Doing it all again, but tidy

Modifying data, but using the tidyverse
Author
Affiliation

Matt Hunt Gardner

University of Oxford

Published

September 27, 2022

Doi

Doing It All Again, But tidy

The package dplyr is part of a larger “universe” of R packages called tidyverse. This collection of packages is specifically focused on data science and offers some shortcuts that are useful to learn. The packages that make up the tidyverse are dplyr, ggplot2, purr, tibble, tidyr, stingr, readr, and forcats, among others. Throughout this guide I try to use the most basic R syntax for accomplishing a task. This way you learn how R works. I will also show how to complete the same task using packages from the tidyverse. Using the tidyverse methods is usually optional — though once you get the hang of it, you might always use the tidyverse methods.

# Install the tidyverse package
install.packages("tidyverse")
# Load the tidyverse package
library(tidyverse)
# List the packages loaded by the tidyverse
# package
tidyverse_packages()
 [1] "broom"         "cli"           "crayon"        "dbplyr"       
 [5] "dplyr"         "dtplyr"        "forcats"       "ggplot2"      
 [9] "googledrive"   "googlesheets4" "haven"         "hms"          
[13] "httr"          "jsonlite"      "lubridate"     "magrittr"     
[17] "modelr"        "pillar"        "purrr"         "readr"        
[21] "readxl"        "reprex"        "rlang"         "rstudioapi"   
[25] "rvest"         "stringr"       "tibble"        "tidyr"        
[29] "xml2"          "tidyverse"    

Before we get started with the tidyverse, there are two important new things to learn about. The first is the pipe operator %>% and the second is the the alternative to a data frame called a tibble.

The Pipe %>%

The pipe operator %>%1 is introduced by the magrittr package2 and it is extremely useful. The pipe operator passes the output of a function to the first argument of the next function, which mean you can chain several steps together.

For example, lets find the mean year of birth in our data. We already know that when the pre-vowel contexts are removed, the mean year of birth is 1969.

Get the data first

If you don’t have the td data loaded in R, go back to Getting Your Data into R and run the code.

# Find mean YOB using mean() function
mean(td$YOB)
[1] 1969.447
# Find the mean YOB by piping the td data to the
# mean() function
td$YOB %>%
    mean()
[1] 1969.447

The functionality of %>% might seem trivial at this point; however, when you need to perform multiple tasks sequentially, it saves a lot of time and space when writing your code.

Tibbles

A tibble is an updated version of a data frame. Tibbles keep the features that have stood the test of time, and drop the features that used to be convenient but are now frustrating (i.e. converting character vectors to factors). For our purposes, the difference between the two is negligible, but you should be aware that tibbles look a bit different from data frames. Run these two commands and compare.

