43.3 -0.535 3.71 0.804 -2.76 -0.215 0.886
8 16.4 -0.0130 0.346 -0.481 3.16 -2.54 -1.02
9 37.8 4.98 -6.56 -3.90 1.40 -5.42 -6.89
10 17.4 -1.97 0.867 -4.50 -2.38 -2.78 -2.93
# ℹ 4,990 more rows
# ℹ 14 more variables: predictor_07 <dbl>, predictor_08 <dbl>, predictor_09 <dbl>,
# predictor_10 <dbl>, predictor_11 <dbl>, predictor_12 <dbl>, predictor_13 <dbl>,
# predictor_14 <dbl>, predictor_15 <dbl>, predictor_16 <dbl>, predictor_17 <dbl>,
# predictor_18 <dbl>, predictor_19 <dbl>, predictor_20 <dbl>Specify workflow
Fit model
Model performance
Fit a final model
Feature importance
Feature importance with {vip}
# A tibble: 20 × 3
Variable Importance Sign
<chr> <dbl> <chr>
1 predictor_18 6.42 NEG
2 predictor_14 6.08 POS
3 predictor_01 2.76 POS
4 predictor_11 1.70 POS
5 predictor_17 1.56 POS
6 predictor_16 0.693 NEG
7 predictor_12 0.374 POS
8 predictor_15 0.369 NEG
9 predictor_07 0.318 NEG
10 predictor_08 0.242 POS
11 predictor_04 0.207 POS
12 predictor_10 0.202 POS
13 predictor_13 0.194 POS
14 predictor_02 0.180 NEG
15 predictor_05 0.175 POS
16 predictor_09 0.0775 POS
17 predictor_06 0.0663 NEG
18 predictor_19 0.0489 POS
19 predictor_03 0.0367 NEG
20 predictor_20 0.0212 NEG 
Predicting song artist
Song lyrics and audio features
Show the code
# A tibble: 355 × 19
album_name track_number track_name artist lyrics danceability energy loudness speechiness
<chr> <dbl> <chr> <fct> <chr> <dbl> <dbl> <dbl> <dbl>
1 COWBOY CARTER 1 AMERIICAN REQU… Beyon… "Noth… 0.374 0.515 -6.48 0.0363
2 COWBOY CARTER 3 16 CARRIAGES Beyon… "Sixt… 0.525 0.456 -7.04 0.0798
3 COWBOY CARTER 5 MY ROSE Beyon… "How … 0.384 0.177 -11.8 0.0418
4 COWBOY CARTER 7 TEXAS HOLD 'EM Beyon… "This… 0.727 0.711 -6.55 0.078
5 COWBOY CARTER 8 BODYGUARD Beyon… "One,… 0.726 0.779 -5.43 0.0551
6 COWBOY CARTER 10 JOLENE Beyon… "(Jol… 0.567 0.812 -5.43 0.164
7 COWBOY CARTER 11 DAUGHTER Beyon… "Your… 0.374 0.448 -10.0 0.0364
8 COWBOY CARTER 13 ALLIIGATOR TEA… Beyon… "High… 0.618 0.651 -9.66 0.0822
9 COWBOY CARTER 18 FLAMENCO Beyon… "My m… 0.497 0.351 -9.25 0.0274
10 COWBOY CARTER 20 YA YA Beyon… "Hell… 0.617 0.904 -5.37 0.341
# ℹ 345 more rows
# ℹ 10 more variables: acousticness <dbl>, instrumentalness <dbl>, liveness <dbl>, valence <dbl>,
# tempo <dbl>, time_signature <dbl>, duration_ms <dbl>, explicit <lgl>, key_name <chr>,
# mode_name <chr>Split the data into analysis/assessment/test sets
Show the code
Define the feature engineering recipe
Show the code
glmnet_rec <- recipe(artist ~ ., data = lyrics_train) |>
# exclude ID variables
update_role(album_name, track_number, track_name, new_role = "id vars") |>
# tokenize and prep lyrics
step_tokenize(lyrics) |>
step_stopwords(lyrics) |>
step_ngram(lyrics, num_tokens = 5L, min_num_tokens = 1L) |>
step_tokenfilter(lyrics, max_tokens = 4000) |>
step_tfidf(lyrics) |>
# Simplify these names
step_rename_at(
all_predictors(), -starts_with("tfidf_lyrics_"),
fn = \(x) str_glue("af_{x}")
) |>
step_rename_at(starts_with("tfidf_lyrics_"),
fn = \(x) str_replace_all(
string = x,
pattern = "tfidf_lyrics_",
replacement = ""
)
) |>
# fix explicit variable to factor
step_bin2factor(af_explicit) |>
# normalize for regularized regression
step_dummy(all_nominal_predictors()) |>
step_zv(all_predictors()) |>
step_normalize(all_numeric_predictors()) |>
step_downsample(artist)Rows: 176
Columns: 4,028
$ album_name <chr> "COWBOY CARTER", "COWBOY CARTER", "COWBO…
$ track_number <dbl> 7, 8, 10, 11, 13, 18, 22, 23, 24, 27, 1,…
$ track_name <chr> "TEXAS HOLD 'EM", "BODYGUARD", "JOLENE",…
$ af_danceability <dbl> 1.104695431, 1.097085753, -0.112852951, …
$ af_energy <dbl> 0.78173930, 1.16191262, 1.34640850, -0.6…
$ af_loudness <dbl> 0.47835623, 0.92027425, 0.91948299, -0.9…
$ af_speechiness <dbl> -0.088439228, -0.353918778, 0.908558207,…
$ af_acousticness <dbl> 0.94550341, -0.92305216, 0.78110471, 1.6…
$ af_instrumentalness <dbl> -0.116471014, -0.110937118, -0.116471014…
$ af_liveness <dbl> -0.10360913, 1.71556984, 4.92330089, -0.…
$ af_valence <dbl> -0.19130979, 0.64177207, 2.23681906, -0.…
$ af_tempo <dbl> -0.41743072, -0.12448399, -0.54193064, -…
$ af_time_signature <dbl> 0.2357253, 0.2357253, 0.2357253, 0.23572…
$ af_duration_ms <dbl> -0.10050221, 0.03204387, -0.95485705, -0…
$ artist <fct> Beyoncé, Beyoncé, Beyoncé, Beyoncé, Beyo…
$ `1` <dbl> -0.1122226, -0.1122226, -0.1122226, -0.1…
$ `2` <dbl> -0.1313852, -0.1313852, -0.1313852, -0.1…
$ `3` <dbl> -0.1068938, -0.1068938, -0.1068938, -0.1…
$ `4` <dbl> -0.1617405, -0.1617405, -0.1617405, -0.1…
$ across <dbl> -0.122119, -0.122119, -0.122119, -0.1221…
$ act <dbl> -0.1423529, -0.1423529, 10.7912913, -0.1…
$ actin <dbl> -0.1088655, -0.1088655, -0.1088655, -0.1…
$ acting <dbl> -0.1203063, -0.1203063, -0.1203063, -0.1…
$ actress <dbl> -0.09163909, -0.09163909, -0.09163909, -…
$ adore <dbl> -0.06711552, -0.06711552, -0.06711552, -…
$ adore_adore <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ adore_adore_adore <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ affair <dbl> -0.07870305, -0.07870305, -0.07870305, -…
$ afraid <dbl> -0.1087498, -0.1087498, -0.1087498, -0.1…
$ afraid_little <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ afraid_little_old <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ age <dbl> -0.1778985, -0.1778985, -0.1778985, -0.1…
$ ago <dbl> -0.1654881, -0.1654881, -0.1654881, -0.1…
$ agrees <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ ah <dbl> -0.258465013, 2.576841206, -0.258465013,…
$ ah_ah <dbl> -0.1620135, -0.1620135, -0.1620135, -0.1…
$ ah_ah_ah <dbl> -0.1427749, -0.1427749, -0.1427749, -0.1…
$ ah_ah_ah_ah <dbl> -0.1315505, -0.1315505, -0.1315505, -0.1…
$ ah_ah_ah_ah_ah <dbl> -0.1102893, -0.1102893, -0.1102893, -0.1…
$ ah_ha <dbl> -0.07905446, -0.07905446, -0.07905446, -…
$ ah_ooh <dbl> -0.09386959, 1.32320783, -0.09386959, -0…
$ ah_soon <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ ah_soon_get <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ ah_soon_get_better <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ ah_soon_get_better_ooh <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ ah_yeah <dbl> -0.08251854, -0.08251854, -0.08251854, -…
$ `ain't` <dbl> 2.68708314, -0.31329621, -0.31329621, 3.…
$ `ain't_doin` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `ain't_doin_right` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `ain't_got` <dbl> -0.0872062, -0.0872062, -0.0872062, -0.0…
$ `ain't_gotta` <dbl> -0.09312204, -0.09312204, -0.09312204, -…
$ `ain't_never` <dbl> -0.1043629, -0.1043629, -0.1043629, -0.1…
$ `ain't_sorry` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `ain't_sorry_ain't` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `ain't_sorry_ain't_sorry` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `ain't_sorry_sorry` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `ain't_sorry_sorry_ain't` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `ain't_sorry_sorry_ain't_sorry` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `ain't_stoppin` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `ain't_stoppin_please` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `ain't_stoppin_please_motherfuckers` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `ain't_thinking` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `ain't_thinking_bout` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ air <dbl> -0.1631592, -0.1631592, -0.1631592, -0.1…
$ air_legs <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ air_legs_movin <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ air_legs_movin_side <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ air_legs_movin_side_side <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ alcohol <dbl> -0.08436986, -0.08436986, -0.08436986, 8…
$ alive <dbl> -0.1182984, -0.1182984, -0.1182984, -0.1…
$ alive_alive <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ alligator <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ alligator_tears <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ almost <dbl> -0.1326927, -0.1326927, -0.1326927, -0.1…
$ alone <dbl> -0.3055221, -0.3055221, -0.3055221, -0.3…
$ along <dbl> -0.1912641, -0.1912641, -0.1912641, -0.1…
$ along_wall <dbl> -0.08688913, -0.08688913, -0.08688913, -…
$ already <dbl> -0.1507392, -0.1507392, -0.1507392, -0.1…
$ alright <dbl> -0.1778771, -0.1778771, -0.1778771, -0.1…
$ alright_just <dbl> -0.0919416, -0.0919416, -0.0919416, -0.0…
$ always <dbl> 0.919352463, -0.369523132, -0.369523132,…
$ always_know <dbl> -0.1151651, -0.1151651, -0.1151651, -0.1…
$ amen <dbl> -0.09814271, -0.09814271, -0.09814271, -…
$ american <dbl> -0.1683393, -0.1683393, -0.1683393, -0.1…
$ amount <dbl> -0.08409068, -0.08409068, -0.08409068, -…
$ angel <dbl> -0.1030056, -0.1030056, -0.1030056, -0.1…
$ angel_either <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ angel_either_baby <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ angel_either_baby_cause <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ angel_either_baby_cause_angel <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ another <dbl> -0.2076129, -0.2076129, -0.2076129, -0.2…
$ another_life <dbl> -0.1082005, -0.1082005, -0.1082005, -0.1…
$ anymore <dbl> -0.1794978, -0.1794978, -0.1794978, -0.1…
$ anyone <dbl> -0.1248335, -0.1248335, -0.1248335, -0.1…
$ anything <dbl> -0.222536, -0.222536, -0.222536, -0.2225…
$ anyway <dbl> -0.1245201, -0.1245201, -0.1245201, -0.1…
$ anywhere <dbl> -0.1279678, -0.1279678, -0.1279678, -0.1…
$ apart <dbl> -0.165056, -0.165056, -0.165056, -0.1650…
$ applause <dbl> -0.08593081, -0.08593081, -0.08593081, -…
$ arm <dbl> -0.1023493, -0.1023493, -0.1023493, -0.1…
$ arms <dbl> -0.1934102, -0.1934102, -0.1934102, -0.1…
$ arms_around <dbl> -0.1156921, -0.1156921, -0.1156921, -0.1…
$ around <dbl> 2.3292289, 0.2859018, -0.4429283, -0.442…
$ around_cause <dbl> -0.1098907, -0.1098907, -0.1098907, -0.1…
$ around_comes <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ around_comes_back <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ around_comes_back_around <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ around_dancing <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ around_dancing_around <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ around_like <dbl> -0.08671854, -0.08671854, -0.08671854, -…
$ around_like_snow <dbl> -0.08671854, -0.08671854, -0.08671854, -…
$ around_like_snow_beach <dbl> -0.08671854, -0.08671854, -0.08671854, -…
$ ask <dbl> -0.2154012, -0.2154012, -0.2154012, -0.2…
$ asked <dbl> -0.1334916, -0.1334916, -0.1334916, -0.1…
$ asking <dbl> -0.1307796, -0.1307796, -0.1307796, -0.1…
$ asking_last <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ asking_last_time <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ asking_last_time_asking <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ asking_last_time_asking_last <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ asleep <dbl> -0.1454477, -0.1454477, -0.1454477, -0.1…
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$ bought_dress_take_take_oh <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ brand <dbl> -0.13711, -0.13711, -0.13711, -0.13711, …
$ brand_new <dbl> -0.13711, -0.13711, -0.13711, -0.13711, …
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$ can_eat_skittles_sweetest <dbl> -0.08703689, -0.08703689, -0.08703689, -…
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$ die_young_live_life_without <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ died_stay_dead_died_stay <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ different_hits <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ dip_pop <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ dip_pop_twerk <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ dip_pop_twerk_stop_check <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ disappear <dbl> -0.06773778, -0.06773778, -0.06773778, -…
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$ diva_female <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ diva_female_version <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ diva_female_version_hustla <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ diva_female_version_hustla_hustla <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ diva_hey <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ doin <dbl> -0.1645981, -0.1645981, -0.1645981, -0.1…
