├── figure ├── decreasing-1.png ├── increasing-1.png ├── changing_men-1.png ├── contractions-1.png ├── gender_ratio-1.png ├── pronoun_ratio-1.png ├── changing_women-1.png ├── gender_scatter-1.png └── pronoun_circles-1.png ├── .gitignore ├── dark_knight ├── dark_knight_files │ └── figure-html │ │ ├── dark_knight-1.png │ │ └── unnamed-chunk-4-1.png └── dark_knight.Rmd ├── pudding.Rproj ├── README.md ├── find_bigrams.md ├── find_bigrams.Rmd ├── draft_post.md ├── connect_year_writer.md ├── connect_year_writer.Rmd ├── draft_post.Rmd ├── writer_by_ratios.csv ├── gender_writer_ratios.csv ├── writer_about_ratios.csv └── writer_ratios.csv /figure/decreasing-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/juliasilge/women-in-film/HEAD/figure/decreasing-1.png -------------------------------------------------------------------------------- /figure/increasing-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/juliasilge/women-in-film/HEAD/figure/increasing-1.png -------------------------------------------------------------------------------- /figure/changing_men-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/juliasilge/women-in-film/HEAD/figure/changing_men-1.png -------------------------------------------------------------------------------- /figure/contractions-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/juliasilge/women-in-film/HEAD/figure/contractions-1.png -------------------------------------------------------------------------------- /figure/gender_ratio-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/juliasilge/women-in-film/HEAD/figure/gender_ratio-1.png -------------------------------------------------------------------------------- /figure/pronoun_ratio-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/juliasilge/women-in-film/HEAD/figure/pronoun_ratio-1.png -------------------------------------------------------------------------------- /figure/changing_women-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/juliasilge/women-in-film/HEAD/figure/changing_women-1.png -------------------------------------------------------------------------------- /figure/gender_scatter-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/juliasilge/women-in-film/HEAD/figure/gender_scatter-1.png -------------------------------------------------------------------------------- /figure/pronoun_circles-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/juliasilge/women-in-film/HEAD/figure/pronoun_circles-1.png -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | .Rproj.user 2 | .Rhistory 3 | .RData 4 | .Ruserdata 5 | *.txt 6 | *.csv 7 | *.tsv 8 | .DS_Store 9 | *cache/ 10 | *html 11 | setDirections/ 12 | text/ 13 | -------------------------------------------------------------------------------- /dark_knight/dark_knight_files/figure-html/dark_knight-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/juliasilge/women-in-film/HEAD/dark_knight/dark_knight_files/figure-html/dark_knight-1.png -------------------------------------------------------------------------------- /dark_knight/dark_knight_files/figure-html/unnamed-chunk-4-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/juliasilge/women-in-film/HEAD/dark_knight/dark_knight_files/figure-html/unnamed-chunk-4-1.png -------------------------------------------------------------------------------- /pudding.Rproj: -------------------------------------------------------------------------------- 1 | Version: 1.0 2 | 3 | RestoreWorkspace: Default 4 | SaveWorkspace: Default 5 | AlwaysSaveHistory: Default 6 | 7 | EnableCodeIndexing: Yes 8 | UseSpacesForTab: Yes 9 | NumSpacesForTab: 4 10 | Encoding: UTF-8 11 | 12 | RnwWeave: Sweave 13 | LaTeX: pdfLaTeX 14 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Women in Film for the Pudding 2 | 3 | Here I'm working on a project on how women are portrayed in film, using text mining of set directions from scripts. 4 | 5 | ![GIPHY](https://media.giphy.com/media/VxbP9tLeKzazm/giphy.gif) 6 | 7 | Find notebooks, `.Rmd` files, and such in this repo. 8 | 9 | The project is done now! Check out [my visual essay at The Pudding](https://pudding.cool/2017/08/screen-direction/). 10 | -------------------------------------------------------------------------------- /find_bigrams.md: -------------------------------------------------------------------------------- 1 | --- 2 | title: "Analyzing scene direction from whole sample of movies" 3 | author: "Julia Silge" 4 | date: '2017-05-27' 5 | output: html_document 6 | --- 7 | 8 | 9 | 10 | 11 | 12 | ``` 13 | ## # A tibble: 1,201,303 x 3 14 | ## line word1 word2 15 | ## 16 | ## 1 69 he comes 17 | ## 2 103 he gently 18 | ## 3 104 he picks 19 | ## 4 109 he faces 20 | ## 5 179 he machine 21 | ## 6 184 he dictator 22 | ## 7 254 he is 23 | ## 8 257 he labels 24 | ## 9 257 he makes 25 | ## 10 258 he brushes 26 | ## # ... with 1,201,293 more rows 27 | ``` 28 | 29 | 30 | ![plot of chunk pronoun_ratio](figure/pronoun_ratio-1.png) 31 | 32 | -------------------------------------------------------------------------------- /dark_knight/dark_knight.Rmd: -------------------------------------------------------------------------------- 1 | --- 2 | title: "Analyzing scene direction from *The Dark Knight*" 3 | author: "Julia Silge" 4 | date: '`r Sys.Date()`' 5 | output: html_document 6 | --- 7 | 8 | ```{r setup, include=FALSE} 9 | library(knitr) 10 | knitr::opts_chunk$set(cache = TRUE, warning = FALSE, message = FALSE, 11 | echo = FALSE, dpi = 360) 12 | options(width=80, dplyr.width = 150) 13 | library(ggplot2) 14 | library(silgelib) 15 | theme_set(theme_roboto()) 16 | ``` 17 | 18 | 19 | ```{r} 20 | library(tidyverse) 21 | library(tidytext) 22 | 23 | scene_direction <- read_tsv("set-directions.txt", 24 | col_names = c("line", "text")) 25 | ``` 26 | 27 | 28 | 29 | ```{r} 30 | bigrams <- scene_direction %>% 31 | unnest_tokens(bigram, text, token = "ngrams", n = 2, collapse = FALSE) 32 | 33 | bigrams_separated <- bigrams %>% 34 | separate(bigram, c("word1", "word2"), sep = " ") 35 | ``` 36 | 37 | 38 | ```{r} 39 | pronoun_bigrams <- bigrams_separated %>% 40 | filter(word1 %in% c("he", "she")) 41 | 42 | pronoun_bigrams 43 | ``` 44 | 45 | 46 | ```{r dark_knight, fig.width=7, fig.height=6} 47 | pronoun_ratio <- pronoun_bigrams %>% 48 | count(word1, word2) %>% 49 | spread(word1, n, fill = 0) %>% 50 | mutate(total = he + she, 51 | he = (he + 1) / sum(he + 1), 52 | she = (she + 1) / sum(she + 1), 53 | logratio = log2(she / he)) %>% 54 | arrange(desc(logratio)) 55 | 56 | pronoun_ratio %>% 57 | filter(total > 2) %>% 58 | group_by(logratio < 0) %>% 59 | top_n(15, abs(logratio)) %>% 60 | ungroup() %>% 61 | mutate(word = reorder(word2, logratio)) %>% 62 | ggplot(aes(word, logratio, color = logratio < 0)) + 63 | geom_segment(aes(x = word, xend = word, 64 | y = 0, yend = logratio), 65 | size = 1.1, alpha = 0.6) + 66 | geom_point(size = 3.5) + 67 | coord_flip() + 68 | labs(x = NULL, 69 | y = "Relative appearance after 'she' compared to 'he'", 70 | title = "Words paired with 'he' and 'she' in The Dark Knight", 71 | subtitle = "Men pull, smile, slam, walk; women open, stand, see") + 72 | scale_color_discrete(name = "", labels = c("More 'she'", "More 'he'")) + 73 | scale_y_continuous(breaks = seq(-3, 3), 74 | labels = c("0.125x", "0.25x", "0.5x", 75 | "Same", "2x", "4x", "8x")) 76 | ``` 77 | 78 | 79 | 80 | -------------------------------------------------------------------------------- /find_bigrams.Rmd: -------------------------------------------------------------------------------- 1 | --- 2 | title: "Analyzing scene direction from whole sample of movies" 3 | author: "Julia Silge" 4 | date: '`r Sys.Date()`' 5 | output: html_document 6 | --- 7 | 8 | ```{r setup, include=FALSE} 9 | library(knitr) 10 | knitr::opts_chunk$set(cache = TRUE, warning = FALSE, message = FALSE, 11 | echo = FALSE, dpi = 360) 12 | options(width=80, dplyr.width = 150) 13 | library(ggplot2) 14 | library(silgelib) 15 | theme_set(theme_roboto()) 16 | ``` 17 | 18 | 19 | ```{r pronoun_bigrams} 20 | library(tidyverse) 21 | library(tidytext) 22 | library(stringr) 23 | 24 | all_tsvs <- paste0("setDirections/", list.files(path = "setDirections/", pattern = ".tsv$")) 25 | 26 | pronoun_bigrams <- all_tsvs %>% 27 | map_df(~data_frame(lines = read_lines(.)) %>% 28 | filter(str_detect(lines, "^[0-9]")) %>% 29 | separate(lines, c("line", "text"), sep = "\t") %>% 30 | unnest_tokens(bigram, text, token = "ngrams", 31 | n = 2, collapse = FALSE) %>% 32 | separate(bigram, c("word1", "word2"), sep = " ") %>% 33 | filter(word1 %in% c("he", "she"))) 34 | 35 | 36 | pronoun_bigrams 37 | ``` 38 | 39 | 40 | ```{r pronoun_ratio, dependson="pronoun_bigrams", fig.width=7, fig.height=6} 41 | pronoun_ratio <- pronoun_bigrams %>% 42 | count(word1, word2) %>% 43 | spread(word1, n, fill = 0) %>% 44 | mutate(total = he + she, 45 | he = (he + 1) / sum(he + 1), 46 | she = (she + 1) / sum(she + 1), 47 | logratio = log2(she / he)) %>% 48 | arrange(desc(logratio)) %>% 49 | filter(!(word2 %in% c("door", "ad", "r", "e", "he", "dead", 50 | "len", "queen", "lp", "room", "other", "two", "ar"))) 51 | 52 | pronoun_ratio %>% 53 | filter(total > 100) %>% 54 | group_by(logratio < 0) %>% 55 | top_n(15, abs(logratio)) %>% 56 | ungroup() %>% 57 | mutate(word = reorder(word2, logratio)) %>% 58 | ggplot(aes(word, logratio, color = logratio < 0)) + 59 | geom_segment(aes(x = word, xend = word, 60 | y = 0, yend = logratio), 61 | size = 1.1, alpha = 0.6) + 62 | geom_point(size = 3.5) + 63 | coord_flip() + 64 | labs(x = NULL, 65 | y = "Relative appearance after 'she' compared to 'he'", 66 | title = "Words paired with 'he' and 'she' in film set directions", 67 | subtitle = "From 3000+ films, verbs mentioned 100+ times") + 68 | scale_color_discrete(name = "", labels = c("More 'she'", "More 'he'")) + 69 | scale_y_continuous(breaks = seq(-3, 3), 70 | labels = c("0.125x", "0.25x", "0.5x", 71 | "Same", "2x", "4x", "8x")) 72 | 73 | pronoun_ratio %>% 74 | filter(total > 10) %>% 75 | mutate(freq = 2 ^ logratio) %>% 76 | write_csv("~/Desktop/pronoun_word_ratios.csv") 77 | ``` 78 | 79 | -------------------------------------------------------------------------------- /draft_post.md: -------------------------------------------------------------------------------- 1 | --- 2 | title: "Women in Film" 3 | author: "Julia Silge" 4 | date: '2017-08-22' 5 | output: html_document 6 | --- 7 | 8 | 9 | 10 | In April 2016, we [broke down](https://pudding.cool/2017/03/film-dialogue/) film dialogue by gender. The essay presented an imbalance in which men delivered more lines than women across 2,000 screenplays. But quantity of lines is only part of the story. What characters do matters, too. 11 | 12 | Gender tropes (e.g., [women are pretty/men act, men don’t cry](http://tvtropes.org/pmwiki/pmwiki.php/Main/MenAreStrongWomenArePretty)) are just as important as dialogue in understanding how men and women are portrayed on-screen. These stereotypes result from many components, including casting, acting, directing, etc. 13 | 14 | The film script, arguably, is ground zero—the source material by which everyone is influenced. And in film scripts, there’s dialogue and screen direction. For example, let’s take this iconic scene from Titanic: 15 | 16 | > compare dialogue/set directions here 17 | 18 | The curious data here is less what Rose says (“I’m flying”) and more what the screen direction prescribes (“she smiles dreamily,” “he pushes against her”). In the following analysis, we go deep on screen direction to understand gender tropes. **We examined 2,000 scripts and broke down every screen direction mapped to the pronouns “he” and “she.”** 19 | 20 | 21 | 22 | ![plot of chunk pronoun_ratio](figure/pronoun_ratio-1.png) 23 | 24 | These are the most extreme examples. There is a high likelihood that women will snuggle, giggle, squeal, and sob, relative to men. Conversely, men are more likely to strap, gallop, shoot, howl, and kill. 25 | 26 | Let’s now examine the 800 most commonly used pronoun pairs in screen direction. 27 | 28 | 29 | *Really rough mock-up of general idea for main viz:* 30 | 31 | ![plot of chunk pronoun_circles](figure/pronoun_circles-1.png) 32 | 33 | *Label all the outlier points, choose interesting other points to label. For all labeled points, have example text for interactive hover. For non-labeled points, show word on hover.* 34 | 35 | 36 | 37 | 38 | 39 | 40 | 41 | 42 | ## Impact of writers 43 | 44 | Next, let’s examine how the writer’s gender affects characters’ behavior. Do women writers use different language for women roles? What are the words that both male and female writers use about equally when describing characters? Would results change dramatically if there were more women writers? First, we will narrow the data set to the most commonly used 400 words. 45 | 46 | *Rough mockup for viz of writer viz* 47 | 48 | ![plot of chunk gender_scatter](figure/gender_scatter-1.png) 49 | 50 | *Hover for word for all points* 51 | 52 | There are some directions where the writer’s gender makes no difference. Relative to men, women gasp, hurry, smile, hesitate, and stir (mostly while cooking), regardless of whether the writer is a man or a woman. Men are consistently more likely to smash things, draw their weapons, grin, wink, point, talk, and speak. 53 | 54 | When describing the opposite gender, both men and women use some overtly romantic and sexual words, such as “kiss” and “stroke,” as well as more subtle words including “respond” and “embrace.” 55 | 56 | But there are differences. In our data set, 15% of film writers were women; 85% were men. Should Hollywood reach gender parity, we’d expect fewer women characters to respond, kiss, and cry. The increase in female writers would also mean women would be more likely to spy, find things, and, perhaps most remarkably, write on-screen. 57 | 58 | > The code used in analysis is [publicly available on GitHub](https://github.com/juliasilge/women-in-film). The data set for this analysis included 1,966 scripts for films released between 1929 and 2015; most are from 1990 and after. Each script was processed to extract only the set directions, excluding dialogue from this analysis. We then identified all [bigrams in these scripts that had either “he” or “she” as the first word in the bigram](https://juliasilge.com/blog/gender-pronouns). 59 | 60 | > Then, we calculated a log odds ratio to find words that exhibit the biggest differences between relative use for “she” and “he”. We removed stop words and did some other minimal text cleaning to maintain meaningful results. We calculated the overall log odds ratio for the 800 most commonly used words, and then log odds ratios for only scripts with male writers and female writers for the 400 most commonly used words. Scripts often have more than one writer and could be counted in both categories. To learn more about text mining analyses like this one and how to perform them, [check out Julia’s book](http://tidytextmining.com). 61 | 62 | > Writers’ gender was determined via IMDB biographies, pictures, and names. 63 | 64 | > English has two singular third-person pronouns most often used for people, “he” and “she.” In this analysis, for both the text data and the identification of gender for film writers, we have chosen to identify men and women with the pronouns “he” and “she.” Using this type of classification, any writer or character associated with the pronoun “she” is classified as a woman. 65 | 66 | 67 | 68 | 69 | 70 | -------------------------------------------------------------------------------- /connect_year_writer.md: -------------------------------------------------------------------------------- 1 | --- 2 | title: "Connecting scene direction to year and writer" 3 | author: "Julia Silge" 4 | date: '2017-06-22' 5 | output: html_document 6 | --- 7 | 8 | 9 | 10 | ## Reading in the data 11 | 12 | 13 | ``` 14 | ## # A tibble: 1,201,303 x 4 15 | ## scriptID line word1 word2 16 | ## 17 | ## 1 1498 69 he comes 18 | ## 2 1498 103 he gently 19 | ## 3 1498 104 he picks 20 | ## 4 1498 109 he faces 21 | ## 5 1498 179 he machine 22 | ## 6 1498 184 he dictator 23 | ## 7 1498 254 he is 24 | ## 8 1498 257 he labels 25 | ## 9 1498 257 he makes 26 | ## 10 1498 258 he brushes 27 | ## # ... with 1,201,293 more rows 28 | ``` 29 | 30 | ## Overall ratios 31 | 32 | ![plot of chunk pronoun_ratio](figure/pronoun_ratio-1.png) 33 | 34 | Overall, we see that women are more likely to squeal, giggle and sob in these set directions, while men are more likely to shoot, kill, vault, and amble. With the particular filtering and cleaning used to make this plot, there are 808 words in the data set that we can measure a ratio for, from over 4 times for "squeals" on down. One option for a visualization would be something like [this](https://qz.com/836813/10000-words-ranked-according-to-trumpiness/) from Quartz. We could put all 800+ words into the visualization as circles, similar to that type of layout. We could label particularly interesting ones, as well as all the ones at the extremes. 35 | 36 | What types of words are equally likely to be paired with "he" and "she"? 37 | 38 | 39 | ``` 40 | ## # A tibble: 808 x 5 41 | ## word2 he she total logratio 42 | ## 43 | ## 1 just 3.593299e-03 3.589507e-03 4413 -0.001523369 44 | ## 2 steels 8.467816e-05 8.448739e-05 102 -0.003253903 45 | ## 3 hasn’t 1.926735e-04 1.931140e-04 235 0.003294883 46 | ## 4 come 1.251764e-04 1.255241e-04 152 0.004001913 47 | ## 5 concentrates 1.251764e-04 1.255241e-04 152 0.004001913 48 | ## 6 props 1.251764e-04 1.255241e-04 152 0.004001913 49 | ## 7 finishes 1.208811e-03 1.204549e-03 1482 -0.005096372 50 | ## 8 grimaces 2.307173e-04 2.317368e-04 282 0.006361186 51 | ## 9 might 1.121679e-03 1.127303e-03 1379 0.007215921 52 | ## 10 suddenly 1.675155e-03 1.684920e-03 2061 0.008385527 53 | ## # ... with 798 more rows 54 | ``` 55 | 56 | Both men and women concentrate, prop things/themselves, finish, and "just" or "might" do something. 57 | 58 | Another interesting layer to add somehow would be some snippets of text to the visualization. For example, for "squeals", we can see some of the examples. 59 | 60 | 61 | |text | 62 | |:--------------------------------------------------------------| 63 | |which is running the news with the sound muted. She squeals | 64 | |He holds up a loli-pop. She squeals with delight. | 65 | |spinning her around. She squeals, laughing. He kisses her. | 66 | |She squeals with joy, runs to him, snatches one from his arms. | 67 | |which is running the news with the sound muted. She squeals | 68 | |She squeals. Business is over. He carries her across | 69 | 70 | 71 | Depending on the visual design, we could have *one* example text for each highlighted word perhaps, visible when the user hovers, or several that randomly switch? We could also include film title information there. 72 | 73 | ## Joining the bigrams to other metadata about the scripts 74 | 75 | 76 | 77 | 78 | 79 | ## Differences by gender of writer 80 | 81 | We can use the odds ratio to find words coming after "she" that are more likely to be used by female writers/directors/etc and those more likely to be used by male writers/directors/etc. Movies can have both, can have multiple writers and so forth, but the following analysis accounts for that. 82 | 83 | ![plot of chunk gender_ratio](figure/gender_ratio-1.png) 84 | 85 | What are some words after "she" that have about the same likelihood to come from writers/directors/etc who are men and women? 86 | 87 | 88 | ``` 89 | ## # A tibble: 363 x 6 90 | ## word2 total female male ratio logratio 91 | ## 92 | ## 1 still 192 0.0013449170 0.0013439956 1.0006856 0.000988722 93 | ## 2 and 435 0.0035893754 0.0035954237 0.9983178 -0.002428952 94 | ## 3 approaches 278 0.0020833028 0.0020879692 0.9977651 -0.003227846 95 | ## 4 drives 169 0.0014621211 0.0014583496 1.0025862 0.003726210 96 | ## 5 tries 833 0.0096048757 0.0095734462 1.0032830 0.004728590 97 | ## 6 thought 59 0.0003691929 0.0003679507 1.0033759 0.004862147 98 | ## 7 brings 184 0.0013478471 0.0013527403 0.9963827 -0.005228069 99 | ## 8 listens 227 0.0019074967 0.0018982761 1.0048573 0.006990707 100 | ## 9 can 939 0.0135370731 0.0134702263 1.0049626 0.007141761 101 | ## 10 didn't 114 0.0008673103 0.0008717809 0.9948719 -0.007417391 102 | ## # ... with 353 more rows 103 | ``` 104 | 105 | Words like "still", "and", "drives", "tries", "brings", "listens"... 106 | 107 | We could make another visualization in the same style as the first one, but I worry that users may be confused since they are communicating different information. Maybe they should visually look quite different, perhaps bars for this one if we do circles for the first one. We could choose to only show the extremes here. 108 | 109 | ## Change by year 110 | 111 | We can use logistic regression modeling to find the words paired with "she" that have changed the fastest with time, either in a positive or negative direction. 112 | 113 | 114 | 115 | 116 | ![plot of chunk contractions](figure/contractions-1.png) 117 | 118 | 119 | ![plot of chunk increasing](figure/increasing-1.png) 120 | 121 | 122 | ![plot of chunk decreasing](figure/decreasing-1.png) 123 | 124 | I'm picturing an interactive version of this chart where the user can switch from increasing to decreasing, hover over the lines to see how they are changing. Maybe decide how many to see? 125 | 126 | Let's check the words that change for "he", to compare. (This probably won't go into the final essay.) 127 | 128 | 129 | ``` 130 | ## # A tibble: 10 x 6 131 | ## word2 term estimate std.error statistic p.value 132 | ## 133 | ## 1 marches year 0.04006890 0.008666637 4.623351 3.775903e-06 134 | ## 2 nervously year 0.04011326 0.010431548 3.845380 1.203658e-04 135 | ## 3 answers year 0.04070616 0.004913550 8.284471 1.186350e-16 136 | ## 4 inhales year 0.05236354 0.012375951 4.231072 2.325803e-05 137 | ## 5 won’t year 0.11525625 0.016620935 6.934403 4.079415e-12 138 | ## 6 didn’t year 0.14564995 0.012329963 11.812684 3.356735e-32 139 | ## 7 isn’t year 0.16544851 0.016061585 10.300883 6.981766e-25 140 | ## 8 doesn’t year 0.16658435 0.004937153 33.740975 1.450089e-249 141 | ## 9 can’t year 0.16802397 0.005833018 28.805663 1.821765e-182 142 | ## 10 hasn’t year 0.16816630 0.014260869 11.792150 4.284630e-32 143 | ``` 144 | 145 | ``` 146 | ## # A tibble: 10 x 6 147 | ## word2 term estimate std.error statistic p.value 148 | ## 149 | ## 1 don't year -0.06683106 0.010610917 -6.298330 3.008693e-10 150 | ## 2 gropes year -0.06194826 0.009751585 -6.352635 2.116578e-10 151 | ## 3 edges year -0.05115763 0.010629973 -4.812583 1.489919e-06 152 | ## 4 clambers year -0.04562880 0.010709564 -4.260566 2.039099e-05 153 | ## 5 mumbles year -0.04256591 0.010374608 -4.102893 4.080160e-05 154 | ## 6 whirls year -0.04131920 0.006288846 -6.570235 5.023578e-11 155 | ## 7 too year -0.04106888 0.005377260 -7.637510 2.214637e-14 156 | ## 8 ain't year -0.04085533 0.009688645 -4.216826 2.477650e-05 157 | ## 9 heaves year -0.04080685 0.008563592 -4.765156 1.887078e-06 158 | ## 10 swivels year -0.03745774 0.011197175 -3.345285 8.219801e-04 159 | ``` 160 | 161 | So the change in contractions looks like it is more about how set directions are changing as a whole, not a difference for how women are portrayed. For the final modeling by year, I'll plan to filter contractions out. 162 | 163 | Also, HA -- women are exhaling and men are inhaling. 164 | -------------------------------------------------------------------------------- /connect_year_writer.Rmd: -------------------------------------------------------------------------------- 1 | --- 2 | title: "Connecting scene direction to year and writer" 3 | author: "Julia Silge" 4 | date: '`r Sys.Date()`' 5 | output: html_document 6 | --- 7 | 8 | ```{r setup, include=FALSE} 9 | library(knitr) 10 | knitr::opts_chunk$set(cache = TRUE, warning = FALSE, message = FALSE, 11 | echo = TRUE, dpi = 360) 12 | options(width=80, dplyr.width = 150) 13 | library(ggplot2) 14 | library(silgelib) 15 | theme_set(theme_roboto()) 16 | ``` 17 | 18 | ## Reading in the data 19 | 20 | ```{r pronoun_bigrams} 21 | library(tidyverse) 22 | library(tidytext) 23 | library(stringr) 24 | 25 | all_tsvs <- paste0("setDirections/", list.files(path = "setDirections/", pattern = ".tsv$")) 26 | 27 | 28 | all_lines <- all_tsvs %>% 29 | map_df(~data_frame(lines = read_lines(.x)) %>% 30 | filter(str_detect(lines, "^[0-9]")) %>% 31 | separate(lines, c("line", "text"), sep = "\t") %>% 32 | mutate(scriptID = as.integer(str_extract(.x, "[\\d]+")))) 33 | 34 | pronoun_bigrams <- all_lines %>% 35 | unnest_tokens(bigram, text, token = "ngrams", 36 | n = 2, collapse = FALSE) %>% 37 | separate(bigram, c("word1", "word2"), sep = " ") %>% 38 | filter(word1 %in% c("he", "she")) %>% 39 | select(scriptID, line, word1, word2) 40 | 41 | pronoun_bigrams 42 | ``` 43 | 44 | ## Overall ratios 45 | 46 | ```{r pronoun_ratio, dependson="pronoun_bigrams", fig.width=7, fig.height=6} 47 | pronoun_ratio <- pronoun_bigrams %>% 48 | count(word1, word2) %>% 49 | spread(word1, n, fill = 0) %>% 50 | mutate(total = he + she, 51 | he = (he + 1) / sum(he + 1), 52 | she = (she + 1) / sum(she + 1), 53 | logratio = log2(she / he)) %>% 54 | arrange(desc(logratio)) %>% 55 | filter(!(word2 %in% c("door", "ad", "r", "e", "he", "dead", 56 | "len", "queen", "lp", "room", "other", "two", "ar"))) 57 | 58 | pronoun_ratio %>% 59 | filter(total > 100) %>% 60 | group_by(logratio < 0) %>% 61 | top_n(15, abs(logratio)) %>% 62 | ungroup() %>% 63 | mutate(word = reorder(word2, logratio)) %>% 64 | ggplot(aes(word, logratio, color = logratio < 0)) + 65 | geom_segment(aes(x = word, xend = word, 66 | y = 0, yend = logratio), 67 | size = 1.1, alpha = 0.6) + 68 | geom_point(size = 3.5) + 69 | coord_flip() + 70 | labs(x = NULL, 71 | y = "Relative appearance after 'she' compared to 'he'", 72 | title = "Words paired with 'he' and 'she' in film set directions", 73 | subtitle = "From 3000+ films, verbs mentioned 100+ times") + 74 | scale_color_discrete(name = "", labels = c("More 'she'", "More 'he'")) + 75 | scale_y_continuous(breaks = seq(-3, 3), 76 | labels = c("0.125x", "0.25x", "0.5x", 77 | "Same", "2x", "4x", "8x")) 78 | ``` 79 | 80 | Overall, we see that women are more likely to squeal, giggle and sob in these set directions, while men are more likely to shoot, kill, vault, and amble. With the particular filtering and cleaning used to make this plot, there are `r pronoun_ratio %>% filter(total > 100) %>% nrow()` words in the data set that we can measure a ratio for, from over 4 times for "squeals" on down. One option for a visualization would be something like [this](https://qz.com/836813/10000-words-ranked-according-to-trumpiness/) from Quartz. We could put all 800+ words into the visualization as circles, similar to that type of layout. We could label particularly interesting ones, as well as all the ones at the extremes. 81 | 82 | What types of words are equally likely to be paired with "he" and "she"? 83 | 84 | ```{r dependson="pronoun_ratio"} 85 | pronoun_ratio %>% 86 | filter(total > 100) %>% 87 | arrange(abs(logratio)) 88 | ``` 89 | 90 | Both men and women concentrate, prop things/themselves, finish, and "just" or "might" do something. 91 | 92 | Another interesting layer to add somehow would be some snippets of text to the visualization. For example, for "squeals", we can see some of the examples. 93 | 94 | ```{r dependson="pronoun_ratio"} 95 | all_lines %>% 96 | filter(str_detect(text, "She squeals")) %>% 97 | distinct(scriptID, text) %>% 98 | select(text) %>% 99 | tail() %>% 100 | kable() 101 | ``` 102 | 103 | 104 | Depending on the visual design, we could have *one* example text for each highlighted word perhaps, visible when the user hovers, or several that randomly switch? We could also include film title information there. 