as.data.frame(td)
      Dep.Var     Stress Category Morph.Type          Before     After Speaker  YOB Sex    Education     Job After.New Center.Age Age.Group  Age_Sex Phoneme    Dep.Var.Full
51   Realized   Stressed  Lexical       Mono            Stop Consonant  BOUF65 1965   F     Educated   White Consonant  -4.446594    Middle Middle_F       t               T
52   Deletion   Stressed  Lexical       Mono            Stop Consonant  CHIF55 1955   F     Educated   White Consonant -14.446594    Middle Middle_F       t        Deletion
53   Deletion   Stressed  Lexical       Mono            Stop Consonant  CHIF55 1955   F     Educated   White Consonant -14.446594    Middle Middle_F       t        Deletion
54   Deletion   Stressed  Lexical       Mono            Stop Consonant  CLAF52 1952   F     Educated Service Consonant -17.446594    Middle Middle_F       t        Deletion
55   Realized   Stressed  Lexical       Mono            Stop Consonant  DONM53 1953   M     Educated Service Consonant -16.446594    Middle Middle_M       t               T
56   Deletion   Stressed  Lexical       Mono            Stop Consonant  DONM58 1958   M Not Educated Service Consonant -11.446594    Middle Middle_M       t        Deletion
57   Deletion   Stressed  Lexical       Mono            Stop Consonant  DOUF46 1946   F     Educated Service Consonant -23.446594    Middle Middle_F       t        Deletion
59   Deletion   Stressed  Lexical       Mono            Stop Consonant  GARM42 1942   M Not Educated    Blue Consonant -27.446594       Old    Old_M       t        Deletion
60   Deletion   Stressed  Lexical       Mono            Stop Consonant  GREM45 1945   M Not Educated    Blue Consonant -24.446594    Middle Middle_M       t        Deletion
61   Deletion   Stressed  Lexical       Mono            Stop Consonant  HOLF49 1949   F     Educated Service Consonant -20.446594    Middle Middle_F       t        Deletion
62   Deletion   Stressed  Lexical       Mono            Stop Consonant  HOLM52 1952   M Not Educated    Blue Consonant -17.446594    Middle Middle_M       t        Deletion
63   Deletion   Stressed  Lexical       Mono            Stop Consonant  INGM84 1984   M     Educated Service Consonant  14.553406     Young  Young_M       t        Deletion
64   Deletion   Stressed  Lexical       Mono            Stop Consonant  INGM87 1987   M     Educated Service Consonant  17.553406     Young  Young_M       t        Deletion
65   Deletion   Stressed  Lexical       Mono            Stop Consonant  KAYF29 1929   F Not Educated Service Consonant -40.446594       Old    Old_F       t        Deletion
66   Deletion   Stressed  Lexical       Mono            Stop Consonant  KAYM29 1929   M Not Educated    Blue Consonant -40.446594       Old    Old_M       t        Deletion
67   Realized   Stressed  Lexical       Mono            Stop Consonant  LATF53 1953   F     Educated Service Consonant -16.446594    Middle Middle_F       t               T
68   Realized   Stressed  Lexical       Mono            Stop Consonant  LEOF66 1966   F     Educated   White Consonant  -3.446594    Middle Middle_F       t               T
69   Deletion   Stressed  Lexical       Mono            Stop Consonant  MOFM55 1955   M     Educated   White Consonant -14.446594    Middle Middle_M       t        Deletion
70   Deletion   Stressed  Lexical       Mono            Stop Consonant  NATF84 1984   F     Educated Service Consonant  14.553406     Young  Young_F       t        Deletion
71   Deletion   Stressed  Lexical       Mono            Stop Consonant  NEIF49 1949   F     Educated Service Consonant -20.446594    Middle Middle_F       t        Deletion
72   Realized   Stressed  Lexical       Mono            Stop Consonant  PEIF57 1957   F     Educated   White Consonant -12.446594    Middle Middle_F       t               T
73   Deletion   Stressed  Lexical       Mono            Stop Consonant  ROBM64 1964   M     Educated Service Consonant  -5.446594    Middle Middle_M       t        Deletion
74   Deletion   Stressed  Lexical       Mono            Stop Consonant  RUDF73 1973   F     Educated Service Consonant   3.553406    Middle Middle_F       t        Deletion
75   Deletion   Stressed  Lexical       Mono            Stop Consonant  SAMF61 1961   F     Educated   White Consonant  -8.446594    Middle Middle_F       t        Deletion
76   Deletion   Stressed  Lexical       Mono            Stop Consonant  SMIF58 1958   F Not Educated Service Consonant -11.446594    Middle Middle_F       t        Deletion
77   Deletion   Stressed  Lexical       Mono            Stop Consonant  SMIM61 1961   M Not Educated    Blue Consonant  -8.446594    Middle Middle_M       t        Deletion