$ doin_right <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ dollar <dbl> -0.09317374, -0.09317374, -0.09317374, -…
$ `don’t` <dbl> -0.1247669, -0.1247669, -0.1247669, -0.1…
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$ done_cause_baby <dbl> -0.07312768, -0.07312768, -0.07312768, -…
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$ done_know_di_love_real <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ door <dbl> -0.2875434, -0.2875434, -0.2875434, -0.2…
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$ dream_stars <dbl> -0.08671854, -0.08671854, -0.08671854, -…
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$ every_night <dbl> -0.1591904, -0.1591904, -0.1591904, -0.1…
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$ h_town <dbl> -0.07433222, -0.07433222, -0.07433222, -…
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$ halo_can_feel_halo_halo <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ halo_halo_can_feel <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ halo_halo_can_feel_halo <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ halo_halo_can_see <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ halo_halo_can_see_halo <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ halo_halo_halo <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ halo_halo_halo_can <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ halo_halo_halo_can_see <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ hand <dbl> -0.3025428, -0.3025428, -0.3025428, -0.3…
$ handle <dbl> -0.1143781, -0.1143781, -0.1143781, -0.1…
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$ hands_spinnin <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ happened <dbl> -0.1647208, -0.1647208, -0.1647208, -0.1…
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$ happy <dbl> -0.1984560, 7.7934533, 7.5391653, -0.198…
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$ harder <dbl> -0.128520, -0.128520, -0.128520, -0.1285…
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$ haters <dbl> -0.09430687, -0.09430687, -0.09430687, -…
$ haunted <dbl> -0.1398474, -0.1398474, -0.1398474, -0.1…
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$ head_one <dbl> -0.07902385, -0.07902385, -0.07902385, -…
$ headlights <dbl> -0.105602, -0.105602, -0.105602, -0.1056…
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$ heart_body <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ heart_body_soul <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ heart_body_soul_ooh <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ heart_body_soul_ooh_whoa <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ heart_wanna <dbl> -0.08998945, -0.08998945, -0.08998945, -…
$ heart_wanna_take <dbl> -0.07578069, -0.07578069, -0.07578069, -…
$ heartbeat <dbl> -0.1141594, -0.1141594, -0.1141594, -0.1…
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$ hearted <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ hearted_girl <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ hearted_girl_broken_hearted <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ hearted_girl_broken_hearted_girl <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ hearts <dbl> -0.1433429, -0.1433429, -0.1433429, -0.1…
$ heat <dbl> -0.1189568, -0.1189568, -0.1189568, -0.1…
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$ heaven_wait_heaven_wait <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ heaven_wait_heaven_wait_heaven <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ heels <dbl> -0.1118149, -0.1118149, -0.1118149, -0.1…
$ held <dbl> -0.153477, -0.153477, -0.153477, -0.1534…
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$ hello_hello_hello_hello_hello <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ hero <dbl> -0.1236428, -0.1236428, -0.1236428, -0.1…
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$ hey_come_sit_mama_lap <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ hey_diva <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ hey_know <dbl> -0.08528152, -0.08528152, -0.08528152, -…
$ hey_mission <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ hey_now <dbl> -0.08486882, -0.08486882, -0.08486882, -…
$ hi <dbl> -0.09058319, -0.09058319, -0.09058319, -…
$ hi_igh <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ hide <dbl> -0.1762051, -0.1762051, -0.1762051, 3.34…
$ high <dbl> -0.2598576, -0.2598576, -0.2598576, -0.2…
$ high_infidelity <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ high_infidelity_put <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ higher <dbl> -0.07605596, -0.07605596, -0.07605596, -…
$ higher_higher <dbl> -0.06728524, -0.06728524, -0.06728524, -…
$ highest <dbl> -0.08508369, -0.08508369, -0.08508369, -…
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$ hip_hop <dbl> -0.06699174, -0.06699174, -0.06699174, -…
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$ hit <dbl> 2.2943079, -0.1977347, -0.1977347, -0.19…
$ hits <dbl> -0.06311671, -0.06311671, -0.06311671, -…
$ hits_different <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ hits_different_hits <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ hits_different_hits_different <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ ho <dbl> -0.0843415, -0.0843415, -0.0843415, -0.0…
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$ ho_oh_ho_oh_ho <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ hold <dbl> 0.6696162, 1.1782337, -0.2111604, 2.5807…
$ hold_gonna <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ hold_gonna_hold_gonna <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ hold_gonna_hold_gonna_hold <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ hold_hold <dbl> -0.0852986, -0.0852986, -0.0852986, -0.0…
$ hold_memories <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ hold_memories_hold <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ hold_memories_hold_hold <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ hold_scared <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ hold_scared_lonely <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ hold_scared_lonely_scared <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ holding <dbl> -0.1415908, -0.1415908, -0.1415908, -0.1…
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$ holy <dbl> -0.1063232, -0.1063232, -0.1063232, 10.1…
$ home <dbl> -0.344821694, -0.344821694, -0.344821694…
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$ home_can_tear_cherry <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ home_can_tear_cherry_turn <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ home_everybody <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ home_everybody_knows <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ home_everybody_knows_everybody <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ home_everybody_knows_everybody_knows <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ home_way <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ home_way_home_way <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ home_way_home_way_home <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ homie <dbl> -0.06937551, -0.06937551, -0.06937551, -…
$ homie_better <dbl> -0.0668167, -0.0668167, -0.0668167, -0.0…
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$ honestly <dbl> -0.1308198, -0.1308198, -0.1308198, -0.1…
$ honey <dbl> 2.890440, 9.532675, -0.191905, -0.191905…
$ honey_honey <dbl> -0.08599681, 13.08157249, -0.08599681, -…
$ honey_miss <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ hop_star <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ hot <dbl> 1.8994078, -0.1059613, -0.1059613, -0.10…
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$ hot_hot_hot <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ hour <dbl> -0.109883, 4.397849, -0.109883, -0.10988…
$ house <dbl> -0.26269156, -0.26269156, -0.26269156, -…
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$ huh_right_darling <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ huh_right_darling_one_want <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ huh_uh <dbl> -0.1067103, 2.4672056, -0.1067103, -0.10…
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$ humming_keep_moaning_keep_humming <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ humming_keep_moaning_stop <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ humming_keep_moaning_stop_loving <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ hung <dbl> -0.1142546, -0.1142546, -0.1142546, -0.1…
$ hurt <dbl> -0.1726737, -0.1726737, -0.1726737, -0.1…
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$ hurt_nobody <dbl> -0.08311302, -0.08311302, -0.08311302, -…
$ hurtin <dbl> -0.06565967, 0.74859043, -0.06565967, -0…
$ hurts <dbl> -0.148064, -0.148064, -0.148064, -0.1480…
$ hustla <dbl> -0.06572731, -0.06572731, -0.06572731, -…
$ hustla_hustla <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ hustla_hustla_hustla <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ hustle <dbl> -0.08253129, -0.08253129, -0.08253129, -…
$ `i’m` <dbl> -0.1372957, -0.1372957, 8.6807064, -0.13…
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$ `i’m_suga_mama` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `i’m_suga_mama_suga` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `i’m_suga_mama_suga_mama` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `i'ma` <dbl> -0.1266334, -0.1266334, 5.7127806, -0.12…
$ idea <dbl> -0.07078882, -0.07078882, -0.07078882, -…
$ igh <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ impossible <dbl> -0.08671854, -0.08671854, -0.08671854, -…
$ infidelity <dbl> -0.07658882, -0.07658882, -0.07658882, -…
$ infidelity_put <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ innocent <dbl> -0.07305893, -0.07305893, -0.07305893, -…
$ insane <dbl> -0.09844701, -0.09844701, -0.09844701, -…
$ inside <dbl> -0.1665735, -0.1665735, -0.1665735, -0.1…
$ instead <dbl> -0.1628328, -0.1628328, -0.1628328, -0.1…
$ invisible <dbl> -0.08595556, -0.08595556, -0.08595556, -…
$ `it’s` <dbl> -0.07891721, -0.07891721, -0.07891721, -…
$ ivy <dbl> -0.07663889, -0.07663889, -0.07663889, -…
$ jail <dbl> -0.07994655, -0.07994655, -0.07994655, -…
$ jealous <dbl> -0.07920092, -0.07920092, -0.07920092, -…
$ jeans <dbl> -0.1458439, -0.1458439, -0.1458439, -0.1…
$ job <dbl> -0.1142543, -0.1142543, -0.1142543, -0.1…
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$ jokes <dbl> -0.1392836, -0.1392836, -0.1392836, -0.1…
$ jolene <dbl> -0.06142951, -0.06142951, 16.21739108, -…
$ jolene_jolene <dbl> -0.06142951, -0.06142951, 16.21739108, -…
$ jolene_jolene_jolene <dbl> -0.06142951, -0.06142951, 16.21739108, -…
$ jolene_jolene_jolene_jolene <dbl> -0.06142951, -0.06142951, 16.21739108, -…
$ judge <dbl> -0.100694, -0.100694, -0.100694, -0.1006…
$ jump <dbl> -0.1061762, -0.1061762, -0.1061762, -0.1…
$ jump_fall <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ jumping <dbl> -0.09352683, -0.09352683, -0.09352683, -…
$ just <dbl> -0.05030422, 0.69923380, -0.72967271, 0.…
$ just_another <dbl> -0.09943668, -0.09943668, -0.09943668, -…
$ just_get <dbl> -0.1071759, -0.1071759, -0.1071759, -0.1…
$ just_girl <dbl> -0.06601304, -0.06601304, -0.06601304, -…
$ just_got <dbl> -0.07980112, -0.07980112, -0.07980112, -…
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$ just_just_keep <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ just_just_keep_loving <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ just_just_keep_loving_way <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ just_keep <dbl> -0.1395111, -0.1395111, -0.1395111, -0.1…
$ just_keep_loving <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ just_keep_loving_way <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ just_keep_loving_way_love <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ just_know <dbl> -0.1442014, 4.5756528, -0.1442014, -0.14…
$ just_like <dbl> -0.2039849, -0.2039849, -0.2039849, 8.09…
$ just_made <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ just_made_ooh_look <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ just_made_ooh_look_made <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ just_miss <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ just_miss_just_wish <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ just_miss_just_wish_better <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ just_one <dbl> -0.1030453, -0.1030453, -0.1030453, -0.1…