105 | 106 | ## Joining the bigrams to other metadata about the scripts 107 | 108 | 109 | ```{r pronoun_imdb, dependson="pronoun_bigrams"} 110 | 111 | mapping <- read_csv("full_mapping.csv") %>% 112 | rename(imdb = imdb_id) 113 | 114 | gender <- read_csv("gender.csv") %>% 115 | filter(important == "1", 116 | gender != "NULL") 117 | 118 | genre <- read_tsv("imdb-genre.tsv") %>% 119 | rename(imdb = imdb_id) 120 | 121 | metadata <- read_tsv("imdb-meta-data-title.tsv") %>% 122 | select(imdb, year) ## could also get title here if we want later 123 | 124 | pronoun_imdb <- pronoun_bigrams %>% 125 | left_join(mapping, by = c("scriptID" = "id")) 126 | ``` 127 | 128 | 129 | ## Differences by gender of writer 130 | 131 | We can use the odds ratio to find words coming after "she" that are more likely to be used by female writers/directors/etc and those more likely to be used by male writers/directors/etc. Movies can have both, can have multiple writers and so forth, but the following analysis accounts for that. 132 | 133 | ```{r gender_ratio, dependson="pronoun_imdb", fig.width=7, fig.height=6} 134 | gender_ratio <- pronoun_imdb %>% 135 | inner_join(gender, by = "imdb") %>% ## to get gender of writers, etc 136 | filter(word1 == "she", 137 | str_detect(word2, "[a-z]+"), 138 | nchar(word2) > 2) %>% 139 | group_by(word2) %>% 140 | mutate(total = n_distinct(scriptID)) %>% 141 | ungroup %>% 142 | count(gender, word2, total) %>% 143 | spread(gender, n, fill = 0) %>% 144 | mutate(female = (female + 1) / sum(female + 1), 145 | male = (male + 1) / sum(male + 1), 146 | ratio = female / male, 147 | logratio = log2(ratio)) %>% 148 | arrange(desc(logratio)) 149 | 150 | 151 | gender_ratio %>% 152 | filter(total > 50) %>% 153 | group_by(logratio < 0) %>% 154 | top_n(15, abs(logratio)) %>% 155 | ungroup() %>% 156 | mutate(word = reorder(word2, logratio)) %>% 157 | ggplot(aes(word, ratio - 1, color = logratio < 0)) + 158 | geom_segment(aes(x = word, xend = word, 159 | y = 0, yend = ratio - 1), 160 | size = 1.1, alpha = 0.6) + 161 | geom_point(size = 3.5) + 162 | coord_flip() + 163 | labs(x = NULL, 164 | y = "Relative use by women / men", 165 | title = "Words paired with 'she' from writers/directors/etc of different genders", 166 | subtitle = "From 4000+ films, verbs mentioned 50+ times\nWomen are more likely to portray women who write, fling, remember, wander\nMen are more likely to portray women who respond, emerge, believe, react") + 167 | scale_color_discrete(name = "", labels = c("More from women", "More from men")) + 168 | scale_y_continuous(breaks = c(-0.6, -0.4, -0.2, 0, 0.2, 0.4, 0.6, 0.8), 169 | labels = c("-60%", "-40%", "-20%", "Same", "+20%", "+40%", "+60%", "+80%")) 170 | ``` 171 | 172 | What are some words after "she" that have about the same likelihood to come from writers/directors/etc who are men and women? 173 | 174 | ```{r dependson="gender_ratio"} 175 | gender_ratio %>% 176 | filter(total > 50) %>% 177 | arrange(abs(logratio)) 178 | ``` 179 | 180 | Words like "still", "and", "drives", "tries", "brings", "listens"... 181 | 182 | We could make another visualization in the same style as the first one, but I worry that users may be confused since they are communicating different information. Maybe they should visually look quite different, perhaps bars for this one if we do circles for the first one. We could choose to only show the extremes here. 183 | 184 | ## Change by year 185 | 186 | We can use logistic regression modeling to find the words paired with "she" that have changed the fastest with time, either in a positive or negative direction. 187 | 188 | ```{r words_by_year, dependson="pronoun_imdb"} 189 | words_by_year <- pronoun_imdb %>% 190 | inner_join(metadata, by = "imdb") %>% ## to get year 191 | filter(word1 == "she", 192 | str_detect(word2, "[a-z]+"), 193 | word2 != "look", 194 | nchar(word2) > 2, 195 | !is.na(year), 196 | year > 1980) %>% 197 | mutate(year = 5 * year %/% 5) %>% 198 | add_count(year) %>% 199 | rename(year_total = n) %>% 200 | add_count(word2) %>% 201 | rename(word_total = n) %>% 202 | filter(word_total > 50) %>% 203 | count(word2, year, year_total) 204 | 205 | slopes <- words_by_year %>% 206 | nest(-word2) %>% 207 | mutate(models = map(data, ~ glm(cbind(n, year_total) ~ year, ., 208 | family = "binomial"))) %>% 209 | unnest(map(models, tidy)) %>% 210 | filter(term == "year") %>% 211 | arrange(estimate) 212 | ``` 213 | 214 | 215 | ```{r contractions, dependson="words_by_year", fig.width=7, fig.height=5} 216 | words_by_year %>% 217 | inner_join(slopes %>% 218 | top_n(10, estimate), 219 | by = "word2") %>% 220 | ggplot(aes(year, n / year_total, color = word2)) + 221 | geom_line(alpha = 0.8, size = 1.3) + 222 | labs(x = NULL, y = "Word frequency", 223 | title = "Words paired with 'she' in script set directions", 224 | subtitle = "Many of the words increasing in frequency with time are negative contractions") 225 | ``` 226 | 227 | 228 | ```{r increasing, dependson="words_by_year", fig.width=7, fig.height=5} 229 | words_by_year %>% 230 | inner_join(slopes %>% 231 | filter(str_detect(word2, "^[^’]*$")) %>% 232 | top_n(10, estimate), 233 | by = "word2") %>% 234 | ggplot(aes(year, n / year_total, color = word2)) + 235 | geom_line(alpha = 0.8, size = 1.3) + 236 | labs(x = NULL, y = "Word frequency", 237 | title = "Words paired with 'she' in script set directions", 238 | subtitle = "More recently, women are more likely to inspect, drift, steal, exhale, breathe") 239 | ``` 240 | 241 | 242 | ```{r decreasing, dependson="words_by_year", fig.width=7, fig.height=5} 243 | words_by_year %>% 244 | inner_join(slopes %>% 245 | top_n(-10, estimate), 246 | by = "word2") %>% 247 | ggplot(aes(year, n / year_total, color = word2)) + 248 | geom_line(alpha = 0.8, size = 1.3) + 249 | labs(x = NULL, y = "Word frequency", 250 | title = "Words paired with 'she' in script set directions", 251 | subtitle = "In the past, women were more likely to jab, snuggle, fling, whirl, shriek") 252 | ``` 253 | 254 | I'm picturing an interactive version of this chart where the user can switch from increasing to decreasing, hover over the lines to see how they are changing. Maybe decide how many to see? 255 | 256 | Let's check the words that change for "he", to compare. (This probably won't go into the final essay.) 257 | 258 | ```{r words_by_year_he, dependson="pronoun_imdb"} 259 | words_by_year <- pronoun_imdb %>% 260 | inner_join(metadata, by = "imdb") %>% ## to get year 261 | filter(word1 == "he", 262 | str_detect(word2, "[a-z]+"), 263 | word2 != "look", 264 | nchar(word2) > 2, 265 | !is.na(year), 266 | year > 1980) %>% 267 | mutate(year = 5 * year %/% 5) %>% 268 | add_count(year) %>% 269 | rename(year_total = n) %>% 270 | add_count(word2) %>% 271 | rename(word_total = n) %>% 272 | filter(word_total > 100) %>% 273 | count(word2, year, year_total) 274 | 275 | slopes <- words_by_year %>% 276 | nest(-word2) %>% 277 | mutate(models = map(data, ~ glm(cbind(n, year_total) ~ year, ., 278 | family = "binomial"))) %>% 279 | unnest(map(models, tidy)) %>% 280 | filter(term == "year") %>% 281 | arrange(estimate) 282 | 283 | # increasing for "he" 284 | slopes %>% 285 | top_n(10, estimate) 286 | 287 | # decreasing for "he" 288 | slopes %>% 289 | top_n(-10, estimate) 290 | ``` 291 | 292 | So the change in contractions looks like it is more about how set directions are changing as a whole, not a difference for how women are portrayed. For the final modeling by year, I'll plan to filter contractions out. 293 | 294 | Also, HA -- women are exhaling and men are inhaling. 295 | -------------------------------------------------------------------------------- /draft_post.Rmd: -------------------------------------------------------------------------------- 1 | --- 2 | title: "Women in Film" 3 | author: "Julia Silge" 4 | date: '`r Sys.Date()`' 5 | output: html_document 6 | --- 7 | 8 | ```{r setup, include=FALSE} 9 | library(knitr) 10 | knitr::opts_chunk$set(cache = TRUE, warning = FALSE, message = FALSE, 11 | echo = FALSE, dpi = 360) 12 | options(width=80, dplyr.width = 150) 13 | library(ggplot2) 14 | library(silgelib) 15 | theme_set(theme_roboto()) 16 | ``` 17 | 18 | In April 2016, we [broke down](https://pudding.cool/2017/03/film-dialogue/) film dialogue by gender. The essay presented an imbalance in which men delivered more lines than women across 2,000 screenplays. But quantity of lines is only part of the story. What characters do matters, too. 19 | 20 | Gender tropes (e.g., [women are pretty/men act, men don’t cry](http://tvtropes.org/pmwiki/pmwiki.php/Main/MenAreStrongWomenArePretty)) are just as important as dialogue in understanding how men and women are portrayed on-screen. These stereotypes result from many components, including casting, acting, directing, etc. 21 | 22 | The film script, arguably, is ground zero—the source material by which everyone is influenced. And in film scripts, there’s dialogue and screen direction. For example, let’s take this iconic scene from Titanic: 23 | 24 | > compare dialogue/set directions here 25 | 26 | The curious data here is less what Rose says (“I’m flying”) and more what the screen direction prescribes (“she smiles dreamily,” “he pushes against her”). In the following analysis, we go deep on screen direction to understand gender tropes. **We examined 2,000 scripts and broke down every screen direction mapped to the pronouns “he” and “she.”** 27 | 28 | ```{r pronoun_bigrams, echo=FALSE} 29 | library(tidyverse) 30 | library(googlesheets) 31 | library(tidytext) 32 | library(stringr) 33 | 34 | public_scripts <- gs_title("Public Script Sources") 35 | raw_script_sample <- public_scripts %>% 36 | gs_read("public_scripts", verbose = FALSE) 37 | 38 | new_ids <- read_csv("missing_scripts.csv") 39 | 40 | script_sample <- raw_script_sample %>% 41 | left_join(new_ids, by = c("script_id" = "missing_script_id", 42 | "imdb_id")) %>% 43 | mutate(script_id = ifelse(is.na(different_script_id), script_id, different_script_id)) 44 | 45 | all_tsvs <- paste0("setDirections/", list.files(path = "setDirections/", pattern = ".tsv$")) 46 | select_tsvs <- sort(paste0("setDirections/setDirections-", script_sample$script_id, ".tsv")) 47 | 48 | sample_tsvs <- intersect(all_tsvs, select_tsvs) 49 | 50 | all_lines <- sample_tsvs %>% 51 | map_df(~data_frame(lines = read_lines(.x)) %>% 52 | filter(str_detect(lines, "^[0-9]")) %>% 53 | separate(lines, c("line", "text"), sep = "\t") %>% 54 | mutate(scriptID = as.integer(str_extract(.x, "[\\d]+")))) 55 | 56 | stop_words_vector <- stop_words %>% 57 | filter(lexicon == "snowball") %>% 58 | pull(word) 59 | 60 | pronoun_bigrams <- all_lines %>% 61 | unnest_tokens(bigram, text, token = "ngrams", 62 | n = 2, collapse = FALSE) %>% 63 | separate(bigram, c("word1", "word2"), sep = " ") %>% 64 | filter(word1 %in% c("he", "she")) %>% 65 | select(scriptID, line, word1, word2) %>% 66 | filter(!str_detect(word2, "’|'"), 67 | nchar(word2) > 2, 68 | !(word2 %in% c("door", "ad", "he", "1s", "lp", 69 | "car", "himself", "pans", "dead", 70 | "queen", "back", "too", "were", 71 | "doesn", "half", "with", "been", 72 | "who", "she", "the", "very", 73 | "and", "didn")), 74 | !(word2 %in% stop_words_vector)) 75 | ``` 76 | 77 | ```{r pronoun_ratio, echo = FALSE, dependson="pronoun_bigrams", fig.width=8, fig.height=8} 78 | pronoun_ratio <- pronoun_bigrams %>% 79 | count(word1, word2) %>% 80 | spread(word1, n, fill = 0) %>% 81 | mutate(total = he + she, 82 | he = (he + 1) / sum(he + 1), 83 | she = (she + 1) / sum(she + 1), 84 | logratio = log2(she / he)) %>% 85 | arrange(desc(logratio)) 86 | 87 | pronoun_ratio %>% 88 | top_n(800, total) %>% 89 | group_by(logratio < 0) %>% 90 | top_n(15, abs(logratio)) %>% 91 | ungroup() %>% 92 | mutate(word = reorder(word2, logratio)) %>% 93 | ggplot(aes(word, logratio, color = logratio < 0)) + 94 | geom_segment(aes(x = word, xend = word, 95 | y = 0, yend = logratio), 96 | size = 1.1, alpha = 0.6) + 97 | geom_point(size = 3.5) + 98 | coord_flip() + 99 | labs(x = NULL, 100 | y = "Relative appearance after 'she' compared to 'he'", 101 | title = "Words paired with 'he' and 'she' in film set directions", 102 | subtitle = "From ~2000 films, of the top 800 words") + 103 | scale_color_discrete(name = "", labels = c("More 'she'", "More 'he'")) + 104 | scale_y_continuous(breaks = seq(-3, 3), 105 | labels = c("0.125x", "0.25x", "0.5x", 106 | "Same", "2x", "4x", "8x")) 107 | 108 | ``` 109 | 110 | These are the most extreme examples. There is a high likelihood that women will snuggle, giggle, squeal, and sob, relative to men. Conversely, men are more likely to strap, gallop, shoot, howl, and kill. 111 | 112 | Let’s now examine the 800 most commonly used pronoun pairs in screen direction. 113 | 114 | 115 | *Really rough mock-up of general idea for main viz:* 116 | 117 | ```{r pronoun_circles, echo = FALSE, dependson="pronoun_ratio", fig.width=5, fig.height=10} 118 | library(ggbeeswarm) 119 | pronoun_ratio %>% 120 | top_n(800, total) %>% 121 | mutate(blank = "blank", 122 | word = reorder(word2, logratio)) %>% 123 | ggplot(aes(blank, logratio, label = word2)) + 124 | geom_beeswarm(color = "midnightblue", alpha = 0.4) + 125 | geom_text(family = "RobotoCondensed-Regular", size = 2.5, 126 | vjust = 1.2, hjust = 1.2, 127 | check_overlap = TRUE) + 128 | theme_void() 129 | 130 | pronoun_ratio %>% 131 | top_n(800, total) %>% 132 | mutate(freq = 2 ^ logratio) %>% 133 | write_csv("pronoun_word_ratios.csv") 134 | ``` 135 | 136 | *Label all the outlier points, choose interesting other points to label. For all labeled points, have example text for interactive hover. For non-labeled points, show word on hover.* 137 | 138 | ```{r, echo = FALSE, dependson="pronoun_ratio"} 139 | example_words <- pronoun_ratio %>% 140 | top_n(800, total) %>% 141 | head(20) %>% 142 | select(word = word2) %>% 143 | bind_rows(data_frame(word = c("cleans", "moans", "laughs", "twirls", 144 | "lingers", "bursts", "retreats", "answers", 145 | "creeps", "types", "attacks", "inhales", 146 | "stares", "grimaces", "suddenly", "stops", 147 | "ducks", "waits", "stomps", "remembers", 148 | "scrambles", "splashes", "jerks", "throws", 149 | "knows", "exhales", "coughs", "flops", 150 | "crouches", "staggers", "forgets", "slashes"))) %>% 151 | bind_rows(pronoun_ratio %>% 152 | top_n(800, total) %>% 153 | tail(20) %>% 154 | select(word = word2)) %>% 155 | pull(word) %>% 156 | map(rep, 20) %>% 157 | flatten_chr() 158 | 159 | pronouns <- c(sample(c(" she", "She"), size = 720, replace = TRUE), 160 | sample(c(" he", "He"), size = 720, replace = TRUE)) 161 | 162 | example_text <- data_frame(word = example_words) %>% 163 | mutate(pronoun = pronouns, 164 | phrase = str_c(pronoun, word, sep = " "), 165 | text = map_chr(phrase, function(x) all_lines %>% 166 | filter(nchar(text) < 180, 167 | str_detect(text, x)) %>% 168 | sample_n(1) %>% 169 | pull(text))) %>% 170 | select(word, text) 171 | 172 | write_csv(example_text, "./example_texts.csv") 173 | ``` 174 | 175 | 176 | 177 | ```{r pronoun_imdb, echo = FALSE, dependson="pronoun_bigrams"} 178 | 179 | mapping <- read_csv("full_mapping.csv") %>% 180 | rename(imdb = imdb_id) 181 | 182 | gender <- read_csv("gender.csv") %>% 183 | filter(important == "1", 184 | gender != "NULL", 185 | role == "writer") 186 | 187 | genre <- read_tsv("imdb-genre.tsv") %>% 188 | rename(imdb = imdb_id) 189 | 190 | metadata <- read_tsv("imdb-meta-data-title.tsv") %>% 191 | select(imdb, year) ## could also get title here if we want later 192 | 193 | pronoun_imdb <- pronoun_bigrams %>% 194 | left_join(mapping, by = c("scriptID" = "id")) 195 | ``` 196 | 197 | 198 | ## Impact of writers 199 | 200 | Next, let’s examine how the writer’s gender affects characters’ behavior. Do women writers use different language for women roles? What are the words that both male and female writers use about equally when describing characters? Would results change dramatically if there were more women writers? First, we will narrow the data set to the most commonly used 400 words. 201 | 202 | *Rough mockup for viz of writer viz* 203 | 204 | ```{r gender_scatter, echo = FALSE, dependson="pronoun_imdb", fig.width=8, fig.height=8} 205 | library(viridis) 206 | 207 | writer_counts <- pronoun_imdb %>% 208 | inner_join(gender, by = "imdb") %>% 209 | group_by(word2) %>% 210 | mutate(total = n_distinct(scriptID)) %>% 211 | ungroup %>% 212 | count(gender, word1, word2, total) %>% 213 | unite(about, gender, word1) %>% 214 | top_n(1600, total) %>% 215 | spread(about, n, fill = 0) 216 | 217 | writer_ratios <- writer_counts %>% 218 | mutate_at(vars(female_he:male_she), funs((. + 1) / sum(. + 1))) %>% 219 | mutate(female_ratio = female_she / female_he, 220 | female_logratio = log2(female_ratio), 221 | male_ratio = male_she / male_he, 222 | male_logratio = log2(male_ratio)) %>% 223 | arrange(desc(female_logratio)) 224 | 225 | write_csv(writer_ratios, "./writer_ratios.csv") 226 | 227 | writer_ratios %>% 228 | ggplot(aes(female_logratio, male_logratio, label = word2, 229 | size = total, 230 | color = female_ratio / male_ratio)) + 231 | annotate("text", x = 1.2, y = 1.2, 232 | label = "All writers\ndescribing women", 233 | family = "RobotoCondensed-Regular") + 234 | annotate("text", x = -1.2, y = -1.2, 235 | label = "All writers\ndescribing men", 236 | family = "RobotoCondensed-Regular") + 237 | annotate("text", x = 1.2, y = -1.2, 238 | label = "Female writers describing women\nMale writers decribing men", 239 | family = "RobotoCondensed-Regular") + 240 | annotate("text", x = -1.2, y = 1.2, 241 | label = "Female writers describing men\nMale writers decribing women", 242 | family = "RobotoCondensed-Regular") + 243 | geom_vline(xintercept = 0, color = "gray50", lty = 2, size = 1.5) + 244 | geom_hline(yintercept = 0, color = "gray50", lty = 2, size = 1.5) + 245 | geom_text(family = "RobotoCondensed-Regular", size = 3, 246 | vjust = 1.2, hjust = 1.2, 247 | check_overlap = TRUE) + 248 | geom_point(alpha = 0.5) + 249 | theme_void() + 250 | scale_y_continuous(limits = c(-1.6, 1.6)) + 251 | scale_x_continuous(limits = c(-1.6, 1.6)) + 252 | scale_color_viridis(end = 0.8) + 253 | theme(legend.position="none") 254 | ``` 255 | 256 | *Hover for word for all points* 257 | 258 | There are some directions where the writer’s gender makes no difference. Relative to men, women gasp, hurry, smile, hesitate, and stir (mostly while cooking), regardless of whether the writer is a man or a woman. Men are consistently more likely to smash things, draw their weapons, grin, wink, point, talk, and speak. 259 | 260 | When describing the opposite gender, both men and women use some overtly romantic and sexual words, such as “kiss” and “stroke,” as well as more subtle words including “respond” and “embrace.” 261 | 262 | But there are differences. In our data set, 15% of film writers were women; 85% were men. Should Hollywood reach gender parity, we’d expect fewer women characters to respond, kiss, and cry. The increase in female writers would also mean women would be more likely to spy, find things, and, perhaps most remarkably, write on-screen. 263 | 264 | > The code used in analysis is [publicly available on GitHub](https://github.com/juliasilge/women-in-film). The data set for this analysis included 1,966 scripts for films released between 1929 and 2015; most are from 1990 and after. Each script was processed to extract only the set directions, excluding dialogue from this analysis. We then identified all [bigrams in these scripts that had either “he” or “she” as the first word in the bigram](https://juliasilge.com/blog/gender-pronouns). 265 | 266 | > Then, we calculated a log odds ratio to find words that exhibit the biggest differences between relative use for “she” and “he”. We removed stop words and did some other minimal text cleaning to maintain meaningful results. We calculated the overall log odds ratio for the 800 most commonly used words, and then log odds ratios for only scripts with male writers and female writers for the 400 most commonly used words. Scripts often have more than one writer and could be counted in both categories. To learn more about text mining analyses like this one and how to perform them, [check out Julia’s book](http://tidytextmining.com). 267 | 268 | > Writers’ gender was determined via IMDB biographies, pictures, and names. 269 | 270 | > English has two singular third-person pronouns most often used for people, “he” and “she.” In this analysis, for both the text data and the identification of gender for film writers, we have chosen to identify men and women with the pronouns “he” and “she.” Using this type of classification, any writer or character associated with the pronoun “she” is classified as a woman. 271 | 272 | 273 | 274 | ```{r changing_women, eval = FALSE, echo = FALSE, dependson="pronoun_imdb", fig.width=8, fig.height=6} 275 | ## word use changing with time 276 | 277 | library(ggrepel) 278 | words_by_year <- pronoun_imdb %>% 279 | inner_join(metadata, by = "imdb") %>% ## to get year 280 | filter(word1 == "she", 281 | str_detect(word2, "[a-z]+"), 282 | !(word2 %in% c("look", "doesn")), 283 | nchar(word2) > 2, 284 | !is.na(year), 285 | year > 1980) %>% 286 | mutate(year = 5 * year %/% 5) %>% 287 | add_count(year) %>% 288 | rename(year_total = n) %>% 289 | add_count(word2) %>% 290 | rename(word_total = n) %>% 291 | filter(word_total > 50) %>% 292 | count(word2, year, year_total) 293 | 294 | slopes <- words_by_year %>% 295 | nest(-word2) %>% 296 | mutate(models = map(data, ~ glm(cbind(n, year_total) ~ year, ., 297 | family = "binomial"))) %>% 298 | unnest(map(models, tidy)) %>% 299 | filter(term == "year") %>% 300 | arrange(estimate) 301 | 302 | plot_words <- words_by_year %>% 303 | inner_join(slopes %>% 304 | top_n(10, estimate), 305 | by = "word2") %>% 306 | mutate(year = 10 * year %/% 10) %>% 307 | filter(year %in% c(1980, 2010)) %>% 308 | group_by(word2, year) %>% 309 | summarise(n = sum(n), 310 | total = sum(year_total)) %>% 311 | mutate(Change = "Increasing") %>% 312 | bind_rows(words_by_year %>% 313 | inner_join(slopes %>% 314 | top_n(-10, estimate), 315 | by = "word2") %>% 316 | mutate(year = 10 * year %/% 10) %>% 317 | filter(year %in% c(1980, 2010)) %>% 318 | group_by(word2, year) %>% 319 | summarise(n = sum(n), 320 | total = sum(year_total)) %>% 321 | mutate(Change = "Decreasing")) %>% 322 | ungroup 323 | 324 | ggplot(plot_words, aes(year, n / total, color = word2)) + 325 | geom_line(size = 1.5, alpha = 0.5) + 326 | geom_point(size = 4) + 327 | geom_text_repel(data = subset(plot_words, year == 1980 & Change == "Decreasing"), 328 | aes(x = year, y = n / total, label = word2), 329 | color = "gray20", family = "RobotoCondensed-Regular", 330 | point.padding = unit(0.4, "lines")) + 331 | geom_text_repel(data = subset(plot_words, year == 2010 & Change == "Increasing"), 332 | aes(x = year, y = n / total, label = word2), 333 | color = "gray20", family = "RobotoCondensed-Regular", 334 | point.padding = unit(0.4, "lines")) + 335 | theme(legend.position="none") + 336 | facet_wrap(~Change, ncol = 2) + 337 | labs(x = NULL, y = "Word frequency", 338 | title = "Words paired with 'she' in script set directions") 339 | 340 | words_by_year <- pronoun_imdb %>% 341 | inner_join(metadata, by = "imdb") %>% ## to get year 342 | filter(word1 == "he", 343 | str_detect(word2, "[a-z]+"), 344 | !(word2 %in% c("look", "doesn", "were", 345 | "too", "see", "doing", "going")), 346 | nchar(word2) > 2, 347 | !is.na(year), 348 | year > 1980) %>% 349 | mutate(year = 5 * year %/% 5) %>% 350 | add_count(year) %>% 351 | rename(year_total = n) %>% 352 | add_count(word2) %>% 353 | rename(word_total = n) %>% 354 | filter(word_total > 50) %>% 355 | count(word2, year, year_total) 356 | 357 | slopes <- words_by_year %>% 358 | nest(-word2) %>% 359 | mutate(models = map(data, ~ glm(cbind(n, year_total) ~ year, ., 360 | family = "binomial"))) %>% 361 | unnest(map(models, tidy)) %>% 362 | filter(term == "year") %>% 363 | arrange(estimate) 364 | 365 | plot_words <- words_by_year %>% 366 | inner_join(slopes %>% 367 | top_n(10, estimate), 368 | by = "word2") %>% 369 | mutate(year = 10 * year %/% 10) %>% 370 | filter(year %in% c(1980, 2010)) %>% 371 | group_by(word2, year) %>% 372 | summarise(n = sum(n), 373 | total = sum(year_total)) %>% 374 | mutate(Change = "Increasing") %>% 375 | bind_rows(words_by_year %>% 376 | inner_join(slopes %>% 377 | top_n(-10, estimate), 378 | by = "word2") %>% 379 | mutate(year = 10 * year %/% 10) %>% 380 | filter(year %in% c(1980, 2010)) %>% 381 | group_by(word2, year) %>% 382 | summarise(n = sum(n), 383 | total = sum(year_total)) %>% 384 | mutate(Change = "Decreasing")) %>% 385 | ungroup 386 | 387 | ggplot(plot_words, aes(year, n / total, color = word2)) + 388 | geom_line(size = 1.5, alpha = 0.5) + 389 | geom_point(size = 4) + 390 | geom_text_repel(data = subset(plot_words, year == 1980 & Change == "Decreasing"), 391 | aes(x = year, y = n / total, label = word2), 392 | color = "gray20", family = "RobotoCondensed-Regular", 393 | point.padding = unit(0.4, "lines")) + 394 | geom_text_repel(data = subset(plot_words, year == 2010 & Change == "Increasing"), 395 | aes(x = year, y = n / total, label = word2), 396 | color = "gray20", family = "RobotoCondensed-Regular", 397 | point.padding = unit(0.4, "lines")) + 398 | theme(legend.position="none") + 399 | facet_wrap(~Change, ncol = 2) + 400 | labs(x = NULL, y = "Word frequency", 401 | title = "Words paired with 'he' in script set directions") 402 | ``` 403 | 404 | -------------------------------------------------------------------------------- /writer_by_ratios.csv: -------------------------------------------------------------------------------- 1 | word2,total,female,male,female_writer_ratio,female_logratio 2 | loves,82,0.00115736419637857,6.090760034334411e-4,1.9001966747242653,0.9261487485377509 3 | shifts,74,9.520253873436625e-4,5.011384838376414e-4,1.8997251619017532,0.9257907152710197 4 | sings,86,0.0012320328542094457,6.553349404030696e-4,1.880004831501389,0.9107363695487304 5 | types,81,0.0013440358409557587,7.581325781133549e-4,1.7728242787039292,0.8260495442422436 6 | barely,69,7.653537427664737e-4,4.343200193259559e-4,1.7621884985966487,0.8173682553850341 7 | forces,100,0.0012693671831248833,7.221534049147551e-4,1.75775281884148,0.8137322080785482 8 | sinks,79,0.00115736419637857,6.758944679451266e-4,1.712344531975859,0.7759730081437077 9 | breathes,90,0.001045361209632257,6.270655900327411e-4,1.6670683677247786,0.7373132715438526 10 | rushes,188,0.0030427478066081762,0.0018503574787851376,1.644410791695186,0.7175707449505377 11 | remembers,90,0.0012320328542094457,7.555626371705978e-4,1.6306164354858987,0.705417461571224 12 | wraps,104,0.0013440358409557587,8.35230806396069e-4,1.6091789606697204,0.6863247805756304 13 | bursts,80,9.893597162591002e-4,6.167858262617125e-4,1.6040571526351814,0.6817255460038156 14 | releases,80,9.706925518013814e-4,6.142158853189554e-4,1.580376826785116,0.6602685972094785 15 | grins,124,0.0021280567481799513,0.0013672085815467961,1.5564975066001758,0.6383032657126868 16 | ignores,97,0.0011200298674631324,7.272932868002694e-4,1.5399975330319762,0.622928039825771 17 | swallows,90,0.001045361209632257,6.887441726589123e-4,1.5177786631524106,0.6019614186489667 18 | blinks,88,0.0012693671831248833,8.429406292243404e-4,1.5058797015074874,0.5906065236813907 19 | writes,112,0.0016613776367369797,0.0011102144872710824,1.4964474484751693,0.5815416158520642 20 | leaps,180,0.002800074668657831,0.0018811967700982232,1.4884538997542667,0.5738145392609733 21 | snatches,72,9.520253873436625e-4,6.476251175747982e-4,1.4700254229001661,0.5558411055207139 22 | strides,97,0.0012507000186671644,8.53220392995369e-4,1.465858093565226,0.5517454461599824 23 | laughs,333,0.005898823968639164,0.004029667398243188,1.4638488454930227,0.5497665911110297 24 | flies,76,0.0010640283740899756,7.350031096285408e-4,1.447651527117646,0.5337143644354869 25 | rises,184,0.0033040881090162406,0.0022898173799966075,1.4429483057819816,0.5290196156102106 26 | pours,186,0.0023893970505880157,0.0016756014946776522,1.425993625678689,0.5119675328180574 27 | pats,98,9.520253873436625e-4,6.707545860596124e-4,1.4193348910760224,0.5052150324507458 28 | talks,210,0.0028560761620309875,0.0020199735810071083,1.4139175823314578,0.49969802748318043 29 | leans,493,0.008680231472839276,0.006304065132583254,1.376926045382137,0.46145107448692674 30 | eyes,131,0.0018667164457718873,0.0013569288177757675,1.3756922406819738,0.4601577574654062 31 | smiles,666,0.02038454358782901,0.015031584574186485,1.3561140867899635,0.43947855422833004 32 | searches,125,0.0012320328542094457,9.148989756215402e-4,1.3466326742495907,0.42935637544119076 33 | folds,85,7.653537427664737e-4,5.782367121203555e-4,1.3235993611681496,0.4044665004501814 34 | closes,411,0.006029494119843196,0.004564215114336673,1.3210363597683925,0.4016701753929537 35 | kisses,380,0.006346835915624417,0.004810929444841358,1.3192535846539954,0.39972190360343224 36 | clicks,142,0.001885383610229606,0.0014314571051157244,1.317108003789736,0.3973736524608979 37 | hugs,159,0.0018293821168564495,0.0013929079909743673,1.3133545996650933,0.3932564898104717 38 | waits,277,0.0035280940825088668,0.002708717753666021,1.30249601595954,0.38127895963299285 39 | freezes,148,0.0015680418144483853,0.0012053023021530965,1.3009531398449232,0.37956899731251864 40 | would,132,0.0012507000186671644,9.66297794476683e-4,1.2943215081480186,0.37219602582926986 41 | indicates,80,9.146910584282247e-4,7.093037002009694e-4,1.2895619438740589,0.36688107438617407 42 | hurries,147,0.0017360462945678551,0.001349218994947496,1.2867046054561455,0.36368088560368134 43 | strokes,69,7.093522493933172e-4,5.551072436355412e-4,1.2778652369001446,0.353735698329252 44 | glares,98,0.001026694045174538,8.043915150829834e-4,1.2763611076487067,0.35203655364117625 45 | disappears,165,0.0016800448011946986,0.0013209496445771675,1.271846211618821,0.34692423418493157 46 | shrugs,192,0.0024640657084188913,0.0019403054117816372,1.2699370384976272,0.3447569721951472 47 | crawls,102,0.0011946985252940078,9.431683259918687e-4,1.2666864358889716,0.3410594342059221 48 | still,178,0.001885383610229606,0.0014905657467991385,1.2648778588118672,0.3389980797859952 49 | gathers,89,7.840209072241927e-4,6.296355309754982e-4,1.2451980052801408,0.3163751708253246 50 | races,122,0.0015307074855329475,0.001233571652523425,1.2408744010951402,0.3113570960587 51 | follows,251,0.0030427478066081762,0.0024568635412758216,1.2384683786825668,0.3085570332994638 