78   Deletion   Stressed  Lexical       Mono            Stop Consonant  STEF99 1999   F      Student Student Consonant  29.553406     Young  Young_F       t        Deletion
79   Deletion   Stressed  Lexical       Mono            Stop Consonant  STEM42 1942   M Not Educated Service Consonant -27.446594       Old    Old_M       t        Deletion
81   Realized Unstressed  Lexical       Past          Liquid     Vowel  GARF37 1937   F Not Educated Service     Vowel -32.446594       Old    Old_F       d Other Weakening
82   Deletion Unstressed  Lexical       Past          Liquid     Vowel  MARM92 1992   M      Student Student     Vowel  22.553406     Young  Young_M       d        Deletion
83   Realized Unstressed  Lexical       Past          Liquid     Vowel  PHAM91 1991   M      Student Student     Vowel  21.553406     Young  Young_M       d               D
84   Realized Unstressed  Lexical       Past          Liquid     Vowel  ROLF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       d               D
87   Realized Unstressed  Lexical       Mono           Nasal     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       d       Affricate
88   Realized Unstressed  Lexical       Mono           Nasal     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       d       Fricative
147  Realized   Stressed  Lexical       Mono           Nasal     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       t       Affricate
148  Realized   Stressed  Lexical       Mono           Nasal     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       t       Affricate
149  Realized   Stressed  Lexical       Mono           Nasal     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       t       Fricative
150  Deletion Unstressed  Lexical       Mono               S     Pause  INGM84 1984   M     Educated Service     Pause  14.553406     Young  Young_M       t        Deletion
153  Deletion Unstressed  Lexical       Mono          Liquid     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       d        Deletion
157  Deletion Unstressed  Lexical       Mono          Liquid     Vowel  GARM85 1985   M     Educated   White     Vowel  15.553406     Young  Young_M       d        Deletion
160  Deletion   Stressed Function       Mono           Nasal         H  DONF15 1915   F Not Educated Service Consonant -54.446594       Old    Old_F       d        Deletion
161  Realized   Stressed Function       Mono           Nasal     Pause  ELLF61 1961   F     Educated   White     Pause  -8.446594    Middle Middle_F       d               T
162  Realized   Stressed Function       Mono           Nasal     Pause  EVAF92 1992   F      Student Student     Pause  22.553406     Young  Young_F       d               T
163  Realized   Stressed Function       Mono           Nasal     Pause  GARF37 1937   F Not Educated Service     Pause -32.446594       Old    Old_F       d               T
164  Realized   Stressed Function       Mono           Nasal     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       d       Fricative
165  Realized   Stressed Function       Mono           Nasal Consonant  MARM92 1992   M      Student Student Consonant  22.553406     Young  Young_M       d       Affricate
166  Deletion   Stressed Function       Mono           Nasal     Pause  MARM92 1992   M      Student Student     Pause  22.553406     Young  Young_M       d        Deletion
167  Deletion   Stressed Function       Mono           Nasal     Pause  MARM92 1992   M      Student Student     Pause  22.553406     Young  Young_M       d        Deletion
168  Realized   Stressed Function       Mono           Nasal     Pause  PACM94 1994   M      Student Student     Pause  24.553406     Young  Young_M       d               T
169  Realized   Stressed  Lexical       Past Other Fricative     Pause  BOUF65 1965   F     Educated   White     Pause  -4.446594    Middle Middle_F       d       Fricative
170  Realized   Stressed  Lexical       Past Other Fricative     Pause  CHIF55 1955   F     Educated   White     Pause -14.446594    Middle Middle_F       d               T
171  Realized   Stressed  Lexical       Past Other Fricative     Pause  CHIF55 1955   F     Educated   White     Pause -14.446594    Middle Middle_F       d               T
172  Realized   Stressed  Lexical       Past Other Fricative     Pause  CLAF52 1952   F     Educated Service     Pause -17.446594    Middle Middle_F       d               T
173  Realized   Stressed  Lexical       Past Other Fricative     Pause  DONF15 1915   F Not Educated Service     Pause -54.446594       Old    Old_F       d               T
174  Realized   Stressed  Lexical       Past Other Fricative     Pause  DONM53 1953   M     Educated Service     Pause -16.446594    Middle Middle_M       d            Flap