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$ just_prove <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ just_say <dbl> -0.09848783, -0.09848783, -0.09848783, -…
$ just_us <dbl> -0.08048801, -0.08048801, -0.08048801, -…
$ just_wanna <dbl> -0.1752027, -0.1752027, -0.1752027, -0.1…
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$ just_wanna_girl_like <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ just_wanna_girl_like_girl <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ just_wanna_say <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ just_wanna_say_mine <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ just_wanna_say_mine_mine <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ just_wanted_know <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ just_wanted_know_trying <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ just_wish_better <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ just_wish_better_man <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ karma <dbl> -0.06338884, -0.06338884, -0.06338884, -…
$ `karma's` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ keep <dbl> -0.39083926, -0.39083926, -0.39083926, 1…
$ keep_coming <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ keep_coming_keep <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ keep_coming_keep_going <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ keep_coming_keep_going_keep <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ keep_going <dbl> -0.1221922, -0.1221922, -0.1221922, -0.1…
$ keep_going_keep <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ keep_going_keep_coming <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ keep_going_keep_coming_keep <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ keep_going_keep_humming <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ keep_going_keep_humming_keep <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ keep_humming <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ keep_humming_keep <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ keep_humming_keep_moaning <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ keep_humming_keep_moaning_keep <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ keep_humming_keep_moaning_stop <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ keep_loving <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ keep_loving_way <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ keep_loving_way_love <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ keep_loving_way_love_loving <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ keep_mind <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ keep_moaning <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ keep_moaning_keep <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ keep_moaning_keep_humming <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ keep_moaning_keep_humming_keep <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ keep_moaning_stop <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ keep_moaning_stop_loving <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ keep_moaning_stop_loving_til <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ keeping <dbl> -0.1124549, -0.1124549, -0.1124549, -0.1…
$ keeping_mine <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ keeping_mine_oh <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ keeping_mine_oh_jealous <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ keeping_promise <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ keeping_promise_keeping <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ keeping_promise_keeping_mine <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ keeping_promise_keeping_mine_oh <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ kick_ya <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ king_heart <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ know_love_london_boy <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ know_used_mad_love <dbl> -0.08696467, -0.08696467, -0.08696467, -…
$ know_wanna <dbl> -0.1121091, -0.1121091, -0.1121091, -0.1…
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$ ladies_let_em_check <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ ladies_let_em_check_watch <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ ladies_now <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ ladies_now_get_formation <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ ladies_tell <dbl> -0.08410433, -0.08410433, -0.08410433, -…
$ ladies_tell_em <dbl> -0.08410433, -0.08410433, -0.08410433, -…
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$ let_love <dbl> -0.1112892, -0.1112892, -0.1112892, -0.1…
$ let_upgrade <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ let_upgrade_partner <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ let_upgrade_partner_let_upgrade <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ let_wants <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ let_wants_gots <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ let_work <dbl> -0.07344295, -0.07344295, -0.07344295, -…
$ let_work_ladies <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ let_work_ladies_let_em <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ life_without_cause <dbl> -0.08665742, -0.08665742, -0.08665742, -…
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$ life_without_cause_dangerously_love <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ life_without_rather_live <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ life_without_rather_live_live <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ like_liquor <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ place_first_met <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ places_never <dbl> -0.08702016, -0.08702016, -0.08702016, -…
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$ playing <dbl> -0.1697104, -0.1697104, -0.1697104, -0.1…
$ please <dbl> -0.1660534, 0.6568665, -0.1660534, -0.16…
$ please_mother <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ please_mother_please <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ please_mother_please_mother <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ please_mother_please_mother_please <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ please_motherfuckers <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `please_motherfuckers_ain't` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `please_motherfuckers_ain't_stoppin` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ please_motherfuckers_please <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ pocket <dbl> -0.1221552, -0.1221552, -0.1221552, -0.1…
$ pocketful <dbl> -0.08671854, -0.08671854, -0.08671854, -…
$ pocketful_wanting <dbl> -0.08671854, -0.08671854, -0.08671854, -…
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$ polish <dbl> -0.07548097, -0.07548097, -0.07548097, -…
$ polish_real <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ pop <dbl> -0.1385908, 4.6759282, -0.1385908, -0.13…
$ pop_twerk <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ pop_twerk_stop <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ pop_twerk_stop_check <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ pop_twerk_stop_check_tonight <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ porch <dbl> -0.1474341, -0.1474341, -0.1474341, -0.1…
$ pour <dbl> 14.4997895, -0.0825415, -0.0825415, -0.0…
$ power <dbl> -0.1573527, -0.1573527, -0.1573527, -0.1…
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$ pray_catch <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ pretend <dbl> -0.1690253, -0.1690253, -0.1690253, -0.1…
$ pretenders <dbl> -0.0771826, -0.0771826, -0.0771826, -0.0…
$ pretty <dbl> 2.2466631, -0.2045839, -0.2045839, -0.20…
$ price <dbl> -0.1344829, -0.1344829, -0.1344829, -0.1…
$ pride <dbl> -0.1310549, -0.1310549, -0.1310549, -0.1…
$ prince <dbl> -0.1021227, -0.1021227, -0.1021227, -0.1…
$ princess <dbl> -0.0870649, -0.0870649, -0.0870649, -0.0…
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$ problems <dbl> 0.62312472, 1.02751025, -0.07715266, -0.…
$ problems_think <dbl> -0.08093281, -0.08093281, -0.08093281, -…
$ problems_think_can <dbl> -0.08093281, -0.08093281, -0.08093281, -…
$ problems_think_can_solve <dbl> -0.08093281, -0.08093281, -0.08093281, -…
$ promise <dbl> -0.1004507, -0.1004507, -0.1004507, -0.1…
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$ promise_keeping_mine <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ promise_keeping_mine_oh <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ promise_keeping_mine_oh_jealous <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ promise_work <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ promise_work_way <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ promises <dbl> -0.08080378, -0.08080378, -0.08080378, -…
$ promises_promises <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ prophecy <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ proud <dbl> -0.1238568, -0.1238568, -0.1238568, -0.1…
$ prove <dbl> -0.07084265, -0.07084265, -0.07084265, -…
$ pull <dbl> -0.2159812, -0.2159812, -0.2159812, -0.2…
$ pulled <dbl> -0.1201934, -0.1201934, -0.1201934, -0.1…
$ pure <dbl> -0.1205215, -0.1205215, -0.1205215, -0.1…
$ purple <dbl> -0.09752772, -0.09752772, -0.09752772, -…
$ push <dbl> -0.1163718, -0.1163718, -0.1163718, -0.1…
$ pushed <dbl> -0.1105951, -0.1105951, -0.1105951, -0.1…
$ put <dbl> -0.3581851, -0.3581851, -0.3581851, -0.3…
$ put_back <dbl> -0.08366468, -0.08366468, -0.08366468, -…
$ put_body <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ put_body_body <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ put_freakum <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ put_freakum_dress <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ put_freakum_dress_oh <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ put_freakum_dress_oh_put <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ put_jail <dbl> -0.08323426, -0.08323426, -0.08323426, -…
$ put_love <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ put_love_top <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ putting <dbl> -0.06717448, -0.06717448, -0.06717448, -…
$ queen <dbl> -0.1850111, -0.1850111, 3.1211058, -0.18…
$ queen_come <dbl> -0.08334864, -0.08334864, -0.08334864, -…
$ queens <dbl> -0.1122783, -0.1122783, -0.1122783, -0.1…
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$ quick <dbl> -0.1058112, -0.1058112, -0.1058112, -0.1…
$ quiet <dbl> -0.159421, -0.159421, -0.159421, -0.1594…
$ quite <dbl> -0.1715109, -0.1715109, -0.1715109, -0.1…
$ racks <dbl> -0.08465682, -0.08465682, -0.08465682, -…
$ radio <dbl> -0.1602688, -0.1602688, -0.1602688, -0.1…
$ rain <dbl> -0.2474627, -0.2474627, -0.2474627, -0.2…
$ rains <dbl> -0.1166728, -0.1166728, -0.1166728, -0.1…
$ rains_bedroom <dbl> -0.08688885, -0.08688885, -0.08688885, -…
$ rains_bedroom_everything <dbl> -0.08688885, -0.08688885, -0.08688885, -…
$ rains_bedroom_everything_wrong <dbl> -0.08688885, -0.08688885, -0.08688885, -…
$ rains_bedroom_everything_wrong_rains <dbl> -0.08688885, -0.08688885, -0.08688885, -…
$ rains_gone <dbl> -0.08688885, -0.08688885, -0.08688885, -…
$ rains_rains <dbl> -0.08688885, -0.08688885, -0.08688885, -…
$ rains_rains_gone <dbl> -0.08688885, -0.08688885, -0.08688885, -…
$ ran <dbl> -0.1875465, -0.1875465, -0.1875465, -0.1…
$ rare <dbl> -0.07681197, -0.07681197, -0.07681197, -…
$ rare_remember <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ rather <dbl> -0.09201493, -0.09201493, -0.09201493, -…
$ rather_boy <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ rather_boy_rather <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ rather_die <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ rather_die_young <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ rather_die_young_live <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ rather_die_young_live_life <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ rather_live <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ rather_live_live <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ rather_live_live_life <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ rather_live_live_life_without <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ reach <dbl> -0.1501724, -0.1501724, -0.1501724, -0.1…