52 | sighs,175,0.0021280567481799513,0.0017218604316472808,1.235905482852677,0.30556841586874167 53 | clears,81,0.0010080268807168191,8.249510426250405e-4,1.2219232762094838,0.2891537020903001 54 | yanks,139,0.0015867089789061042,0.0013003901170351106,1.220179204778794,0.2870930484925264 55 | unlocks,74,6.720179204778794e-4,5.525373026927841e-4,1.216239912134091,0.2824278389019869 56 | slaps,147,0.0016240433078215418,0.0013389392311764677,1.2129327978496571,0.27849962061935474 57 | suddenly,203,0.0027254060108269553,0.0022486983249124935,1.211992725139337,0.2773810392094609 58 | sniffs,67,7.093522493933172e-4,5.859465349486269e-4,1.2106091718001368,0.2757331863279786 59 | whispers,128,0.0015680418144483853,0.0012978201760923535,1.208211925915384,0.272873532188738 60 | fumbles,76,6.346835915624416e-4,5.294078342079699e-4,1.1988556846952811,0.26165800111625587 61 | straightens,69,6.720179204778794e-4,5.628170664638127e-4,1.1940254845152034,0.2558336288902737 62 | shuts,175,0.0018480492813141684,0.0015496743884825526,1.1925403781911796,0.2540381152286597 63 | slows,112,0.001437371663244353,0.0012053023021530965,1.1925403781911796,0.2540381152286597 64 | hangs,397,0.006141497106589509,0.005209270290968714,1.1789553552705823,0.23750908731747747 65 | brushes,84,8.213552361396304e-4,6.990239364299409e-4,1.175003019688368,0.23266446443609262 66 | rips,160,0.0018480492813141684,0.0015830836207383955,1.167373129950132,0.2232657664338431 67 | stops,682,0.015139070375210006,0.012993621406580077,1.165115551815559,0.2204730430893049 68 | studies,161,0.0017920477879410117,0.0015393946247115242,1.164125013283604,0.21924599498150538 69 | flicks,86,7.840209072241927e-4,6.758944679451266e-4,1.1599753281126788,0.21409412053559293 70 | shoves,157,0.0018107149523987306,0.0015650940341390956,1.1569368439863377,0.2103101113299301 71 | offers,146,0.001456038827702072,0.0012618410028937535,1.153900391858379,0.20651869159669023 72 | means,100,9.893597162591002e-4,8.609302158236404e-4,1.149175273529682,0.20059885626719914 73 | covers,114,0.0010826955385476946,9.431683259918687e-4,1.1479345825243805,0.19904042933349428 74 | passes,501,0.007224192645137204,0.00632462466012531,1.1422326277610395,0.19185650073538557 75 | gives,479,0.00711218965839089,0.006226966904300539,1.1421595405427623,0.19176418509111048 76 | cannot,95,0.0012693671831248833,0.0011153543691565968,1.1380841983743222,0.1866072958549949 77 | winks,73,6.346835915624416e-4,5.576771845782984e-4,1.1380841983743222,0.1866072958549949 78 | reads,239,0.0023893970505880157,0.002104781632118094,1.1352232526770514,0.18297604540812618 79 | hesitates,216,0.002333395557214859,0.0020585226951484654,1.13352918707878,0.18082153930251202 80 | realizes,257,0.0030054134776927384,0.002657318934810878,1.1309946421266268,0.1775920948488171 81 | should,142,0.0011200298674631324,9.997070267325258e-4,1.1203581024371447,0.16395993767146155 82 | eats,108,8.960238939705058e-4,8.018215741402262e-4,1.1174853893539725,0.16025596890804264 83 | gazes,98,0.0013813701698711966,0.0012438514162944536,1.110558827023266,0.1512858154034901 84 | lays,151,0.0013440358409557587,0.001213012124981368,1.1080151741899558,0.14797763912960596 85 | glances,395,0.006682844875863356,0.006059920743021326,1.102794105609285,0.14116346133362856 86 | throws,393,0.005413477692738473,0.004911157141608885,1.1022815065056193,0.14049271408661299 87 | gasps,123,0.001176031360836289,0.0010716653731297255,1.0973867312720664,0.13407203710438761 88 | hears,566,0.010528280754153444,0.009596159480255143,1.0971348252200492,0.13374082722172667 89 | lets,330,0.004069441851782714,0.003713564662284061,1.0958316932280823,0.13202623443801992 90 | drinks,101,9.333582228859437e-4,8.583602748808832e-4,1.0873735076049134,0.12084758434980733 91 | thinks,281,0.0028187418331155497,0.002600780234070221,1.083806234832929,0.11610685167990373 92 | winces,83,7.840209072241927e-4,7.247233458575122e-4,1.081820962034165,0.11346175742910178 93 | walks,723,0.020253873436624978,0.018755429000241575,1.0798939035926132,0.11088957879649505 94 | lifts,332,0.003957438865036401,0.003664735784371675,1.0798701728820295,0.11085787516844589 95 | places,223,0.0025387343662497666,0.002351495962622779,1.0796252286217614,0.1105305951280694 96 | returns,179,0.0018107149523987306,0.0016833113175059237,1.0756863175384421,0.10525743281144978 97 | gestures,193,0.00231472839275714,0.0021536105100304795,1.07481291625215,0.1040855637366583 98 | whips,102,0.00115736419637857,0.0010768052550152397,1.07481291625215,0.1040855637366583 99 | climbs,278,0.0032107522867276463,0.002991411257369306,1.0733235956166163,0.10208509884294904 100 | makes,492,0.006253500093335822,0.005833765940058698,1.0719490904485793,0.1002363902159923 101 | drags,122,0.0010080268807168191,9.405983850491116e-4,1.071686807823072,0.09988335092856085 102 | jumps,300,0.0037521000560014933,0.003510539327806247,1.0688101472847475,0.0960056099379731 103 | reaches,665,0.015643083815568413,0.014671792842200486,1.0662012464198787,0.0924797737533082 104 | senses,81,7.28019413851036e-4,6.836042907733981e-4,1.0649719782001204,0.09081547041019353 105 | 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stands,625,0.011050961358969573,0.010775762372980668,1.0255387021784133,0.03638193783169508 136 | cries,98,8.77356729512787e-4,8.557903339381261e-4,1.0252005599028187,0.03590617165551016 137 | really,105,8.77356729512787e-4,8.583602748808832e-4,1.0221310971486186,0.03158024625272008 138 | sets,217,0.0022773940638417026,0.0022307087383131937,1.0209284720710832,0.029881792167541825 139 | grabs,638,0.012805674817995147,0.012546451682540335,1.0206610715135935,0.029503873440793377 140 | produces,71,6.160164271047228e-4,6.06506062490684e-4,1.0156805763407928,0.022446757045747022 141 | smashes,79,8.586895650550681e-4,8.455105701670975e-4,1.0155870255830937,0.022313869370906417 142 | had,207,0.0021093895837222326,0.0020790822226905226,1.0145772787150715,0.02087875703434512 143 | slowly,261,0.003192085122269927,0.003150747595820248,1.0131199104950575,0.01880493824425122 144 | collapses,110,0.0010080268807168191,9.997070267325258e-4,1.00832229219343,0.011956844226411276 145 | works,150,0.0013440358409557587,0.0013337993492909532,1.0076746863538713,0.011029960133566552 146 | jerks,81,7.093522493933172e-4,7.041638183154551e-4,1.007368215950479,0.010591117532193982 147 | feels,306,0.003192085122269927,0.003168737182419548,1.0073682159504789,0.010591117532193665 148 | shakes,434,0.005282807541534441,0.0052452494641673135,1.0071603986852682,0.01029346284829799 149 | runs,534,0.008250886690311742,0.008226380957765591,1.0029789202167958,0.00429128489498548 150 | brings,164,0.001456038827702072,0.001459726455486053,0.9974737542296902,-0.003649213593298912 151 | spits,82,6.533507560201606e-4,6.553349404030696e-4,0.9969722591295245,-0.004374732864756633 152 | quickly,281,0.0032480866156430837,0.0032586851154160477,0.9967476146367057,-0.004699847241544177 153 | frowns,82,7.466865783087549e-4,7.504227552850835e-4,0.995021237096003,-0.007200776943519907 154 | could,212,0.001904050774687325,0.0019146060023540658,0.9944869975056158,-0.007975586328893522 155 | keeps,322,0.003920104536120963,0.00394742928807496,0.9930778362422997,-0.010021296005898756 156 | becomes,84,6.346835915624416e-4,6.399152947465267e-4,0.9918243817157748,-0.011843403768606639 157 | kicks,189,0.0017920477879410117,0.0018092384237010234,0.9904984132910211,-0.013773430867006234 158 | never,134,0.0010080268807168191,0.0010176966133318257,0.9904984132910211,-0.013773430867006234 159 | bolts,84,7.093522493933172e-4,7.19583463971998e-4,0.9857817541801115,-0.020659816452246044 160 | pulls,742,0.018947171924584654,0.019230868074651644,0.9852478760206913,-0.02144136065642137 161 | knows,441,0.005674817995146538,0.005761807593661497,0.9849023770577386,-0.021947362312706147 162 | nods,485,0.008157550868023148,0.008295769363220034,0.983338676722416,-0.024239706728047053 163 | locks,104,7.093522493933172e-4,7.221534049147551e-4,0.9822736340584741,-0.02580311972820563 164 | sits,634,0.010714952398730633,0.010911969242946797,0.9819448864059519,-0.026286042180554883 165 | crouches,68,5.600149337315662e-4,5.705268892920841e-4,0.9815750041622732,-0.02682958369245253 166 | begins,399,0.005805488146350569,0.0059365635777689826,0.9779206556619288,-0.032210679123682466 167 | sees,828,0.02844875863356356,0.029117430881438346,0.9770353280618227,-0.03351736616542114 168 | plays,123,9.333582228859437e-4,9.560180307056544e-4,0.9762977191936588,-0.034606934284171754 169 | touches,237,0.0025574015307074857,0.0026213397616122783,0.9756085678624633,-0.03562566684919627 170 | understands,67,5.040134403584096e-4,5.191280704369413e-4,0.9708845833248623,-0.042628293539191286 171 | made,81,5.413477692738473e-4,5.576771845782984e-4,0.9707188750839807,-0.04287455026777237 172 | waves,240,0.002240059734926265,0.0023103769075386647,0.9695646314750819,-0.044591022856793845 173 | lights,157,0.0013067015120403211,0.001349218994947496,0.9684873374401096,-0.046194908559383484 174 | saw,89,6.720179204778794e-4,6.964539954871837e-4,0.9649135834274154,-0.051528352862424284 175 | wears,280,0.0032107522867276463,0.003335783343698762,0.9625182321246081,-0.05511422624790568 176 | backs,188,0.0017173791301101362,0.001786108955216209,0.9615198026383821,-0.056611524504722024 177 | pushes,439,0.0052268060481612845,0.005491963794671998,0.9517189558372626,-0.07139248866570949 178 | aims,87,7.840209072241927e-4,8.275209835677976e-4,0.9474332648870637,-0.07790376828672174 179 | answers,157,0.0012880343475826022,0.0013594987587185246,0.9474332648870637,-0.07790376828672174 180 | coughs,72,5.226806048161285e-4,5.525373026927841e-4,0.9459643761042931,-0.0801422404827212 181 | opens,679,0.012133656897517267,0.012834285068129135,0.9454096455788012,-0.08098851096326064 182 | shoots,146,0.0013813701698711966,0.0014674362783143244,0.9413493384925757,-0.08719788268475821 183 | turns,868,0.03522493933171551,0.03754683717368175,0.9381599618837201,-0.09209416304128037 184 | paces,74,6.533507560201606e-4,6.964539954871837e-4,0.9381104283322095,-0.0921703373597701 185 | stumbles,175,0.00132536867649804,0.0014211773413446958,0.9325850039545359,-0.10069286368088995 186 | finds,462,0.006104162777674072,0.006550779463087938,0.931822359777116,-0.10187314547498424 187 | taps,153,0.0012133656897517268,0.0013080999398633819,0.9275787367427376,-0.10845834599810573 188 | drives,197,0.0017920477879410117,0.001935165529896123,0.9260436692654432,-0.1108478669016373 189 | peers,150,0.0012880343475826022,0.0013929079909743673,0.9247088507846065,-0.11292889752656746 190 | dials,128,0.0010826955385476946,0.0011718930698972538,0.9238859469001044,-0.1142133319880348 191 | switches,89,7.093522493933172e-4,7.684123418843835e-4,0.9231401042489338,-0.11537847370538472 192 | draws,167,0.0019973865969759195,0.002163890273801508,0.9230535490447601,-0.115513749616114 193 | steps,468,0.0066268433824901996,0.007195834639719979,0.9209276914051041,-0.11884021039114954 194 | comes,418,0.004984132910210939,0.005414865566389284,0.9204536749994398,-0.11958298008061714 195 | snaps,168,0.0013440358409557587,0.00146229639642881,0.9191268228781355,-0.12166415381513475 196 | kneels,163,0.0015493746499906664,0.0016858812584486808,0.9190295237141283,-0.1218168862220241 197 | slams,257,0.0024080642150457344,0.0026264796434977925,0.9168409970384598,-0.1252565384652324 198 | adjusts,72,4.853462759006907e-4,5.294078342079699e-4,0.9167719941787444,-0.12536512199299132 199 | enters,302,0.00265073735299608,0.0028963234424872917,0.9152076436324017,-0.12782899361840402 200 | changes,77,5.413477692738473e-4,5.936563577768983e-4,0.911887428109194,-0.1330723592393506 201 | helps,108,7.653537427664737e-4,8.429406292243404e-4,0.9079568788501027,-0.1393043129508651 202 | yells,86,7.28019413851036e-4,8.018215741402262e-4,0.9079568788501027,-0.1393043129508651 203 | lies,182,0.0015120403210752288,0.001667891671849381,0.9065578697917821,-0.14152897806537876 204 | might,173,0.0013813701698711966,0.0015239749790549814,0.9064257542651952,-0.141739241867919 205 | shows,146,0.0013627030054134777,0.0015034154515129242,0.9064048158093333,-0.1417725685416147 206 | calls,143,0.0010080268807168191,0.0011127844282138397,0.9058599807465226,-0.14264002551412167 207 | does,608,0.009632256860182938,0.010634415621129026,0.9057626862960908,-0.14279498738762053 208 | remains,85,5.973492626470039e-4,6.604748222885838e-4,0.9044239727067171,-0.14492886214474307 209 | falls,367,0.004722792607802875,0.00524781940511007,0.8999533412304642,-0.15207788913435635 210 | doing,74,4.853462759006907e-4,5.396875979789984e-4,0.8993096704801018,-0.15311011247589543 211 | approaches,330,0.003080082135523614,0.0034411509223518043,0.8950732487543955,-0.15992234402935976 212 | manages,118,0.0011200298674631324,0.0012541311800654822,0.89307233985256,-0.16315105490523293 213 | pops,122,0.001026694045174538,0.0011513335423551966,0.8917433631563509,-0.16529952148380944 214 | heads,371,0.004648123949971999,0.005227259877568014,0.8892085067204545,-0.16940634474028432 215 | lands,144,0.001474705992159791,0.0016653217309066238,0.8855381904834334,-0.17537356765838702 216 | can,720,0.015997759940265074,0.018074394650410934,0.88510626495042,-0.1760774208062727 217 | just,436,0.005058801568041814,0.005720688538577384,0.8842994219887791,-0.17739314893895328 218 | spots,309,0.0032480866156430837,0.0036930051347420037,0.8795239912034397,-0.18520516355947328 219 | pauses,268,0.002912077655404144,0.003312653875213948,0.8790769470945912,-0.1859386424502679 220 | goes,675,0.013141683778234086,0.0150007452828734,0.8760687239478805,-0.1908840471958069 221 | spins,216,0.0021467239126376704,0.0024517236593903074,0.8755978286604763,-0.19165971801200155 222 | pounds,70,4.853462759006907e-4,5.602471255210555e-4,0.8663074807377127,-0.20704891958669924 223 | checks,344,0.0035280940825088668,0.004078496276155574,0.8650477635925363,-0.2091483015649745 224 | points,418,0.005040134403584096,0.00583119599911594,0.8643397348242494,-0.21032960957237148 225 | needs,158,0.0012320328542094457,0.0014263172232302102,0.86378600366280045,-0.21125415482987986 226 | staggers,93,7.840209072241927e-4,9.09759093736026e-4,0.8617895799255212,-0.21459244025510224 227 | knocks,195,0.0014933731566175099,0.0017347101363610665,0.8608776332800974,-0.21611991000169598 228 | emerges,72,4.6667911144297183e-4,5.422575389217556e-4,0.8606226339811399,-0.21654731188332565 229 | also,88,5.973492626470039e-4,6.964539954871837e-4,0.8577009630465915,-0.22145335430473662 230 | stays,88,5.78682098189285e-4,6.784644088878838e-4,0.8529291892228237,-0.2295021219224434 231 | twists,89,6.346835915624416e-4,7.452828733995692e-4,0.8516009346456136,-0.23175056171546007 232 | carries,180,0.0013627030054134777,0.0016036431482804525,0.84975451482125,-0.23488197293309615 233 | flips,238,0.0021093895837222326,0.002482562950703393,0.8496822137479221,-0.23500472937145073 234 | may,88,5.78682098189285e-4,6.836042907733981e-4,0.8465161878000956,-0.24039043806517965 235 | holds,674,0.010826955385476946,0.012795735953987777,0.8461377621740263,-0.24103552300197978 236 | decides,74,4.6667911144297183e-4,5.525373026927841e-4,0.8446110500931188,-0.2436409727656007 237 | slides,257,0.0022213925704685457,0.002636759407268821,0.8424707102000952,-0.2473015652499757 238 | moves,578,0.010528280754153444,0.012574721032910664,0.8372576001168328,-0.25625652798511217 239 | has,776,0.018909837595669218,0.022618050237205548,0.8360507381208081,-0.25833759586581584 240 | lunges,73,4.853462759006907e-4,5.808066530631126e-4,0.8356417292071742,-0.2590435572249606 241 | finishes,195,0.001474705992159791,0.0017783991323879378,0.8292322939787065,-0.27015179241048687 242 | punches,121,9.893597162591002e-4,0.0012001624202675823,0.8243548536026627,-0.278662598097328 243 | must,121,9.520253873436625e-4,0.001156473424240711,0.823214236824093,-0.2806601621964067 244 | exits,255,0.00231472839275714,0.0028166552732618202,0.8218003866964433,-0.28314008552451664 245 | presses,248,0.0021840582415531083,0.0026650287576391496,0.8195252059823492,-0.28713977218068615 246 | say,81,4.6667911144297183e-4,5.705268892920841e-4,0.8179791701352276,-0.2898639895262465 247 | gets,727,0.012787007653537427,0.015686919514589556,0.8151382201996333,-0.29488338193750674 248 | motions,140,0.0011200298674631324,0.0013774883453178245,0.8130957124030771,-0.2985029078001189 249 | lowers,174,0.0012133656897517268,0.0014931356877418956,0.812629220313345,-0.2993308533269394 250 | hits,333,0.0035280940825088668,0.004343200193259559,0.8123259176457723,-0.29986941989933913 251 | storms,90,5.040134403584096e-4,6.270655900327411e-4,0.803765105867304,-0.3151541483502829 252 | scans,153,0.0011946985252940078,0.0014905657467991385,0.801506762019401,-0.3192134029657996 253 | immediately,79,5.226806048161285e-4,6.527649994603124e-4,0.8007178774111142,-0.3206340776654268 254 | cracks,67,5.040134403584096e-4,6.296355309754982e-4,0.8004844319658048,-0.3210547497899672 255 | squints,70,4.6667911144297183e-4,5.833765940058697e-4,0.7999620077974474,-0.3219966104670552 256 | uses,140,0.00115736419637857,0.0014468767507722672,0.7999051721308187,-0.3220991146442195 257 | digs,102,6.533507560201606e-4,8.17241219796769e-4,0.7994588870378263,-0.3229042512902539 258 | wipes,231,0.0016240433078215418,0.002037963167606408,0.7968953186376689,-0.32753787280611524 259 | now,106,8.213552361396304e-4,0.0010356861999311255,0.7930541472834644,-0.33450872284153527 260 | examines,99,7.466865783087549e-4,9.431683259918687e-4,0.7916790224306073,-0.33701247090671543 261 | screams,252,0.002053388090349076,0.002598210293127464,0.7903086581484574,-0.33951188132922 262 | wakes,83,5.78682098189285e-4,7.350031096285408e-4,0.7873192515902987,-0.34497933934237957 263 | tears,147,0.001026694045174538,0.0013183797036344105,0.7787544380000881,-0.3607596150332594 264 | rubs,120,7.653537427664737e-4,9.8685732201874e-4,0.7755465006844626,-0.3667148090539377 265 | speaks,326,0.0030987492999813328,0.003998828106930103,0.7749143541856917,-0.36789122659013246 266 | drops,418,0.004125443345155871,0.005360896806591384,0.7695435099745838,-0.37792519607919905 267 | notices,432,0.0050028000746686575,0.006517370230832095,0.7676102319616009,-0.38155415263250003 268 | wanted,71,3.920104536120963e-4,5.114182476086699e-4,0.7665163600342576,-0.3836115107157535 269 | appears,98,6.346835915624416e-4,8.35230806396069e-4,0.7598900647607013,-0.39613737961634254 270 | struggles,231,0.001773380623483293,0.002336076316966236,0.7591278635050364,-0.3975851888140243 271 | crosses,240,0.0022213925704685457,0.002934872556628649,0.7568957518960575,-0.4018334850057645 272 | continues,350,0.003061414971065895,0.004078496276155574,0.7506234562390262,-0.4138387211679636 273 | bangs,72,5.040134403584096e-4,6.733245270023695e-4,0.7485446024107717,-0.4178398123248468 274 | loses,105,6.720179204778794e-4,9.09759093736026e-4,0.7386767827933037,-0.4369848615915505 275 | says,323,0.0034160910957625537,0.004628463637905601,0.7380615605977514,-0.43818694057309865 276 | clutches,81,5.226806048161285e-4,7.118736411437266e-4,0.7342322774816715,-0.4456915569424492 277 | was,584,0.006365503080082135,0.008706959914061174,0.7310821621909918,-0.4518945432588913 278 | tosses,265,0.0019413851036027628,0.0026855882851812064,0.7228900700509909,-0.46815182177801784 279 | arrives,94,6.720179204778794e-4,9.380284441063545e-4,0.716415290709122,-0.4811319652759325 280 | got,123,7.653537427664737e-4,0.0010768052550152397,0.7107633801022283,-0.4925587420321331 281 | blows,110,7.466865783087549e-4,0.001061385609358697,0.7035016978983847,-0.507374189482948 282 | sticks,101,5.973492626470039e-4,8.53220392995369e-4,0.7001113282699587,-0.5143437442977898 283 | fights,100,6.906850849355983e-4,9.894272629614972e-4,0.6980655484146244,-0.518565582904179 284 | recognizes,74,5.040134403584096e-4,7.221534049147551e-4,0.6979312663047053,-0.5188431310083227 285 | removes,207,0.0013440358409557587,0.0019454452936671514,0.6908628298780174,-0.5335288014942843 286 | extends,75,4.6667911144297183e-4,6.836042907733981e-4,0.6826743450000772,-0.55073055867733 287 | then,231,0.0020160537614336382,0.00296057196605622,0.680967659137577,-0.554341812229709 288 | swings,184,0.0015493746499906664,0.0022872474390538506,0.6773970421982788,-0.5619264074577006 289 | ducks,126,8.960238939705058e-4,0.0013312294083481961,0.6730800028541302,-0.5711500999162629 290 | said,172,8.960238939705058e-4,0.001349218994947496,0.6641056028160751,-0.5905154247831939 291 | fires,178,0.0013813701698711966,0.0021407608053166938,0.645270675005115,-0.6320236326874629 292 | scrambles,87,5.040134403584096e-4,8.069614560257405e-4,0.6245818020115356,-0.6790375596790237 293 | took,77,3.7334328915437746e-4,6.116459443761982e-4,0.6103911790588926,-0.7121939813714461 294 | joins,71,3.920104536120963e-4,6.553349404030696e-4,0.5981833554777146,-0.741340327030963 295 | considers,83,4.853462759006907e-4,8.121013379112548e-4,0.5976425025342448,-0.7426453429868759 296 | raises,317,0.0022587268993839835,0.0039114501148763605,0.5774653473895527,-0.7921937191798164 297 | finally,222,0.0013067015120403211,0.0023566358445082933,0.5544774832672382,-0.8507992196009532 298 | dives,104,4.6667911144297183e-4,8.994793299649974e-4,0.5188325022000587,-0.946659235008469 299 | came,122,5.040134403584096e-4,9.791474991904686e-4,0.5147472069071448,-0.9580639982807186 300 | carefully,107,5.413477692738473e-4,0.0010947948416145396,0.4944741687634362,-1.0160329380491313 301 | shouts,81,4.2934478252753405e-4,8.763498614801832e-4,0.48992394635899966,-1.0293702859180247 302 | reacts,68,3.360089602389397e-4,7.247233458575122e-4,0.4636375551574992,-1.1089306639073464 303 | -------------------------------------------------------------------------------- /gender_writer_ratios.csv: -------------------------------------------------------------------------------- 1 | word2,total,female,male,female_writer_ratio,female_logratio 2 | loves,297,0.001154884977181708,6.089680176163913e-4,1.8964624475717664,0.9233108046728216 3 | shifts,244,9.499860296172116e-4,5.010496347476637e-4,1.8959918613564886,0.9229527714060908 4 | sings,319,0.0012293936853869797,6.552187531315602e-4,1.8763102849410231,0.9078984256838013 5 | wanders,244,9.313588525658936e-4,5.036191200540619e-4,1.8493317975415928,0.8870040888437222 6 | types,365,0.001341156747694887,7.579981653874912e-4,1.7693403611462346,0.8232116003773147 7 | forces,347,0.0012666480394896153,7.220253710979154e-4,1.75429851940458,0.810894264213619 8 | sinks,323,0.001154884977181708,6.757746355827465e-4,1.7089794679639112,0.7731350642787783 9 | breathes,298,0.0010431219148738008,6.269544147611792e-4,1.6637922794931574,0.7344753276789234 10 | faces,257,8.941044984632579e-4,5.421613996500361e-4,1.649148203911972,0.7217210551981768 11 | rushes,881,0.0030362298593648133,0.0018500294206067582,1.6411792296627448,0.7147328010856087 12 | remembers,358,0.0012293936853869797,7.554286800810929e-4,1.6274119818366017,0.7025795177062948 13 | giggles,256,8.7547732141194e-4,5.421613996500361e-4,1.6147909496638058,0.6913474061546577 14 | wraps,395,0.001341156747694887,8.350827245794395e-4,1.6060166355019667,0.6834868367107013 15 | bursts,291,9.872403837198473e-4,6.166764735355861e-4,1.6009048927385054,0.6788876021388863 16 | bows,389,0.001303902393592251,8.248047833538464e-4,1.5808618231944331,0.6607112730068689 17 | releases,289,9.686132066685294e-4,6.141069882291878e-4,1.577271102974386,0.6574306533445492 18 | grins,644,0.0021234981838502377,0.0013669661830038825,1.553438709934938,0.6354653218477578 19 | ignores,341,0.0011176306230790724,7.271643417107119e-4,1.5369711617730835,0.6200900959608419 20 | swallows,322,0.0010431219148738008,6.886220621147378e-4,1.5147959559564568,0.5991234747840373 21 | blinks,394,0.0012666480394896153,8.427911804986343e-4,1.5029203779045335,0.5877685798164615 22 | writes,519,0.0016578187575672907,0.001110017652364055,1.4935066609405345,0.578703671987135 23 | leaps,880,0.002794076557697681,0.0018808632442835376,1.4855288209760336,0.5709765953960442 24 | snatches,301,9.499860296172116e-4,6.475102972123654e-4,1.467136559382997,0.5530031616557849 25 | strides,397,0.0012480208624382975,8.530691217242274e-4,1.4629774195973613,0.5489075022950535 26 | laughs,1882,0.005886187948216447,0.004028952960432495,1.4609721200578583,0.5469286472461004 27 | trails,250,7.823414361553506e-4,5.395919143436379e-4,1.4498761292726086,0.5359296482968432 28 | flies,341,0.0010617490919251188,7.348727976299068e-4,1.44480663231711,0.5308764205705578 29 | rises,1066,0.0032970103380832636,0.0022894114080008634,1.4401126536546114,0.5261816717452812 30 | pours,778,0.0023842786625686875,0.0016753044197716756,1.4231912925375299,0.509129588953128 31 | pats,310,9.499860296172116e-4,6.706356649699499e-4,1.416545643542204,0.5023770885858168 32 | talks,937,0.0028499580888516345,0.0020196154508290444,1.4111389807805925,0.49686008361825107 33 | leans,2916,0.00866163732886281,0.00630294745659497,1.3742201388335975,0.45861313062199716 34 | eyes,626,0.0018627177051317872,0.0013566882417782894,1.3729887587808793,0.4573198136004768 35 | smiles,6939,0.02034087734003912,0.015028919557123512,1.3534490794714387,0.4366406103634011 36 | searches,420,0.0012293936853869797,9.14736769077786e-4,1.3439862996066319,0.42651843157626157 37 | folds,264,7.637142591040328e-4,5.78134193939612e-4,1.3209982511150435,0.40162855658525237 38 | closes,2097,0.006016578187575673,0.004563405904163337,1.3184402864725582,0.39883223152802477 39 | kisses,2210,0.0063332401974480765,0.004810076493577571,1.3166610148308948,0.39688395973850304 40 | clicks,656,0.001881344882183105,0.0014312033156638393,1.3145196504177152,0.39453570859596865 41 | hugs,638,0.0018254633510291515,0.0013926610360678652,1.310773622405126,0.39041854594554243 42 | waits,1241,0.003520536462699078,0.002708237512943782,1.299936377763392,0.37844101576806377 43 | freezes,551,0.0015646828723107013,0.0012050886087007912,1.298396533676963,0.37673105344758934 44 | would,441,0.0012480208624382975,9.661264752057516e-4,1.2917779343253295,0.36935808196434067 45 | indicates,323,9.127316755145758e-4,7.09177944565924e-4,1.2870277234485112,0.3640431305212447 46 | hurries,616,0.001732327465772562,0.0013489797858590945,1.284176000212882,0.360842941738752 47 | strokes,252,7.078327279500792e-4,5.550088261820275e-4,1.2753540026009058,0.35089775446432264 48 | glares,366,0.001024494737822483,8.042489009026602e-4,1.2738528292331226,0.34919860977624684 49 | disappears,602,0.0016764459346186086,0.0013207154474887135,1.2693468057834123,0.34408629032000226 50 | shrugs,885,0.0024587873707739593,0.0019399614063306979,1.267441384529698,0.3419190283302181 51 | crawls,429,0.0011921393312843438,9.430011074481671e-4,1.2641971699379693,0.3382214903409927 52 | still,679,0.001881344882183105,0.0014903014777109997,1.2623921470390818,0.336160135921066 53 | gathers,285,7.823414361553506e-4,6.295239000675774e-4,1.2427509679479505,0.3135372269603956 54 | races,560,0.0015274285182080656,0.0012333529470711722,1.2384358604203534,0.30851915219377096 55 | follows,1117,0.0030362298593648133,0.0024564279529167513,1.2360345662731969,0.3057190894345348 56 | sighs,782,0.0021234981838502377,0.0017215551552868444,1.233476706993115,0.30273047200381265 57 | clears,373,0.001005867560771165,8.248047833538464e-4,1.2195219778928486,0.2863157582253712 58 | yanks,589,0.0015833100493620191,0.0013001595650375274,1.2177813338752148,0.2842551046275973 59 | unlocks,249,6.705783738474435e-4,5.524393408756292e-4,1.2138497826468353,0.27958989503705783 60 | slaps,606,0.001620564403464655,0.0013387018446335015,1.2105491674349038,0.275661676754426 61 | suddenly,1019,0.0027195678494924096,0.0022482996430984907,1.2096109421360053,0.2745430953445321 62 | sniffs,264,7.078327279500792e-4,5.858426498588068e-4,1.208230107727174,0.2728952424630496 63 | whispers,587,0.0015646828723107013,0.001297590079731129,1.2058375728603876,0.2700355883238091 64 | straightens,253,6.705783738474435e-4,5.627172821012223e-4,1.1916790103610484,0.2529956850253448 65 | shuts,700,0.0018440905280804694,0.00154939963975816,1.1901968225372161,0.2512001713637305 66 | slows,544,0.0014342926329514762,0.0012050886087007912,1.1901968225372161,0.2512001713637305 67 | hangs,2354,0.00612834124988358,0.0052083467160693045,1.1766384966223191,0.23467114345254794 68 | hurls,292,7.637142591040328e-4,6.500797825187637e-4,1.1748008162090309,0.23241617310797935 69 | brushes,314,8.195957902579864e-4,6.989000033403309e-4,1.1726939280881394,0.22982652057116357 70 | rips,713,0.0018440905280804694,0.0015828029487413376,1.1650790324512035,0.220427822568914 71 | stops,5865,0.015106640588618795,0.01299131770914968,1.1628258908624265,0.21763509922437577 72 | studies,693,0.0017882089969265158,0.001539121698532567,1.1618372989162808,0.2164080511165763 73 | flicks,303,7.823414361553506e-4,6.757746355827465e-4,1.157695768620714,0.21125617667066351 74 | rounds,245,6.333240197448077e-4,5.473003702628327e-4,1.1571781313443354,0.21061096420870665 75 | shoves,704,0.0018068361739778337,0.0015648165515965496,1.1546632556604521,0.2074721674650012 76 | offers,567,0.001452919810002794,0.0012616172854415532,1.1516327707053307,0.20368074773176084 