175  Realized   Stressed  Lexical       Past Other Fricative     Pause  DONM58 1958   M Not Educated Service     Pause -11.446594    Middle Middle_M       d       Fricative
176  Realized   Stressed  Lexical       Past Other Fricative     Pause  DOUF46 1946   F     Educated Service     Pause -23.446594    Middle Middle_F       d               D
177  Realized   Stressed  Lexical       Past Other Fricative     Pause  ELLF29 1929   F Not Educated Service     Pause -40.446594       Old    Old_F       d               T
178  Realized   Stressed  Lexical       Past Other Fricative     Pause  GARM42 1942   M Not Educated    Blue     Pause -27.446594       Old    Old_M       d               D
179  Realized   Stressed  Lexical       Past Other Fricative     Pause  GREM45 1945   M Not Educated    Blue     Pause -24.446594    Middle Middle_M       d               T
180  Realized   Stressed  Lexical       Past Other Fricative     Pause  HOLF49 1949   F     Educated Service     Pause -20.446594    Middle Middle_F       d               D
181  Deletion   Stressed  Lexical       Past Other Fricative     Pause  HOLM52 1952   M Not Educated    Blue     Pause -17.446594    Middle Middle_M       d        Deletion
182  Realized   Stressed  Lexical       Past Other Fricative     Pause  INGM84 1984   M     Educated Service     Pause  14.553406     Young  Young_M       d               T
183  Realized   Stressed  Lexical       Past Other Fricative     Pause  INGM87 1987   M     Educated Service     Pause  17.553406     Young  Young_M       d       Affricate
184  Deletion   Stressed  Lexical       Past Other Fricative     Pause  KAYF29 1929   F Not Educated Service     Pause -40.446594       Old    Old_F       d        Deletion
185  Deletion   Stressed  Lexical       Past Other Fricative     Pause  KAYM29 1929   M Not Educated    Blue     Pause -40.446594       Old    Old_M       d        Deletion
186  Realized   Stressed  Lexical       Past Other Fricative     Pause  LATF53 1953   F     Educated Service     Pause -16.446594    Middle Middle_F       d               D
187  Realized   Stressed  Lexical       Past Other Fricative     Pause  LEOF66 1966   F     Educated   White     Pause  -3.446594    Middle Middle_F       d               T
188  Realized   Stressed  Lexical       Past Other Fricative     Pause  MOFM55 1955   M     Educated   White     Pause -14.446594    Middle Middle_M       d               T
189  Deletion   Stressed  Lexical       Past Other Fricative     Pause  NATF84 1984   F     Educated Service     Pause  14.553406     Young  Young_F       d        Deletion
190  Realized   Stressed  Lexical       Past Other Fricative     Pause  NEIF49 1949   F     Educated Service     Pause -20.446594    Middle Middle_F       d               T
191  Realized   Stressed  Lexical       Past Other Fricative     Pause  PEIF57 1957   F     Educated   White     Pause -12.446594    Middle Middle_F       d               T
192  Realized   Stressed  Lexical       Past Other Fricative     Pause  ROBM64 1964   M     Educated Service     Pause  -5.446594    Middle Middle_M       d               D
193  Deletion   Stressed  Lexical       Past Other Fricative     Pause  RUDF73 1973   F     Educated Service     Pause   3.553406    Middle Middle_F       d        Deletion
194  Realized   Stressed  Lexical       Past Other Fricative     Pause  SAMF61 1961   F     Educated   White     Pause  -8.446594    Middle Middle_F       d       Fricative
195  Realized   Stressed  Lexical       Past Other Fricative     Pause  SMIF58 1958   F Not Educated Service     Pause -11.446594    Middle Middle_F       d    Glottal Stop
196  Deletion   Stressed  Lexical       Past Other Fricative     Pause  SMIM61 1961   M Not Educated    Blue     Pause  -8.446594    Middle Middle_M       d        Deletion
197  Realized   Stressed  Lexical       Past Other Fricative     Pause  STEF99 1999   F      Student Student     Pause  29.553406     Young  Young_F       d       Fricative
198  Deletion   Stressed  Lexical       Past Other Fricative     Pause  STEM42 1942   M Not Educated Service     Pause -27.446594       Old    Old_M       d        Deletion
199  Realized   Stressed  Lexical       Past            Stop     Vowel  GARF87 1987   F     Educated   White     Vowel  17.553406     Young  Young_F       t               T
200  Realized   Stressed  Lexical       Past            Stop     Vowel  GARM85 1985   M     Educated   White     Vowel  15.553406     Young  Young_M       t               T
201  Realized   Stressed  Lexical       Past            Stop         H  INGM87 1987   M     Educated Service Consonant  17.553406     Young  Young_M       t               T