$ reached <dbl> -0.1034426, -0.1034426, -0.1034426, -0.1…
$ read <dbl> 2.3510313, -0.2257007, -0.2257007, -0.22…
$ read_mind <dbl> 4.7448858, -0.1100036, -0.1100036, -0.11…
$ reader <dbl> -0.06421197, -0.06421197, -0.06421197, -…
$ ready <dbl> -0.1768315, -0.1768315, -0.1768315, -0.1…
$ real <dbl> 7.4667236, 2.1977022, -0.2308180, -0.230…
$ real_life <dbl> 16.21739108, -0.06142951, -0.06142951, -…
$ realize <dbl> -0.1658545, -0.1658545, -0.1658545, -0.1…
$ realized <dbl> -0.1408083, -0.1408083, -0.1408083, -0.1…
$ really <dbl> -0.26847567, -0.26847567, -0.26847567, 1…
$ really_deep <dbl> -0.0868247, -0.0868247, -0.0868247, -0.0…
$ really_deep_cut <dbl> -0.0868247, -0.0868247, -0.0868247, -0.0…
$ really_deep_cut_baby <dbl> -0.08093281, -0.08093281, -0.08093281, -…
$ really_deep_cut_baby_now <dbl> -0.08093281, -0.08093281, -0.08093281, -…
$ really_wanna <dbl> -0.08039062, -0.08039062, -0.08039062, -…
$ reason <dbl> -0.1602434, -0.1602434, -0.1602434, -0.1…
$ recognize <dbl> -0.08115054, -0.08115054, -0.08115054, -…
$ record <dbl> -0.09517532, -0.09517532, -0.09517532, -…
$ red <dbl> 1.5266843, -0.1622782, -0.1622782, -0.16…
$ regret <dbl> -0.1622419, -0.1622419, -0.1622419, 3.74…
$ regret_time <dbl> -0.08158097, -0.08158097, -0.08158097, -…
$ regrets <dbl> -0.1192789, -0.1192789, -0.1192789, -0.1…
$ release <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ release_ya <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ remember <dbl> -0.25910893, -0.25910893, -0.25910893, -…
$ remember_well <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ rest <dbl> -0.1306467, -0.1306467, -0.1306467, -0.1…
$ rest_life <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ revenge <dbl> -0.09188148, -0.09188148, -0.09188148, -…
$ riddle <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ riddle_yeah <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ ride <dbl> -0.1793940, 7.3204396, -0.1793940, -0.17…
$ ridin <dbl> -0.1068175, -0.1068175, -0.1068175, -0.1…
$ right <dbl> 0.20815341, -0.37736661, -0.37736661, 0.…
$ right_back <dbl> -0.1253778, -0.1253778, -0.1253778, -0.1…
$ right_darling <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ right_darling_one <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ right_darling_one_want <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ right_left <dbl> -0.07020889, -0.07020889, -0.07020889, -…
$ right_now <dbl> -0.121420, -0.121420, -0.121420, -0.1214…
$ right_now_good <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ right_now_good_wish <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ right_place <dbl> -0.08640894, -0.08640894, -0.08640894, -…
$ right_right <dbl> -0.1171834, -0.1171834, -0.1171834, -0.1…
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$ right_right_now_good <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ right_right_now_good_wish <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ right_right_right <dbl> -0.09563104, -0.09563104, -0.09563104, -…
$ right_see <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ right_see_right <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ ring <dbl> -0.1498567, -0.1498567, -0.1498567, -0.1…
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$ ripped <dbl> -0.124040, -0.124040, -0.124040, 9.16363…
$ risk <dbl> -0.125026, -0.125026, -0.125026, -0.1250…
$ river <dbl> -0.09969655, -0.09969655, -0.09969655, -…
$ river_dance <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ river_runnin <dbl> -0.08309164, -0.08309164, -0.08309164, -…
$ river_runnin_river <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ road <dbl> -0.203643, -0.203643, -0.203643, -0.2036…
$ rock <dbl> -0.1273567, -0.1273567, -0.1273567, -0.1…
$ rock_star <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ rocking <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ rocking_babe <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ roll <dbl> -0.1890151, -0.1890151, 4.9401856, -0.18…
$ roll_good <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ roll_good_girl <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ romantics <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ romeo <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ room <dbl> -0.2801861, -0.2801861, 1.4678077, -0.28…
$ rose <dbl> -0.1614925, -0.1614925, -0.1614925, -0.1…
$ round <dbl> 14.0969980, -0.1837200, -0.1837200, -0.1…
$ round_round <dbl> 15.97243194, -0.07536753, -0.07536753, -…
$ round_round_round <dbl> 16.21739108, -0.06142951, -0.06142951, -…
$ rub <dbl> -0.08011638, -0.08011638, -0.08011638, -…
$ rub_feel <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ rub_feel_kiss <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ rub_feel_kiss_rub <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ rub_feel_kiss_rub_feel <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ ruining <dbl> -0.08689545, -0.08689545, -0.08689545, -…
$ ruining_life <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ rule <dbl> -0.1181961, -0.1181961, -0.1181961, -0.1…
$ rules <dbl> -0.1390691, -0.1390691, -0.1390691, -0.1…
$ rumors <dbl> -0.1143821, -0.1143821, -0.1143821, -0.1…
$ run <dbl> 0.3297092, -0.1521056, -0.1521056, -0.15…
$ run_away <dbl> -0.08974651, -0.08974651, -0.08974651, -…
$ run_away_now <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ run_ooh <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ run_ooh_run <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ run_run_run_run <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ runnin <dbl> 0.8950470, -0.1628659, -0.1628659, -0.16…
$ runnin_river <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ runnin_river_dance <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ runnin_river_runnin <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ runnin_river_runnin_river <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ running <dbl> -0.1596554, -0.1596554, -0.1596554, -0.1…
$ runs <dbl> -0.1136166, -0.1136166, -0.1136166, -0.1…
$ rush <dbl> -0.1136534, -0.1136534, -0.1136534, -0.1…
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$ sad_think <dbl> -0.08328129, -0.08328129, -0.08328129, -…
$ sadness <dbl> -0.09859523, -0.09859523, -0.09859523, -…
$ safe <dbl> -0.1404224, -0.1404224, -0.1404224, 10.9…
$ said <dbl> -0.38606984, -0.38606984, -0.38606984, -…
$ said_baby <dbl> -0.09800933, -0.09800933, -0.09800933, -…
$ said_forever <dbl> -0.08688885, -0.08688885, -0.08688885, -…
$ said_forever_always <dbl> -0.08688885, -0.08688885, -0.08688885, -…
$ said_gonna <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ said_gonna_grow <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ said_gonna_grow_gonna <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ said_gonna_grow_gonna_come <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ said_hello <dbl> -0.1009116, -0.1009116, -0.1009116, -0.1…
$ said_love <dbl> -0.1028097, -0.1028097, -0.1028097, -0.1…
$ said_one <dbl> -0.0975022, -0.0975022, -0.0975022, -0.0…
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$ skittles_sweetest_middle_yeah <dbl> -0.08703689, -0.08703689, -0.08703689, -…
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$ slay_slay <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ sleep <dbl> -0.2115450, -0.2115450, 2.9314632, -0.21…
$ sleep_night <dbl> -0.08643787, -0.08643787, -0.08643787, -…
$ sleepin <dbl> -0.1082136, -0.1082136, -0.1082136, -0.1…
$ sleeping <dbl> -0.1108872, -0.1108872, -0.1108872, -0.1…
$ slow <dbl> 3.4572098, -0.1664356, -0.1664356, -0.16…
$ smack <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ smack_air <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ smack_air_legs <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ smack_air_legs_movin <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ smack_air_legs_movin_side <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ smack_smack <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ smack_smack_air <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ small <dbl> -0.1851007, -0.1851007, -0.1851007, 3.57…
$ small_town <dbl> -0.1431863, -0.1431863, -0.1431863, -0.1…
$ smell <dbl> -0.1088085, -0.1088085, -0.1088085, 14.9…
$ smile <dbl> -0.24789433, -0.24789433, -0.24789433, -…
$ smile_like <dbl> -0.08966365, -0.08966365, -0.08966365, -…
$ smiles <dbl> -0.1571355, -0.1571355, -0.1571355, -0.1…
$ smoke <dbl> -0.1748483, -0.1748483, 3.5176115, 11.32…
$ snow <dbl> -0.118291, -0.118291, -0.118291, -0.1182…
$ snow_ah <dbl> -0.08671854, -0.08671854, -0.08671854, -…
$ snow_beach <dbl> -0.08689557, -0.08689557, -0.08689557, -…
$ snow_beach_like <dbl> -0.08700727, -0.08700727, -0.08700727, -…
$ snow_beach_like_snow <dbl> -0.08700727, -0.08700727, -0.08700727, -…
$ snow_beach_like_snow_beach <dbl> -0.08703828, -0.08703828, -0.08703828, -…
$ snow_beach_snow <dbl> -0.08432428, -0.08432428, -0.08432428, -…
$ snow_beach_snow_beach <dbl> -0.08432428, -0.08432428, -0.08432428, -…
$ snow_beach_weird <dbl> -0.08671854, -0.08671854, -0.08671854, -…
$ solve <dbl> -0.1303713, -0.1303713, -0.1303713, -0.1…
$ solve_made <dbl> -0.07312768, -0.07312768, -0.07312768, -…
$ solve_made_really <dbl> -0.07312768, -0.07312768, -0.07312768, -…
$ solve_made_really_deep <dbl> -0.07312768, -0.07312768, -0.07312768, -…
$ solve_made_really_deep_cut <dbl> -0.07312768, -0.07312768, -0.07312768, -…
$ solve_riddle <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ solve_riddle_yeah <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ somebody <dbl> -0.1529259, -0.1529259, -0.1529259, -0.1…
$ someday <dbl> -0.1717365, -0.1717365, -0.1717365, -0.1…
$ somehow <dbl> -0.09760771, -0.09760771, -0.09760771, -…
$ someone <dbl> -0.24392182, 0.92999339, 1.27149600, -0.…
$ somethin <dbl> -0.1955263, -0.1955263, -0.1955263, -0.1…
$ something <dbl> -0.2999180, -0.2999180, -0.2999180, -0.2…
$ `something's` <dbl> -0.08818959, -0.08818959, -0.08818959, -…
$ somethings <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ sometimes <dbl> -0.2636028, 4.1187054, -0.2636028, -0.26…
$ somewhere <dbl> -0.09815999, -0.09815999, -0.09815999, -…
$ somewhere_else <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ song <dbl> -0.1651352, -0.1651352, -0.1651352, -0.1…
$ song_good <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ song_good_girl <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ songs <dbl> -0.137604, -0.137604, -0.137604, -0.1376…
$ soon <dbl> -0.1618884, -0.1618884, -0.1618884, -0.1…
$ soon_get <dbl> -0.06826555, -0.06826555, -0.06826555, -…
$ soon_get_better <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ soon_get_better_ooh <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ soon_get_better_ooh_ah <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ sorry <dbl> -0.1534461, -0.1534461, -0.1534461, -0.1…
$ `sorry_ain't` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `sorry_ain't_sorry` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `sorry_ain't_sorry_ain't` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `sorry_ain't_sorry_ain't_sorry` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `sorry_ain't_sorry_sorry` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `sorry_ain't_sorry_sorry_ain't` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ sorry_sorry <dbl> -0.09541004, -0.09541004, -0.09541004, -…
$ `sorry_sorry_ain't` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `sorry_sorry_ain't_sorry` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `sorry_sorry_ain't_sorry_ain't` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ soul <dbl> -0.1858043, -0.1858043, -0.1858043, -0.1…
$ soul_break <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ soul_break_soul <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ soul_break_soul_break <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ soul_break_soul_break_soul <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ soul_ooh <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ soul_ooh_whoa <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ sound <dbl> -0.1960498, -0.1960498, -0.1960498, -0.1…
$ sound_around <dbl> -0.08671854, -0.08671854, -0.08671854, -…