77 | means,386,9.872403837198473e-4,8.607775776434222e-4,1.1469169380813173,0.19776091240227006 78 | covers,423,0.0010803762689764367,9.430011074481671e-4,1.1456786852562848,0.196202485468565 79 | passes,2846,0.0072087175188600165,0.006323503339046156,1.1399879358563583,0.18901855687045607 80 | gives,2802,0.007096954456552109,0.006225862897403021,1.1399149922675689,0.18892624122618115 81 | cannot,500,0.0012666480394896153,0.0011151566229768515,1.1358476588771589,0.18376935199006575 82 | winks,249,6.333240197448077e-4,5.575783114884257e-4,1.1358476588771589,0.18376935199006575 83 | reads,945,0.0023842786625686875,0.0021044084659401874,1.1329923354511229,0.18013810154319715 84 | hesitates,924,0.002328397131414734,0.0020581577304250188,1.131301598995481,0.17798359543758246 85 | realizes,1193,0.0029989755052621777,0.002656847806815817,1.1287720348785784,0.17475415098388802 86 | should,447,0.0011176306230790724,9.995297841889292e-4,1.1181563978966134,0.16112199380653222 87 | eats,358,8.941044984632579e-4,8.01679415596262e-4,1.115289330209699,0.15741802504311336 88 | gazes,556,0.0013784111017975226,0.0012436308882967653,1.1083763798158373,0.14844787153856095 89 | lays,542,0.001341156747694887,0.001212797064619986,1.1058377257163965,0.1451396952646768 90 | glances,2714,0.006668529384371799,0.006058846352487133,1.1006269174715733,0.13832551746869953 91 | throws,2199,0.0054018813448821834,0.004910286420527104,1.1001153257170502,0.13765477022168376 92 | gasps,478,0.001173512154233026,0.0010714753727680808,1.0952301695944167,0.13123409323945853 93 | hears,4296,0.01050572785694328,0.00959445813409116,1.0949787585829556,0.13090288335679706 94 | lets,1661,0.004060724597187296,0.003712906267745508,1.093678187478992,0.12918829057309086 95 | drinks,382,9.313588525658936e-4,8.582080923370239e-4,1.0852366237070425,0.11800964048487828 96 | thinks,1161,0.002812703734748999,0.0026003191300750547,1.081676361265632,0.11326890781497437 97 | winces,322,7.823414361553506e-4,7.245948564043136e-4,1.0796949898838575,0.11062381356417231 98 | walks,8381,0.02021048710067989,0.018752103766094614,1.077771718457646,0.10805163493156567 99 | lifts,1636,0.003948961534879389,0.003664086046923941,1.0777480343821635,0.10801993130351667 100 | places,1049,0.0025332960789792307,0.002351079055354422,1.077503571481283,0.10769265126314038 101 | 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breaks,721,0.0017137002887212443,0.0016213452283373117,1.0569619959832013,0.07992350425866955 112 | cuts,572,0.0013597839247462048,0.001287312138505536,1.056296980408188,0.07901550886901464 113 | seems,1801,0.004265623544751793,0.004044369872270886,1.0547065870502776,0.07684170577366325 114 | looks,33498,0.07922138399925491,0.07514973675623036,1.0541804591575896,0.07612185487527864 115 | slips,1251,0.002961721151159542,0.0028110169251997132,1.0536119952209544,0.0753436756760047 116 | leads,771,0.0018254633510291515,0.0017344025818188359,1.052502671620116,0.07382389536122073 117 | sips,306,7.26459905001397e-4,6.91191547421136e-4,1.0510254468704785,0.07179759948982996 118 | hops,322,7.637142591040328e-4,7.271643417107119e-4,1.050263627211607,0.07075150497040708 119 | bends,837,0.0019744807674396945,0.0018834327295899358,1.048341539583196,0.0681088096135932 120 | starts,6422,0.015106640588618795,0.01442252102481352,1.0474341179762032,0.06685950343953853 121 | hands,3344,0.007860668715656141,0.007513175035908557,1.0462512423957606,0.0652293359389533 122 | did,774,0.0018068361739778337,0.001744680523044429,1.035625806623292,0.05050282112660159 123 | leaves,1798,0.004191114836546521,0.004046939357577284,1.035625806623292,0.05050282112660159 124 | takes,11551,0.026879016485051692,0.025977496447686564,1.0347038845402445,0.049217950885026854 125 | listens,911,0.0021234981838502377,0.002053018759812222,1.0343296541744518,0.04869606442097057 126 | watches,3382,0.007860668715656141,0.007610815477551692,1.03282870788832,0.046601006602542884 127 | puts,5175,0.012014529198100027,0.011644907408596984,1.031741067278059,0.04508094767430648 128 | grips,271,6.333240197448077e-4,6.141069882291878e-4,1.0312926442524832,0.0444537764537966 129 | picks,4078,0.009462605942069479,0.009178201514454639,1.030986945227443,0.04402606483514868 130 | rolls,922,0.0021421253609015555,0.002078713612876205,1.0305052834755872,0.04335190169860342 131 | gently,424,9.872403837198473e-4,9.584180192865567e-4,1.030072853236572,0.04274637749216716 132 | wants,1670,0.0038744528266741176,0.003761726488567075,1.0299666492100499,0.04259762304125534 133 | catches,1518,0.003520536462699078,0.0034199849428161043,1.0294011586495984,0.041805311493386746 134 | stares,4921,0.011399832355406538,0.011077051155882965,1.0291396324690751,0.041438738698364924 135 | likes,449,0.0010431219148738008,0.0010149466960273188,1.0277602941679251,0.03950382217734447 136 | will,651,0.0015088013411567478,0.0014697455952598136,1.026573133488473,0.03783640929044091 137 | tries,4978,0.011492968240663128,0.011210664391815676,1.025181723311024,0.03587966395712383 138 | left,321,7.45087082052715e-4,7.271643417107119e-4,1.0246474411820556,0.03512759523968572 139 | almost,426,9.872403837198473e-4,9.635569898993533e-4,1.0245791313526436,0.03503141236416172 140 | stands,4783,0.011027288814380181,0.01077385188972797,1.0235233347595807,0.03354399396676569 141 | cries,378,8.7547732141194e-4,8.556386070306257e-4,1.0231858569941834,0.033068227790581016 142 | really,379,8.7547732141194e-4,8.582080923370239e-4,1.0201224262846198,0.028742302387790672 143 | sets,988,0.0022725156002607804,0.002230313245953703,1.0189221645809807,0.027043848302612562 144 | grabs,5566,0.012778243457204061,0.01254422726583638,1.0186552895135288,0.02666592957586402 145 | peeks,283,6.519511967961255e-4,6.423713265995689e-4,1.014913290490826,0.021356475467084964 146 | produces,267,6.146968426934898e-4,6.06398532309993e-4,1.0136845819066969,0.019608813180817978 147 | smashes,373,8.568501443606221e-4,8.453606658050326e-4,1.013591214993009,0.019475925505976995 148 | had,920,0.0021048710067989194,0.002078713612876205,1.0125834524586204,0.018040813169415717 149 | slowly,1395,0.003185247275775356,0.0031501889856442858,1.0111289482284505,0.015966994379321798 150 | collapses,441,0.001005867560771165,9.995297841889292e-4,1.006340758106952,0.009118900361482041 151 | works,589,0.001341156747694887,0.001333562874020705,1.0056944249289772,0.00819201626863731 152 | feels,1402,0.003185247275775356,0.0031681753827890735,1.0053885567948746,0.007753173667264371 153 | jerks,310,7.078327279500792e-4,7.040389739531275e-4,1.0053885567948746,0.007753173667264371 154 | shakes,2322,0.005271491105522958,0.00524431951035888,1.0051811479278498,0.007455518983368977 155 | runs,3641,0.0082332122566825,0.00822492246578088,1.001007886814266,0.0014533410300562205 156 | brings,644,0.001452919810002794,0.0014594676540342203,0.9955135394653476,-0.006487157458227953 157 | spits,288,6.519511967961255e-4,6.552187531315602e-4,0.9950130298929667,-0.007212676729685911 158 | quickly,1440,0.00324112880692931,0.003258107368513013,0.9947888268668531,-0.0075377911064731015 159 | frowns,330,7.45087082052715e-4,7.502897094682964e-4,0.9930658419675403,-0.010038720808449041 160 | could,845,0.0018999720592344231,0.0019142665532667152,0.9925326522537322,-0.010813530193822543 161 | keeps,1744,0.003911707180776753,0.003946729430627751,0.9911262602449474,-0.01285923987082777 162 | becomes,281,6.333240197448077e-4,6.398018412931706e-4,0.9898752689812991,-0.014681347633535928 163 | kicks,798,0.0017882089969265158,0.001808917655704386,0.9885519063222332,-0.016611374731935392 164 | never,448,0.001005867560771165,0.0010175161813337171,0.9885519063222331,-0.016611374731935555 165 | bolts,316,7.078327279500792e-4,7.194558857915171e-4,0.9838445162921273,-0.023497760317175313 166 | pulls,8496,0.018906584707087642,0.019227458547778294,0.9833116872990098,-0.02427930452135031 167 | knows,2544,0.005662661823600633,0.0057607860569449335,0.9829668673034635,-0.02478530617763564 168 | nods,3663,0.00814007637142591,0.008294298569053633,0.9814062399196561,-0.02707765059297629 169 | locks,317,7.078327279500792e-4,7.220253710979154e-4,0.9803432902555006,-0.028641063593134865 170 | sits,4818,0.010691999627456459,0.010910034610967078,0.9800151886510567,-0.029123986045484225 171 | crouches,250,5.588153115395362e-4,5.704257380204171e-4,0.9796460332923033,-0.029667527557381643 172 | begins,2619,0.005793052062959859,0.005935511057780016,0.975998866241951,-0.03504862298861154 173 | sees,12852,0.028387817826208438,0.02911226852149246,0.9751152784693097,-0.036355310030350245 174 | plays,420,9.313588525658936e-4,9.558485339801584e-4,0.9743791191348177,-0.03744487814910104 175 | touches,1155,0.0025519232560305485,0.002620875012526241,0.973691322109546,-0.03846361071412561 176 | made,244,5.401881344882183e-4,5.575783114884257e-4,0.9688112384540474,-0.045712494132701405 177 | waves,1017,0.0022352612461581448,0.0023099672904520496,0.9676592631407844,-0.04742896672172317 178 | lights,593,0.001303902393592251,0.0013489797858590945,0.9665840861817392,-0.04903285242431279 179 | saw,305,6.705783738474435e-4,6.963305180339326e-4,0.9630173552364192,-0.05436629672735336 180 | wears,1468,0.003203874452826674,0.0033351919277049614,0.9606267112283848,-0.05795217011283488 181 | backs,785,0.0017137002887212443,0.0017857922879468014,0.9596302438351079,-0.05944946836965132 182 | pushes,2415,0.005215609574369004,0.0054909900997731145,0.9498486574551483,-0.07423043253063902 183 | aims,362,7.823414361553506e-4,8.273742686602446e-4,0.9455713886560492,-0.080741712151651 184 | answers,596,0.0012852752165409332,0.0013592577270846876,0.9455713886560492,-0.080741712151651 185 | opens,5642,0.012107665083356617,0.012832009620152986,0.9435517461225428,-0.08382645482818961 186 | shoots,643,0.0013784111017975226,0.0014671761099534152,0.939499418267715,-0.09003582654968724 187 | turns,16495,0.03514948309583683,0.0375401803264788,0.9363163093557196,-0.09493210690620958 188 | paces,304,6.519511967961255e-4,6.963305180339326e-4,0.9362668731465186,-0.09500828122469938 189 | stumbles,622,0.0013225295706435689,0.0014209253744382462,0.9307523072184016,-0.10353080754581927 190 | finds,2874,0.006091086895780944,0.0065496180460092035,0.929991161773525,-0.10471108933991352 191 | taps,572,0.0012107665083356618,0.0013078680209567223,0.9257558782192492,-0.11129628986303507 192 | drives,847,0.0017882089969265158,0.0019348224357179013,0.9242238274247706,-0.11368581076656614 193 | peers,609,0.0012852752165409332,0.0013926610360678652,0.9228916321015683,-0.11576684139149676 194 | dials,512,0.0010803762689764367,0.0011716852997176136,0.9220703453707381,-0.11705127585296378 195 | switches,335,7.078327279500792e-4,7.682761066130844e-4,0.9213259684340991,-0.11821641757031402 196 | draws,947,0.0019931079444910123,0.002163506627987348,0.9212395833264201,-0.11835169348104337 197 | steps,3153,0.006612647853217845,0.007194558857915171,0.9191179033781716,-0.12167815425607877 198 | comes,2372,0.004973456272701872,0.005413905540581166,0.9186448184997308,-0.12242092394554645 199 | snaps,639,0.001341156747694887,0.0014620371393406187,0.9173205738807367,-0.1245020976800637 200 | kneels,737,0.0015460556952593834,0.0016855823609972687,0.9172234659270314,-0.12465483008695329 201 | slams,1149,0.002402905839620006,0.0026260139831390376,0.9150392400986621,-0.12809448233016146 202 | enters,1267,0.0026450591412871378,0.002895809940310856,0.913409096524891,-0.1306669374833334 203 | changes,258,5.401881344882183e-4,5.935511057780016e-4,0.9100954058204688,-0.1359103031042796 204 | helps,367,7.637142591040328e-4,8.427911804986343e-4,0.9061725807953804,-0.14214225681579434 205 | yells,349,7.26459905001397e-4,8.01679415596262e-4,0.9061725807953803,-0.1421422568157945 206 | lies,728,0.0015088013411567478,0.0016675959638524807,0.9047763210406881,-0.14436692193030806 207 | might,665,0.0013784111017975226,0.0015237047866941773,0.904644465144798,-0.1445771857328482 208 | shows,656,0.0013597839247462048,0.0015031489042429912,0.9046235678367559,-0.1446105124065439 209 | calls,485,0.001005867560771165,0.0011125871376704533,0.9040798034725273,-0.1454779693790509 210 | does,4652,0.009611623358480023,0.010632530197876064,0.9039827002231345,-0.14563293125254964 211 | remains,287,5.960696656421719e-4,6.603577237443567e-4,0.9026466174459821,-0.14776680600967246 212 | falls,2293,0.004712675793983422,0.005246888995665278,0.8981847715621205,-0.15491583299928563 213 | approaches,1502,0.003073484213467449,0.003440540825267291,0.8933142693427201,-0.1627602878942891 214 | manages,546,0.0011176306230790724,0.0012539088295223583,0.8913172925856202,-0.16598899877016193 215 | pops,501,0.001024494737822483,0.0011511294172664274,0.8899909275668914,-0.16813746534873908 216 | heads,2281,0.0046381670857781505,0.005226333113214092,0.8874610525783667,-0.17224428860521343 217 | lands,725,0.0014715469870541118,0.0016650264785460825,0.883797949170803,-0.17821151152331635 218 | can,7888,0.015963490732979417,0.01807119015989907,0.8833668724489021,-0.17891536467120187 219 | just,2495,0.005047964980907143,0.005719674292042561,0.8825616150783399,-0.18023109280388244 220 | spots,1609,0.00324112880692931,0.0036923503852943217,0.8777955688706818,-0.1880431074244023 221 | pauses,1443,0.002905839620005588,0.003312066559947377,0.8773494032836577,-0.18877658631519692 222 | goes,6539,0.013113532644127783,0.014998085733446733,0.8743470918347752,-0.1937219910607361 223 | spins,1067,0.0021421253609015555,0.0024512889823039546,0.8738771219410378,-0.1944976618769305 224 | checks,1774,0.003520536462699078,0.004077773181254063,0.8633477896424798,-0.21198624542990335 225 | points,2537,0.005029337803855826,0.005830162160217687,0.8626411522776649,-0.21316755343730087 226 | needs,619,0.0012293936853869797,0.0014260643450510428,0.8620885092972269,-0.21409209869480902 227 | staggers,394,7.823414361553506e-4,9.095977984649895e-4,0.8600960088905306,-0.21743038412003143 228 | knocks,753,0.00149017416410543,0.0017344025818188359,0.8591858543837682,-0.21895785386662517 229 | also,301,5.960696656421719e-4,6.963305180339326e-4,0.856015426876817,-0.22429129816966584 230 | stays,293,5.77442488590854e-4,6.783441208891447e-4,0.8512530304441452,-0.2323400657873726 231 | twists,322,6.333240197448077e-4,7.451507388554999e-4,0.8499273861253224,-0.23458850558038935 232 | carries,695,0.0013597839247462048,0.001603358831192524,0.8480845948469586,-0.2377199167980254 233 | flips,1077,0.0021048710067989194,0.002482122805980734,0.8480124358582026,-0.23784267323638011 234 | may,295,5.77442488590854e-4,6.834830915019413e-4,0.8448526317190013,-0.24322838193010882 235 | holds,5557,0.010803762689764367,0.012793467340557012,0.8444749497671351,-0.24387346686690894 236 | slides,1143,0.002216634069106827,0.0026362919243646307,0.8408151042077994,-0.2501395091149049 237 | moves,5455,0.01050572785694328,0.012572491604206761,0.8356122388205103,-0.2590944718500412 238 | has,9812,0.018869330352985006,0.02261404018161122,0.8344077485246862,-0.261175539730745 239 | lunges,250,4.843066033342647e-4,5.807036792460103e-4,0.8339995433868989,-0.26188150108988983 240 | finishes,769,0.0014715469870541118,0.0017780838320276065,0.8276027038478041,-0.27298973627541606 241 | punches,518,9.872403837198473e-4,0.0011999496380879946,0.8227348485165766,-0.28150054196225716 242 | must,499,9.499860296172116e-4,0.001156268387879224,0.8215964732544783,-0.2834981060613358 243 | exits,1218,0.002309769954363416,0.00281615589581251,0.8201854015958188,-0.2859780293894459 244 | presses,1152,0.0021793797150041912,0.0026645562627350115,0.8179146920197455,-0.28997771604561545 245 | say,245,4.656794262829468e-4,5.704257380204171e-4,0.8163716944102527,-0.2927019333911755 246 | gets,6787,0.012759616280152743,0.015684138310255072,0.8135363274506365,-0.29772132580243554 247 | motions,594,0.0011176306230790724,0.0013772441242294756,0.8114978335481019,-0.3013408516650482 248 | lowers,644,0.0012107665083356618,0.001492870963017398,0.8110322581989636,-0.30216879719186857 249 | hits,1877,0.003520536462699078,0.004342430167813085,0.8107295515755121,-0.30270736376426816 250 | storms,269,5.029337803855825e-4,6.269544147611792e-4,0.8021855633270581,-0.31799209221521196 251 | scans,642,0.0011921393312843438,0.0014903014777109997,0.7999316575297151,-0.32205134683072895 252 | immediately,280,5.215609574369004e-4,6.526492678251619e-4,0.7991443232211228,-0.3234720215303562 253 | cracks,270,5.029337803855825e-4,6.295239000675774e-4,0.7989113365379681,-0.3238926936548963 254 | squints,250,4.656794262829468e-4,5.832731645524085e-4,0.7983899390267669,-0.3248345543319846 255 | uses,623,0.001154884977181708,0.001446620227502229,0.7983332150524133,-0.3249370585091488 256 | digs,351,6.519511967961255e-4,8.170963274346516e-4,0.7978878069896431,-0.3257421951551833 257 | wipes,878,0.001620564403464655,0.002037601847973832,0.795329276461015,-0.33037581667104415 258 | now,445,8.195957902579864e-4,0.001035502578478505,0.7914956536972059,-0.33734666670646424 259 | examines,405,7.45087082052715e-4,9.430011074481671e-4,0.790123231211231,-0.3398504147716446 260 | screams,1119,0.002048989475644966,0.0025977496447686563,0.7887555599405883,-0.34234982519414936 261 | wakes,315,5.77442488590854e-4,7.348727976299068e-4,0.7857720281022879,-0.3478172832073087 262 | tears,566,0.001024494737822483,0.0013181459621823153,0.7772240459063691,-0.363597558898189 263 | rubs,423,7.637142591040328e-4,9.866823576569377e-4,0.7740224127627209,-0.3695527529188667 264 | speaks,1720,0.003092111390518767,0.003998119136755717,0.7733915085451576,-0.37072917045506154 265 | drops,2305,0.00411660612834125,0.005359946349146803,0.7680312190058641,-0.38076313994412847 266 | rides,280,5.029337803855825e-4,6.552187531315602e-4,0.7675814802031458,-0.38160819151118375 267 | notices,2802,0.00499208344975319,0.006516214737026026,0.7661017402307948,-0.38439209649742917 268 | appears,357,6.333240197448077e-4,8.350827245794395e-4,0.7583967445425953,-0.3989753234812718 269 | struggles,1002,0.001769581819875198,0.0023356621435160325,0.7576360411490529,-0.4004231326789537 270 | crosses,1259,0.002216634069106827,0.0029343522199068305,0.7554083160395816,-0.40467142887069363 271 | continues,1749,0.003054857036416131,0.004077773181254063,0.7491483465680776,-0.4166766650328925 272 | bangs,287,5.029337803855825e-4,6.732051502763482e-4,0.7470735780603136,-0.42067775618977615 273 | loses,388,6.705783738474435e-4,9.095977984649895e-4,0.7372251504775977,-0.4398228054564792 274 | says,1982,0.0034087734003911707,0.004627643036823294,0.7366111373039628,-0.4410248844380279 275 | clutches,303,5.215609574369004e-4,7.117474298723223e-4,0.7327893794157588,-0.4485295008073787 276 | was,3727,0.006351867374499395,0.008705416218077357,0.7296454546664103,-0.45473248712382036 277 | tosses,1147,0.0019372264133370588,0.0026851121451861976,0.7214694614562264,-0.4709897656429472 278 | arrives,399,6.705783738474435e-4,9.378621368353705e-4,0.715007406216629,-0.4839699091408616 279 | got,458,7.637142591040328e-4,0.0010766143433808774,0.70936660262741,-0.49539668589706215 280 | blows,451,7.45087082052715e-4,0.0010611974315424878,0.7021191909310454,-0.5102121333478774 281 | sticks,362,5.960696656421719e-4,8.530691217242274e-4,0.6987354839867993,-0.5171816881627193 282 | fights,420,6.892055508987613e-4,9.89251842963336e-4,0.6966937244556691,-0.5214035267691083 283 | recognizes,306,5.029337803855825e-4,7.220253710979154e-4,0.6965597062341714,-0.521681074873252 284 | removes,827,0.001341156747694887,0.0019451003769434944,0.6895051605523635,-0.5363667453592135 285 | extends,289,4.656794262829468e-4,6.834830915019413e-4,0.6813327675153237,-0.5535685025422592 286 | then,1258,0.00201173512154233,0.0029600470729708134,0.6796294355965353,-0.5571797560946382 287 | swings,971,0.0015460556952593834,0.002286841922694465,0.6760658355596996,-0.5647643513226297 288 | ducks,564,8.941044984632579e-4,0.0013309933887143066,0.6717572799718651,-0.573988043781192 289 | said,571,8.941044984632579e-4,0.0013489797858590945,0.6628005162389069,-0.593353368648123 290 | fires,905,0.0013784111017975226,0.0021403812602297633,0.6440026024380135,-0.634861576552392 291 | scrambles,339,5.029337803855825e-4,8.068183862090585e-4,0.6233543867891789,-0.6818755035439529 292 | took,256,3.725435410263575e-4,6.115375029227896e-4,0.6091916509548776,-0.7150319252363755 293 | joins,274,3.911707180776753e-4,6.552187531315602e-4,0.5970078179357801,-0.744178270895892 294 | considers,340,4.843066033342647e-4,8.11957356821855e-4,0.5964680278653137,-0.7454832868518051 295 | raises,1641,0.0022538884232094626,0.003910756636338175,0.5763305244480474,-0.7950316630447454 296 | finally,985,0.001303902393592251,0.0023562180259672186,0.5533878356002323,-0.8536371634658824 297 | dives,373,4.656794262829468e-4,8.993198572393964e-4,0.517812903311646,-0.9494971788733985 298 | came,406,5.029337803855825e-4,9.789739017377428e-4,0.5137356363564362,-0.9609019421456478 299 | carefully,453,5.401881344882183e-4,0.0010946007405256654,0.49350243836743724,-1.0188708819140604 300 | shouts,362,4.2842507218031106e-4,8.761944894818119e-4,0.4889611579658358,-1.032208229782954 301 | reacts,298,3.3528918692372173e-4,7.245948564043136e-4,0.462726424235939,-1.1117686077722753 302 | -------------------------------------------------------------------------------- /writer_about_ratios.csv: -------------------------------------------------------------------------------- 1 | word2,total,female_he,female_she,male_he,male_she,female_ratio,male_ratio,self_ratio,self_logratio 2 | came,122,2.344207853096308e-4,7.78044985146414e-4,0.001138133230798808,6.649141796814598e-4,3.319010232470411,1.7116994426920675,5.681147965208872,2.5061824783876565 3 | squints,70,3.125610470795077e-4,6.365822605743387e-4,7.190233586465443e-4,3.169939693830215e-4,2.036665369925025,2.268255639203513,4.619677710502947,2.207792206256529 4 | bangs,72,2.7349091619456925e-4,7.426793040033952e-4,7.459386715370566e-4,5.334776557909386e-4,2.7155538265667,1.3982566344435203,3.797041154185377,1.9248756356747787 5 | barely,69,3.5163117796444617e-4,0.001167067477719621,4.4987022974142077e-4,4.097726921292717e-4,3.319010232470411,1.0978531229199124,3.643785748720785,1.8654381324810103 6 | jerks,81,5.079117015042e-4,9.195077097184891e-4,8.305296549072383e-4,4.5616205350239677e-4,1.8103692177111332,1.8206899248424104,3.2961209949314965,1.7207692023462913 7 | winces,83,4.688415706192616e-4,0.0010963361154335833,7.997692973180814e-4,5.798670171640638e-4,2.3383935728768805,1.3792288122016085,3.2251797899788555,1.6893795868555943 8 | snaps,168,7.423324868138308e-4,0.0019097467817230159,0.0015341728347592041,0.0013220967991340652,2.572629940957926,1.1604088564196227,2.985302567777868,1.5778771596009948 9 | fumbles,76,3.907013088493846e-4,8.841420285754703e-4,5.729116600980487e-4,4.484304932735426e-4,2.2629615221389163,1.2775930020186486,2.8911438045221485,1.5316403697666154 10 | understands,67,1.953506544246923e-4,8.134106662894328e-4,4.4987022974142077e-4,6.649141796814598e-4,4.163849200735607,0.6765839013343646,2.817193336801673,1.494258575595621 11 | sips,82,3.5163117796444617e-4,0.0010963361154335833,6.690377775641641e-4,7.422297819700015e-4,3.117858097169174,0.9013890223973854,2.810403062181094,1.4907770536167988 12 | writes,112,0.0013283844500879079,0.0019804781440090537,0.0013150052869364607,7.035719808257306e-4,1.4908922969385803,1.8690415803556246,2.786539694810111,1.4784747050391303 13 | sniffs,67,6.251220941590154e-4,8.134106662894328e-4,7.074882245506104e-4,3.479202102984382e-4,1.301202875229877,2.03347837696391,2.6459679108232232,1.4037955653290148 14 | scans,153,0.0010158234030084,0.0013792615645777339,0.0017648755166778814,9.432503479202103e-4,1.3577769132833502,1.8710573715337473,2.54047850249715,1.3451002561167418 15 | clutches,81,2.7349091619456925e-4,7.78044985146414e-4,6.805729116600981e-4,7.808875831142724e-4,2.8448659135460663,0.8715376276645256,2.479407689315612,1.3099955134555594 16 | covers,114,4.2977143973432313e-4,0.0016975526948649032,7.843891185235029e-4,0.001267975877532086,3.9498964750061085,0.6186151743282309,2.4434658964643683,1.2889289689819345 17 | never,134,5.86051963274077e-4,0.0014146272457207527,0.0010227818898394694,0.001012834389979898,2.4138256236148443,1.0098214475712746,2.4375328854233764,1.2854216827872469 18 | peers,150,7.814026176987692e-4,0.0017682840571509406,0.0013880611362107084,0.0014071439616514612,2.2629615221389163,0.9864386118543573,2.2322726225785363,1.1585132311205009 19 | clears,81,9.376831412385232e-4,0.0010963361154335833,9.727963087570893e-4,5.334776557909386e-4,1.1691967864384403,1.82349963151655,2.1320299092408304,1.0922276771265242 20 | needs,158,9.767532721234617e-4,0.0014853586080067903,0.0015726232817456502,0.0011365393536415648,1.5207101428773517,1.3836945255849145,2.104198299700845,1.0732706706540838 21 | adjusts,72,3.907013088493846e-4,6.012165794313199e-4,5.806017494953379e-4,4.329673728158342e-4,1.5388138350544633,1.3409826835665537,2.0635227060406742,1.0451093131751157 22 | pops,122,7.814026176987692e-4,0.0012731645211486774,0.0012342593482649235,9.896397092933355e-4,1.62933229594002,1.2471805008170718,2.032071468847904,1.022951143221917 23 | doing,74,4.688415706192616e-4,5.304852171452823e-4,6.344323752763626e-4,3.5565177052729243e-4,1.1314807610694582,1.7838583351792334,2.0184013867286956,1.0132131026208289 24 | carefully,107,5.469818323891385e-4,5.658508982883011e-4,0.0012919350187445928,7.035719808257306e-4,1.0344966958349333,1.8362513771914906,1.8995959824269428,0.9256926100671238 25 | stumbles,175,0.0010548935338933385,0.0015914556514358468,0.0015264827453619148,0.0012138549559301067,1.5086410147592777,1.2575495432172616,1.8971908189893558,0.923864791962201 26 | also,88,5.079117015042e-4,7.073136228603763e-4,7.651638950302797e-4,5.644038967063553e-4,1.392591705931641,1.3557027148385805,1.887940356393216,0.9168131879545657 27 | climbs,278,0.0027349091619456923,0.003642665157730938,0.003314428530231664,0.0023426627493428175,1.3319144958874767,1.4148124953800771,1.8844092715594585,0.914112335399063 28 | realizes,257,0.0025004883766360617,0.0034658367520158436,0.0029106988368739787,0.002149373743621463,1.3860639323100863,1.354207868925469,1.8770186839680976,0.9084430109220961 29 | plays,123,0.0010158234030084,8.841420285754703e-4,0.0011650485436893205,5.412092160197928e-4,0.8703698162072756,2.1526768377253815,1.8736249436046997,0.9058321877062809 30 | remembers,90,0.0010158234030084,0.0014499929268637715,8.189945208113044e-4,6.33987938766043e-4,1.4274064985799322,1.2918140405089527,1.8439437563792789,0.8827946516294102 31 | got,123,6.641922250439539e-4,8.841420285754703e-4,0.001188118811881188,8.582031854028143e-4,1.3311538365523037,1.3844260101685844,1.8428839948587097,0.8819652596233174 32 | rips,160,0.0017190857589372925,0.0019804781440090537,0.0018071710083629722,0.0011365393536415648,1.1520531385434483,1.5900646137528356,1.83183892876083,0.8732926546936058 33 | searches,125,0.0010158234030084,0.0014499929268637715,9.881764875516678e-4,7.731560228854183e-4,1.4274064985799322,1.278107468999327,1.8243789071331886,0.8674053954408089 34 | hears,566,0.008282867747606955,0.012484085443485641,0.010089397289243487,0.008589763414256997,1.5072177685189385,1.174583839235601,1.77035363311109,0.8240375714816364 35 | feels,306,0.0025786286384059387,0.003748762201159994,0.003364414111314044,0.0027756301221586515,1.4537813414953038,1.2121262427781572,1.7621665152876915,0.817350257646049 36 | becomes,84,4.688415706192616e-4,8.134106662894328e-4,6.421224646736518e-4,6.417194989948972e-4,1.7349371669731692,1.0006279467577124,1.7360266151420047,0.7957890660076479 37 | means,100,6.251220941590154e-4,0.001343895883434715,7.920792079207921e-4,0.0010051028297510438,2.149813446031971,0.788057882711348,1.6941774325043417,0.7605849771430131 38 | eats,108,8.595428794686463e-4,9.548733908615079e-4,9.074305488801308e-4,5.953301376217721e-4,1.1109083835954678,1.5242476258721573,1.6932994662568677,0.7598371417377746 39 | passes,501,0.005469818323891385,0.008770688923468667,0.006425069691435163,0.006115664141023659,1.6034698785441468,1.0505923058030644,1.6845931169854549,0.7524001765749689 40 | swings,184,0.0017972260207071693,0.001343895883434715,0.0027991925406132844,0.0012602443173032319,0.7477611986198159,2.221150694496455,1.660890305631906,0.7319567928988551 41 | tears,147,8.986130103535847e-4,0.001167067477719621,0.0014149764491012207,0.0011288077934127106,1.2987431344449434,1.2535140679914514,1.6279927897340494,0.7030943100231 42 | kicks,189,0.0013674545809728462,0.0021926722308671666,0.0018148610977602616,0.0018014535333230246,1.6034698785441468,1.0074426368425418,1.6154039225381054,0.6918949476941338 43 | twists,89,4.688415706192616e-4,8.134106662894328e-4,7.267134480438335e-4,7.886191433431266e-4,1.7349371669731692,0.9215011506861709,1.5987465957339808,0.6769412871300975 44 | cannot,95,0.0012502441883180308,0.0013085302022916962,0.0012611746611554358,8.272769444873975e-4,1.0466197039892489,1.524489071718169,1.5955603009765147,0.6740631333905501 45 | must,121,8.204727485837078e-4,0.0010963361154335833,0.0012227242141689897,0.0010282975104376063,1.3362248987867889,1.1890763147414822,1.588873378315205,0.6680041569359445 