354  Realized   Stressed  Lexical       Mono           Nasal     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       t       Affricate
476  Deletion   Stressed  Lexical       Mono           Nasal     Vowel  MARM92 1992   M      Student Student     Vowel  22.553406     Young  Young_M       t        Deletion
481  Realized   Stressed  Lexical       Past Other Fricative     Pause  HOLF49 1949   F     Educated Service     Pause -20.446594    Middle Middle_F       t               T
604  Realized   Stressed  Lexical       Mono               S     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       t               T
605  Realized   Stressed  Lexical       Mono               S     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       t               T
606  Realized   Stressed  Lexical       Mono               S     Pause  MARM92 1992   M      Student Student     Pause  22.553406     Young  Young_M       t       Fricative
607  Deletion   Stressed  Lexical       Mono               S     Vowel  MARM92 1992   M      Student Student     Vowel  22.553406     Young  Young_M       t        Deletion
610  Deletion Unstressed Function       Mono           Nasal     Vowel  GARF87 1987   F     Educated   White     Vowel  17.553406     Young  Young_F       d        Deletion
673  Realized   Stressed  Lexical       Mono          Liquid     Pause  ARSM91 1991   M     Educated   White     Pause  21.553406     Young  Young_M       d       Fricative
674  Realized   Stressed  Lexical       Mono          Liquid     Pause  BEAM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       d        Ejective
675  Realized   Stressed  Lexical       Mono          Liquid     Pause  BOUF65 1965   F     Educated   White     Pause  -4.446594    Middle Middle_F       d       Affricate
676  Realized   Stressed  Lexical       Mono          Liquid     Pause  CARM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       d       Affricate
677  Realized   Stressed  Lexical       Mono          Liquid     Pause  CHIF55 1955   F     Educated   White     Pause -14.446594    Middle Middle_F       d       Affricate
678  Realized   Stressed  Lexical       Mono          Liquid     Pause  CLAF52 1952   F     Educated Service     Pause -17.446594    Middle Middle_F       d               T
679  Realized   Stressed  Lexical       Mono          Liquid     Pause  CONM89 1989   M     Educated Service     Pause  19.553406     Young  Young_M       d       Fricative
680  Realized   Stressed  Lexical       Mono          Liquid     Pause  DELF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       d    Glottal Stop
681  Realized   Stressed  Lexical       Mono          Liquid     Pause  DONM53 1953   M     Educated Service     Pause -16.446594    Middle Middle_M       d    Glottal Stop
682  Realized   Stressed  Lexical       Mono          Liquid     Pause  DONM58 1958   M Not Educated Service     Pause -11.446594    Middle Middle_M       d       Fricative
683  Realized   Stressed  Lexical       Mono          Liquid     Pause  DOUF46 1946   F     Educated Service     Pause -23.446594    Middle Middle_F       d       Fricative
684  Realized   Stressed  Lexical       Mono          Liquid     Pause  ELLF29 1929   F Not Educated Service     Pause -40.446594       Old    Old_F       d        Ejective
685  Realized   Stressed  Lexical       Mono          Liquid     Pause  ELLF61 1961   F     Educated   White     Pause  -8.446594    Middle Middle_F       d       Fricative
686  Realized   Stressed  Lexical       Mono          Liquid     Pause  EVAF92 1992   F      Student Student     Pause  22.553406     Young  Young_F       d    Glottal Stop
687  Realized   Stressed  Lexical       Mono          Liquid     Pause  FRAM93 1993   M      Student Student     Pause  23.553406     Young  Young_M       d               T
688  Realized   Stressed  Lexical       Mono          Liquid     Pause  GARF37 1937   F Not Educated Service     Pause -32.446594       Old    Old_F       d               T
689  Realized   Stressed  Lexical       Mono          Liquid     Pause  GAVF93 1993   F      Student Student     Pause  23.553406     Young  Young_F       d    Glottal Stop
690  Realized   Stressed  Lexical       Mono          Liquid     Pause  GAVM90 1990   M Not Educated    Blue     Pause  20.553406     Young  Young_M       d    Glottal Stop
691  Realized   Stressed  Lexical       Mono          Liquid     Pause  GOUM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       d       Fricative
692  Realized   Stressed  Lexical       Mono          Liquid     Pause  GREF22 1922   F Not Educated Service     Pause -47.446594       Old    Old_F       d       Fricative