$ sound_around_like <dbl> -0.08671854, -0.08671854, -0.08671854, -…
$ sound_around_like_snow <dbl> -0.08671854, -0.08671854, -0.08671854, -…
$ sound_around_like_snow_beach <dbl> -0.08671854, -0.08671854, -0.08671854, -…
$ south <dbl> -0.06575189, -0.06575189, -0.06575189, -…
$ space <dbl> -0.189229, -0.189229, -0.189229, -0.1892…
$ speak <dbl> -0.1329663, -0.1329663, -0.1329663, -0.1…
$ speak_now <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ speechless <dbl> -0.08029896, -0.08029896, -0.08029896, -…
$ spelling <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ spelling_name <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ spend <dbl> -0.1290442, -0.1290442, -0.1290442, -0.1…
$ spending <dbl> -0.09024438, -0.09024438, -0.09024438, -…
$ spent <dbl> -0.1135144, -0.1135144, -0.1135144, -0.1…
$ spin <dbl> 3.1197941, -0.1400002, -0.1400002, -0.14…
$ spinnin <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ spinnin_hands <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ spinnin_spinnin <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ spinning <dbl> -0.09045086, -0.09045086, -0.09045086, -…
$ spirit <dbl> -0.1364191, -0.1364191, -0.1364191, -0.1…
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$ stained <dbl> -0.09577736, -0.09577736, -0.09577736, 1…
$ stairs <dbl> -0.07286168, -0.07286168, -0.07286168, -…
$ stand <dbl> -0.1443205, -0.1443205, 14.9875384, -0.1…
$ standin <dbl> -0.1529713, -0.1529713, -0.1529713, -0.1…
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$ standin_hopin_gets <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ standing <dbl> -0.1829924, -0.1829924, -0.1829924, -0.1…
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$ stare_phone <dbl> -0.08688885, -0.08688885, -0.08688885, -…
$ stare_phone_still <dbl> -0.08688885, -0.08688885, -0.08688885, -…
$ stare_phone_still_called <dbl> -0.08688885, -0.08688885, -0.08688885, -…
$ stare_phone_still_called_feel <dbl> -0.08688885, -0.08688885, -0.08688885, -…
$ starin <dbl> -0.09464653, -0.09464653, -0.09464653, -…
$ starry <dbl> -0.09736204, -0.09736204, -0.09736204, -…
$ stars <dbl> -0.2218566, -0.2218566, -0.2218566, -0.2…
$ stars_pocketful <dbl> -0.08671854, -0.08671854, -0.08671854, -…
$ stars_pocketful_wanting <dbl> -0.08671854, -0.08671854, -0.08671854, -…
$ stars_spelling <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ start <dbl> -0.1459401, 0.7065803, -0.1459401, -0.14…
$ start_give <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ start_give_love <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ started <dbl> -0.1206258, -0.1206258, -0.1206258, -0.1…
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$ stay_dead <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ stay_dead_alive <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ stay_dead_alive_alive <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ stay_dead_died <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ stay_dead_died_stay <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ stay_dead_died_stay_dead <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ stay_forever <dbl> -0.08698475, -0.08698475, -0.08698475, -…
$ stay_forever_say <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ stay_hey <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ stay_mind <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ stay_stay <dbl> -0.08828321, -0.08828321, -0.08828321, -…
$ stay_stay_stay <dbl> -0.08587386, -0.08587386, -0.08587386, -…
$ stay_stay_stay_stay <dbl> -0.08496693, -0.08496693, -0.08496693, -…
$ stayed <dbl> -0.1217172, -0.1217172, -0.1217172, -0.1…
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$ step <dbl> 3.8952140, -0.2180436, -0.2180436, -0.21…
$ steps <dbl> -0.135286, -0.135286, -0.135286, -0.1352…
$ stick <dbl> 10.4046694, -0.1442417, -0.1442417, -0.1…
$ stick_around <dbl> 15.83353151, -0.07331217, -0.07331217, -…
$ still <dbl> -0.3861811, -0.3861811, 0.1425512, -0.38…
$ still_called <dbl> -0.08688885, -0.08688885, -0.08688885, -…
$ still_called_feel <dbl> -0.08688885, -0.08688885, -0.08688885, -…
$ still_called_feel_low <dbl> -0.08688885, -0.08688885, -0.08688885, -…
$ still_called_feel_low_feel <dbl> -0.08688885, -0.08688885, -0.08688885, -…
$ still_care <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ still_care_baby <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ still_feel <dbl> -0.1204525, -0.1204525, -0.1204525, -0.1…
$ still_got <dbl> -0.08854386, -0.08854386, -0.08854386, -…
$ still_innocent <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ still_love <dbl> -0.1278381, -0.1278381, -0.1278381, -0.1…
$ still_remember <dbl> -0.1266444, -0.1266444, -0.1266444, -0.1…
$ still_see <dbl> -0.1141745, -0.1141745, -0.1141745, -0.1…
$ still_worship <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ still_worship_love <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `still_would've` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `still_would've_mine` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ stole <dbl> -0.123235, -0.123235, -0.123235, -0.1232…
$ stole_cool <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ stones <dbl> -0.1308676, -0.1308676, -0.1308676, -0.1…
$ stood <dbl> -0.1762464, -0.1762464, -0.1762464, -0.1…
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$ stop_check <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ stop_check_tonight <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ stop_loving <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ stop_loving_til <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ stop_loving_til_morning <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ stop_loving_til_morning_stop <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ stop_screaming <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ stop_screaming_freaking <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ stop_screaming_freaking_blowing <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ stop_screaming_freaking_blowing_can <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ stopped <dbl> -0.1350234, -0.1350234, -0.1350234, -0.1…
$ stoppin <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ stoppin_please <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ stoppin_please_motherfuckers <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ storm <dbl> -0.1039611, -0.1039611, -0.1039611, -0.1…
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$ story_us <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ straight <dbl> 2.8395315, -0.1652829, -0.1652829, -0.16…
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$ street <dbl> -0.1782577, -0.1782577, -0.1782577, -0.1…
$ streets <dbl> -0.1657449, -0.1657449, -0.1657449, -0.1…
$ strike <dbl> -0.102309, -0.102309, -0.102309, -0.1023…
$ string <dbl> -0.08603206, -0.08603206, -0.08603206, -…
$ stroke <dbl> -0.08703689, -0.08703689, -0.08703689, -…
$ stroll <dbl> -0.06765559, -0.06765559, -0.06765559, -…
$ strong <dbl> -0.1346147, -0.1346147, -0.1346147, -0.1…
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$ stupid <dbl> -0.1223091, -0.1223091, -0.1223091, -0.1…
$ substitute <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ substitute_baby <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ substitute_baby_swear <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ substitute_baby_swear_déjà <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ substitute_baby_swear_déjà_vu <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ sucks <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ sucks_right <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ sucks_right_now <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ suga <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ suga_ma <dbl> -0.06142951, -0.06142951, -0.06142951, -…
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$ suga_ma_ma_ma <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ suga_ma_ma_ma_ma <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ suga_mama <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ suga_mama_suga <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ suga_mama_suga_mama <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ sugar <dbl> 10.8990493, -0.1259342, -0.1259342, -0.1…
$ summer <dbl> -0.1922994, -0.1922994, -0.1922994, -0.1…
$ sun <dbl> -0.1745296, -0.1745296, -0.1745296, -0.1…
$ sunday <dbl> -0.09517458, -0.09517458, -0.09517458, -…
$ sunshine <dbl> -0.155376, -0.155376, -0.155376, -0.1553…
$ superman <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ superman_fly <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ superman_fly_away <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ supposed <dbl> -0.1465623, -0.1465623, -0.1465623, -0.1…
$ sure <dbl> -0.2324866, -0.2324866, -0.2324866, -0.2…
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$ watch_video <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ watch_video_phone <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ watch_watch <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ watched <dbl> -0.1353882, -0.1353882, -0.1353882, -0.1…
$ watching <dbl> -0.1351791, -0.1351791, -0.1351791, -0.1…
$ water <dbl> -0.1501860, -0.1501860, -0.1501860, 10.8…
$ wave <dbl> -0.1252656, -0.1252656, -0.1252656, -0.1…
$ way <dbl> -0.368097785, 0.122203979, -0.368097785,…
$ way_home <dbl> -0.0992516, -0.0992516, -0.0992516, -0.0…
$ way_home_way <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ way_home_way_home <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ way_home_way_home_way <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ way_love <dbl> -0.08092598, -0.08092598, -0.08092598, -…
$ way_loved <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ way_wanna <dbl> -0.07610502, -0.07610502, -0.07610502, -…
$ way_wanna_wake <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ ways <dbl> -0.1234486, -0.1234486, -0.1234486, -0.1…
$ wear <dbl> -0.1470938, -0.1470938, -0.1470938, -0.1…
$ weekend <dbl> -0.09927558, -0.09927558, -0.09927558, -…
$ welcome <dbl> -0.08497806, -0.08497806, -0.08497806, -…
$ welcome_new <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ welcome_new_york <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ welcome_new_york_waitin <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ welcome_new_york_waitin_welcome <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ welcome_new_york_welcome <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ welcome_new_york_welcome_new <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ well <dbl> -0.2725009, -0.2725009, -0.2725009, -0.2…
$ went <dbl> -0.1879447, -0.1879447, -0.1879447, -0.1…
$ wet <dbl> -0.1206933, -0.1206933, -0.1206933, -0.1…
$ whatever <dbl> -0.126421, -0.126421, -0.126421, -0.1264…
$ whenever <dbl> -0.1185308, -0.1185308, -0.1185308, -0.1…
$ whiskey <dbl> 5.2086286, 4.0787312, -0.1395524, -0.139…
$ whisper <dbl> -0.1028739, 1.1103536, -0.1028739, -0.10…
$ white <dbl> -0.1910739, -0.1910739, -0.1910739, 3.43…
$ whoa <dbl> -0.1762824, -0.1762824, -0.1762824, -0.1…
$ whoa_oh <dbl> -0.1416416, -0.1416416, -0.1416416, -0.1…
$ whoa_oh_oh <dbl> -0.08543282, -0.08543282, -0.08543282, -…
$ whoa_whoa <dbl> -0.09994536, -0.09994536, -0.09994536, -…
$ whoadies <dbl> -0.0668167, -0.0668167, -0.0668167, -0.0…
$ whoadies_bout <dbl> -0.06765559, -0.06765559, -0.06765559, -…
$ whole <dbl> -0.2946871, -0.2946871, -0.2946871, -0.2…
$ whole_life <dbl> -0.1112475, -0.1112475, -0.1112475, -0.1…
$ whole_lotta <dbl> -0.08700415, -0.08700415, -0.08700415, -…
$ `why'd` <dbl> -0.09281054, -0.09281054, -0.09281054, -…
$ wide <dbl> -0.1336336, -0.1336336, -0.1336336, -0.1…
$ wife <dbl> -0.1671896, -0.1671896, -0.1671896, -0.1…
$ wild <dbl> -0.1856705, -0.1856705, -0.1856705, -0.1…
$ wildest <dbl> -0.06647089, -0.06647089, -0.06647089, -…
$ wildest_dreams <dbl> -0.06647089, -0.06647089, -0.06647089, -…
$ wildest_dreams_ah <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ wildest_dreams_ah_ha <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ win <dbl> -0.07184828, -0.07184828, -0.07184828, -…
$ wind <dbl> -0.1149401, -0.1149401, -0.1149401, -0.1…
$ window <dbl> -0.169533, -0.169533, -0.169533, -0.1695…
$ windows <dbl> -0.09468719, -0.09468719, -0.09468719, -…
$ wine <dbl> -0.1947312, -0.1947312, -0.1947312, -0.1…
$ wings <dbl> -0.1367568, -0.1367568, -0.1367568, -0.1…