46 | swallows,90,7.032623559288923e-4,0.0013792615645777339,6.382774199750072e-4,7.963507035719809e-4,1.961233319187061,0.8015029271802663,1.5719342462118988,0.6525408711283059 47 | breathes,90,7.032623559288923e-4,0.0013792615645777339,5.767567047966932e-4,7.344982217411473e-4,1.961233319187061,0.7852390757726768,1.5400370389330271,0.6229650491295327 48 | emerges,72,2.7349091619456925e-4,6.719479417173575e-4,4.537152744400654e-4,7.267666615122932e-4,2.4569296526079665,0.6242929105965751,1.5338437639576596,0.6171515386148493 49 | throws,393,0.004961906622387185,0.005799971707455086,0.0053215418629241566,0.004082263800835009,1.1688998098607317,1.3035761828610046,1.5237499522852067,0.6076261756688529 50 | punches,121,0.0011330337956632155,8.841420285754703e-4,0.0014342016725944439,7.344982217411473e-4,0.7803315593582469,1.9526278350880566,1.523697123400581,0.6075761561161059 51 | finds,462,0.005352607931236569,0.006754845098316593,0.006944150725752187,0.005752280810267512,1.261972702857031,1.2071995361139622,1.5234528614774907,0.6073448609927127 52 | can,720,0.013791756202383277,0.0178596689772245,0.018963760453715273,0.01625173960105149,1.294952485756547,1.1668757264907392,1.5110486225881594,0.5955500843533013 53 | may,88,5.079117015042e-4,6.719479417173575e-4,7.151783139478996e-4,6.262563785371888e-4,1.322962120635059,1.1419896682224855,1.5108090732149468,0.5953213530705637 54 | gathers,89,3.907013088493846e-4,0.001167067477719621,4.767855426319331e-4,9.432503479202103e-4,2.98710920922337,0.505470836754215,1.5098965914623583,0.5944497468397439 55 | knocks,195,0.001172103926548154,0.0018036497382939594,0.0017110448908968566,0.0017859904128653163,1.538813835054463,0.9580369964874434,1.474240584688902,0.5599719803453431 56 | paces,74,7.423324868138308e-4,6.012165794313199e-4,8.151494761126599e-4,4.63893613731251e-4,0.8099020184497174,1.757190554006857,1.4231521764909307,0.5090899363060983 57 | struggles,231,0.0012893143192029694,0.0022280379120101852,0.0021801403441315003,0.0026519251584969845,1.7280797078151724,0.8220972364722107,1.4206495521985585,0.5065507124555431 58 | has,776,0.017737839421762065,0.019804781440090537,0.02430068249543401,0.01918973248801608,1.11652727083506,1.2663377413212873,1.4139006222728911,0.4996807221328239 59 | freezes,148,0.0010548935338933385,0.0020512095062950914,0.0010727674709218496,0.0014767280037111489,1.9444706412452912,0.7264489250734661,1.4125586071695553,0.4983107263022065 60 | wakes,83,3.5163117796444617e-4,8.134106662894328e-4,6.075170623858502e-4,9.973712695221897e-4,2.313249555964226,0.6091182701471772,1.4090425679476553,0.4947151969132132 61 | spits,82,4.2977143973432313e-4,8.841420285754703e-4,5.69066615399404e-4,8.350085047162517e-4,2.057237747399015,0.681509963294064,1.4020280217170655,0.4875151841475723 62 | lays,151,9.767532721234617e-4,0.0016975526948649032,0.0011227530520042295,0.001399412401422607,1.7379544490026877,0.802303203017829,1.3943664211339424,0.4796097322879069 63 | could,212,0.0017190857589372925,0.00208657518743811,0.001999423243295203,0.0017473326117210452,1.2137702709654188,1.144271691538945,1.3888829610972835,0.47392503088247445 64 | might,173,0.0013674545809728462,0.0014146272457207527,0.0016649043545131212,0.0012447811968455235,1.0344966958349333,1.3375076348616588,1.3836472289183825,0.46847616409916754 65 | crawls,102,9.767532721234617e-4,0.0014146272457207527,9.305008170719985e-4,9.741765888356271e-4,1.4482953741689064,0.9551664736515261,1.3833631853507318,0.4681799684319793 66 | dials,128,0.0012111740574330923,9.902390720045269e-4,0.0013573007786215514,8.04082263800835e-4,0.817586098321157,1.6880123337203026,1.380095417844373,0.46476801634548087 67 | brings,164,0.001172103926548154,0.0017329183760079218,0.00142266653849851,0.0015385804855419824,1.4784681944640918,0.9246617592432025,1.3670830016782884,0.4511008380240166 68 | saw,89,5.86051963274077e-4,7.78044985146414e-4,7.036431798519658e-4,6.881088603680223e-4,1.3276040929881643,1.0225753806972275,1.3575752608025695,0.44103217989108706 69 | sticks,101,5.469818323891385e-4,6.719479417173575e-4,8.805152359896184e-4,8.04082263800835e-4,1.2284648263039832,1.0950561598355504,1.3452379751854864,0.427861410886497 70 | catches,310,0.003125610470795077,0.0038902249257320694,0.0035066807651638952,0.003247255296118757,1.244628837176404,1.0798906908721386,1.3440630948578134,0.42660086468058006 71 | jumps,300,0.003711662434069154,0.003784127882303013,0.003814284341055465,0.0028993350858203186,1.0195237173425855,1.3155720977923036,1.3412569555733929,0.423585652618495 72 | pushes,439,0.004219574135573354,0.006118262837742255,0.005317696818225512,0.005837327972784908,1.4499716419630835,0.9109813330719042,1.3208970993119875,0.40151808195597255 73 | tries,655,0.009572182066809924,0.013191399066346018,0.01103143324041142,0.011558682542137003,1.378097384094393,0.9543850002105774,1.3152354722091235,0.39532111448052804 74 | considers,83,3.5163117796444617e-4,6.365822605743387e-4,7.228684033451888e-4,9.973712695221897e-4,1.8103692177111332,0.7247736378966412,1.3121078838565945,0.3918863457990468 75 | manages,118,0.0010158234030084,0.0012377988400056586,0.0012842449293473037,0.0011983918354723983,1.2185177426901859,1.0716402526566469,1.3058126616431178,0.3849479355483529 76 | straightens,69,6.251220941590154e-4,7.426793040033952e-4,5.806017494953379e-4,5.334776557909386e-4,1.188054799122931,1.0883337721699566,1.2930001610740798,0.37072245487033406 77 | spots,309,0.003281890994334831,0.003218276984014712,0.004014226665384985,0.003046234730168548,0.9806166595935304,1.3177666926418627,1.2922239722620779,0.36985614407810763 78 | shoots,146,0.0014455948427427232,0.001343895883434715,0.0016187638181293857,0.0011674655945569817,0.9296490577435549,1.386562332694402,1.2890163660920564,0.3662705811006164 79 | drops,418,0.004258644266458293,0.003996321969161126,0.005882918388926271,0.00430647904747178,0.93840239266678,1.3660622341539028,1.2819160690617495,0.3583018074229073 80 | changes,77,5.469818323891385e-4,5.658508982883011e-4,6.344323752763626e-4,5.180145353332302e-4,1.0344966958349333,1.2247385584812647,1.2669879920105076,0.34140285127510306 81 | sees,828,0.027427231881226803,0.029105955580704484,0.03074113236566375,0.025792484923457554,1.0612064573905002,1.191863926910956,1.264813695568706,0.3389248945847594 82 | cuts,131,0.0012893143192029694,0.0014499929268637715,0.0013380755551283283,0.0011906602752435442,1.1246233019114615,1.1238096902616752,1.263862564582182,0.3378395899581208 83 | shouts,81,4.688415706192616e-4,4.243881737162258e-4,9.689512640584447e-4,6.958404205968764e-4,0.9051846088555666,1.3924906277035471,1.2604610841728778,0.3339515767149057 84 | keeps,322,0.0033991013869896463,0.004385344461734333,0.003914255503220225,0.004012679758775321,1.2901481781389685,0.9754716893766935,1.258503022875483,0.33170868180062535 85 | rises,184,0.0029693299472553234,0.003607299476587919,0.0023147169085840622,0.002242152466367713,1.2148530276745761,1.0323637412284918,1.2541702166928859,0.3267331648173413 86 | loves,82,8.986130103535847e-4,0.0014146272457207527,5.613765260021147e-4,7.113035410545849e-4,1.5742341023575073,0.7892221725338425,1.2424204583394554,0.31315349119801755 87 | now,106,8.595428794686463e-4,8.134106662894328e-4,0.0011265980967028741,8.582031854028143e-4,0.9463293638035468,1.3127405209689167,1.2422849020476516,0.3129960750365213 88 | left,94,7.032623559288923e-4,8.134106662894328e-4,7.459386715370566e-4,6.958404205968764e-4,1.156624777982113,1.0719967530733656,1.2398980065210277,0.3102214500168176 89 | drives,197,0.0019535065442469234,0.0016621870137218844,0.0021609151206382774,0.001484459563940003,0.8508735323242326,1.455691467204973,1.23860934067494,0.3087212309473463 90 | slows,112,0.0014065247118577847,0.0014853586080067903,0.0012688647505527252,0.0010824184320395857,1.0560487103314944,1.172249763117782,1.2379528505269335,0.30795636818196115 91 | pats,98,8.595428794686463e-4,0.0010609704342905645,6.728828222628088e-4,6.726457399103139e-4,1.2343426484394089,1.000352462430709,1.2347777078496056,0.30425134249948527 92 | hurries,147,0.0010548935338933385,0.0023695006365822605,0.0010612323368259155,0.0019328900572135458,2.2461988441971465,0.5490391617802556,1.2332511306097802,0.3024666099550492 93 | runs,534,0.007306114475483493,0.009053614372612817,0.008209170431606268,0.008249574764187414,1.2391832078450538,0.9951022526934907,1.2331140016265592,0.30230618334045495 94 | brushes,84,7.423324868138308e-4,9.195077097184891e-4,6.997981351533211e-4,7.035719808257306e-4,1.2386736752760383,0.9946361626453908,1.2320296311464216,0.30103695424217025 95 | crouches,68,6.251220941590154e-4,5.304852171452823e-4,6.382774199750072e-4,4.4069893304468844e-4,0.8486105708020937,1.4483298508696039,1.2290680214561658,0.29756476233536516 96 | races,122,0.0013674545809728462,0.0016975526948649032,0.0012304143035662789,0.0012447811968455235,1.24139603500192,0.9884582982811335,1.2270682122509442,0.2952154500935986 97 | checks,344,0.0040632936120336,0.0030414485782996182,0.004679419398250504,0.002868408844904902,0.7485180419382571,1.6313641643388685,1.221105509979171,0.28818786219859477 98 | bends,173,0.0019144364133619847,0.0020512095062950914,0.0019648178410074015,0.0017241379310344827,1.0714430064004667,1.139594347784293,1.2210103940669819,0.28807548157434437 99 | grips,75,7.814026176987692e-4,5.304852171452823e-4,7.228684033451888e-4,4.020411319004175e-4,0.678888456641675,1.7979961401666678,1.2206388246454378,0.28763638380236517 100 | flips,238,0.0022269974604414923,0.0020158438251520723,0.002714601557243103,0.002017937219730942,0.9051846088555666,1.345235882811582,1.2176868164012746,0.2841431262459594 101 | opens,679,0.010353584684508694,0.013651152921205263,0.012481015091800442,0.013522498840265965,1.3184953170499951,0.9229814133639046,1.216946671244494,0.2832659479885015 102 | bolts,84,6.251220941590154e-4,8.134106662894328e-4,7.036431798519658e-4,7.5769290242771e-4,1.301202875229877,0.9286653967556454,1.2083820843849402,0.27307669977051074 103 | say,81,5.469818323891385e-4,4.243881737162258e-4,6.498125540709411e-4,4.1750425235812584e-4,0.7758725218761999,1.5564214026580652,1.2075845987824054,0.2721242623269316 104 | stands,625,0.010783356124243016,0.011210920922336965,0.01128905123522061,0.009726302767898562,1.039650438431937,1.1606724060122684,1.206693575786506,0.27105936886982557 105 | frowns,82,4.688415706192616e-4,0.0010256047531475457,5.921368835912717e-4,0.0010746868718107315,2.1875294714009526,0.5509855001704682,1.2052970199374937,0.2693887119224734 106 | lands,144,0.0017190857589372925,0.0012731645211486774,0.001910987215226377,0.0011751971547858358,0.7406055890636454,1.6260992527459184,1.2042981949558444,0.2681926604683795 107 | breaks,200,0.0012502441883180308,0.0021573065497241476,0.0014149764491012207,0.0020411319004175043,1.7255081606309237,0.6932312648740602,1.1961762047446882,0.25842992380610924 108 | clicks,142,0.0014846649736276617,0.0022634035931532043,0.001311160242237816,0.0016777485696613578,1.524521446493586,0.7814998420785212,1.1914132696800561,0.2526739326807713 109 | ducks,126,7.032623559288923e-4,0.0010963361154335833,0.0012034989906757666,0.0015927014071439617,1.558929048584587,0.7556337837572992,1.177979455591138,0.23631437823862653 110 | places,223,0.0025395585075210004,0.002546329042297355,0.0024723637412284918,0.0021107159424771918,1.0026660282707813,1.1713389241410006,1.174461746827427,0.23199972436661634 111 | flies,76,0.001172103926548154,9.902390720045269e-4,8.113044314140152e-4,5.875985773929179e-4,0.8448389682651954,1.380712041566957,1.1664793366687596,0.222160751257349 112 | loses,105,8.595428794686463e-4,5.304852171452823e-4,0.0010804575603191387,5.721354569352095e-4,0.6171713242197044,1.8884646061037487,1.165506201691093,0.2209566811078612 113 | fights,100,6.251220941590154e-4,7.78044985146414e-4,9.689512640584447e-4,0.0010360290706664605,1.244628837176404,0.935254899203875,1.1640452176596539,0.21914710122410513 114 | bursts,80,8.595428794686463e-4,0.0011317017965766021,5.921368835912717e-4,6.726457399103139e-4,1.3166321583353695,0.8803101669390239,1.1590446751014964,0.21293617575353926 115 | finally,222,0.0012111740574330923,0.0014146272457207527,0.002349322310871864,0.002373588990258234,1.1679801404587957,0.9897763768344198,1.1560391516378636,0.2091902584937013 116 | dives,104,5.86051963274077e-4,3.89022492573207e-4,0.0010496972027299817,6.030616978506262e-4,0.6638020464940821,1.7406132846294338,1.1554226604918045,0.20842069463104662 117 | goes,675,0.012307091228755616,0.013792615645777337,0.015130250889166587,0.01471315911550951,1.1207047538211776,1.028348213349872,1.1524747312847161,0.20473511902782243 118 | notices,432,0.004336784528228169,0.005587777620596973,0.006267422858790734,0.007012525127570743,1.2884609747673832,0.8937469377684604,1.1515580506325143,0.20358713996157854 119 | had,207,0.002344207853096308,0.0019097467817230159,0.002299336729789484,0.0016390907685170867,0.8146661479700098,1.4028123237309993,1.1428237120987916,0.19260287573451956 120 | sinks,79,0.0011330337956632155,0.0012024331588626398,6.921080457560319e-4,6.494510592237513e-4,1.061250920727216,1.0656816028343472,1.1309555822100064,0.1775422692183455 121 | spins,216,0.0019535065442469234,0.002334134955439242,0.002399307891954244,0.0025591464357507345,1.194843683689348,0.9375422439436915,1.1202164283680576,0.163777491183423 122 | waits,277,0.003281890994334831,0.003748762201159994,0.0026915312890512352,0.002744703881243235,1.1422567683177387,0.9806272026081317,1.1201280593756289,0.16366367876938684 123 | slams,257,0.0023832779839812464,0.002440231998868298,0.0027030664231471693,0.0024740992732333383,1.0238973444431818,1.0925456599057966,1.1186545998604687,0.16176465294511946 124 | listens,217,0.0020707169369017387,0.0021926722308671666,0.0020878592713640294,0.001987010978815525,1.0588952028121723,1.0507537671526208,1.1126381233747284,0.15398444397882305 125 | drinks,101,0.001172103926548154,7.426793040033952e-4,0.0010035566663462463,5.721354569352095e-4,0.6336292261988966,1.7540543138543716,1.111420077598382,0.15240420765584028 126 | taps,153,0.0016409454971674155,8.487763474324516e-4,0.0015880034605402287,7.499613421988557e-4,0.5172483479174667,2.1174470885182806,1.0952460083387303,0.13125495671937748 127 | thinks,281,0.0025004883766360617,0.003112179940585656,0.0024877439200230705,0.002829751043760631,1.244628837176404,0.8791387940321965,1.094201494932959,0.12987843189042628 128 | leaps,180,0.002852119554600508,0.0027585231291554677,0.0019571277516101126,0.001731869491263337,0.9671835546675916,1.1300665330055892,1.092981766403227,0.12826933354498624 129 | releases,80,0.0010158234030084,9.548733908615079e-4,6.459675093722964e-4,5.566723364775012e-4,0.9399994015038576,1.1604088564196224,1.090783630534221,0.12536495490348787 130 | sits,634,0.009494041805040047,0.011741406139482246,0.010439296356820149,0.011844750270604608,1.236713128148346,0.8813437276704427,1.0899693584212373,0.12428757805257476 131 | gets,727,0.012854073061144755,0.012625548168057717,0.01619917331538979,0.014628111952992113,0.9822215968432744,1.1074001462011183,1.087712339946138,0.12129706706138124 132 | seems,341,0.003907013088493847,0.004597538548592446,0.003937325771412092,0.004260089686098654,1.1767399915122363,0.9242354179209439,1.0875847778395997,0.12112786422723573 133 | took,77,5.469818323891385e-4,2.475597680011317e-4,7.61318850331635e-4,3.169939693830215e-4,0.4525923044277833,2.401682441509602,1.0869829907065756,0.12032936500618954 134 | picks,587,0.00890798984176597,0.009937756401188286,0.009085840622897242,0.009355187876913562,1.11560032933515,0.9712087819549828,1.0834808370021687,0.11567363741273809 135 | gasps,123,6.251220941590154e-4,0.0016975526948649032,7.151783139478996e-4,0.0017937219730941704,2.7155538265667,0.398711910025954,1.0827236529686972,0.11466506624627919 136 | fires,178,0.0016409454971674155,0.001167067477719621,0.0024146880707488225,0.0015927014071439617,0.7112164783865166,1.5160958984012267,1.0782723857571626,0.10872166783276559 137 | falls,367,0.005352607931236569,0.004137784693733201,0.005786792271460155,0.00415957940312355,0.7730408703365058,1.391196491432447,1.075451746546032,0.10494279525798172 138 | then,231,0.0023051377222113693,0.0017682840571509406,0.0032682879938479284,0.0023426627493428175,0.7671056007250564,1.3951167297831386,1.0702018570818708,0.09788293750966012 139 | motions,140,0.0014846649736276617,8.134106662894328e-4,0.0016456791310198982,8.42740064945106e-4,0.5478748948336324,1.9527719156524186,1.0698747079221398,0.09744185378231184 140 | flicks,86,9.376831412385232e-4,6.719479417173575e-4,7.61318850331635e-4,5.102829751043761e-4,0.7166044820106569,1.491954243968086,1.0691410981823515,0.09645226298824913 141 | types,81,0.0014065247118577847,0.0013085302022916962,7.920792079207921e-4,6.958404205968764e-4,0.9303286257682213,1.1383058305830585,1.0589984990702905,0.0827005445848452 142 | looks,905,0.07423324868138308,0.08325081341066629,0.07336729789483802,0.07860677284676047,1.121476089076844,0.9333457568327285,1.0467249491292354,0.06588239101875464 143 | should,142,0.0010158234030084,0.0012377988400056586,9.497260405652216e-4,0.0011056131127261482,1.2185177426901859,0.8590039586482919,1.0467115646540504,0.0658639431548261 144 | lets,330,0.0037507325649540927,0.004349978780591314,0.0035835816591367874,0.00397402195763105,1.1597677800961945,0.9017518517368717,1.0458227432865044,0.06463834962314918 145 | collapses,110,0.0012893143192029694,7.78044985146414e-4,0.0011650485436893205,6.726457399103139e-4,0.6034564059037111,1.7320388349514564,1.045209930225457,0.06379273644773034 146 | starts,663,0.014026176987692908,0.016020653557787524,0.013972892434874555,0.015308489253131281,1.1421967348511746,0.912754498750846,1.0425452081939368,0.06010994503499143 147 | digs,102,6.641922250439539e-4,6.719479417173575e-4,8.266846102085937e-4,8.04082263800835e-4,1.011676915779751,1.0281094950421106,1.0401146430280797,0.05674255318627807 148 | slides,257,0.0023832779839812464,0.00208657518743811,0.0027799673171200615,0.0023503943095716717,0.8755064249586627,1.1827663578825944,1.0355195455511685,0.05035478485115086 149 | eyes,131,0.0017972260207071693,0.0019451124628660347,0.0013380755551283283,0.001399412401422607,1.082285945370786,0.9561695707198784,1.0348488877813422,0.04942011577783323 150 | steps,468,0.006798202773979293,0.006436553968029424,0.007397866000192252,0.0067805783207051185,0.9468022920213397,1.0910376151252745,1.0329969146821063,0.04683594521994043 151 | stops,682,0.014846649736276616,0.015277974253784127,0.012980870902624243,0.01299675274470388,1.0290519763831705,0.9987780146016774,1.027794489893915,0.03955182284820216 152 | sighs,175,0.0018753662824770464,0.0023695006365822605,0.0015995385946361628,0.0019715478583578164,1.2634868498608949,0.8113110660009464,1.0250808630388204,0.03573772056351453 153 | was,584,0.006563781988669662,0.006153628518885274,0.00894357396904739,0.008218648523271995,0.9375126306004082,1.0882049455847504,1.0202058811675334,0.02886032255674567 154 | grabs,638,0.013361984762648955,0.01220115999434149,0.012973180813226954,0.011666924385340963,0.9131248247227206,1.1119623634080675,1.015360438185254,0.021991954085179493 155 | slips,258,0.002773979292830631,0.0031475456217286745,0.0026992213784485246,0.003038503169939694,1.1346680308189496,0.888339168164204,1.007970054640221,0.011452779052333635 156 | squeezes,96,8.595428794686463e-4,9.548733908615079e-4,8.189945208113044e-4,9.045925467759394e-4,1.1109083835954678,0.9053739429208044,1.0057875034796062,0.008325533713268485 157 | glances,395,0.006134010548935339,0.0071438675908898006,0.005752186869172354,0.006672336477501159,1.1646324266804104,0.8620948431735252,1.0040236092338506,0.0057931941135130754 158 | recognizes,74,5.079117015042e-4,5.304852171452823e-4,7.11333269249255e-4,7.499613421988557e-4,1.044443779448731,0.9484932478834912,0.9906478726010356,-0.013555754658725001 159 | stares,583,0.011252197694862277,0.011493846371481115,0.010954532346438527,0.01131127261481367,1.0214756870765942,0.9684615267863015,0.9892599034812848,-0.015578491796467525 160 | wears,280,0.0032428208634498927,0.0031829113028716935,0.0033413438431221763,0.0033245708984072984,0.9815254794819397,1.0050451457428426,0.9864774185762396,-0.01964206824764616 161 | kneels,163,0.0014065247118577847,0.0016975526948649032,0.0015687782370470058,0.0019251584969846914,1.2069128118074222,0.8148826392757419,0.9834922974613389,-0.02401434127307764 162 | will,152,0.0015628052353975385,0.0014853586080067903,0.0014880322983754687,0.001438070202566878,0.950443839298345,1.0347424595262533,0.9834645959171445,-0.024054977527559283 163 | made,81,7.032623559288923e-4,4.243881737162258e-4,6.421224646736518e-4,3.943095716715633e-4,0.6034564059037111,1.62847293295863,0.9827124232346899,-0.025158800673935746 164 | walks,723,0.019495995311584295,0.020759654830952046,0.018229356916274152,0.019777331065409,1.0648163635234822,0.9217298762904218,0.981473055022516,-0.026979433837786043 165 | drags,122,0.0012502441883180308,8.134106662894328e-4,0.0010612323368259155,7.035719808257306e-4,0.6506014376149385,1.508349345550153,0.9813342526404812,-0.027183477818850478 166 | reaches,665,0.0162531744481344,0.014959683123496959,0.014968759011823513,0.01404824493582805,0.920416080639194,1.0655252012048724,0.9807265295152773,-0.0280771903633109 167 | presses,248,0.0023051377222113693,0.00208657518743811,0.0027338267807363262,0.002528220194835318,0.9051846088555665,1.0813246355365027,0.9787984172639972,-0.03091632633400378 168 | closes,411,0.005235397538581754,0.006719479417173575,0.004133423051042968,0.0054275552806556365,1.2834707140489376,0.7615625889200819,0.9774432797942151,-0.03291510840989907 169 | makes,492,0.006368431334244969,0.006118262837742255,0.005863693165433048,0.0057677439307252205,0.9607174069448652,1.016635487958593,0.9766994097997073,-0.03401346996731594 170 | reads,239,0.0025395585075210004,0.0022634035931532043,0.002164760165336922,0.001987010978815525,0.8912586917962502,1.0894555633645038,0.9709867401743943,-0.042476500597439466 171 | turns,868,0.033951943739011524,0.03603762908473617,0.03637796789387677,0.03981753517859904,1.0614305137213145,0.9136167703677711,0.9697407179158715,-0.04432903313385223 172 | follows,251,0.003203750732564954,0.002899985853727543,0.002510814188214938,0.0023503943095716717,0.9051846088555666,1.0682523259990793,0.9669655638685258,-0.048463582352490805 173 | smashes,79,0.0013283844500879079,4.5975385485924456e-4,0.001076612515620494,3.8657801144270914e-4,0.34609999750359893,2.784981255407094,0.963882005543965,-0.05307154639434216 174 | hesitates,216,0.0017190857589372925,0.002899985853727543,0.0016456791310198982,0.0028916035255914644,1.6869349528671922,0.5691233657917477,0.9600740982475198,-0.05878233796103935 175 | examines,99,9.767532721234617e-4,5.658508982883011e-4,0.001088147649716428,6.571826194526055e-4,0.5793181496675626,1.655776670756739,0.959221477165511,-0.060064133535880276 176 | leans,493,0.008087517093182263,0.009159711416041874,0.005936749014707296,0.007035719808257307,1.1325739791960954,0.8438012280903754,0.9556673145488686,-0.065419618086085915 177 | begins,399,0.005782379370970893,0.005799971707455086,0.0058329328078438915,0.006138858821710221,1.0030424044075197,0.9501656541140162,0.9530564422879665,-0.06936643836212679 178 | leaves,363,0.0035553819105294004,0.00477436695430754,0.00356051139094492,0.005025514148755219,1.3428562878626535,0.7084869896997168,0.9513962089871477,-0.07188181825878236 179 | hangs,397,0.005782379370970893,0.006436553968029424,0.004929347303662405,0.0057677439307252205,1.113132424403467,0.8546404561068304,0.9513280028994809,-0.07198524952208654 180 | lifts,332,0.005040046884157062,0.0029707172160135806,0.0041910987215226375,0.0026055357971238595,0.5894225359989735,1.6085362274235548,0.9481075024142134,-0.07687744461739986 181 | exits,255,0.0019925766751318617,0.0026170604045833924,0.0024954340094203594,0.003463738982526674,1.3134051187316065,0.7204451669161368,0.9462363699931007,-0.07972748085634768 182 | stays,88,5.86051963274077e-4,6.012165794313199e-4,6.613476881668749e-4,7.19035101283439e-4,1.0258758900363087,0.9197710751344472,0.9435709703332037,-0.08379706121944905 183 | lowers,174,0.0012893143192029694,0.001167067477719621,0.001514947611265981,0.0014535333230245864,0.9051846088555666,1.0422517236230957,0.943430218776812,-0.08401228267659723 184 | hops,73,7.814026176987692e-4,7.78044985146414e-4,7.151783139478996e-4,7.5769290242771e-4,0.9957030697411233,0.9438894196532789,0.9398335926449372,-0.08952275971257821 185 | does,608,0.010275444422738816,0.008982883010326778,0.010835335960780543,0.010213391062316375,0.8742087096932087,1.0608950440328202,0.9274436875638516,-0.10866840791266393 186 | enters,302,0.002773979292830631,0.002546329042297355,0.0029030087474766894,0.0028838719653626103,0.9179336878535324,1.0066357946344102,0.9240249072941352,-0.11399635456050237 187 | knows,441,0.005743309240085954,0.005587777620596973,0.005656060751706239,0.005968764496675429,0.9729195115590443,0.9476099710177267,0.9219482301510468,-0.11724235312784793 188 | blinks,88,0.0013674545809728462,0.0012024331588626398,8.574449677977506e-4,8.195453842585434e-4,0.8793221914596934,1.0462446427826515,0.9199861320946052,-0.12031598079285762 189 | approaches,330,0.003946083219378785,0.002298769274296223,0.003914255503220225,0.002489562393691047,0.5825445502535824,1.5722664807034281,0.9159152698801614,-0.12671395221759835 190 | comes,418,0.005079117015042001,0.004880463997736596,0.005317696818225512,0.005605381165919282,0.9608882770928321,0.9486771123714314,0.9115727160239877,-0.13357035045742455 191 | forces,100,0.001093963664778277,0.0014499929268637715,6.267422858790734e-4,9.200556672336477e-4,1.3254488915385083,0.6812003971058769,0.9028963112595761,-0.14736777697172257 192 | almost,119,8.595428794686463e-4,0.0011317017965766021,8.343746996058829e-4,0.001229318076387815,1.3166321583353695,0.6787297084718548,0.8936373609916343,-0.1622385919325095 193 | folds,85,7.423324868138308e-4,8.134106662894328e-4,5.38306257810247e-4,6.649141796814598e-4,1.0957497896672648,0.8095875742462482,0.8871054141975575,-0.17282254559904067 194 | speaks,326,0.0037507325649540927,0.0025109633611543358,0.004352590598865712,0.0032859130972630276,0.6694594502994294,1.3246213366053912,0.8867802718587406,-0.173351419864992 195 | holds,674,0.011721039265481539,0.009937756401188286,0.012946265500336441,0.012471006649141797,0.847856250294714,1.0381091009383232,0.8801672897183835,-0.18415033805828762 196 | gently,125,9.376831412385232e-4,0.0010609704342905645,8.766701912909738e-4,0.0011288077934127106,1.1314807610694582,0.7766337160381819,0.8787461080950835,-0.18648170028324948 197 | quickly,281,0.003438171517874585,0.003076814259442637,0.0032375276362587714,0.003301376217720736,0.8948984201185715,0.9806600104770714,0.877591094049393,-0.18837920979799963 198 | uses,140,0.001601875366282477,7.78044985146414e-4,0.0016995097568009228,9.432503479202103e-4,0.485708814507865,1.8017589503658307,0.8751302038111228,-0.19243041460757743 199 | shoves,157,0.0025786286384059387,0.0011317017965766021,0.0018763818129385755,9.432503479202103e-4,0.4388773861117899,1.9892723252907816,0.8730466383881405,-0.19586936981378952 200 | draws,167,0.0028911896854854464,0.0012024331588626398,0.0026107853503796984,0.001267975877532086,0.41589563109580086,2.0590181537689647,0.8563366544994543,-0.22375001520729837 201 | pulls,742,0.021254151201406526,0.01669260149950488,0.01969047390175911,0.018269676820782434,0.7853807635658592,1.0777680467429214,0.8464582914978402,-0.24048911256878688 202 | appears,98,6.641922250439539e-4,6.365822605743387e-4,7.997692973180814e-4,9.123241070047935e-4,0.9584307623176587,0.8766284823315309,0.8401877045903813,-0.2512164214841125 203 | indicates,80,8.986130103535847e-4,9.548733908615079e-4,6.536575987695857e-4,8.272769444873975e-4,1.0626080190913172,0.7901315310734413,0.839600101055539,-0.2522257546123259 204 | waves,240,0.0024614182457511234,0.0020512095062950914,0.0023147169085840622,0.0023040049481985463,0.8333445605336962,1.0046492783767202,0.837219011379343,-0.25632302253014005 205 | scrambles,87,6.251220941590154e-4,4.243881737162258e-4,8.612900124963953e-4,7.035719808257306e-4,0.678888456641675,1.2241675847943272,0.8310732423117876,-0.266952467875272 206 | heads,371,0.0045712053135378,0.004703635592021502,0.004837066230894934,0.0060074222978197004,1.0289705382717125,0.8051816554748401,0.8285082014404548,-0.27141211606597204 207 | suddenly,203,0.0031646806016800157,0.002334134955439242,0.0023339421320772856,0.002079789701561775,0.7375578294378691,1.1222010236538147,0.8276881511990624,-0.2728407902824493 208 | puts,641,0.012815002930259816,0.011246286603479982,0.011408247620878593,0.01210762331838565,0.8775875171221651,0.9422367479466394,0.8268952081717545,-0.2742235855998383 209 | carries,180,0.0015628052353975385,0.0012024331588626398,0.0016418340863212535,0.0015308489253131282,0.7694069175272317,1.072499094569651,0.8251882224035821,-0.2772048645514784 210 | takes,835,0.02906817737839422,0.02475597680011317,0.02561568778237047,0.026666151229318077,0.851652185751205,0.9606068593133651,0.8181029313818277,-0.2896457245175416 211 | lies,182,0.0017972260207071693,0.0012731645211486774,0.0017456502931846583,0.00151538580485542,0.7084053460608782,1.151951065920937,0.816048293498919,-0.29327356189433 212 | watches,544,0.008361008009376832,0.0073914273588909325,0.007401711044890897,0.008025359517550642,0.8840354357514645,0.9222902760560583,0.815337286082556,-0.29453110266385546 213 | whispers,128,0.0017581558898222308,0.0014146272457207527,0.0013034701528405268,0.0012911705582186485,0.8046085412049482,1.009525925559244,0.8122731822727983,-0.2999630812353568 214 | winks,73,8.986130103535847e-4,4.243881737162258e-4,6.498125540709411e-4,3.78846451213855e-4,0.47227023070725216,1.715239913133378,0.8100567494937876,-0.3039051136242167 215 | 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moves,578,0.011056847040437585,0.009973122082331306,0.012008074593867154,0.013692593165300757,0.9019860766687978,0.8769759277079491,0.7910200763662723,-0.3382137836197658 221 | gives,479,0.006641922250439539,0.007497524402319988,0.0054445832932807844,0.0077934127106850165,1.1288184533963537,0.6986134951914054,0.7886078051637831,-0.3426201054467579 222 | strides,97,0.001601875366282477,9.548733908615079e-4,9.305008170719985e-4,7.035719808257306e-4,0.5960971814414706,1.3225381942867285,0.7883612899630109,-0.3430711558340532 223 | tosses,265,0.0024223481148661847,0.0015207242891498091,0.0028799384792848218,0.002296273387969692,0.6277893254966027,1.254179269059592,0.7873603573747435,-0.34490401848212804 224 | studies,161,0.0020316468060168,0.0015914556514358468,0.0015418629241564933,0.0015385804855419824,0.7833328345865481,1.002133420152768,0.78500401264218,-0.34922806635548204 225 | yanks,139,0.0017972260207071693,0.0014146272457207527,0.0012996251081418822,0.0013066336786763568,0.7871170511787536,0.9946361626453908,0.7828950833371912,-0.35310911162498665 226 | leads,191,0.0018362961515921079,0.0018390154194369783,0.0015880034605402287,0.00203340034018865,1.0014808438402012,0.7809595725713809,0.7821160517438694,-0.35454540186473865 227 | points,418,0.006563781988669662,0.003642665157730938,0.0064289147361338075,0.004623473016854801,0.5549643732864485,1.3904947022935563,0.7716750210164703,-0.37393468816810044 228 | sets,217,0.0025395585075210004,0.0020512095062950914,0.002195520522926079,0.0023040049481985463,0.8077031894403517,0.9529148470981849,0.7696723612662689,-0.37768365345553745 229 | crosses,240,0.0023832779839812464,0.00208657518743811,0.002803037585311929,0.003200865934745632,0.8755064249586627,0.8757122736334417,0.7666917219812368,-0.38328149182876964 230 | touches,237,0.0025395585075210004,0.0025816947234403734,0.0023647024896664426,0.003139013452914798,1.0165919453300978,0.7533266502794524,0.7658258048765948,-0.3849118215623475 231 | yells,86,0.0012111740574330923,3.1829113028716935e-4,0.001026626934538114,3.5565177052729243e-4,0.26279553160322905,2.886607124199123,0.7585874537335768,-0.3986125837693577 232 | screams,252,0.0017972260207071693,0.002298769274296223,0.0021109295395558975,0.0035797123859594867,1.2790652081654745,0.5896924981558527,0.7542551579073344,-0.40687543773893214 233 | still,178,0.002187927329556554,0.0016268213325788656,0.0014918773430741131,0.0014921911241688572,0.7435445001313583,0.999789717892258,0.7433881460266707,-0.42781241153688027 234 | continues,350,0.0033991013869896463,0.0027585231291554677,0.003952705950206671,0.004329673728158343,0.811544821732577,0.9129339064280907,0.74088678434581,-0.4326749951929046 235 | calls,143,0.0010548935338933385,9.902390720045269e-4,0.0010227818898394694,0.0012989021184475027,0.9387099647391062,0.7874202954276011,0.7391592777557,-0.4360428178387711 236 | wraps,104,0.001172103926548154,0.0015207242891498091,6.690377775641641e-4,0.0011751971547858358,1.2974312726929786,0.5692983299351907,0.7386254567498017,-0.43708510895661434 237 | removes,207,0.0017581558898222308,9.902390720045269e-4,0.0021109295395558975,0.0016158960878305242,0.5632259788434637,1.3063522806036352,0.7357715419573736,-0.44267021780309085 238 | arrives,94,7.032623559288923e-4,6.719479417173575e-4,8.535999230991061e-4,0.0011133446729550023,0.955472642680876,0.7666987087058221,0.732559641347167,-0.4489818735462692 239 | talks,210,0.003985153350263723,0.0018390154194369783,0.002299336729789484,0.0014612648832534405,0.46146666333813197,1.5735249345554068,0.7261293012286361,-0.4617016243087071 240 | raises,317,0.003281890994334831,0.001343895883434715,0.004571758146688455,0.002582341116437297,0.4094882754346611,1.77039281045714,0.7249550987960172,-0.46403645251890735 241 | blows,110,8.204727485837078e-4,7.073136228603763e-4,9.997116216476016e-4,0.0011906602752435442,0.8620805798624444,0.8396279295058493,0.7238269323371062,-0.4662833060131811 242 | aims,87,0.0012502441883180308,3.89022492573207e-4,0.0010227818898394694,4.4069893304468844e-4,0.311157209294101,2.320817712839245,0.7221391628073778,-0.46965121048159114 243 | slowly,261,0.003281890994334831,0.003112179940585656,0.002849178121695665,0.003757538271223133,0.9482886378486889,0.7582565807821343,0.7190461001296945,-0.4758438258967462 244 | reacts,68,3.125610470795077e-4,3.89022492573207e-4,5.844467941939825e-4,0.001012834389979898,1.244628837176404,0.5770408271835854,0.7182016537408162,-0.47753911991190395 245 | works,150,0.001601875366282477,0.0011317017965766021,0.0013380755551283283,0.0013298283593629195,0.7064855483750764,1.006201699420337,0.7108669593909106,-0.4923485139267897 246 | finishes,195,0.0014846649736276617,0.0014853586080067903,0.0015533980582524273,0.002234420906138859,1.0004671992614158,0.6952128195652905,0.6955376224811182,-0.5237995408690453 247 | extends,75,6.251220941590154e-4,3.5365681143018817e-4,7.305584927424781e-4,5.953301376217721e-4,0.5657403805347292,1.2271485123547028,0.6942474663521764,-0.5264780879319273 248 | shakes,434,0.005235397538581754,0.005304852171452822,0.004548687878496587,0.006641410236585743,1.0132663531965298,0.6848978931370764,0.693983990490992,-0.5270257132159027 249 | pauses,268,0.0035553819105294004,0.002334134955439242,0.0033682591560126886,0.003200865934745632,0.6565075185106307,1.0522962300451235,0.6908403867250158,-0.533575669193731 250 | returns,179,0.0019144364133619847,0.0017329183760079218,0.00152263770066327,0.0020102056595020876,0.9051846088555665,0.7574536930914898,0.6856354249072245,-0.5444864434041814 251 | joins,71,5.469818323891385e-4,2.8292544914415053e-4,7.11333269249255e-4,5.48940776248647e-4,0.5172483479174667,1.2958288034464598,0.6702653077665489,-0.5771958315013103 252 | backs,188,0.0015628052353975385,0.001874381100579997,0.0014149764491012207,0.002535951755064172,1.1993696067336257,0.557966627825463,0.6692082149855129,-0.5794729393405705 253 | cracks,67,5.469818323891385e-4,4.951195360022634e-4,5.652215707007594e-4,7.654244626565641e-4,0.9051846088555666,0.7384419995397598,0.66842633251592,-0.5811595256985814 254 | lights,157,0.0016409454971674155,0.0010256047531475457,0.0013688359127174852,0.001314365238905211,0.6250084204002722,1.0414425702992915,0.6509103758003596,-0.6194691832778284 255 | shifts,74,0.001172103926548154,7.78044985146414e-4,4.998558108238008e-4,5.102829751043761e-4,0.6638020464940821,0.9795659177568241,0.6502378608828336,-0.6209605337565566 256 | hits,333,0.004766555967962493,0.0024048663177252795,0.004690954532346438,0.00364156486779032,0.504529126247365,1.288169977099126,0.6499192730039102,-0.6216675639304178 257 | produces,71,8.986130103535847e-4,3.89022492573207e-4,6.844179563587426e-4,4.5616205350239677e-4,0.43291437814831446,1.5003833639905046,0.6495375310060255,-0.6225152062704953 258 | grins,124,0.0032428208634498927,0.0011317017965766021,0.0016149187734307412,8.736663058605226e-4,0.3489868371491341,1.8484388863321424,0.6450808406045222,-0.6324481265513259 259 | rolls,242,0.0025004883766360617,0.0018390154194369783,0.001984043064500625,0.0022730787072831296,0.7354624946951478,0.8728439794643226,0.641944010616471,-0.6394806217273544 260 | wipes,231,0.0018753662824770464,0.0014146272457207527,0.001922522349322311,0.0022730787072831296,0.7543205073796388,0.8457790498685296,0.6379884820278982,-0.6483977164634073 261 | said,172,0.0011330337956632155,7.073136228603763e-4,0.0013573007786215514,0.0013375599195917737,0.6242652474865976,1.0147588595775228,0.6334786906133798,-0.6586320050610907 262 | rushes,188,0.0035944520414143387,0.002546329042297355,0.00178025569547246,0.0019947425390443793,0.7084053460608782,0.8924739211333641,0.6322332969507898,-0.6614710772330544 263 | shuts,175,0.002344207853096308,0.0014146272457207527,0.0015687782370470058,0.00151538580485542,0.6034564059037111,1.0352335570390803,0.6247183216017178,-0.678722253320205 264 | wants,335,0.004883766360617308,0.0029707172160135806,0.0037950591175622416,0.0036956857893922996,0.6082840571509408,1.0268890089236409,0.6246402125917809,-0.6789026458630137 265 | senses,81,8.986130103535847e-4,6.012165794313199e-4,6.690377775641641e-4,7.19035101283439e-4,0.6690494935019405,0.9304660876360106,0.6225278646536051,-0.683789680521313 266 | wanted,71,5.469818323891385e-4,2.8292544914415053e-4,5.421513025088917e-4,4.5616205350239677e-4,0.5172483479174667,1.1885059231610178,0.61475272524516,-0.701921869475988 267 | decides,74,6.251220941590154e-4,3.5365681143018817e-4,5.69066615399404e-4,5.257460955620844e-4,0.5657403805347292,1.0823981769964546,0.6123563565440714,-0.7075566311893634 268 | storms,90,5.469818323891385e-4,4.951195360022634e-4,5.421513025088917e-4,8.04082263800835e-4,0.9051846088555666,0.6742485525625005,0.6103194123227189,-0.7123636161976349 269 | smiles,666,0.0182848212541512,0.022103550714386758,0.01128136114582332,0.022545229627338795,1.2088469669545494,0.5003879460222183,0.6048924508495753,-0.7252494391428383 270 | slaps,147,0.0018753662824770464,0.0014146272457207527,0.0012342593482649235,0.0015540436059996907,0.7543205073796388,0.7942243985302747,0.5990997512726454,-0.7391318603457554 271 | hands,533,0.009533111935924985,0.0063304569246003676,0.007224838988753244,0.008087211999381476,0.664049364693223,0.8933658458942109,0.5932390224046744,-0.7533145955808522 272 | unlocks,74,8.595428794686463e-4,5.304852171452823e-4,5.459963472075362e-4,5.721354569352095e-4,0.6171713242197044,0.9543130749705776,0.5889746641997695,-0.7637225196083827 273 | pounds,70,7.423324868138308e-4,2.8292544914415053e-4,6.344323752763626e-4,4.1750425235812584e-4,0.3811303616233965,1.5195830262637915,0.5791592283166941,-0.7879680518165743 274 | would,132,0.0015628052353975385,9.902390720045269e-4,9.381909064692877e-4,0.0010282975104376063,0.6336292261988966,0.9123730213739675,0.5781062115379364,-0.7905935212233978 275 | staggers,93,0.0011330337956632155,4.951195360022634e-4,9.920215322503124e-4,7.499613421988557e-4,0.4369856732406183,1.3227635565077878,0.5780287232787104,-0.7907869102891778 276 | says,323,0.004532135182652862,0.0024048663177252795,0.004717869845236951,0.004445647131591155,0.530625460363608,1.0612335404920823,0.5631175359769128,-0.8284920165014013 277 | answers,157,0.0014846649736276617,0.0011317017965766021,0.0012150341247717004,0.001654553888974795,0.762260723246793,0.7343575406447277,0.5597719100535863,-0.8370890021229658 278 | locks,104,9.376831412385232e-4,5.304852171452823e-4,7.190233586465443e-4,7.344982217411473e-4,0.5657403805347291,0.9789313811299373,0.5538210120778386,-0.8525083040112851 279 | whips,102,0.0015628052353975385,8.134106662894328e-4,0.0010996827838123619,0.0010360290706664605,0.5204811500919508,1.061440084017096,0.5524595556829152,-0.8560592429650684 280 | switches,89,9.376831412385232e-4,5.304852171452823e-4,7.61318850331635e-4,7.886191433431266e-4,0.5657403805347291,0.9653821578617028,0.5461556693501176,-0.87261587745986 281 | remains,85,7.423324868138308e-4,4.951195360022634e-4,6.152071517831394e-4,7.5769290242771e-4,0.6669781328409438,0.8119478878737882,0.5415514862182073,-0.8848295910691638 282 | nods,485,0.008478218402031647,0.007815815532607158,0.006694222820340287,0.011504561620535024,0.9218700394335494,0.5818755239131805,0.536413612175261,-0.8985822469653143 283 | really,105,0.001172103926548154,6.365822605743387e-4,8.535999230991061e-4,8.736663058605226e-4,0.5431107653133399,0.9770319827755609,0.5306365879008448,-0.9142039406866243 284 | coughs,72,7.814026176987692e-4,3.1829113028716935e-4,5.99826972988561e-4,4.63893613731251e-4,0.407333073985005,1.293027011439008,0.5266926673150953,-0.9249667206466563 285 | ignores,97,9.767532721234617e-4,0.0012731645211486774,4.8447563202922236e-4,0.0012215865161589608,1.3034658367520158,0.3965954319408837,0.5169485965468511,-0.9519072634649349 286 | likes,129,0.0013283844500879079,8.134106662894328e-4,9.535710852638662e-4,0.001144270913870419,0.6123307648140598,0.8333438119461383,0.5102820537220428,-0.9706331908907372 287 | sings,86,0.001601875366282477,9.195077097184891e-4,6.267422858790734e-4,7.19035101283439e-4,0.5740195080547495,0.8716435188774123,0.500340383905123,-0.9990181938092816 288 | did,205,0.002773979292830631,9.548733908615079e-4,0.0019186773046236663,0.001399412401422607,0.34422513294507456,1.3710592407736188,0.47195304943087196,-1.0832847495424947 289 | strokes,69,8.595428794686463e-4,6.012165794313199e-4,4.767855426319331e-4,7.19035101283439e-4,0.6994608341156651,0.6630907750969272,0.4638060266436995,-1.1084065285634503 290 | shows,146,0.0020316468060168,7.78044985146414e-4,0.001595693549937518,0.0013220967991340652,0.3829627191312013,1.2069415423913368,0.46221361490659235,-1.1133683386107418 291 | shrugs,192,0.0030474702090252004,0.0019451124628660347,0.0017110448908968566,0.002404515231173651,0.638271198552002,0.711596611538905,0.4541916221324802,-1.1386270000697678 292 | pours,186,0.0035163117796444617,0.0013792615645777339,0.0017110448908968566,0.00160816452760167,0.3922466638374122,1.0639737797528819,0.4173401655185495,-1.2607043202100947 293 | lunges,73,7.423324868138308e-4,2.8292544914415053e-4,5.99826972988561e-4,5.48940776248647e-4,0.3811303616233965,1.0926988829062039,0.41646072038752285,-1.2637476645413555 294 | glares,98,0.0012893143192029694,8.134106662894328e-4,6.805729116600981e-4,0.001059223751353023,0.6308862425356979,0.6425204408329714,0.40535730666949354,-1.302733946634306 295 | snatches,72,0.0014455948427427232,5.304852171452823e-4,6.690377775641641e-4,6.107932580794804e-4,0.3669667333198243,1.0953588120272024,0.40196024506270595,-1.3148752728041422 296 | gazes,98,0.0022269974604414923,6.365822605743387e-4,0.0013765260021147746,9.819081490644811e-4,0.2858477712175474,1.4018887646734248,0.4007267788768193,-1.3193091726856747 297 | rubs,120,0.001093963664778277,4.951195360022634e-4,9.343458617706431e-4,0.001097881552497294,0.4525923044277833,0.8510443222634857,0.38517611098341203,-1.3764098663542375 298 | laughs,333,0.006954483297519047,0.004915829678879615,0.003122176295299433,0.005852791093242616,0.7068576439939536,0.5334508349194566,0.3770738003577745,-1.4070811814987825 299 | kisses,380,0.008087517093182263,0.004739001273164521,0.003891185235028357,0.006656873357043451,0.5859649158775164,0.5845364672457233,0.34251786185698085,-1.5457488701994233 300 | immediately,79,7.814026176987692e-4,3.1829113028716935e-4,6.075170623858502e-4,7.499613421988557e-4,0.407333073985005,0.8100645035977925,0.32996606437662596,-1.5996104379104108 301 | cries,98,0.001172103926548154,6.365822605743387e-4,6.959530904546765e-4,0.00118292871501469,0.5431107653133399,0.5883305406497246,0.31952865018948295,-1.6459828002309889 302 | disappears,165,0.0028130494237155693,6.719479417173575e-4,0.0011842737671825434,0.001600432967372816,0.238868160670219,0.7399708649632375,0.17675547946331954,-2.5001731552584867 303 | -------------------------------------------------------------------------------- /writer_ratios.csv: -------------------------------------------------------------------------------- 1 | word2,total,female_he,female_she,male_he,male_she,female_ratio,female_logratio,male_ratio,male_logratio 2 | sobs,41,3.891504844923532e-5,3.5156799324989455e-4,1.4724572987383366e-4,6.279605237655924e-4,9.03424272254254,3.175403675110865,4.264711270769315,2.0924480715952622 3 | hates,42,1.1674514534770595e-4,8.789199831247363e-4,4.0298831333891315e-4,4.961663397654064e-4,7.528535602118783,2.9123692692770713,1.2312176888070958,0.3000858640131312 4 | giggles,55,2.334902906954119e-4,0.001476585571649557,1.7436994327164513e-4,0.0012946840428253571,6.323969905779778,2.6608305022811067,7.424926673333901,2.8923767782986003 5 | ties,43,1.945752422461766e-4,9.843903810997047e-4,4.2623763910846585e-4,7.752599058834474e-4,5.059175924623823,2.3389024073937446,1.818844313010482,0.8630220584042881 6 | buries,47,1.556601937969413e-4,7.73449585149768e-4,2.6349235872159707e-4,5.814449294125856e-4,4.968833497398396,2.3129071988608,2.2066861150494823,1.1418814313997647 7 | sweeps,49,2.334902906954119e-4,0.001089860779074673,4.184878638519483e-4,4.1864034917706163e-4,4.6676920733136456,2.222709389889222,1.0003643721557653,5.255821542233446e-4 8 | understands,67,1.945752422461766e-4,8.086063844747574e-4,4.533618525062773e-4,6.667235190597648e-4,4.155751652369569,2.0551094413931534,1.4706211282973642,0.5564256172729166 9 | covers,114,4.280655329415885e-4,0.0016875263675994938,7.904770761647912e-4,0.0012714262456488539,3.942215006200381,1.9790064623073618,1.608428990524956,0.6856522448008114 10 | barely,69,3.5023543604311786e-4,0.001160174377724652,4.533618525062773e-4,4.1088775011822716e-4,3.312555664932265,1.727944698139644,0.9063130209274455,-0.14191868286598208 11 | came,122,2.334902906954119e-4,7.73449585149768e-4,0.001146966737964599,6.667235190597648e-4,3.312555664932265,1.727944698139644,0.581292810847269,-0.7826630287726286 12 | simply,42,1.1674514534770595e-4,3.86724792574884e-4,5.424842679562292e-4,1.6280458023552397e-4,3.312555664932265,1.727944698139644,0.3001093116467296,-1.7364400120119827 13 | sips,82,3.5023543604311786e-4,0.001089860779074673,6.742304473170278e-4,7.442495096481095e-4,3.1117947155424304,1.6377468891680655,1.1038503416891203,0.14254458702665115 14 | tucks,58,1.945752422461766e-4,5.976655885248207e-4,4.7661117827583e-4,5.271767360007443e-4,3.0716425256644637,1.61901032658648,1.106093939944586,0.1454739180653227 15 | gathers,89,3.891504844923532e-4,0.001160174377724652,4.804860659040888e-4,9.458170851778058e-4,2.9813000984390383,1.575941604694594,1.9684589258548928,0.9770666093302341 16 | used,46,2.334902906954119e-4,6.679791871747996e-4,2.6349235872159707e-4,4.57403344471234e-4,2.860843528805138,1.5164405929459321,1.7359264105055927,0.7957057902657251 17 | wheels,50,2.334902906954119e-4,6.679791871747996e-4,4.301125267367246e-4,4.4189814635356504e-4,2.860843528805138,1.5164405929459321,1.027401247078894,0.038999729968858886 18 | clutches,81,2.7240533914464724e-4,7.73449585149768e-4,6.858551102018041e-4,7.830125049422819e-4,2.839333427084798,1.505552276803196,1.1416587750026248,0.19113151482302057 19 | bangs,72,2.7240533914464724e-4,7.382927858247785e-4,7.517281998822035e-4,5.349293350595787e-4,2.7102728167627617,1.4384380809446589,0.7115993987499772,-0.49086280325473564 20 | gasps,123,6.226407751877651e-4,0.0016875263675994938,7.207290988561332e-4,0.001798602981649598,2.7102728167627617,1.4384380809446589,2.495532627313307,1.319347766173764 21 | stirs,65,2.334902906954119e-4,6.328223878498101e-4,3.216156731454788e-4,9.535696842366404e-4,2.7102728167627617,1.4384380809446589,2.9649353680761235,1.5680006561465383 22 | flinches,45,3.5023543604311786e-4,9.140767824497258e-4,2.789919092346322e-4,6.977339152951027e-4,2.609892342067845,1.3839902969222826,2.500910930389413,1.3224536770415853 23 | snaps,168,7.39385920535471e-4,0.0018984671635494305,0.0015460801636752535,0.001325694439060695,2.5676268790384063,1.360435568943386,0.857455176133513,-0.2218668391822249 24 | chooses,46,2.334902906954119e-4,5.976655885248207e-4,2.9061657211940854e-4,2.713409670592066e-4,2.5597021047203863,1.355975920752686,0.9336734140120475,-0.0990100913966913 25 | hugs,159,0.0010117912596801183,0.00256644635072423,8.13726401934344e-4,0.00258161548659188,2.53653737979079,1.3428604209624277,3.172584151693998,1.6656584315593626 26 | emerges,72,2.7240533914464724e-4,6.679791871747996e-4,4.572367401345361e-4,7.287443115304406e-4,2.4521515961186893,1.294048171609484,1.5938008641125752,0.6724713844700193 27 | never,134,5.837257267385298e-4,0.0014062719729995782,0.0010307201091168355,0.0010155904767073162,2.4091313926780105,1.2685130795023465,0.9853212988902652,-0.021333851809515844 28 | spies,42,1.1674514534770595e-4,2.812543945999156e-4,4.3786230199324217e-4,1.783097783531929e-4,2.4091313926780105,1.2685130795023465,0.40722797450588677,-1.2960914242039516 29 | settles,66,1.945752422461766e-4,4.570383912248629e-4,4.533618525062773e-4,5.504345331772477e-4,2.3489031078610605,1.2319872034772326,1.2141174431292194,0.2799079820755008 30 | winces,83,4.669805813908238e-4,0.001089860779074673,8.059766266778263e-4,5.814449294125856e-4,2.3338460366568228,1.2227093898892218,0.7214166145354077,-0.47109544549098786 31 | flashes,54,2.7240533914464724e-4,6.328223878498101e-4,3.332403360302551e-4,4.961663397654064e-4,2.323090985796653,1.2160456596082108,1.4889144143713717,0.5742608274521255 32 | wakes,83,3.5023543604311786e-4,8.086063844747574e-4,6.122322452648873e-4,0.0010000852785896472,2.3087509179830934,1.2071125348382032,1.6335063798492877,0.7079720894003745 33 | speeds,41,2.334902906954119e-4,5.273519898748418e-4,3.1774078551722e-4,3.566195567063858e-4,2.258560680635635,1.1754036751108652,1.1223600272967122,0.1665355335931524 34 | fumbles,76,3.891504844923532e-4,8.789199831247363e-4,5.773582566105583e-4,4.496507454123995e-4,2.2585606806356346,1.175403675110865,0.7788071622152267,-0.3606619431803661 35 | peers,150,7.783009689847064e-4,0.0017578399662494726,0.0013988344338014198,0.0014109730287078742,2.2585606806356346,1.175403675110865,1.0086776494866996,0.012465195465748473 36 | hurries,147,0.0010507063081293536,0.0023555055547742933,0.0010694689853994234,0.0019381497647086186,2.2418306015198155,1.1646772685178066,1.8122542973836329,0.8577854100381413 37 | nudges,44,2.7240533914464724e-4,5.976655885248207e-4,3.564896617998078e-4,3.1785656141221347e-4,2.194030375474617,1.1335834994162381,0.8916291143127474,-0.1654843692847058 38 | frowns,82,4.669805813908238e-4,0.001019547180424694,5.967326947518522e-4,0.001077611269177992,2.183275324614447,1.1264940746299186,1.8058525679175503,0.8526801141828293 39 | means,100,6.226407751877651e-4,0.0013359583743495992,7.982268514213088e-4,0.0010078378776484816,2.145632646603853,1.1014030936670882,1.2625958095169851,0.33639286799945917 40 | darts,51,1.1674514534770595e-4,2.4609759527492617e-4,4.6498651539105364e-4,7.132391134127716e-4,2.1079899685932593,1.0758680015599507,1.5338920373055067,0.6171969426027175 41 | spits,82,4.280655329415885e-4,8.789199831247363e-4,5.734833689822995e-4,8.372806983541233e-4,2.0532369823960317,1.03790015136093,1.4599912458489546,0.5459597186887418 42 | squints,70,3.113203875938826e-4,6.328223878498101e-4,7.24603986484392e-4,3.1785656141221347e-4,2.032704612572071,1.023400581665815,0.4386624519613516,-1.1888168731153297 43 | downs,44,5.058956298400591e-4,0.001019547180424694,2.983663473759261e-4,3.023513632945445e-4,2.015331068874874,1.0110168572099825,1.0133561172486971,0.019141260321569972 44 | breathes,90,7.004708720862357e-4,0.0013711151736745886,5.812331442388171e-4,7.364969105892751e-4,1.9574192565508837,0.9689527976434388,1.267128204730636,0.3415624999892902 45 | rings,57,2.334902906954119e-4,4.570383912248629e-4,3.836138751976193e-4,5.504345331772477e-4,1.9574192565508837,0.9689527976434388,1.4348660691527138,0.5209160815792956 46 | swallows,90,7.004708720862357e-4,0.0013711151736745886,6.432313462909576e-4,7.985177030599509e-4,1.9574192565508837,0.9689527976434388,1.2414160280969135,0.3119866779905169 47 | freezes,148,0.0010507063081293536,0.002039094360849388,0.0010810936482841997,0.0014807464202373846,1.9406891774350639,0.9565690731876062,1.3696745167150621,0.45383309836078434 48 | sneaks,49,3.5023543604311786e-4,6.679791871747996e-4,2.8674168449114977e-4,4.496507454123995e-4,1.9072290192034251,0.931478092224776,1.5681387455414697,0.6490532116528454 49 | jerks,81,5.058956298400591e-4,9.140767824497258e-4,8.369757277038966e-4,4.57403344471234e-4,1.806848544508508,0.8534755802235029,0.5464953514554644,-0.871718870647404 50 | pockets,45,1.945752422461766e-4,3.5156799324989455e-4,5.347344926997117e-4,1.3954678305902053e-4,1.806848544508508,0.8534755802235029,0.2609646188232431,-1.9380738731816334 51 | considers,83,3.5023543604311786e-4,6.328223878498101e-4,7.284788741126507e-4,0.0010000852785896472,1.8068485445085078,0.8534755802235027,1.3728404681712099,0.4571639858998401 52 | hides,55,2.7240533914464724e-4,4.921951905498523e-4,5.153600545584178e-4,3.7212475482405476e-4,1.8068485445085078,0.8534755802235027,0.722067516744011,-0.46979435262581015 53 | retreats,41,1.556601937969413e-4,2.812543945999156e-4,2.6349235872159707e-4,2.8684616517687554e-4,1.8068485445085078,0.8534755802235027,1.0886318167577445,0.12251610653283347 54 | lays,151,9.72876211230883e-4,0.0016875263675994938,0.001131467187451564,0.0014032204296490398,1.7345746027281677,0.7945818911699343,1.240177749042421,0.31054691035741105 55 | becomes,84,4.669805813908238e-4,8.086063844747574e-4,6.471062339192163e-4,6.434657218832614e-4,1.7315631884873202,0.7920750355593594,0.9943741663344733,-0.0081392789729042 56 | twists,89,4.669805813908238e-4,8.086063844747574e-4,7.323537617409095e-4,7.907651040011163e-4,1.7315631884873202,0.7920750355593594,1.0797583699459052,0.110708499904646 57 | struggles,231,0.0012841965988247656,0.0022148783574743357,0.0021970612852227284,0.002659141477180225,1.7247190652126667,0.7863613843649658,1.2103173885341358,0.2753854233848068 58 | breaks,200,0.0012452815503755303,0.0021445647588243565,0.0014259586471992312,0.0020466861515323013,1.7221525189846714,0.7842129177863888,1.4353054035278372,0.5213577454556638 59 | bites,62,3.891504844923532e-4,6.679791871747996e-4,4.4561207724975977e-4,5.504345331772477e-4,1.7165061172830827,0.779474998779726,1.2352325290966841,0.30478265071453015 60 | hesitates,216,0.001712262131766354,0.002882857544649135,0.001658451904894758,0.0028994720480040935,1.683654325564746,0.7515959662042891,1.7483003513376458,0.805953055640713 61 | stuffs,51,2.334902906954119e-4,3.86724792574884e-4,4.06863200967172e-4,3.1785656141221347e-4,1.6562778324661325,0.727944698139644,0.7812369382549785,-0.3561679308938158 62 | pops,122,7.783009689847064e-4,0.0012656447756996202,0.0012438389286710686,9.923326795308128e-4,1.626163690057657,0.7014724867784526,0.797798377794006,-0.32590390496807986 63 | regards,51,3.5023543604311786e-4,5.625087891998312e-4,4.533618525062773e-4,7.054865143539371e-4,1.6060875951186737,0.6835505787811904,1.5561223566867457,0.6379555027695147 64 | kicks,189,0.001362026695723236,0.002179721558149346,0.0018289469605381444,0.0018063555807084325,1.60035156799325,0.6783888736654117,0.9876478758995478,-0.017931322553337906 65 | passes,501,0.005448106782892944,0.008718886232597384,0.006474937226820422,0.006132305855538069,1.60035156799325,0.6783888736654117,0.9470834450930106,-0.07843655143417289 66 | bounces,47,4.669805813908238e-4,7.382927858247785e-4,4.339874143649834e-4,3.643721557652203e-4,1.5809924764449446,0.660830502281107,0.8395915266307316,-0.2522404882257435 67 | doubles,42,3.113203875938826e-4,4.921951905498523e-4,2.983663473759261e-4,2.0932017458853082e-4,1.5809924764449443,0.6608305022811067,0.7015542350183289,-0.5113734563772095 68 | loves,82,8.950461143324124e-4,0.0014062719729995782,5.65733593725782e-4,7.132391134127716e-4,1.5711726473987027,0.6518417190538524,1.2607331813469917,0.3342629793312188 69 | ducks,126,7.004708720862357e-4,0.001089860779074673,0.0012128398276449984,0.0015970354061199017,1.5558973577712152,0.6377468891680657,1.31677355056925,0.3970072624048231 70 | found,49,2.7240533914464724e-4,4.2188159189987344e-4,3.4873988654329026e-4,5.736923303537511e-4,1.5487273238644355,0.6310831588870549,1.6450436342117027,0.7181258514534982 71 | adjusts,72,3.891504844923532e-4,5.976655885248207e-4,5.851080318670758e-4,4.3414554729473057e-4,1.5358212628322319,0.6190103265864799,0.741992117095667,-0.4305242351132514 72 | knocks,195,0.0011674514534770596,0.0017929967655744622,0.0017243249945751574,0.0017908503825907636,1.5358212628322316,0.6190103265864797,1.0385805391819405,0.05461309771652056 73 | clicks,142,0.001478771841070942,0.002250035156799325,0.001321336681236244,0.001682313995767081,1.5215566690597961,0.6055480667799172,1.2731910191073377,0.34844888557453013 74 | needs,158,9.72876211230883e-4,0.001476585571649557,0.0015848290399578411,0.0011396320616486677,1.5177527773871466,0.6019368132275383,0.7190883261950978,-0.4757591059511612 75 | signals,50,2.334902906954119e-4,3.5156799324989455e-4,4.921107287888651e-4,3.333617595298824e-4,1.5057071204237569,0.5904411743897091,0.6774120945306757,-0.5618943499158445 76 | stumbles,175,0.0010507063081293536,0.0015820559696245254,0.0015383303884187358,0.0012171580522370125,1.5057071204237567,0.5904411743897089,0.7912201835186657,-0.3378488660971075 77 | hears,566,0.0082499902712378885,0.012410350161721278,0.01016770513655104,0.0086131375543651,1.5042866420082623,0.5890794989314837,0.8471073303849506,-0.23938332107476856 78 | writes,112,0.0013231116472740008,0.0019687807621994093,0.001325211568864503,7.054865143539371e-4,1.4879929190070067,0.5733676610307676,0.5323576483402025,-0.9095322925329785 79 | brings,164,0.0011674514534770596,0.0017226831669244832,0.0014337084224557489,0.0015427672127080604,1.4755929780152814,0.5612948287301924,1.0760676219405259,0.1057687421815599 80 | sprints,62,3.113203875938826e-4,4.570383912248629e-4,7.24603986484392e-4,2.480831698827032e-4,1.4680644424131626,0.5539152983645947,0.34237069421373784,-1.5463688777334135 81 | feels,306,0.0025683931976495313,0.003726620728448882,0.0033905266747264328,0.0027831830621215764,1.4509541342265289,0.5370019154282483,0.8208704219518166,-0.2847735907424165 82 | pushes,439,0.0042028252325174145,0.006082126283223175,0.005358969589881893,0.005853212289420028,1.4471518435183883,0.5332163056967588,1.0922271886877841,0.12727297521617023 83 | crawls,102,9.72876211230883e-4,0.0014062719729995782,9.377228060386248e-4,9.768274814131437e-4,1.4454788356068065,0.5315474853361405,1.0417017429060034,0.058942268379545006 84 | pokes,60,1.945752422461766e-4,2.812543945999156e-4,5.541089308410056e-4,3.2560916047104794e-4,1.4454788356068062,0.5315474853361403,0.5876266242033866,-0.7670283318454058 85 | remembers,90,0.0010117912596801183,0.0014414287723245676,8.253510648191202e-4,6.357131228244269e-4,1.4246305831701698,0.5105878667004943,0.7702336010964578,-0.3766320334535313 86 | searches,125,0.0010117912596801183,0.0014414287723245676,9.958461204625066e-4,7.752599058834474e-4,1.4246305831701698,0.5105878667004943,0.7784936748293892,-0.3612427772649303 87 | also,88,5.058956298400591e-4,7.031359864997891e-4,7.711026380234973e-4,5.659397312949167e-4,1.3898834957757755,0.4749639569697731,0.7339356700238279,-0.44627447950940824 88 | realizes,257,0.0024905631007510606,0.0034453663338489663,0.002933289934591897,0.002155222538355984,1.3833684168893263,0.4681854243387109,0.7347458268409583,-0.44468283510800105 89 | tries,655,0.009534186870062654,0.013113486148221066,0.011117052605474442,0.011590135592957539,1.3754173614319867,0.45986946147616997,1.0425547134003965,0.06012309847102595 90 | eases,43,2.334902906954119e-4,3.1641119392490505e-4,4.2623763910846585e-4,2.1707277364736528e-4,1.3551364083813808,0.4384380809446588,0.509276407642935,-0.9734792093128323 91 | meets,63,4.669805813908238e-4,6.328223878498101e-4,4.2623763910846585e-4,6.744761181185992e-4,1.3551364083813808,0.4384380809446588,1.5823945523191194,0.6621093644782917 92 | scans,153,0.0010117912596801183,0.0013711151736745886,0.0017785734213707802,9.458170851778058e-4,1.3551364083813808,0.4384380809446588,0.5317841106884678,-0.9110874236966986 93 | leaves,363,0.003541269408880414,0.004746167908873576,0.003588145943767631,0.005039189388242408,1.340244799498069,0.4224965370756374,1.4043992265685687,0.4899531068098035 94 | must,121,8.172160174339417e-4,0.001089860779074673,0.0012322142657862922,0.001031095674824985,1.3336263066610416,0.4153544678316177,0.8367827767089105,-0.25707493762894257 95 | climbs,278,0.002724053391446472,0.0036211503304739135,0.003340153135559069,0.0023490375148268457,1.3293242863169736,0.4106930904617546,0.703272400842684,-0.5078444934619242 96 | got,123,6.615558236370004e-4,8.789199831247363e-4,0.001197340277131963,8.605384955306266e-4,1.3285651062562558,0.409868928747888,0.7187083838788993,-0.4765215794000453 97 | saw,89,5.837257267385298e-4,7.73449585149768e-4,7.091044359713568e-4,6.899813162362682e-4,1.3250222659729058,0.4060166032522815,0.9730320122607989,-0.03944082516342157 98 | forces,100,0.001089621356578589,0.0014414287723245676,6.316066834061812e-4,9.225592880013025e-4,1.322871255800872,0.4036726627839824,1.4606547274421604,0.5466151912310893 99 | may,88,5.058956298400591e-4,6.679791871747996e-4,7.207290988561332e-4,6.279605237655924e-4,1.3203893209869866,0.4009633755259961,0.8712850983292149,-0.19878322606918353 100 | opens,679,0.01031248783904736,0.01357052453944593,0.012577885241328001,0.013559295753901496,1.3159312041137436,0.39608406804102175,1.07802667091832,0.10839287152790425 101 | almost,119,8.56131065883177e-4,0.0011250175783996624,8.408506153321553e-4,0.0012326632503546814,1.3140716687334602,0.3940439615862053,1.4659717527443934,0.5518573049940994 102 | bursts,80,8.56131065883177e-4,0.0011250175783996624,5.967326947518522e-4,6.744761181185992e-4,1.3140716687334602,0.3940439615862053,1.1302818230850853,0.17668253730805 103 | thrusts,56,4.280655329415885e-4,5.625087891998312e-4,5.153600545584178e-4,3.333617595298824e-4,1.3140716687334602,0.3940439615862053,0.6468521504165099,-0.6284920986448683 104 | exits,255,0.0019846674709110015,0.0026016031500492197,0.0025148020707399486,0.0034731643783578446,1.3108509048395056,0.3905036038809568,1.3810885630994847,0.4658058362126886 105 | dumps,56,3.5023543604311786e-4,4.570383912248629e-4,6.161071328931461e-4,3.4886695764755135e-4,1.3049461710339225,0.38399029692228265,0.5662439842391124,-0.8205042768004576 106 | ignores,97,9.72876211230883e-4,0.0012656447756996202,4.8823584116060634e-4,0.001224910651295847,1.3009309520461256,0.3795443918910903,2.508850330168427,1.3270264068314097 107 | bolts,84,6.226407751877651e-4,8.086063844747574e-4,7.091044359713568e-4,7.597547077657785e-4,1.2986723913654898,0.37703753628051534,1.0714285078826775,0.09953558798538893 108 | sniffs,67,6.226407751877651e-4,8.086063844747574e-4,7.129793235996156e-4,3.4886695764755135e-4,1.2986723913654898,0.37703753628051534,0.48930866029358083,-1.031183277573115 109 | tears,147,8.950461143324124e-4,0.001160174377724652,0.0014259586471992312,0.0011318794625898333,1.2962174341039296,0.37430774352494334,0.7937673822540312,-0.3332118150227723 110 | wraps,104,0.0011674514534770596,0.0015117423709745464,6.742304473170278e-4,0.00117839505694284,1.2949081235644306,0.3728497393170821,1.7477630410077738,0.8055095997490804 111 | can,720,0.013737012102580068,0.017754183659119675,0.019110945782572306,0.016295963221670064,1.2924341571909301,0.3700907845914798,0.8527031266307454,-0.22988454828643767 112 | misses,57,5.448106782892945e-4,7.031359864997891e-4,6.509811215474751e-4,3.4886695764755135e-4,1.2906061032203628,0.368048753053261,0.5359094850834457,-0.8999387442948622 113 | tugs,65,2.7240533914464724e-4,3.5156799324989455e-4,4.804860659040888e-4,6.977339152951027e-4,1.2906061032203628,0.368048753053261,1.4521418305486915,0.5381823680970227 114 | zips,43,2.7240533914464724e-4,3.5156799324989455e-4,3.603645494280666e-4,2.480831698827032e-4,1.2906061032203628,0.368048753053261,0.6884227937416019,-0.5386332289538083 115 | keeps,322,0.0033856092150834727,0.004359443116298692,0.003944635605567438,0.004023598911535092,1.287639192638247,0.36472839476164975,1.020017896166684,0.028594464436408593 116 | notices,432,0.00431957037786512,0.005554774293348334,0.006316066834061812,0.0070316073463628686,1.2859552704159651,0.36284046205049975,1.1132889393193608,0.1548280735643057 117 | closes,411,0.005214616492197533,0.006679791871747996,0.004165504200378189,0.005442324539301801,1.28097471439036,0.35724199809667806,1.3065223986108785,0.38573185798196125 118 | screams,252,0.0017900922286648248,0.0022851919561243145,0.0021273133079140706,0.0035894533642403617,1.2765777760114458,0.35228143719494437,1.6873176841825839,0.7547316264092608 119 | nervously,42,1.945752422461766e-4,2.4609759527492617e-4,2.9061657211940854e-4,3.1010396235337895e-4,1.2647939811559556,0.3389024073937446,1.0670553302994827,0.09363498654570442 120 | strains,41,1.945752422461766e-4,2.4609759527492617e-4,4.184878638519483e-4,1.47299382117855e-4,1.2647939811559556,0.3389024073937446,0.3519800568696211,-1.5064344065656599 121 | tumbles,47,1.945752422461766e-4,2.4609759527492617e-4,3.6811432468458413e-4,3.566195567063858e-4,1.2647939811559556,0.3389024073937446,0.9687739182982148,-0.04576807011971172 122 | sighs,175,0.0018679223255632952,0.0023555055547742933,0.0016119532533556526,0.001976912760002791,1.2610297133548962,0.33460226996011905,1.2264082447101932,0.2944393008719892 123 | finds,462,0.0053313616375452386,0.0067149486710729855,0.006998047056635357,0.0057679336997728484,1.2595185109530112,0.3328723252987249,0.8242204793841521,-0.2788977842186036 124 | attempts,59,7.004708720862357e-4,8.789199831247363e-4,5.30859605071453e-4,3.333617595298824e-4,1.2547559336864638,0.327406768555915,0.62796595624376506,-0.6712417461042055 125 | catches,310,0.0031132038759388255,0.00386724792574884,0.003533897516972008,0.003256091604710479,1.2422083743495993,0.3129071988608001,0.9213882375118889,-0.11811891434439603 126 | fights,100,6.226407751877651e-4,7.73449585149768e-4,9.764716823212127e-4,0.0010388482738838195,1.242208374349599,0.3129071988607998,1.0638795703878772,0.08933484911207895 127 | reacts,68,3.113203875938826e-4,3.86724792574884e-4,5.889829194953346e-4,0.0010155904767073162,1.242208374349599,0.3129071988607998,1.7243122730579639,0.7860210702480881 128 | thinks,281,0.0024905631007510606,0.003093798340599072,0.002507052295483431,0.0028374512555334177,1.242208374349599,0.3129071988607998,1.1317878213570636,0.17860351844575806 129 | races,122,0.001362026695723236,0.0016875263675994938,0.0012399640410428099,0.0012481684484723504,1.2389818590915485,0.30915506399969267,1.0066166494817388,0.009514365381477848 130 | runs,534,0.007277114060007005,0.0090001406271973,0.008272885086332496,0.008272023195776385,1.2367733352785508,0.306581120335866,0.9998958174147088,-1.5031152920444367e-4 131 | brushes,84,7.39385920535471e-4,9.140767824497258e-4,7.052295483430981e-4,7.054865143539371e-4,1.2362647936110844,0.3059877849210095,1.0003643721557651,5.255821542230243e-4 132 | sits,634,0.009456356773164183,0.011672057375896498,0.01052031991072259,0.011876981758134415,1.2343080592115732,0.3037025079646464,1.128956330123486,0.17498968138745621 133 | pats,98,8.56131065883177e-4,0.0010547039797496837,6.781053349452866e-4,6.744761181185992e-4,1.231942189437619,0.30093455719472395,0.9946480043148751,-0.007742033829377387 134 | sticks,101,5.448106782892945e-4,6.679791871747996e-4,8.873492668712607e-4,8.062703021187853e-4,1.2260757980593446,0.2940481716094841,0.9086279013467212,-0.13823848780162865 135 | manages,118,0.0010117912596801183,0.0012304879763746308,0.0012942124678384326,0.0012016528541193435,1.2161480588038034,0.282318879027377,0.9284819023002612,-0.10705430504559144 136 | rises,184,0.002957543682141884,0.0035859935311489243,0.0023326823522117858,0.0022482537270619974,1.2124904706570252,0.277973408751413,0.9638062057314681,-0.05318500459054444 137 | smiles,666,0.01821224267424213,0.021972999578118407,0.011368920301311262,0.022606578855561325,1.206496090083138,0.27082324018954734,1.9884543348372266,0.9916474308077703 138 | kneels,163,0.0014009417441724714,0.0016875263675994938,0.0015809541523295824,0.0019303971656497842,1.2045656963390055,0.26851307950234676,1.2210329836607134,0.28810217225080853 139 | backs,188,0.0015566019379694128,0.001863310364224441,0.0014259586471992312,0.0025428524912977078,1.1970371607368864,0.2594679398993394,1.7832582286254948,0.8345156307152942 140 | spins,216,0.001945752422461766,0.002320348755449304,0.002417929880033479,0.002566110288474211,1.1925200393756155,0.25401350980723175,1.0612839973831998,0.08581077009919272 141 | straightens,69,6.226407751877651e-4,7.382927858247785e-4,5.851080318670758e-4,5.349293350595787e-4,1.1857443573337083,0.245793003002263,0.9142402871357325,-0.12935470039268668 142 | peels,64,3.891504844923532e-4,4.570383912248629e-4,4.533618525062773e-4,5.504345331772477e-4,1.1744515539305302,0.23198720347723267,1.2141174431292194,0.2799079820755008 143 | seems,341,0.003891504844923532,0.004570383912248629,0.0039678849313369915,0.004271682081417795,1.1744515539305302,0.23198720347723267,1.0765640020660674,0.10643409072538043 144 | clears,81,9.339611627816476e-4,0.001089860779074673,9.803465699494715e-4,5.349293350595787e-4,1.1669230183284114,0.2227093898892218,0.5456532939031445,-0.8739435357619182 145 | throws,393,0.004942211153052886,0.00576571508929827,0.005362844477510152,0.0040933723030646026,1.1666266192889578,0.22234289806942054,0.7632837984078671,-0.38970852612404805 146 | finally,222,0.001206366501926295,0.0014062719729995782,0.0023675563408661147,0.0023800479110621837,1.1657087383925857,0.2212073647239898,1.0052761448504746,0.0075918577056732816 147 | glances,395,0.006109662606529945,0.007101673463647869,0.005796831891875136,0.006690492987774152,1.1623675350022886,0.21706631408367055,1.1541637074470927,0.20684787144554148 148 | marches,59,5.448106782892945e-4,6.328223878498101e-4,5.11485166930159e-4,3.1010396235337895e-4,1.1615454928983264,0.21604565960821087,0.6062814376701606,-0.7219404423168682 149 | lets,330,0.0037358446511265905,0.004324286316973703,0.0036113952695371833,0.00398483591624092,1.157512348825763,0.2110275848415866,1.1034061958971317,0.1419639866938212 150 | left,94,7.004708720862357e-4,8.086063844747574e-4,7.517281998822035e-4,6.977339152951027e-4,1.1543754589915467,0.2071125348382032,0.9281731288043182,-0.10753416370322982 151 | rips,160,0.001712262131766354,0.0019687807621994093,0.001821197185281627,0.0011396320616486677,1.1498127101417777,0.20139888364380945,0.6257598413059468,-0.6763190195744122 152 | trails,61,7.39385920535471e-4,8.437631837997469e-4,4.6111162776279487e-4,7.132391134127716e-4,1.1411675017948473,0.19051056750107362,1.5467818863584941,0.6292697749032925 153 | waits,277,0.003268864069735767,0.003726620728448882,0.0027124213397811464,0.0027521726658862383,1.140035391177987,0.18907861200794146,1.0146552917579903,0.020989684713938566 154 | starts,663,0.013970502393275479,0.015926030094220223,0.014081341641092409,0.015350146136492259,1.1399754744601032,0.18900278644668644,1.0901053697679775,0.12446759288707926 155 | slips,258,0.0027629684398957077,0.003128955139924061,0.002720171115037664,0.0030467714301219482,1.1324614116989944,0.17946189168521842,1.1200660919008996,0.16358386410826897 156 | leans,493,0.008055415028991712,0.009105611025172268,0.005982826498031557,0.007054865143539372,1.1303714324340666,0.1767969104107314,1.1791859827224693,0.2377912799722013 157 | gently,125,9.339611627816476e-4,0.0010547039797496837,8.83474379243002e-4,0.0011318794625898333,1.1292803403178175,0.1754036751108652,1.2811684064451028,0.35746012686949863 158 | gives,479,0.006615558236370004,0.007453241456897764,0.005486840881614433,0.00781461985130515,1.1266232101053049,0.17200509864900004,1.4242475806963437,0.5101999555711422 159 | cuts,131,0.0012841965988247656,0.0014414287723245676,0.0013484608946340555,0.001193900255060509,1.1224362170431639,0.16663346548313282,0.8853799615631486,-0.17563137299960369 160 | looks,905,0.07393859205354711,0.08275910561102517,0.07393673083480579,0.0788206746311701,1.1192951246771126,0.16259048204363677,1.0660557173845884,0.09228284250026628 161 | goes,675,0.012258240261509125,0.013711151736745886,0.0152476828171983,0.014753196008962004,1.1185252894576478,0.16159787558583472,0.967569707858918,-0.04756249196660365 162 | licks,64,8.172160174339417e-4,9.140767824497258e-4,4.06863200967172e-4,6.667235190597648e-4,1.1185252894576478,0.16159787558583472,1.6386921143884916,0.7125448191901985 163 | picks,587,0.008872631046425652,0.009879060610322036,0.009156359465575498,0.009380644861189714,1.113430791681778,0.15501188627968734,1.0244950404642201,0.03491300034233338 164 | hangs,397,0.005759427170486827,0.006398537477148081,0.004967605939427757,0.005783438897890518,1.1109676861505016,0.1518168547932493,1.1642306109644318,0.21937685579071978 165 | eats,108,8.56131065883177e-4,9.492335817747153e-4,9.144734802690722e-4,5.969501275302545e-4,1.1087479704938572,0.14893146374967411,0.652780141152491,-0.6153309265127166 166 | squeezes,96,8.56131065883177e-4,9.492335817747153e-4,8.253510648191202e-4,9.070540898836335e-4,1.1087479704938572,0.14893146374967411,1.098991845466897,0.13618068151178941 167 | surveys,59,3.5023543604311786e-4,3.86724792574884e-4,6.083573576366286e-4,3.1010396235337895e-4,1.1041852216440884,0.1429821974184879,0.5097398074679058,-0.9721670718500416 168 | scoops,56,5.448106782892945e-4,5.976655885248207e-4,3.991134257106544e-4,4.1088775011822716e-4,1.0970151877373084,0.1335834994162381,1.0295011985292342,0.041945509534204034 169 | folds,85,7.39385920535471e-4,8.086063844747574e-4,5.424842679562292e-4,6.667235190597648e-4,1.0936188558867286,0.12911002283693024,1.2290190857913688,0.2975073199113547 170 | casually,47,1.945752422461766e-4,2.1094079594993672e-4,4.223627514802071e-4,3.7212475482405476e-4,1.0841091267051048,0.11650998605729668,0.881054859880307,-0.18269624190154704 171 | crumples,44,1.945752422461766e-4,2.1094079594993672e-4,5.463591555844881e-4,1.7055717929435844e-4,1.0841091267051048,0.11650998605729668,0.3121704423748487,-1.6795941516072732 172 | flings,59,9.72876211230883e-4,0.0010547039797496837,3.836138751976193e-4,3.7212475482405476e-4,1.0841091267051048,0.11650998605729668,0.9700503002722571,-0.04386853720423034 173 | quietly,56,3.891504844923532e-4,4.2188159189987344e-4,4.7273629064757125e-4,4.961663397654064e-4,1.0841091267051048,0.11650998605729668,1.0495626199667045,0.06978824459133692 174 | eyes,131,0.0017900922286648248,0.00193362396287442,0.0013484608946340555,0.0014032204296490398,1.080181195086608,0.11127333769114951,1.040608915863181,0.057427973388700204 175 | rounds,66,6.226407751877651e-4,6.679791871747996e-4,6.044824700083697e-4,4.496507454123995e-4,1.0728163233019266,0.10140309366708819,0.7438606869876203,-0.426895641580453 176 | bends,173,0.0019068373740125306,0.002039094360849388,0.0019800675780402366,0.0017288295901200879,1.0693593426683006,0.09674673123586659,0.8731164578893764,-0.19575399886309325 177 | walks,723,0.019418609176168423,0.02063704120376881,0.018370842245574878,0.019831148392498586,1.0627455868000943,0.08779626799629439,1.0794904298563373,0.11035045330946477 178 | indicates,80,8.950461143324124e-4,9.492335817747153e-4,6.587308968039927e-4,8.295280992952887e-4,1.0605415369941242,0.08480112632995843,1.2592822096549046,0.3326016324176685 179 | turns,868,0.03381717710238549,0.03582477851216425,0.03666031185095632,0.03992588515299754,1.059366321550155,0.0832015495749162,1.0890765281898722,0.1231053341841526 180 | sinks,79,0.0011285364050278243,0.0011953311770496414,6.974797730865805e-4,6.512183209420959e-4,1.0591870778153323,0.08295742634627008,0.9336734140120475,-0.0990100913966913 181 | sees,828,0.027318364011363193,0.02893404584446632,0.03097972658792895,0.025862670460271808,1.059142700947651,0.08289698034056776,0.8348256524106649,-0.2604531627688076 182 | listens,217,0.002062497567809472,0.002179721558149346,0.002104063982144518,0.00199241795812046,1.0568359411276178,0.07975143604717871,0.9469379139743339,-0.0786582564562603 183 | expected,50,2.334902906954119e-4,2.4609759527492617e-4,5.65733593725782e-4,3.566195567063858e-4,1.0539949842966296,0.07586800155995067,0.6303665906734959,-0.6657370206687813 184 | slows,112,0.0014009417441724714,0.001476585571649557,0.0012787129173253975,0.0010853638682368264,1.0539949842966296,0.07586800155995067,0.8487940127382251,-0.23651361514662608 185 | recognizes,74,5.058956298400591e-4,5.273519898748418e-4,7.168542112278744e-4,7.52002108706944e-4,1.0424126218318317,0.05992645769092938,1.049030747017397,0.06905696382503859 186 | stands,625,0.010740553371988948,0.011144705386021657,0.01137667007656778,0.00975276961601377,1.0376286025528931,0.05329015358474092,0.857260476956371,-0.22219446380970048 187 | might,173,0.001362026695723236,0.0014062719729995782,0.001677826343036052,0.0012481684484723504,1.0324848825762905,0.046120658165898915,0.7439199257139871,-0.42678075445788466 188 | carefully,107,5.448106782892945e-4,5.625087891998312e-4,0.0013019622430949502,7.054865143539371e-4,1.0324848825762902,0.04612065816589861,0.5418640349177062,-0.8839972004258408 189 | changes,77,5.448106782892945e-4,5.625087891998312e-4,6.393564586626987e-4,5.194241369419097e-4,1.0324848825762902,0.04612065816589861,0.8124171264780153,-0.2997074416338203 190 | stops,682,0.014787718410709421,0.015187737308395444,0.013081620633001643,0.013032119017900752,1.0270507516153624,0.03850747405602345,0.9962159417025127,-0.005469597316794486 191 | heads,371,0.004553060668560533,0.004675854310223597,0.004874608636349546,0.006023769468714387,1.0269694718787672,0.03839329614128762,1.23574422442771,0.305380163682644 192 | stays,88,5.837257267385298e-4,5.976655885248207e-4,6.664806720605102e-4,7.209917124716061e-4,1.0238808418881544,0.03404782586532352,1.0817893791916995,0.11341963856015647 193 | slams,257,0.0023738179554033544,0.002425819153424272,0.0027240460026659225,0.0024808316988270316,1.0219061440253037,0.03126269943878551,0.9107157868843382,-0.13492720203094977 194 | stares,583,0.011207533953379771,0.011425959780621572,0.011039554852909266,0.011342052423074836,1.019489196120252,0.02784648669700728,1.027401247078894,0.038999729968858886 195 | jumps,300,0.0036969296026773553,0.0037617775277738715,0.0038438885272327103,0.002907224647062928,1.0175410224337387,0.025086958293701837,0.7563238700774435,-0.40292394284940874 196 | wanders,63,9.339611627816476e-4,9.492335817747153e-4,5.11485166930159e-4,5.039189388242408e-4,1.0163523062860358,0.02340058166581521,0.9852073362140111,-0.021500724175775872 197 | shuffles,45,3.113203875938826e-4,3.1641119392490505e-4,3.7586409994110173e-4,2.0932017458853082e-4,1.0163523062860356,0.023400581665814893,0.5569038772825909,-0.844499757869436 198 | told,49,3.113203875938826e-4,3.1641119392490505e-4,3.6423943705632536e-4,4.4189814635356504e-4,1.0163523062860356,0.023400581665814893,1.213207855593162,0.2788267446413274 199 | touches,237,0.0025294781492002957,0.00256644635072423,0.00238305589137915,0.0031475552178867965,1.014614951916316,0.020932326075065327,1.3208062929926525,0.40141889911279705 200 | shakes,434,0.005214616492197533,0.005273519898748418,0.004583992064230137,0.006659482591538813,1.0112958271502843,0.016205080261611226,1.452769223468812,0.5388055449528983 201 | digs,102,6.615558236370004e-4,6.679791871747996e-4,8.331008400756378e-4,8.062703021187853e-4,1.0097094807547544,0.013940252416748802,0.9677943693413914,-0.04722754929414506 202 | always,58,3.5023543604311786e-4,3.5156799324989455e-4,4.184878638519483e-4,5.039189388242408e-4,1.003804746949171,0.005478673668552761,1.2041422998171247,0.268005893019209 203 | begins,399,0.005759427170486827,0.00576571508929827,0.00587820453206857,0.006155563652714573,1.001091761146606,0.0015742192126368966,1.0471843262909395,0.06651540905014751 204 | places,223,0.0025294781492002957,0.0025312895513992404,0.002491552744970396,0.0021164595430618115,1.0007161169585581,0.001032768637360406,0.8494540391866995,-0.2353922042538718 205 | leads,191,0.0018290072771140601,0.0018281535648994515,0.0016003285904708764,0.002038933552473467,0.9995332373876852,-6.735533130425592e-4,1.2740718153848245,0.34944660002708017 206 | finishes,195,0.001478771841070942,0.001476585571649557,0.0015654546018165473,0.002240501128003163,0.9985215640704912,-0.00213451044132251,1.4312143740248324,0.5172397819031073 207 | hops,73,7.783009689847064e-4,7.73449585149768e-4,7.207290988561332e-4,7.597547077657785e-4,0.9937666994796794,-0.009020896026562244,1.0541474029168278,0.07607661516139996 208 | gets,727,0.01280305093979842,0.012550977359021234,0.016324901577854243,0.014667917419314825,0.980311444360999,-0.028687929482638964,0.8984995927456481,-0.1544102450686361 209 | wears,280,0.0032299490212865313,0.0031641119392490508,0.0033672773489568804,0.0033336175952988238,0.9796166807576249,-0.02971075479374718,0.9900038665753257,-0.014493935070716847 210 | spots,309,0.003268864069735767,0.0031992687385740404,0.004045382683902167,0.0030545240291807827,0.9787096282754418,-0.031047202356561228,0.7550642962248496,-0.4053285949592851 211 | thought,60,4.669805813908238e-4,4.570383912248629e-4,5.11485166930159e-4,3.333617595298824e-4,0.9787096282754418,-0.031047202356561228,0.6517525454954228,-0.6176037825021322 212 | pretends,50,5.058956298400591e-4,4.921951905498523e-4,3.332403360302551e-4,4.496507454123995e-4,0.9729184470430428,-0.03960921585998528,1.3493286880240554,0.4322418225796973 213 | knows,441,0.005720512122037592,0.005554774293348334,0.005699959701168666,0.005985006473420214,0.9710274490896063,-0.04241601643575881,1.0500085592172002,0.07040108816747341 214 | leaps,180,0.0028407985367941784,0.002742230347349177,0.001972317802783719,0.0017365821891789223,0.9653026470661891,-0.0509467597942663,0.8804778756891608,-0.18364134186386794 215 | rests,63,5.837257267385298e-4,5.625087891998312e-4,4.339874143649834e-4,6.512183209420959e-4,0.9636525570712041,-0.05341501538501596,1.500546558233648,0.5854880828753795 216 | comes,418,0.0050589562984005914,0.004851638306848544,0.005358969589881893,0.005620634317654994,0.959019612085285,-0.060367776026782734,1.0488274328458855,0.06877732590602594 217 | makes,492,0.006343152897225357,0.006082126283223175,0.00590920363309464,0.005783438897890518,0.9588490742330426,-0.06062434637085018,0.978717143118952,-0.031036124928149986 218 | appears,98,6.615558236370004e-4,6.328223878498101e-4,8.059766266778263e-4,9.14806688942468e-4,0.9565668765045042,-0.06406225958452427,1.1350288068690413,0.18272891337497224 219 | arrives,94,7.004708720862357e-4,6.679791871747996e-4,8.602250534734492e-4,0.0011163742644721643,0.9536145096017126,-0.06852190777522406,1.2977699963101819,0.3760347172464295 220 | will,152,0.0015566019379694128,0.001476585571649557,0.001499581512136148,0.0014419834249432121,0.9485954858669666,-0.07613509188509938,0.9615905592815107,-0.05650536288215581 221 | slowly,261,0.003268864069735767,0.003093798340599072,0.0028712917325397565,0.0037677631425935545,0.9464444756949327,-0.0794102239179603,1.3122188525444045,0.3920083534541702 222 | steps,468,0.006771218430166945,0.006398537477148081,0.007455283796769894,0.0067990293745978335,0.944961020403875,-0.0816732754265291,0.9119745887532287,-0.13293446917108592 223 | now,106,8.56131065883177e-4,8.086063844747574e-4,0.0011353420750798227,8.605384955306266e-4,0.9444890119021745,-0.08239408235678182,0.7579552580838903,-0.39981540591791886 224 | faces,62,9.339611627816476e-4,8.789199831247363e-4,6.471062339192163e-4,3.4886695764755135e-4,0.9410669502648479,-0.08763073072292875,0.5391185239162807,-0.8913256139901543 225 | releases,80,0.0010117912596801183,9.492335817747153e-4,6.509811215474751e-4,5.581871322360821e-4,0.9381713596486484,-0.09207663575412081,0.8574551761335131,-0.22186683918222472 226 | calls,143,0.0010507063081293536,9.843903810997047e-4,0.0010307201091168355,0.0013024366418841918,0.936884430485893,-0.09405699988236173,1.2636181543020195,0.3375605694317942 227 | drops,418,0.00424174028096665,0.003972718323723808,0.005928578071235934,0.004318197675770802,0.9365774565571623,-0.09452978213823603,0.7283698761970735,-0.45725683808575923 228 | types,81,0.0014009417441724714,0.0013008015750246098,7.982268514213088e-4,6.977339152951027e-4,0.9285193909279833,-0.10699605558985975,0.8741047912040667,-0.1941218486993205 229 | shoots,146,0.0014398567926217068,0.0013359583743495992,0.0016313276914969466,0.0011706424578840056,0.927841144477342,-0.1080502719618614,0.71760104605948,-0.47874610158709396 230 | nods,485,0.008444565513484064,0.007769652650822669,0.006746179360798537,0.011535867399545697,0.920077254231291,-0.12017309282954478,1.7099852794575285,0.7739839056111534 231 | reaches,665,0.016188660154881893,0.014871326114470538,0.015084937536811432,0.01408647248990224,0.9186261229893015,-0.12245028479763977,0.9338104619609686,-0.09879834295894438 232 | enters,302,0.0027629684398957077,0.0025312895513992404,0.0029255401593353794,0.002891719448945259,0.9161485577789616,-0.12634653783886715,0.9884394988452991,-0.01677543180298033 233 | grabs,638,0.013308946569638479,0.01212909576712136,0.013073870857745126,0.011698671979781222,0.9113490465722737,-0.13392438299686382,0.894813181732691,-0.16034158560665934 234 | flips,238,0.002218157761606413,0.002003937561524399,0.002735670665550699,0.0020234283543557976,0.9034242722542541,-0.14652441977649697,0.7396461788460473,-0.4350927945470727 235 | focuses,46,3.891504844923532e-4,3.5156799324989455e-4,4.146129762236895e-4,4.4189814635356504e-4,0.903424272254254,-0.14652441977649716,1.0658087703341796,0.09194860991781773 236 | follows,251,0.003191033972837296,0.002882857544649135,0.0025303016212529835,0.00235679011388568,0.903424272254254,-0.14652441977649716,0.9314265517162408,-0.10248608594862217 237 | lowers,174,0.0012841965988247656,0.001160174377724652,0.0015267057255339595,0.0014574886230608812,0.903424272254254,-0.14652441977649716,0.9546624465242836,-0.06693738562451573 238 | presses,248,0.0022959878585048837,0.0020742511601743777,0.0027550451036919927,0.002535099892238873,0.903424272254254,-0.14652441977649716,0.9201663845145858,-0.12003334196710953 239 | returns,179,0.0019068373740125306,0.0017226831669244832,0.0015344555007904771,0.002015675755296963,0.903424272254254,-0.14652441977649716,1.3136097816186816,0.393536775103068 240 | shouts,81,4.669805813908238e-4,4.2188159189987344e-4,9.764716823212127e-4,6.977339152951027e-4,0.903424272254254,-0.14652441977649716,0.7145459801112609,-0.4849012450160185 