693  Realized   Stressed  Lexical       Mono          Liquid     Pause  GREM45 1945   M Not Educated    Blue     Pause -24.446594    Middle Middle_M       d       Fricative
694  Realized   Stressed  Lexical       Mono          Liquid     Pause  HAWM90 1990   M Not Educated    Blue     Pause  20.553406     Young  Young_M       d        Ejective
695  Realized   Stressed  Lexical       Mono          Liquid     Pause  HOLF49 1949   F     Educated Service     Pause -20.446594    Middle Middle_F       d       Affricate
696  Realized   Stressed  Lexical       Mono          Liquid     Pause  HOLM52 1952   M Not Educated    Blue     Pause -17.446594    Middle Middle_M       d               D
697  Realized   Stressed  Lexical       Mono          Liquid     Pause  INGM84 1984   M     Educated Service     Pause  14.553406     Young  Young_M       d               D
698  Realized   Stressed  Lexical       Mono          Liquid     Pause  INGM87 1987   M     Educated Service     Pause  17.553406     Young  Young_M       d       Fricative
699  Realized   Stressed  Lexical       Mono          Liquid     Pause  JOCF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       d       Fricative
700  Realized   Stressed  Lexical       Mono          Liquid     Pause  JOYF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       d       Fricative
701  Realized   Stressed  Lexical       Mono          Liquid     Pause  KAYF29 1929   F Not Educated Service     Pause -40.446594       Old    Old_F       d Other Weakening
702  Deletion   Stressed  Lexical       Mono          Liquid     Pause  KAYM29 1929   M Not Educated    Blue     Pause -40.446594       Old    Old_M       d        Deletion
703  Realized   Stressed  Lexical       Mono          Liquid     Pause  LATF53 1953   F     Educated Service     Pause -16.446594    Middle Middle_F       d       Affricate
704  Realized   Stressed  Lexical       Mono          Liquid     Pause  LEOF66 1966   F     Educated   White     Pause  -3.446594    Middle Middle_F       d               T
705  Realized   Stressed  Lexical       Mono          Liquid     Pause  MARM92 1992   M      Student Student     Pause  22.553406     Young  Young_M       d       Fricative
706  Realized   Stressed  Lexical       Mono          Liquid     Pause  MOFM55 1955   M     Educated   White     Pause -14.446594    Middle Middle_M       d               T
707  Realized   Stressed  Lexical       Mono          Liquid     Pause  MORF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       d    Glottal Stop
708  Realized   Stressed  Lexical       Mono          Liquid     Pause  NATF84 1984   F     Educated Service     Pause  14.553406     Young  Young_F       d    Glottal Stop
709  Realized   Stressed  Lexical       Mono          Liquid     Pause  NEIF49 1949   F     Educated Service     Pause -20.446594    Middle Middle_F       d        Ejective
710  Realized   Stressed  Lexical       Mono          Liquid     Pause  PEIF57 1957   F     Educated   White     Pause -12.446594    Middle Middle_F       d       Affricate
711  Realized   Stressed  Lexical       Mono          Liquid     Pause  PHAM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       d               D
712  Realized   Stressed  Lexical       Mono          Liquid     Pause  ROBM64 1964   M     Educated Service     Pause  -5.446594    Middle Middle_M       d    Glottal Stop
713  Realized   Stressed  Lexical       Mono          Liquid     Pause  ROLF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       d    Glottal Stop
714  Realized   Stressed  Lexical       Mono          Liquid     Pause  RUDF73 1973   F     Educated Service     Pause   3.553406    Middle Middle_F       d    Glottal Stop
715  Realized   Stressed  Lexical       Mono          Liquid     Pause  SAMF61 1961   F     Educated   White     Pause  -8.446594    Middle Middle_F       d Other Weakening
716  Deletion   Stressed  Lexical       Mono          Liquid     Pause  SILM90 1990   M Not Educated Service     Pause  20.553406     Young  Young_M       d        Deletion
717  Realized   Stressed  Lexical       Mono          Liquid     Pause  SMIF58 1958   F Not Educated Service     Pause -11.446594    Middle Middle_F       d               T
718  Deletion   Stressed  Lexical       Mono          Liquid     Pause  SMIM61 1961   M Not Educated    Blue     Pause  -8.446594    Middle Middle_M       d        Deletion
719  Realized   Stressed  Lexical       Mono          Liquid     Pause  STEF99 1999   F      Student Student     Pause  29.553406     Young  Young_F       d       Fricative
720  Realized   Stressed  Lexical       Mono          Liquid     Pause  STEM42 1942   M Not Educated Service     Pause -27.446594       Old    Old_M       d        Ejective