$ wish <dbl> -0.16807809, -0.16807809, -0.16807809, -…
$ wish_better <dbl> -0.07716525, -0.07716525, -0.07716525, -…
$ wish_better_man <dbl> -0.07716525, -0.07716525, -0.07716525, -…
$ wish_knew <dbl> -0.08622532, -0.08622532, -0.08622532, -…
$ wish_never <dbl> -0.08448958, -0.08448958, -0.08448958, -…
$ wish_right <dbl> -0.08586761, -0.08586761, -0.08586761, -…
$ wish_wish <dbl> -0.07796101, -0.07796101, -0.07796101, -…
$ wish_wish_wish <dbl> -0.07408291, -0.07408291, -0.07408291, -…
$ wish_wish_wish_wish <dbl> -0.06888399, -0.06888399, -0.06888399, -…
$ wish_wish_wish_wish_wish <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ wishing <dbl> -0.09267096, -0.09267096, -0.09267096, -…
$ without <dbl> -0.1774056, -0.1774056, -0.1774056, -0.1…
$ without_cause <dbl> -0.08665742, -0.08665742, -0.08665742, -…
$ woah <dbl> -0.1338558, -0.1338558, -0.1338558, -0.1…
$ woah_woah <dbl> -0.06462885, -0.06462885, -0.06462885, -…
$ woah_woah_woah <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ woah_woah_woah_woah <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ woke <dbl> -0.1424313, -0.1424313, -0.1424313, -0.1…
$ woke_like <dbl> -0.0859508, -0.0859508, -0.0859508, -0.0…
$ woman <dbl> -0.1427285, -0.1427285, 2.6879086, -0.14…
$ women <dbl> -0.1395327, -0.1395327, -0.1395327, -0.1…
$ wonder <dbl> -0.1758325, -0.1758325, -0.1758325, -0.1…
$ wondering <dbl> -0.1322592, -0.1322592, -0.1322592, -0.1…
$ wonderland <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ wonderland_got <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ wonderland_got_lost <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ woo <dbl> 12.3233292, -0.1197170, -0.1197170, -0.1…
$ woo_ooh <dbl> -0.1006758, -0.1006758, -0.1006758, -0.1…
$ word <dbl> -0.1782175, -0.1782175, -0.1782175, -0.1…
$ words <dbl> -0.2672662, -0.2672662, -0.2672662, -0.2…
$ work <dbl> 0.4369041, -0.1429354, -0.1429354, -0.14…
$ work_ladies <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ work_ladies_let <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ work_ladies_let_em <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ work_ladies_let_em_check <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ work_money <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ works <dbl> -0.1074023, -0.1074023, -0.1074023, -0.1…
$ works_get <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ works_get_girl <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ works_get_girl_girl <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ world <dbl> -0.2870382, -0.2870382, -0.2870382, -0.2…
$ worry <dbl> -0.1024261, -0.1024261, -0.1024261, -0.1…
$ worse <dbl> -0.1203732, -0.1203732, -0.1203732, -0.1…
$ worship <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ worship_love <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ worst <dbl> -0.1973462, -0.1973462, -0.1973462, -0.1…
$ worth <dbl> -0.1393196, -0.1393196, -0.1393196, -0.1…
$ worth_every <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ `would've` <dbl> -0.1508171, -0.1508171, -0.1508171, -0.1…
$ `would've_mine` <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ wound <dbl> -0.1332984, -0.1332984, -0.1332984, -0.1…
$ wrap <dbl> -0.111650, -0.111650, -0.111650, -0.1116…
$ wrong <dbl> -0.2997057, -0.2997057, -0.2997057, -0.2…
$ wrong_rains <dbl> -0.08688885, -0.08688885, -0.08688885, -…
$ wrong_rains_rains <dbl> -0.08688885, -0.08688885, -0.08688885, -…
$ wrong_rains_rains_gone <dbl> -0.08688885, -0.08688885, -0.08688885, -…
$ `y'all` <dbl> -0.1194973, -0.1194973, -0.1194973, -0.1…
$ ya <dbl> -0.2028194, -0.2028194, -0.2028194, -0.2…
$ yadda <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ yaka <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ yaka_yaka <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ yaka_yaka_yaka <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ yaka_yaka_yaka_yaka <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ yaka_yaka_yaka_yaka_yaka <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ yeah <dbl> 0.23595087, -0.42338841, 0.24793886, -0.…
$ yeah_call <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ yeah_call_want <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ yeah_know <dbl> -0.09870263, -0.09870263, -0.09870263, -…
$ yeah_oh <dbl> -0.1651997, -0.1651997, -0.1651997, -0.1…
$ yeah_oh_oh <dbl> -0.1340877, -0.1340877, -0.1340877, -0.1…
$ yeah_yeah <dbl> -0.1960084, -0.1960084, -0.1960084, -0.1…
$ yeah_yeah_yeah <dbl> -0.1297538, -0.1297538, -0.1297538, -0.1…
$ year <dbl> -0.09695563, -0.09695563, -0.09695563, -…
$ years <dbl> -0.2705270, -0.2705270, 1.9553641, -0.27…
$ yee <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ yes <dbl> -0.1944356, -0.1944356, -0.1944356, -0.1…
$ yes_can <dbl> -0.09536283, -0.09536283, -0.09536283, -…
$ yes_can_together <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ yes_like <dbl> -0.0929715, -0.0929715, -0.0929715, -0.0…
$ yes_wanna <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ yes_wanna_show <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ yes_yes <dbl> -0.0873342, -0.0873342, -0.0873342, -0.0…
$ yes_yes_yes <dbl> -0.06499247, -0.06499247, -0.06499247, -…
$ yet <dbl> -0.1348679, -0.1348679, -0.1348679, -0.1…
$ yo <dbl> -0.115754, -0.115754, -0.115754, -0.1157…
$ yo_yo <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ yoncé <dbl> -0.1110721, -0.1110721, -0.1110721, -0.1…
$ yoncé_mouth <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ yoncé_mouth_like <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ yoncé_mouth_like_liquor <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ york <dbl> -0.09825441, -0.09825441, -0.09825441, -…
$ york_waitin <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ york_waitin_welcome <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ york_waitin_welcome_new <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ york_waitin_welcome_new_york <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ york_welcome <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ york_welcome_new <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ york_welcome_new_york <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ young <dbl> -0.187849, -0.187849, -0.187849, -0.1878…
$ yuh <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ yuh_done <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ yuh_done_know <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ yuh_done_know_di <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ yuh_done_know_di_love <dbl> -0.06142951, -0.06142951, -0.06142951, -…
$ yummy <dbl> -0.06787605, -0.06787605, -0.06787605, -…
$ yummy_yummy <dbl> -0.06677026, -0.06677026, -0.06677026, -…
$ af_explicit_no <dbl> -2.1222096, -2.1222096, 0.4694289, 0.469…
$ af_key_name_A. <dbl> -0.2077105, -0.2077105, -0.2077105, -0.2…
$ af_key_name_B <dbl> -0.2266994, -0.2266994, 4.3944813, -0.22…
$ af_key_name_C <dbl> -0.4392753, -0.4392753, -0.4392753, -0.4…
$ af_key_name_C. <dbl> -0.3221391, -0.3221391, -0.3221391, -0.3…
$ af_key_name_D <dbl> 2.793524, -0.356620, -0.356620, -0.35662…
$ af_key_name_D. <dbl> -0.1384132, -0.1384132, -0.1384132, -0.1…
$ af_key_name_E <dbl> -0.2851747, 3.4933900, -0.2851747, -0.28…
$ af_key_name_F <dbl> -0.314975, -0.314975, -0.314975, -0.3149…
$ af_key_name_F. <dbl> -0.3077055, -0.3077055, -0.3077055, -0.3…
$ af_key_name_G <dbl> -0.3957424, -0.3957424, -0.3957424, -0.3…
$ af_key_name_G. <dbl> -0.1976555, -0.1976555, -0.1976555, -0.1…
$ af_mode_name_minor <dbl> -0.4392753, 2.2678863, 2.2678863, 2.2678…Tune the regularized regression model
Show the code
# define the regularized regression model specification
glmnet_spec <- logistic_reg(penalty = tune(), mixture = 1) |>
set_mode("classification") |>
set_engine("glmnet")
# define the new workflow
glmnet_wf <- workflow() |>
add_recipe(glmnet_rec) |>
add_model(glmnet_spec)
# create the tuning grid
glmnet_grid <- grid_regular(
# narrow range based on initial testing
penalty(range = c(-3, 0)),
levels = 30
)
# tune over the model hyperparameters
glmnet_tune <- tune_grid(
object = glmnet_wf,
resamples = lyrics_folds,
grid = glmnet_grid,
control = control_grid(save_workflow = TRUE)
)Show the code
# A tibble: 5 × 7
penalty .metric .estimator mean n std_err .config
<dbl> <chr> <chr> <dbl> <int> <dbl> <chr>
1 0.0137 roc_auc binary 0.878 10 0.0203 Preprocessor1_Model12
2 0.0221 roc_auc binary 0.875 10 0.0197 Preprocessor1_Model14
3 0.0174 roc_auc binary 0.875 10 0.0204 Preprocessor1_Model13
4 0.0281 roc_auc binary 0.873 10 0.0201 Preprocessor1_Model15
5 0.0356 roc_auc binary 0.872 10 0.0210 Preprocessor1_Model16Variable importance
Show the code
# extract parsnip model fit
glmnet_imp <- glmnet_tune |>
fit_best() |>
extract_fit_parsnip() |>
vi(method = "model", lambda = select_best(x = glmnet_tune, metric = "roc_auc")$penalty)
# top features
vip(glmnet_imp)
# features with non-zero coefficients
glmnet_imp |>
# importance must be greater than 0
filter(Importance > 0)
# A tibble: 125 × 3
Variable Importance Sign
<chr> <dbl> <chr>
1 af_speechiness 0.900 NEG
2 just 0.774 POS
3 know_love 0.706 NEG
4 ghosts 0.626 POS
5 af_liveness 0.557 NEG
6 af_key_name_F. 0.534 NEG
7 new_york 0.490 POS
8 friends 0.488 POS
9 fuck 0.484 NEG
10 gone 0.442 POS
# ℹ 115 more rows📝 Interpreting feature relevance
Instructions
Interpret the most relevant features for predicting whether a song is by Beyoncé or Taylor Swift. As a gut check, do these results make sense to you based on your knowledge of these artists?
Show the code
# clean up the data frame for visualization
glmnet_imp |>
# because Taylor Swift is labeled the "success" outcome,
# positive coefficients indicate higher probability of being a Taylor Swift song
mutate(Sign = if_else(Sign == "POS", "Taylor Swift", "Beyoncé")) |>
# importance must be greater than 0
filter(Importance > 0) |>
# keep top 30 features for each artist
slice_max(n = 30, order_by = Importance, by = Sign) |>
mutate(Variable = fct_reorder(.f = Variable, .x = Importance)) |>
ggplot(mapping = aes(
x = Importance,
y = Variable,
fill = Sign
)) +
geom_col(show.legend = FALSE) +
scale_fill_brewer(type = "qual") +
facet_wrap(facets = vars(Sign), scales = "free_y") +
labs(
y = NULL,
title = "Most relevant features for predicting whether a song is by Beyoncé or Taylor Swift",
subtitle = "Regularized regression model"
) +
theme(plot.title.position = "plot")
05:00
Challenges with regularized regression for feature selection
- Regularized regression still assumes a linear functional form of the model
- Requires standardizing variables to ensure all variables are on the same scale, but now means interpretation of the coefficients is unit-less
What if we want to account for non-linear, interactive functional forms in the variables’ original units?
Tree-based feature importance
Decision trees
- Decision trees are a natural ML technique for feature importance
- Tree-fitting procedure automatically excludes predictors that do not provide sufficient information to create pure nodes
- If a feature is not used in the tree, then it is not important
- Decision trees naturally take into account non-linear and interactive relationships between the predictors and outcome of interest
- However, ensemble methods like random forests and gradient boosting virtually guarantee inconsistent usage of features across multiple trees
Impurity-based feature importance
Measure of the total decrease in node impurity that results from splits over that variable.
- Based on the training set
- Sus on high cardinality features
- Some methods available to “correct” for the bias
Mean decrease of accuracy in predictions on the out-of-bag samples
Using the out-of-bag observations for each decision tree and predictor:
- Calculate the prediction accuracy for the OOB observations.
- Randomly permute (shuffle) the values of the predictor.
- Calculate the prediction accuracy for the permuted OOB observations.
- Record the difference in accuracy between the true and permuted OOB observations.
- Rinse and repeat a sufficient number of times.
Uses OOB observations not used to train the trees, so avoids that bias.
Also shown to be problematic when predictors are highly correlated.
Specify workflow model
Fit model
Note
Currently the model does not require tuning so we can fit() it once using the entire training set. If you have tuning parameters, tune and finalize those parameters first.