241 | asks,46,2.7240533914464724e-4,2.4609759527492617e-4,4.184878638519483e-4,2.2482537270619975e-4,0.9034242722542539,-0.14652441977649733,0.537232718379948,-0.8963809248816732 242 | counts,62,5.448106782892945e-4,4.921951905498523e-4,4.41737189621501e-4,2.8684616517687554e-4,0.9034242722542539,-0.14652441977649733,0.6493593292940931,-0.6229110663815689 243 | cracks,67,5.448106782892945e-4,4.921951905498523e-4,5.696084813540407e-4,7.67507306824613e-4,0.9034242722542539,-0.14652441977649733,1.3474295624955206,0.4302098573974685 244 | embraces,45,4.280655329415885e-4,3.86724792574884e-4,2.0924393192597415e-4,5.581871322360821e-4,0.9034242722542539,-0.14652441977649733,2.6676383257487073,1.415563081433067 245 | helps,108,8.172160174339417e-4,7.382927858247785e-4,8.176012895626027e-4,9.14806688942468e-4,0.9034242722542539,-0.14652441977649733,1.1188909565344103,0.16206944280887917 246 | prepares,51,4.280655329415885e-4,3.86724792574884e-4,5.696084813540407e-4,2.9459876423571e-4,0.9034242722542539,-0.14652441977649733,0.5171951856043412,-0.9512192492385558 247 | rides,66,5.448106782892945e-4,4.921951905498523e-4,7.401035369974271e-4,5.039189388242408e-4,0.9034242722542539,-0.14652441977649733,0.6808762742421438,-0.5545354328530712 248 | storms,90,5.448106782892945e-4,4.921951905498523e-4,5.463591555844881e-4,8.062703021187853e-4,0.9034242722542539,-0.14652441977649733,1.4757148184992848,0.5614139478965217 249 | moves,578,0.011012958711133594,0.009914217409647026,0.012101274063052172,0.013729852933195855,0.9002319603381613,-0.1516313102095858,1.1345791246159849,0.18215722488556427 250 | quickly,281,0.003424524263532708,0.0030586415412740824,0.0032626553829938933,0.0033103597981223205,0.8931580873422738,-0.1630125425650663,1.014621346580788,0.020941418708317554 251 | reads,239,0.0025294781492002957,0.002250035156799325,0.0021815617347096935,0.00199241795812046,0.8895254372964961,-0.1688922328049519,0.9132989117017111,-0.1308409807321283 252 | watches,544,0.008327820368136358,0.007347771058922796,0.007459158684398152,0.008047197823070184,0.8823162285099958,-0.18063227409676127,1.0788345125170746,0.10947358004247797 253 | blinks,88,0.001362026695723236,0.0011953311770496414,8.640999411017081e-4,8.217755002364543e-4,0.8776121501898468,-0.1883445954711241,0.9510190443812656,-0.07245386320288236 254 | puts,641,0.012764135891349185,0.011179862185346646,0.011496791593043803,0.012140570126134786,0.8758808493196731,-0.19119346911022544,1.055996364540565,0.07860486796499669 255 | crosses,240,0.0023738179554033544,0.0020742511601743777,0.002824793081000651,0.0032095760103574723,0.8738038043114916,-0.19461870797754213,1.136216323930005,0.1842375353266113 256 | slides,257,0.0023738179554033544,0.0020742511601743777,0.0028015437552310982,0.00235679011388568,0.8738038043114916,-0.19461870797754213,0.8412469409000073,-0.2493987413533091 257 | plays,123,0.0010117912596801183,8.789199831247363e-4,0.0011740909513624105,5.426819341184132e-4,0.8686771848598596,-0.20310794814286476,0.4622145613921027,-1.1133653843737614 258 | blows,110,8.172160174339417e-4,7.031359864997891e-4,0.001007470783347283,0.001193900255060509,0.8604040688135752,-0.21691374766789517,1.1850470254768295,0.24494430982066992 259 | just,436,0.005448106782892944,0.004640697510898608,0.005634086611488267,0.005992759072479048,0.8518000281254395,-0.23141331736301016,1.0636611549881794,0.089038632159476 260 | takes,835,0.028952796046231077,0.024609759527492617,0.025814501379459995,0.026738714153920103,0.8499959550779271,-0.23447211905219983,1.035802077323697,0.05074835694072561 261 | drives,197,0.001945752422461766,0.0016523695682745044,0.002177686847081435,0.001488499019296219,0.8492188159189988,-0.2357917578735844,0.6835229873804516,-0.5489382373455469 262 | crouches,68,6.226407751877651e-4,5.273519898748418e-4,6.432313462909576e-4,4.4189814635356504e-4,0.846960255238363,-0.23963382416797882,0.6869972194322725,-0.5416238350279599 263 | holds,674,0.011674514534770596,0.009879060610322036,0.013046746644347315,0.012504942281900007,0.8462074016781512,-0.24091679005145203,0.9584720714506975,-0.061191700517780334 264 | flies,76,0.0011674514534770596,9.843903810997047e-4,8.176012895626027e-4,5.8919752847142e-4,0.8431959874373036,-0.24606009332741183,0.7206416330221626,-0.4726460931093766 265 | nears,57,5.448106782892945e-4,4.570383912248629e-4,6.277317957779225e-4,3.7212475482405476e-4,0.8388939670932358,-0.2534396236930092,0.592808516833046,-0.7543619200092454 266 | sucks,50,5.058956298400591e-4,4.2188159189987344e-4,4.959856164171239e-4,5.194241369419097e-4,0.8339300974654652,-0.2620016371964332,1.0472564521005665,0.0666147726119953 267 | waves,240,0.002451648052301825,0.002039094360849388,0.0023326823522117858,0.002310274519532673,0.831723933186456,-0.2658233481488417,0.9903939631309568,-0.013925574143317436 268 | drifts,49,4.669805813908238e-4,3.86724792574884e-4,3.448649989150315e-4,3.4886695764755135e-4,0.8281389162330662,-0.27205530186035604,1.0116044212811108,0.016645247517500027 269 | whirls,46,4.669805813908238e-4,3.86724792574884e-4,4.223627514802071e-4,4.961663397654064e-4,0.8281389162330662,-0.27205530186035604,1.1747398131737428,0.23234125737729694 270 | dials,128,0.001206366501926295,9.843903810997047e-4,0.0013678353327753496,8.062703021187853e-4,0.81599611687481,-0.29336580810576846,0.5894498283524056,-0.762559072975865 271 | continues,350,0.0033856092150834727,0.002742230347349177,0.003983384481850026,0.004341455472947306,0.809966588917607,-0.3040656967629773,1.089891144761145,0.12418404990531155 272 | paces,74,7.39385920535471e-4,5.976655885248207e-4,8.214761771908615e-4,4.6515594353006845e-4,0.8083269804380168,-0.3069890919697432,0.5662439842391124,-0.8205042768004576 273 | sets,217,0.0025294781492002957,0.002039094360849388,0.0022125608357357637,0.002310274519532673,0.8061324275499496,-0.31091123767737977,1.0441631625303607,0.06234716725354165 274 | whispers,128,0.0017511771802155894,0.0014062719729995782,0.0013135869059797266,0.0012946840428253571,0.8030437975593369,-0.31644942121880965,0.9856097353983054,-0.020911588508068686 275 | cocks,59,6.226407751877651e-4,4.921951905498523e-4,5.386093803279705e-4,4.4189814635356504e-4,0.7904962382224722,-0.33916949771889326,0.8204427224874621,-0.2855254764045427 276 | yanks,139,0.0017900922286648248,0.0014062719729995782,0.001309712018351468,0.0013101892409430262,0.7855863236993513,-0.3481582809461477,1.0003643721557651,5.255821542230243e-4 277 | pulls,742,0.021169786356384012,0.01659400928139502,0.019843299544313214,0.018319391576025863,0.783853412691191,-0.35134421166499524,0.9232028945143813,-0.1152803476208242 278 | addresses,50,5.837257267385298e-4,4.570383912248629e-4,4.6111162776279487e-4,4.263929482358961e-4,0.7829677026203534,-0.3529752972439237,0.9247065624969258,-0.11293246762906073 279 | studies,161,0.0020235825193602366,0.0015820559696245254,0.001553829938931771,0.0015427672127080604,0.7818094663738736,-0.35511104158791473,0.9928803494214329,-0.010308223757048193 280 | punches,121,0.0011285364050278243,8.789199831247363e-4,0.001445333085340525,7.364969105892751e-4,0.7788140278053913,-0.3606492251293447,0.5095689831356446,-0.9726506297700664 281 | exhales,59,2.7240533914464724e-4,2.1094079594993672e-4,4.6498651539105364e-4,4.1864034917706163e-4,0.7743636619322177,-0.3689168411129451,0.9003279349401888,-0.15147751129082665 282 | grimaces,45,5.448106782892945e-4,4.2188159189987344e-4,3.7586409994110173e-4,2.9459876423571e-4,0.7743636619322177,-0.3689168411129451,0.7837906421014242,-0.3514597465893191 283 | say,81,5.448106782892945e-4,4.2188159189987344e-4,6.54856009175734e-4,4.1864034917706163e-4,0.7743636619322177,-0.3689168411129451,0.6392861076498381,-0.6454663519644928 284 | falls,367,0.0053313616375452386,0.004113345521023766,0.005831705880529465,0.004170898293652947,0.7715375171806402,-0.3741917831536195,0.7152106740462479,-0.4835598269362174 285 | carries,180,0.0015566019379694128,0.0011953311770496414,0.0016545770172664992,0.001535014613649226,0.7679106314161159,-0.3809896734135201,0.9277383872919979,-0.10821005738665737 286 | answers,157,0.001478771841070942,0.0011250175783996624,0.0012244644905297745,0.0016590561985905775,0.7607783345298981,-0.39445193322008276,1.3549238964641377,0.43821182037826717 287 | trips,62,7.39385920535471e-4,5.625087891998312e-4,5.231098298149354e-4,4.57403344471234e-4,0.7607783345298981,-0.39445193322008276,0.8743925623287429,-0.1936469655347666 288 | empties,42,4.669805813908238e-4,3.5156799324989455e-4,3.332403360302551e-4,2.7909356611804107e-4,0.7528535602118784,-0.40955882561029083,0.8375143580838965,-0.2558141711055623 289 | slaps,147,0.0018679223255632952,0.0014062719729995782,0.0012438389286710686,0.0015582724108257294,0.7528535602118784,-0.40955882561029083,1.25279276512965,0.3251477862108487 290 | wipes,231,0.0018679223255632952,0.0014062719729995782,0.0019374438141293903,0.0022792641232973355,0.7528535602118784,-0.40955882561029083,1.1764285016551799,0.23441364232850048 291 | checks,344,0.004047165038720473,0.0030234847419490928,0.004715738243590936,0.00287621425082759,0.7470623789794792,-0.4206993832154915,0.6099181299421346,-0.713312493938702 292 | swings,184,0.0017900922286648248,0.0013359583743495992,0.0028209181933723923,0.0012636736465900193,0.7463070075143837,-0.4221588623899246,0.44796536445436735,-1.1585409038133956 293 | still,178,0.002179242713157178,0.0016172127689495148,0.001503456399764407,0.0014962516183550535,0.7420985093517086,-0.4303173857770885,0.9952078547735189,-0.006930222764824227 294 | lands,144,0.001712262131766354,0.0012656447756996202,0.001925819151244614,0.00117839505694284,0.7391653136625713,-0.4360310369714824,0.6118928956445727,-0.7086489459644775 295 | resumes,42,4.280655329415885e-4,3.1641119392490505e-4,3.371152236585139e-4,3.643721557652203e-4,0.7391653136625713,-0.4360310369714824,1.080853459570597,0.11217093798313232 296 | stretches,51,4.280655329415885e-4,3.1641119392490505e-4,3.6423943705632536e-4,6.279605237655924e-4,0.7391653136625713,-0.4360310369714824,1.7240322158429147,0.7857867333612106 297 | suddenly,203,0.0031521189243880606,0.002320348755449304,0.00235205679035308,0.0020854491468264734,0.7361234810960589,-0.4419803033026684,0.8866491469848462,-0.17356476154483488 298 | know,52,6.226407751877651e-4,4.570383912248629e-4,5.11485166930159e-4,2.5583576894153766e-4,0.7340322212065813,-0.4460847016354052,0.5001821860778826,-0.999474417845777 299 | rolls,242,0.0024905631007510606,0.0018281535648994515,0.0019994420161815307,0.0022792641232973355,0.7340322212065813,-0.4460847016354052,1.1399500985030813,0.1889706715673334 300 | offers,146,0.001712262131766354,0.0012304879763746308,0.0013135869059797266,0.0011861476560016747,0.7186329438386111,-0.4766730214688281,0.9029837695565315,-0.1472280382894689 301 | flicks,86,9.339611627816476e-4,6.679791871747996e-4,7.672277503952386e-4,5.116715378830753e-4,0.7152108822012845,-0.48355940705406775,0.6669095814371768,-0.584436918566933 302 | fires,178,0.0016344320348678834,0.001160174377724652,0.002433429430546514,0.0015970354061199017,0.7098333567711996,-0.49444772319680397,0.6562900021149287,-0.6075946395541856 303 | lies,182,0.0017900922286648248,0.0012656447756996202,0.0017591989832294863,0.001519509415531557,0.7070276913294161,-0.5001613743911978,0.8637507354296475,-0.21131306102148356 304 | rushes,188,0.0035801844573296496,0.0025312895513992404,0.0017940729718838155,0.0020001705571792944,0.7070276913294161,-0.5001613743911978,1.1148769244759715,0.1568844543172408 305 | laughs,333,0.006926878623963887,0.004886795106173534,0.00314640875414613,0.005868717487537697,0.705482999119895,-0.5033167780193876,1.8652114032559464,0.8993391549547785 306 | works,150,0.001595516986418648,0.0011250175783996624,0.0013484608946340555,0.0013334470381195296,0.7051116271252713,-0.5040764243945811,0.9888659310965037,-0.01615315899240703 307 | went,45,3.5023543604311786e-4,2.4609759527492617e-4,5.347344926997117e-4,2.0156757552969632e-4,0.7026633228644198,-0.5090944991612054,0.3769488938557956,-1.4075591564828536 308 | strokes,69,8.56131065883177e-4,5.976655885248207e-4,4.804860659040888e-4,7.209917124716061e-4,0.6981005740146508,-0.5184931971634552,1.5005465582336477,0.5854880828753792 309 | grips,75,7.783009689847064e-4,5.273519898748418e-4,7.284788741126507e-4,4.0313515105939264e-4,0.6775682041906905,-0.5615619190553409,0.5533930569372318,-0.853623551382322 310 | scrambles,87,6.226407751877651e-4,4.2188159189987344e-4,8.679748287299668e-4,7.054865143539371e-4,0.6775682041906904,-0.5615619190553413,0.8127960523765593,-0.2990346997046846 311 | speaks,326,0.0037358446511265905,0.0024961327520742513,0.004386372795188939,0.0032948546000046517,0.6681575346880421,-0.5817398009929712,0.7511569932265022,-0.41281362965259494 312 | senses,81,8.950461143324124e-4,5.976655885248207e-4,6.742304473170278e-4,7.209917124716061e-4,0.6677483751444486,-0.5826235345831706,1.0693550185113352,0.09674089741352618 313 | remains,85,7.39385920535471e-4,4.921951905498523e-4,6.199820205214049e-4,7.597547077657785e-4,0.6656810427136608,-0.5870970111624787,1.2254463558908122,0.29330733138206877 314 | hands,533,0.009495271821613417,0.006293067079173112,0.007280913853498249,0.00810921861554086,0.6627579702193093,-0.59344598007512706,1.1137638459552213,0.15544336698110897 315 | dives,104,5.837257267385298e-4,3.86724792574884e-4,0.001057844322514647,6.04702726589089e-4,0.6625111329864529,-0.5939833967477185,0.5716367840890088,-0.8068293399033808 316 | shifts,74,0.0011674514534770596,7.73449585149768e-4,5.037353916736415e-4,5.116715378830753e-4,0.6625111329864529,-0.5939833967477185,1.0157545932658538,0.02255188848422196 317 | pauses,268,0.003541269408880414,0.002320348755449304,0.003394401562354692,0.0032095760103574723,0.6552307908657228,-0.6099249406167399,0.9455498860102438,-0.08077451994762505 318 | drags,122,0.0012452815503755303,8.086063844747574e-4,0.0010694689853994234,7.054865143539371e-4,0.6493361956827449,-0.6229624637194846,0.6596605642476423,-0.6002042344252496 319 | peeks,66,8.172160174339417e-4,5.273519898748418e-4,6.471062339192163e-4,6.512183209420959e-4,0.6453030516101814,-0.631951246946739,1.0063545779770573,0.009138712458931325 320 | shrugs,192,0.003035373779040355,0.00193362396287442,0.0017243249945751574,0.0024110583072975214,0.6370299355638971,-0.6505669251140859,1.398262111193002,0.4836348264310655 321 | responds,44,3.891504844923532e-4,2.4609759527492617e-4,3.216156731454788e-4,6.667235190597648e-4,0.6323969905779778,-0.6610975926062554,2.073044241093875,1.0517509055093963 322 | drinks,101,0.0011674514534770596,7.382927858247785e-4,0.0010113456709755417,5.736923303537511e-4,0.6323969905779777,-0.6610975926062557,0.5672564255902424,-0.8179270487867115 323 | glares,98,0.0012841965988247656,8.086063844747574e-4,6.858551102018041e-4,0.001062106071060323,0.6296593412681163,-0.6673565830779381,1.5485866552015801,0.6309521150317525 324 | tosses,265,0.00241273300385259,0.0015117423709745464,0.0029022908335658267,0.0023025219204738387,0.6265684468860148,-0.6744559754612748,0.7933463779179232,-0.3339772055037623 325 | lights,157,0.0016344320348678834,0.001019547180424694,0.001379459995660126,0.0013179418400018606,0.623792949889842,-0.6808608474276855,0.9554041756543824,-0.065816912674473 326 | said,172,0.0011285364050278243,7.031359864997891e-4,0.0013678353327753496,0.001341199637178364,0.6230512222443131,-0.682577320016707,0.9805271183169824,-0.028370563480232466 327 | signs,49,6.226407751877651e-4,3.86724792574884e-4,4.146129762236895e-4,1.783097783531929e-4,0.6211041871747995,-0.6870928011392001,0.4300631880295813,-1.217379448189911 328 | loses,105,8.56131065883177e-4,5.273519898748418e-4,0.0010888434235407174,5.736923303537511e-4,0.6159710947188095,-0.699065442805276,0.5268823027724314,-0.9244473724377534 329 | unlocks,74,8.56131065883177e-4,5.273519898748418e-4,5.502340432127468e-4,5.736923303537511e-4,0.6159710947188095,-0.699065442805276,1.0426332892891075,0.060231828278490974 330 | likes,129,0.0013231116472740008,8.086063844747574e-4,9.609721318081776e-4,0.0011473846607075022,0.6111399488778777,-0.7104253049698237,1.1939832828955907,0.25578263739629775 331 | wants,335,0.0048643810561544145,0.002953171143299114,0.0038245140890914163,0.0037057423501228788,0.6071011109548587,-0.7199912816598238,0.9689446198388162,-0.0455138843214259 332 | even,48,3.5023543604311786e-4,2.1094079594993672e-4,4.0298831333891315e-4,3.643721557652203e-4,0.6022828481695027,-0.7314869204976533,0.9041754902177109,-0.14532528430923153 333 | made,81,7.004708720862357e-4,4.2188159189987344e-4,6.471062339192163e-4,3.9538255200055817e-4,0.6022828481695027,-0.7314869204976533,0.6110009937717847,-0.7107533683483335 334 | collapses,110,0.0012841965988247656,7.73449585149768e-4,0.0011740909513624105,6.744761181185992e-4,0.6022828481695026,-0.7314869204976535,0.5744666691587562,-0.7997049054699996 335 | shuts,175,0.0023349029069541193,0.0014062719729995782,0.0015809541523295824,0.001519509415531557,0.6022828481695026,-0.7314869204976535,0.9611343967771078,-0.0571899157020642 336 | strides,97,0.001595516986418648,9.492335817747153e-4,9.377228060386248e-4,7.054865143539371e-4,0.5949379353869477,-0.7491889222311124,0.7523401476543358,-0.4105430149216752 337 | lifts,332,0.005020041249951356,0.002953171143299114,0.0042236275148020705,0.002612625882827218,0.5882762703050957,-0.765434252420991,0.618573932874299,-0.6929820563282069 338 | kisses,380,0.008055415028991712,0.0047110111095485865,0.003921386279797886,0.006674987789656482,0.584825374309517,-0.7739221868180503,1.7022010364152447,0.7674014348567569 339 | smacks,53,6.615558236370004e-4,3.86724792574884e-4,6.936048854583217e-4,2.7909356611804107e-4,0.5845686467527527,-0.7745556423895392,0.4023811999732687,-1.3133651936677209 340 | approaches,330,0.003930419893372767,0.0022851919561243145,0.003944635605567438,0.002496336896944701,0.5814116603616486,-0.7823680894998375,0.6328434731515844,-0.6600793858068549 341 | examines,99,9.72876211230883e-4,5.625087891998312e-4,0.0010965931987972348,6.589709200009303e-4,0.5781915342427225,-0.790380609551222,0.6009255945812018,-0.7347417245399573 342 | sings,86,0.001595516986418648,9.140767824497258e-4,6.316066834061812e-4,7.209917124716061e-4,0.572903197039283,-0.8036367062534887,1.1415200811102597,0.190956239031177 343 | decides,74,6.226407751877651e-4,3.5156799324989455e-4,5.734833689822995e-4,5.271767360007443e-4,0.5646401701589088,-0.8245963248891348,0.9192537473863789,-0.12146494222438715 344 | extends,75,6.226407751877651e-4,3.5156799324989455e-4,7.362286493691683e-4,5.969501275302545e-4,0.5646401701589088,-0.8245963248891348,0.8108216490104624,-0.30254348548182325 345 | locks,104,9.339611627816476e-4,5.273519898748418e-4,7.24603986484392e-4,7.364969105892751e-4,0.5646401701589088,-0.8245963248891348,1.0164129984470343,0.023486730597534443 346 | switches,89,9.339611627816476e-4,5.273519898748418e-4,7.672277503952386e-4,7.907651040011163e-4,0.5646401701589088,-0.8245963248891348,1.0306784440392731,0.04359430404610893 347 | gestures,193,0.0029964587305911197,0.0016875263675994938,0.0024101801047769615,0.001682313995767081,0.5631735723143401,-0.8283484597502426,0.6980034365202606,-0.5186939555319 348 | removes,207,0.0017511771802155894,9.843903810997047e-4,0.0021273133079140706,0.0016202932032964052,0.5621306582915357,-0.831022594048568,0.7616617624063932,-0.39277762477009276 349 | points,418,0.006537728139471534,0.0036211503304739135,0.006478812114448681,0.004636054237183016,0.553885119298739,-0.8523413153720394,0.715571644197545,-0.4828318757285544 350 | motions,140,0.001478771841070942,8.086063844747574e-4,0.001658451904894758,8.450332974129577e-4,0.5468094279433643,-0.8708899771630697,0.5095313858176561,-0.9727570794699975 351 | cries,98,0.0011674514534770596,6.328223878498101e-4,7.013546607148392e-4,0.0011861476560016747,0.5420545633525523,-0.8834900139427037,1.6912237451915149,0.7580675377636698 352 | really,105,0.0011674514534770596,6.328223878498101e-4,8.602250534734492e-4,8.760436936482956e-4,0.5420545633525523,-0.8834900139427037,1.0183889554378511,0.026288678219304976 353 | says,323,0.004514145620111297,0.002390662354099283,0.004754487119873523,0.004457744458829823,0.5295935389076661,-0.9170425736537299,0.9375868198688917,-0.09297580567694413 354 | gave,52,4.669805813908238e-4,2.4609759527492617e-4,3.564896617998078e-4,4.3414554729473057e-4,0.5269974921483148,-0.9241319984400493,1.2178348878418013,0.28431854815481455 355 | whips,102,0.0015566019379694128,8.086063844747574e-4,0.0011082178616820112,0.0010388482738838195,0.5194689565461961,-0.9448905586068467,0.9374043767054023,-0.09325656416639388 356 | joins,71,5.448106782892945e-4,2.812543945999156e-4,7.168542112278744e-4,5.504345331772477e-4,0.5162424412881451,-0.9538793418341014,0.7678472478168576,-0.38110875885740686 357 | taps,153,0.0016344320348678834,8.437631837997469e-4,0.0016003285904708764,7.52002108706944e-4,0.5162424412881451,-0.9538793418341014,0.46990481403926987,-1.0895595470780945 358 | wanted,71,5.448106782892945e-4,2.812543945999156e-4,5.463591555844881e-4,4.57403344471234e-4,0.5162424412881451,-0.9538793418341014,0.8371843681870943,-0.2563827208827291 359 | tells,47,8.950461143324124e-4,4.570383912248629e-4,2.944914597476673e-4,2.3257797176503422e-4,0.5106311104045783,-0.969646657692418,0.7897613464387621,-0.34051133568084374 360 | hits,333,0.004747635910806709,0.002390662354099283,0.004727362906475712,0.0036514741567110374,0.5035479550269613,-0.989798916089044,0.7724124906317467,-0.37255660068324215 361 | smells,44,7.004708720862357e-4,3.5156799324989455e-4,3.4873988654329026e-4,2.1707277364736528e-4,0.5019023734745856,-0.9945213263314472,0.6224489426746983,-0.6839725921178476 362 | chews,41,4.280655329415885e-4,2.1094079594993672e-4,4.2623763910846585e-4,1.783097783531929e-4,0.49277687577504764,-1.0209935376926382,0.4183341919924109,-1.2572721753134237 363 | charges,59,5.058956298400591e-4,2.4609759527492617e-4,6.936048854583217e-4,3.643721557652203e-4,0.4864592235215214,-1.0396092158599852,0.5253310110762119,-0.9287013434323957 364 | hauls,42,5.058956298400591e-4,2.4609759527492617e-4,4.146129762236895e-4,2.0156757552969632e-4,0.4864592235215214,-1.0396092158599852,0.4861583864682223,-1.0405016861058318 365 | uses,140,0.001595516986418648,7.73449585149768e-4,0.001712700331690381,9.458170851778058e-4,0.4847642436486241,-1.0446448057572837,0.5522373457149473,-0.8566396396743221 366 | winks,73,8.950461143324124e-4,4.2188159189987344e-4,6.54856009175734e-4,3.7987735388288923e-4,0.47135179421961076,-1.085123875112354,0.5800929495341123,-0.7856440100127532 367 | talks,210,0.003969334941822003,0.0018281535648994515,0.002317182801698751,0.0014652412221197156,0.460569236835502,-1.1185100436069009,0.6323373456101659,-0.6612336678228095 368 | slumps,64,7.783009689847064e-4,3.5156799324989455e-4,5.773582566105583e-4,3.333617595298824e-4,0.451712136127127,-1.1465244197764972,0.577391516814737,-0.7923781836058404 369 | rubs,120,0.001089621356578589,4.921951905498523e-4,9.415976936668837e-4,0.0011008690663544954,0.45171213612712696,-1.1465244197764974,1.16915013042073,0.22546019805312453 370 | took,77,5.448106782892945e-4,2.4609759527492617e-4,7.672277503952386e-4,3.1785656141221347e-4,0.45171213612712696,-1.1465244197764974,0.4142923157412765,-1.2712790333073027 371 | shoves,157,0.0025683931976495313,0.0011250175783996624,0.001890945162590285,9.458170851778058e-4,0.43802388957782007,-1.1909185391349508,0.5001821860778826,-0.999474417845777 372 | staggers,93,0.0011285364050278243,4.921951905498523e-4,9.997210080907653e-4,7.52002108706944e-4,0.43613585557101914,-1.1971504928464654,0.7522119697605367,-0.4107888310819031 373 | produces,71,8.950461143324124e-4,3.86724792574884e-4,6.89729997830063e-4,4.57403344471234e-4,0.4320724780346432,-1.2106547571962127,0.6631628983953949,-0.5925647994503335 374 | draws,167,0.0028797135852434135,0.0011953311770496414,0.002631048699587712,0.0012714262456488539,0.4150868277924951,-1.2685149441551073,0.4832393432505022,-1.0491901774724248 375 | raises,317,0.003268864069735767,0.0013359583743495992,0.00460724138999969,0.0025893680856507143,0.4086919326864482,-1.290914329111672,0.5620213629941556,-0.8313031251173807 376 | coughs,72,7.783009689847064e-4,3.1641119392490505e-4,6.044824700083697e-4,4.6515594353006845e-4,0.40654092251441426,-1.2985275132215472,0.7695110555044348,-0.3779860410995067 377 | immediately,79,7.783009689847064e-4,3.1641119392490505e-4,6.122322452648873e-4,7.52002108706944e-4,0.40654092251441426,-1.2985275132215472,1.2282954949254334,0.29665767616424815 378 | died,52,7.004708720862357e-4,2.812543945999156e-4,3.603645494280666e-4,4.496507454123995e-4,0.40152189877966843,-1.3164494212188096,1.2477663136566535,0.319347766173764 379 | pours,186,0.003502354360431179,0.0013711151736745886,0.0017243249945751574,0.0016125406042375705,0.3914838513101767,-1.3529752972439237,0.9351720872287602,-0.0966962255584449 380 | shows,146,0.0020235825193602366,7.73449585149768e-4,0.0016080783657273939,0.001325694439060695,0.38221796133833824,-1.387532519280292,0.824396663318727,-0.2785894291941661 381 | lunges,73,7.39385920535471e-4,2.812543945999156e-4,6.044824700083697e-4,5.504345331772477e-4,0.38038916726494904,-1.3944519332200829,0.9105880823469146,-0.13512951720334299 382 | pounds,70,7.39385920535471e-4,2.812543945999156e-4,6.393564586626987e-4,4.1864034917706163e-4,0.38038916726494904,-1.3944519332200829,0.6547839526837737,-0.610909129928124 383 | fills,58,8.56131065883177e-4,3.1641119392490505e-4,5.11485166930159e-4,5.271767360007443e-4,0.36958265683128566,-1.4360310369714824,1.0306784440392733,0.04359430404610924 384 | heard,64,8.56131065883177e-4,3.1641119392490505e-4,5.076102793019002e-4,4.1864034917706163e-4,0.36958265683128566,-1.4360310369714824,0.8247278793345241,-0.27800991721975843 385 | snatches,72,0.0014398567926217068,5.273519898748418e-4,6.742304473170278e-4,6.124553256479235e-4,0.36625308334631923,-1.4490871897969284,0.9083768436816719,-0.13863716551740213 386 | crashes,50,5.837257267385298e-4,2.1094079594993672e-4,5.618587060975232e-4,1.3954678305902053e-4,0.36136970890170156,-1.4684525146638596,0.24836632688005206,-2.0094585064183987 387 | fishes,46,7.783009689847064e-4,2.812543945999156e-4,4.0298831333891315e-4,3.4886695764755135e-4,0.36136970890170156,-1.4684525146638596,0.8656999374424892,-0.2080610396571942 388 | grins,124,0.0032299490212865313,0.0011250175783996624,0.001627452803868688,8.760436936482956e-4,0.3483081531582666,-1.5215638511234222,0.5382913050171498,-0.8935409730967119 389 | smashes,79,0.0013231116472740008,4.570383912248629e-4,0.0010849685359124585,3.876299529417237e-4,0.3454269276266265,-1.5335475428857446,0.35727299005563046,-1.4849012450160186 390 | aims,87,0.0012452815503755303,3.86724792574884e-4,0.0010307201091168355,4.4189814635356504e-4,0.31055209358739977,-1.6870928011392001,0.4287275880667566,-1.2218668391822245 391 | gazes,98,0.002218157761606413,6.328223878498101e-4,0.0013872097709166434,9.845800804719781e-4,0.28529187544871176,-1.8094894324989266,0.7097557277306267,-0.4946055083378675 392 | hurls,64,0.0012452815503755303,3.5156799324989455e-4,7.827273009082737e-4,4.0313515105939264e-4,0.2823200850794544,-1.8245963248891348,0.5150390826940573,-0.9572461824564795 393 | knew,66,0.0012452815503755303,3.5156799324989455e-4,5.269847174431941e-4,3.7212475482405476e-4,0.2823200850794544,-1.8245963248891348,0.7061395568158343,-0.5019747583749601 394 | ever,43,6.615558236370004e-4,1.7578399662494728e-4,3.4873988654329026e-4,1.783097783531929e-4,0.2657130212512512,-1.9120591661394744,0.5112973457685022,-0.9677655581184389 395 | yells,86,0.001206366501926295,3.1641119392490505e-4,0.0010345949967450945,3.566195567063858e-4,0.2622844661383318,-1.9307957287210602,0.34469483984393406,-1.536608393476318 396 | fixes,42,5.837257267385298e-4,1.406271972999578e-4,3.371152236585139e-4,3.023513632945445e-4,0.24091313926780103,-2.053415015385016,0.8968784026224101,-0.15701569483225689 397 | disappears,165,0.002801883488344943,6.679791871747996e-4,0.0011934653895037044,0.0016047880051787361,0.23840362740042814,-2.068521907775224,1.3446456171184638,0.42722599895864716 398 | dies,64,4.669805813908238e-4,1.0547039797496836e-4,5.618587060975232e-4,2.9459876423571e-4,0.2258560680635635,-2.146524419776497,0.5243289123023321,-0.9314559944171258 399 | jams,50,3.5023543604311786e-4,7.03135986499789e-5,5.386093803279705e-4,2.713409670592066e-4,0.20076094938983421,-2.3164494212188096,0.5037806190712486,-0.989132473624318 400 | bows,62,0.0022959878585048837,4.2188159189987344e-4,9.222232555255897e-4,6.512183209420959e-4,0.18374730961103472,-2.444204968417182,0.7061395568158343,-0.5019747583749601 401 | chuckles,59,0.0011285364050278243,1.7578399662494728e-4,6.044824700083697e-4,1.240415849413516e-4,0.15576280556107827,-2.682577320016707,0.20520294813451598,-2.284876636708025 402 | strikes,56,7.783009689847064e-4,1.0547039797496836e-4,5.889829194953346e-4,3.9538255200055817e-4,0.1355136408381381,-2.883490013942703,0.6712971444729476,-0.5749765893178669 403 | --------------------------------------------------------------------------------