Feature importance
Comparing techniques
Define the feature engineering recipe
Show the code
# define preprocessing recipe
rf_rec <- recipe(artist ~ ., data = lyrics_train) |>
# exclude ID variables
update_role(album_name, track_number, track_name, new_role = "id vars") |>
# tokenize and prep lyrics
step_tokenize(lyrics) |>
step_stopwords(lyrics) |>
step_ngram(lyrics, num_tokens = 5L, min_num_tokens = 1L) |>
step_tokenfilter(lyrics, max_tokens = 500) |>
step_tfidf(lyrics) |>
# Simplify these names
step_rename_at(
all_predictors(), -starts_with("tfidf_lyrics_"),
fn = \(x) str_glue("af_{x}")
) |>
step_rename_at(starts_with("tfidf_lyrics_"),
fn = \(x) str_replace_all(
string = x,
pattern = "tfidf_lyrics_",
replacement = ""
)
) |>
step_downsample(artist)
rf_recRows: 176
Columns: 518
$ album_name <chr> "COWBOY CARTER", "COWBOY CARTER", "COWBOY CARTER", "COWBOY …
$ track_number <dbl> 7, 8, 10, 11, 13, 18, 22, 23, 24, 27, 1, 2, 6, 7, 8, 10, 11…
$ track_name <chr> "TEXAS HOLD 'EM", "BODYGUARD", "JOLENE", "DAUGHTER", "ALLII…
$ af_danceability <dbl> 0.727, 0.726, 0.567, 0.374, 0.618, 0.497, 0.691, 0.699, 0.6…
$ af_energy <dbl> 0.711, 0.779, 0.812, 0.448, 0.651, 0.351, 0.489, 0.791, 0.6…
$ af_loudness <dbl> -6.549, -5.432, -5.434, -10.040, -9.662, -9.248, -8.461, -8…
$ af_speechiness <dbl> 0.0780, 0.0551, 0.1640, 0.0364, 0.0822, 0.0274, 0.0539, 0.1…
$ af_acousticness <dbl> 0.582000, 0.013700, 0.532000, 0.789000, 0.202000, 0.764000,…
$ af_instrumentalness <dbl> 0.00e+00, 2.35e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-06,…
$ af_liveness <dbl> 0.1580, 0.3650, 0.7300, 0.1180, 0.2370, 0.1360, 0.3280, 0.2…
$ af_valence <dbl> 0.3750, 0.5390, 0.8530, 0.3860, 0.6560, 0.4920, 0.6620, 0.4…
$ af_tempo <dbl> 110.012, 119.031, 106.179, 114.108, 74.548, 105.032, 85.032…
$ af_time_signature <dbl> 4, 4, 4, 4, 4, 4, 4, 4, 4, 3, 4, 5, 4, 4, 4, 4, 4, 4, 4, 4,…
$ af_duration_ms <dbl> 233456, 240254, 189638, 203851, 179397, 100364, 72448, 2519…
$ af_explicit <lgl> TRUE, TRUE, FALSE, FALSE, FALSE, FALSE, FALSE, TRUE, FALSE,…
$ af_key_name <fct> D, E, B, A, D, G, C, G, G, C#, F, G, C#, D, C#, C#, C#, F, …
$ af_mode_name <fct> major, minor, minor, minor, major, minor, major, major, maj…
$ artist <fct> Beyoncé, Beyoncé, Beyoncé, Beyoncé, Beyoncé, Beyoncé, Beyon…
$ ah <dbl> 0.000000000, 0.132724458, 0.000000000, 0.000000000, 0.00000…
$ ah_ah <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ ah_ah_ah <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ ah_ah_ah_ah <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ `ain't` <dbl> 0.069472477, 0.000000000, 0.000000000, 0.093112418, 0.00000…
$ `ain't_sorry` <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ air <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ alone <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ along <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ alright <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ always <dbl> 0.018567456, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ another <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ anymore <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ anything <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ around <dbl> 0.047645175, 0.010642961, 0.000000000, 0.000000000, 0.00000…
$ ask <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ asking <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ ass <dbl> 0.00000000, 0.02179938, 0.00000000, 0.00000000, 0.00000000,…
$ away <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ babe <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ baby <dbl> 0.006746290, 0.009041903, 0.000000000, 0.000000000, 0.00000…
$ baby_now <dbl> 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000,…
$ baby_now_got <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ baby_now_got_bad <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ baby_now_got_bad_blood <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ back <dbl> 0.005923823, 0.007939568, 0.000000000, 0.000000000, 0.00000…
$ bad <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ bad_bad <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ bad_blood <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ beach <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ beat <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ beautiful <dbl> 0.00000000, 0.00000000, 0.02322333, 0.00000000, 0.00000000,…
$ believe <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ best <dbl> 0.000000000, 0.013020848, 0.000000000, 0.034722263, 0.00000…
$ bet <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ better <dbl> 0.00000000, 0.01340215, 0.01855683, 0.00000000, 0.00000000,…
$ big <dbl> 0.000000000, 0.000000000, 0.000000000, 0.042894147, 0.00000…
$ bitch <dbl> 0.05710000, 0.00000000, 0.02649111, 0.00000000, 0.00000000,…
$ blood <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ blue <dbl> 0.00000000, 0.00000000, 0.00000000, 0.04756370, 0.00000000,…
$ bodied <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ body <dbl> 0.000000000, 0.000000000, 0.000000000, 0.043480891, 0.04348…
$ bounce <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ bounce_shit <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ bounce_shit_dance <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ bounce_shit_dance_dance <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ bounce_shit_dance_dance_bounce <dbl> 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000,…
$ bout <dbl> 0.000000000, 0.017836387, 0.000000000, 0.000000000, 0.19025…
$ boy <dbl> 0.017368119, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ boys <dbl> 0.00000000, 0.00000000, 0.00000000, 0.11343229, 0.00000000,…
$ `break` <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ break_soul <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ breathe <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ broken <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ burn <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ bye <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ call <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ call_want <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ called <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ came <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ can <dbl> 0.000000000, 0.000000000, 0.022985368, 0.022134058, 0.00000…
$ can_feel <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ can_see <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ car <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ care <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ catch <dbl> 0.00000000, 0.02032458, 0.00000000, 0.05419888, 0.00000000,…
$ cause <dbl> 0.010287843, 0.000000000, 0.028637793, 0.000000000, 0.00000…
$ cause_baby <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ change <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.04608098,…
$ check <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ cherry <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ cherry_turn <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ cherry_turn_cherry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ city <dbl> 0.02855000, 0.00000000, 0.00000000, 0.00000000, 0.05101991,…
$ clean <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ close <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ cold <dbl> 0.029105634, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ come <dbl> 0.077281965, 0.000000000, 0.026075908, 0.000000000, 0.00000…
$ come_back <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ come_come <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ comes <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ comin <dbl> 0.03173753, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ coming <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ cool <dbl> 0.00000000, 0.00000000, 0.00000000, 0.04919920, 0.00000000,…
$ `could've` <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ crazy <dbl> 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000,…
$ cry <dbl> 0.00000000, 0.01755185, 0.00000000, 0.00000000, 0.00000000,…
$ cunt <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ cut <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ daddy <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ damn <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ dance <dbl> 0.08909117, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ dance_bounce <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ dance_bounce_shit <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ dance_dance <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ dance_dance_bounce <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ dance_dance_bounce_shit <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ dancing <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ dark <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ darling <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ day <dbl> 0.000000000, 0.012781595, 0.000000000, 0.000000000, 0.00000…
$ days <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ dead <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ deep <dbl> 0.00000000, 0.00000000, 0.02469654, 0.00000000, 0.04756370,…
$ di <dbl> 0.00000000, 0.00000000, 0.00000000, 0.08319212, 0.00000000,…
$ die <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ died <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ different <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ disappear <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ diva <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ doin <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ done <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ door <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ dream <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ dreams <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ dress <dbl> 0.00000000, 0.00000000, 0.00000000, 0.09512740, 0.00000000,…
$ drive <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ drop <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ easy <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ either <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ `else` <dbl> 0.00000000, 0.00000000, 0.02700667, 0.00000000, 0.00000000,…
$ em <dbl> 0.04203941, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ end <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ enough <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ even <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ ever <dbl> 0.00000000, 0.00000000, 0.00000000, 0.06110663, 0.00000000,…
$ every <dbl> 0.00000000, 0.00000000, 0.01505419, 0.00000000, 0.02899325,…
$ every_time <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ everybody <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ everything <dbl> 0.000000000, 0.000000000, 0.032490012, 0.000000000, 0.00000…
$ eyes <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ face <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ fall <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ fan <dbl> 0.00000000, 0.00000000, 0.00000000, 0.09063151, 0.00000000,…
$ far <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ feel <dbl> 0.015450832, 0.010354204, 0.000000000, 0.000000000, 0.11044…
$ feel_like <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ feelin <dbl> 0.00000000, 0.00000000, 0.00000000, 0.06137381, 0.00000000,…
$ feeling <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ feels <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ felt <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ fight <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ find <dbl> 0.010878286, 0.000000000, 0.020187588, 0.000000000, 0.00000…
$ fine <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ fire <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ first <dbl> 0.01020155, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ first_time <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ flawless <dbl> 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000,…
$ floor <dbl> 0.11642254, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ fly <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ forever <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ forget <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ found <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ freakum <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ freakum_dress <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ free <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ freedom <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ friend <dbl> 0.00000000, 0.02126855, 0.00000000, 0.00000000, 0.00000000,…
$ friends <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ fuck <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ gave <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ get <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.02332…
$ gets <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ getting <dbl> 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000,…
$ girl <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ girls <dbl> 0.00000000, 0.00000000, 0.02322333, 0.00000000, 0.00000000,…
$ give <dbl> 0.000000000, 0.012899810, 0.000000000, 0.000000000, 0.00000…
$ go <dbl> 0.000000000, 0.000000000, 0.012449300, 0.000000000, 0.00000…
$ go_go <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ god <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ god_damn <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ goes <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ going <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ gon <dbl> 0.00000000, 0.00000000, 0.11783678, 0.00000000, 0.00000000,…
$ gone <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ gonna <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ good <dbl> 0.000000000, 0.000000000, 0.059362185, 0.000000000, 0.00000…
$ good_girl <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ goodbye <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ got <dbl> 0.000000000, 0.008135549, 0.000000000, 0.000000000, 0.00000…
$ got_bad <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ got_bad_blood <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ gotta <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ ground <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ grow <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.06137381,…
$ guess <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ ha <dbl> 0.01769898, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ hair <dbl> 0.000000000, 0.000000000, 0.000000000, 0.095127399, 0.00000…
$ halo <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ halo_halo <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ hand <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ hands <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ hard <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ hate <dbl> 0.00000000, 0.00000000, 0.02356736, 0.00000000, 0.00000000,…
$ head <dbl> 0.00000000, 0.00000000, 0.00000000, 0.07957164, 0.00000000,…
$ hear <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ heard <dbl> 0.00000000, 0.00000000, 0.02289343, 0.00000000, 0.00000000,…
$ heart <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ heaven <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ hell <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.04756…
$ hello <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ hello_hello <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ hello_hello_hello <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ hello_hello_hello_hello <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ hello_hello_hello_hello_hello <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ help <dbl> 0.00000000, 0.00000000, 0.00000000, 0.09839840, 0.00000000,…
$ hey <dbl> 0.080808154, 0.015472196, 0.000000000, 0.000000000, 0.00000…
$ hey_hey <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ hey_hey_hey <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ hide <dbl> 0.00000000, 0.00000000, 0.00000000, 0.05201285, 0.00000000,…
$ high <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.04125919,…
$ hold <dbl> 0.032634857, 0.043739773, 0.000000000, 0.116639395, 0.00000…
$ home <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ honey <dbl> 0.0688279, 0.1844970, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ hope <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ hot <dbl> 0.03434390, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ house <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ huh <dbl> 0.00000000, 0.09752409, 0.00000000, 0.00000000, 0.00000000,…
$ hurt <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ hustla <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ `i'ma` <dbl> 0.00000000, 0.00000000, 0.12073503, 0.00000000, 0.00000000,…
$ inside <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ jolene <dbl> 0.000000, 0.000000, 1.503249, 0.000000, 0.000000, 0.000000,…
$ jump <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ just <dbl> 0.014069183, 0.025142151, 0.000000000, 0.033522868, 0.00000…
$ just_wanna <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ karma <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ keep <dbl> 0.00000000, 0.00000000, 0.00000000, 0.03261089, 0.00000000,…
$ kill <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ kind <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ kiss <dbl> 0.00000000, 0.01528185, 0.00000000, 0.00000000, 0.00000000,…
$ knew <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ know <dbl> 0.000000000, 0.018452514, 0.025549635, 0.000000000, 0.00000…
$ know_better <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ know_know <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ known <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ knows <dbl> 0.00000000, 0.00000000, 0.02600515, 0.00000000, 0.00000000,…
$ la <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ la_la <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ la_la_la <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ la_la_la_la <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ la_la_la_la_la <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ ladies <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ last <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ last_time <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ late <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ leave <dbl> 0.00000000, 0.01381374, 0.00000000, 0.00000000, 0.00000000,…
$ left <dbl> 0.022006128, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ let <dbl> 0.000000000, 0.051083118, 0.000000000, 0.027244330, 0.00000…
$ let_go <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ let_upgrade <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ life <dbl> 0.084827703, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ light <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ lights <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ like <dbl> 0.000000000, 0.011758052, 0.016280379, 0.078387012, 0.00000…
$ like_baby <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ like_like <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ like_snow <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ like_snow_beach <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ line <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ lips <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ little <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ live <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ long <dbl> 0.00000000, 0.00000000, 0.00000000, 0.03505288, 0.00000000,…
$ look <dbl> 0.000000000, 0.000000000, 0.000000000, 0.031286678, 0.00000…
$ looking <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ lord <dbl> 0.00000000, 0.00000000, 0.00000000, 0.11082054, 0.00000000,…
$ lose <dbl> 0.00000000, 0.01813520, 0.00000000, 0.00000000, 0.00000000,…
$ lost <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ lot <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ love <dbl> 0.000000000, 0.000000000, 0.009909527, 0.000000000, 0.01908…
$ love_love <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ loved <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ loving <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ ma <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ mad <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ made <dbl> 0.00000000, 0.00000000, 0.00000000, 0.03206482, 0.00000000,…
$ made_look <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ make <dbl> 0.000000000, 0.019781321, 0.000000000, 0.000000000, 0.00000…
$ makes <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ making <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ mama <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ man <dbl> 0.000000000, 0.000000000, 0.133886989, 0.000000000, 0.00000…
$ many <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ maybe <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ mean <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ meet <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ met <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ middle <dbl> 0.02969706, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ might <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ mind <dbl> 0.017097190, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ mine <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ miss <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ money <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ morning <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.05201285,…
$ move <dbl> 0.000000000, 0.000000000, 0.027006670, 0.000000000, 0.10402…
$ mr <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ much <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ must <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ na <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ na_na <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ name <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ need <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.09095…
$ never <dbl> 0.000000000, 0.015435435, 0.000000000, 0.000000000, 0.00000…
$ never_let <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ new <dbl> 0.00000000, 0.00000000, 0.02041915, 0.00000000, 0.00000000,…
$ new_york <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ nice <dbl> 0.03100678, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ night <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ nights <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ nobody <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ nothing <dbl> 0.00000000, 0.00000000, 0.01974487, 0.00000000, 0.00000000,…
$ now <dbl> 0.049534724, 0.000000000, 0.000000000, 0.019671197, 0.03934…
$ now_got <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ now_got_bad <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ now_got_bad_blood <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ oh <dbl> 0.005552761, 0.186056055, 0.000000000, 0.000000000, 0.01984…
$ oh_oh <dbl> 0.000000000, 0.157737966, 0.000000000, 0.000000000, 0.00000…
$ oh_oh_oh <dbl> 0.000000000, 0.075488995, 0.000000000, 0.000000000, 0.00000…
$ oh_oh_oh_oh <dbl> 0.00000000, 0.01728037, 0.00000000, 0.00000000, 0.00000000,…
$ oh_oh_oh_oh_oh <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ oh_yeah <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ okay <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ old <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ one <dbl> 0.011734981, 0.023592201, 0.000000000, 0.000000000, 0.00000…
$ one_time <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ ooh <dbl> 0.099518051, 0.072753726, 0.000000000, 0.064669979, 0.00000…
$ ooh_ooh <dbl> 0.02969706, 0.00000000, 0.00000000, 0.05306974, 0.00000000,…
$ ooh_ooh_ooh <dbl> 0.01717195, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ ooh_ooh_ooh_ooh <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ party <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ past <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ people <dbl> 0.000000000, 0.017280367, 0.000000000, 0.000000000, 0.00000…
$ perfect <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ phone <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ place <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ places <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ play <dbl> 0.000000000, 0.000000000, 0.022271961, 0.000000000, 0.00000…
$ please <dbl> 0.000000000, 0.017836387, 0.000000000, 0.000000000, 0.00000…
$ pray <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ pretty <dbl> 0.02910563, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ promise <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ pull <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ put <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ rain <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.04608098,…
$ rains <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ rather <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ read <dbl> 0.027531160, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ real <dbl> 0.118434092, 0.031746916, 0.000000000, 0.000000000, 0.00000…
$ really <dbl> 0.000000000, 0.000000000, 0.000000000, 0.036836632, 0.00000…
$ remember <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ right <dbl> 0.014759120, 0.000000000, 0.000000000, 0.026375095, 0.00000…
$ right_now <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ rock <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ roll <dbl> 0.00000000, 0.00000000, 0.06036752, 0.00000000, 0.00000000,…
$ room <dbl> 0.00000000, 0.00000000, 0.02197863, 0.00000000, 0.00000000,…
$ round <dbl> 0.162371153, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ run <dbl> 0.02280400, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ run_run <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ runnin <dbl> 0.01669692, 0.00000000, 0.00000000, 0.00000000, 0.17902809,…
$ sad <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ said <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ save <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ saw <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ say <dbl> 0.000000000, 0.000000000, 0.000000000, 0.020970845, 0.12582…
$ say_say <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ say_say_say <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ scared <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ screaming <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ see <dbl> 0.000000000, 0.008176044, 0.000000000, 0.000000000, 0.00000…
$ seen <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ shine <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ shit <dbl> 0.02578625, 0.03456073, 0.00000000, 0.00000000, 0.00000000,…
$ shit_dance <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ shit_dance_dance <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ shit_dance_dance_bounce <dbl> 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000,…
$ shit_dance_dance_bounce_shit <dbl> 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000,…
$ `should've` <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ show <dbl> 0.00000000, 0.01441769, 0.00000000, 0.00000000, 0.00000000,…
$ side <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ silence <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ since <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ sit <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ sky <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ slay <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ slay_okay <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ smack <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ smile <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ snow <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ snow_beach <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ someone <dbl> 0.000000000, 0.016772408, 0.023223334, 0.000000000, 0.00000…
$ something <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ sometimes <dbl> 0.00000000, 0.05031722, 0.00000000, 0.00000000, 0.00000000,…
$ song <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ soon <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ sorry <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ `sorry_ain't` <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ soul <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ stand <dbl> 0.00000, 0.00000, 0.24306, 0.00000, 0.00000, 0.00000, 0.000…
$ standin <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ stars <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ start <dbl> 0.00000000, 0.01913247, 0.00000000, 0.00000000, 0.00000000,…
$ stay <dbl> 0.00000000, 0.00000000, 0.00000000, 0.04026080, 0.00000000,…
$ still <dbl> 0.00000000, 0.00000000, 0.01494645, 0.00000000, 0.00000000,…
$ stop <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.07865…
$ story <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ suga <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ summer <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ sun <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ sure <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ swear <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ sweet <dbl> 0.01353093, 0.01813520, 0.00000000, 0.00000000, 0.04836054,…
$ take <dbl> 0.051987218, 0.029861706, 0.013782326, 0.000000000, 0.00000…
$ talk <dbl> 0.000000000, 0.000000000, 0.022893432, 0.000000000, 0.00000…
$ tears <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.46804931,…
$ tell <dbl> 0.000000000, 0.009472717, 0.000000000, 0.000000000, 0.00000…
$ thing <dbl> 0.000000000, 0.000000000, 0.000000000, 0.070105762, 0.00000…
$ things <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.03722246,…
$ think <dbl> 0.014484177, 0.000000000, 0.013439645, 0.000000000, 0.00000…
$ thinking <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ though <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ thought <dbl> 0.02019846, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ three <dbl> 0.00000000, 0.06097374, 0.00000000, 0.00000000, 0.00000000,…
$ til <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ time <dbl> 0.005479758, 0.000000000, 0.000000000, 0.000000000, 0.01958…
$ times <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ today <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ together <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ told <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ tonight <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ took <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ top <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ touch <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ town <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ tried <dbl> 0.00000000, 0.00000000, 0.00000000, 0.04680493, 0.00000000,…
$ trouble <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ true <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ truth <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ try <dbl> 0.00000000, 0.00000000, 0.02169589, 0.00000000, 0.00000000,…
$ trying <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ tryna <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ turn <dbl> 0.00000000, 0.03133850, 0.00000000, 0.00000000, 0.00000000,…
$ turn_cherry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ turned <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ twenty <dbl> 0.00000000, 0.00000000, 0.03284523, 0.00000000, 0.00000000,…
$ two <dbl> 0.00000000, 0.05106261, 0.00000000, 0.00000000, 0.09077797,…
$ uh <dbl> 0.000000000, 0.015669252, 0.000000000, 0.000000000, 0.00000…
$ uh_huh <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ uh_oh <dbl> 0.00000000, 0.02770128, 0.00000000, 0.00000000, 0.00000000,…
$ uh_uh <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ upgrade <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ us <dbl> 0.019430074, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ used <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ video <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ wait <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ waitin <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ waiting <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ wake <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ walk <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ walked <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ wanna <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ want <dbl> 0.000000000, 0.000000000, 0.026075908, 0.000000000, 0.00000…
$ want_want <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ wanted <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ watch <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ way <dbl> 0.00000000, 0.01008326, 0.00000000, 0.00000000, 0.00000000,…
$ welcome <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ welcome_new <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ welcome_new_york <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ well <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ went <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ whoa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ whoa_oh <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ whole <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ wish <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ wish_wish <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ wish_wish_wish <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ wish_wish_wish_wish <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ wish_wish_wish_wish_wish <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ without <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ woah <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ woman <dbl> 0.00000000, 0.00000000, 0.06036752, 0.00000000, 0.00000000,…
$ woo <dbl> 0.24652122, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ words <dbl> 0.000000000, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ work <dbl> 0.013765580, 0.000000000, 0.000000000, 0.000000000, 0.00000…
$ world <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ `would've` <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ wrong <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ ya <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ yaka <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ yaka_yaka <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ yaka_yaka_yaka <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ yaka_yaka_yaka_yaka <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ yaka_yaka_yaka_yaka_yaka <dbl> 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.00…
$ yeah <dbl> 0.014949280, 0.000000000, 0.013871207, 0.000000000, 0.00000…
$ yeah_yeah <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ years <dbl> 0.000000000, 0.000000000, 0.023567357, 0.000000000, 0.00000…
$ yes <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…
$ york <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ young <dbl> 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000,…Fit the model
Show the code
# define the model specification
rf_spec <- rand_forest(trees = 1000, mtry = tune(), min_n = tune()) |>
set_mode("classification") |>
# calculate feature importance metrics using the ranger engine
set_engine("ranger", importance = "permutation")
# define the workflow
rf_wf <- workflow() |>
add_recipe(rf_rec) |>
add_model(rf_spec)
# tune the model hyperparameters
rf_tune <- rf_wf |>
tune_grid(
resamples = lyrics_folds,
grid = 10,
param_info = parameters(rf_spec) |>
finalize(
mtry = mtry_long(),
x = rf_rec |>
prep() |>
bake(new_data = NULL)
),
control = control_grid(save_workflow = TRUE)
)
# fit the best model to the training set
rf_fit <- fit_best(rf_tune)📝 Interpreting feature relevance
Instructions
Interpret the most relevant features for predicting whether a song is by Beyoncé or Taylor Swift. As a gut check, do these results make sense to you based on your knowledge of these artists? How do they compare to the results from regularized regression?
Show the code
# extract parsnip model fit
rf_imp <- rf_fit |>
extract_fit_parsnip() |>
vi(method = "model")
# clean up the data frame for visualization
rf_imp |>
# extract 30 most important n-grams
slice_max(order_by = Importance, n = 30) |>
mutate(Variable = fct_reorder(.f = Variable, .x = Importance)) |>
ggplot(mapping = aes(
x = Importance,
y = Variable
)) +
geom_col() +
scale_x_continuous(labels = label_percent()) +
labs(
x = "Increase in OOB error rate",
y = NULL,
title = "Most relevant features for predicting whether a song is by Beyoncé or Taylor Swift",
subtitle = "Random forest model"
) +
theme(plot.title.position = "plot")
05:00
Wrap-up
Recap
- Feature reduction methods transform the predictors to reduce the number of (transformed) variables in the model
- Regularization methods add a penalty term to shrink the coefficients towards zero
- Tree-based methods are a common ML technique for feature importance
- Feature selection is not automatic – you as the developer need to make final decisions on what predictors to keep