721  Realized   Stressed  Lexical       Mono          Liquid     Pause  TAMF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       d               T
722  Realized   Stressed  Lexical       Mono          Liquid     Pause  VICF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       d    Glottal Stop
723  Realized   Stressed  Lexical       Mono          Liquid     Pause  VIKF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       d               T
727  Realized   Stressed  Lexical       Mono Other Fricative     Pause  BOUF65 1965   F     Educated   White     Pause  -4.446594    Middle Middle_F       d               D
737  Realized   Stressed  Lexical       Mono Other Fricative     Pause  GARM42 1942   M Not Educated    Blue     Pause -27.446594       Old    Old_M       d       Affricate
753  Deletion   Stressed  Lexical       Mono Other Fricative     Pause  PEIF57 1957   F     Educated   White     Pause -12.446594    Middle Middle_F       d        Deletion
757  Realized   Stressed  Lexical       Mono Other Fricative     Pause  SMIF58 1958   F Not Educated Service     Pause -11.446594    Middle Middle_F       d               D
761  Realized   Stressed  Lexical       Mono Other Fricative     Pause  STEF99 1999   F      Student Student     Pause  29.553406     Young  Young_F       d       Fricative
990  Realized   Stressed  Lexical       Past            Stop     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       d               T
991  Realized   Stressed  Lexical  Semi-Weak          Liquid     Vowel  DONF15 1915   F Not Educated Service     Vowel -54.446594       Old    Old_F       t               T
1092 Realized   Stressed  Lexical       Past Other Fricative     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       d       Fricative
1093 Realized   Stressed  Lexical       Past Other Fricative     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       d               T
1095 Realized   Stressed Function       Mono           Nasal     Vowel  GARF37 1937   F Not Educated Service     Vowel -32.446594       Old    Old_F       t               T
1096 Deletion   Stressed Function       Mono           Nasal     Vowel  MARM92 1992   M      Student Student     Vowel  22.553406     Young  Young_M       t        Deletion
1097 Deletion   Stressed Function       Mono           Nasal     Vowel  ROLF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       t        Deletion
1098 Realized   Stressed  Lexical       Mono          Liquid     Vowel  DONF15 1915   F Not Educated Service     Vowel -54.446594       Old    Old_F       d            Flap
1099 Realized   Stressed  Lexical       Mono          Liquid     Vowel  DONF15 1915   F Not Educated Service     Vowel -54.446594       Old    Old_F       d            Flap
1145 Realized   Stressed  Lexical       Past           Nasal     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       d               T
1146 Realized   Stressed  Lexical       Past           Nasal     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       d               T
1147 Realized   Stressed  Lexical       Past Other Fricative     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       t       Affricate
1148 Realized   Stressed  Lexical       Past            Stop         H  ARSM91 1991   M     Educated   White Consonant  21.553406     Young  Young_M       t               T
1149 Realized   Stressed  Lexical       Past            Stop         H  BEAM91 1991   M      Student Student Consonant  21.553406     Young  Young_M       t               T
1150 Realized   Stressed  Lexical       Past            Stop         H  BOUF65 1965   F     Educated   White Consonant  -4.446594    Middle Middle_F       t               T
1151 Realized   Stressed  Lexical       Past            Stop         H  CARM91 1991   M      Student Student Consonant  21.553406     Young  Young_M       t               T
1152 Realized   Stressed  Lexical       Past            Stop         H  CHIF55 1955   F     Educated   White Consonant -14.446594    Middle Middle_F       t               T
1153 Realized   Stressed  Lexical       Past            Stop         H  CLAF52 1952   F     Educated Service Consonant -17.446594    Middle Middle_F       t               T
1154 Realized   Stressed  Lexical       Past            Stop         H  CONM89 1989   M     Educated Service Consonant  19.553406     Young  Young_M       t               T
1155 Realized   Stressed  Lexical       Past            Stop         H  DELF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t               T
1156 Realized   Stressed  Lexical       Past            Stop         H  DONM53 1953   M     Educated Service Consonant -16.446594    Middle Middle_M       t               T
1157 Realized   Stressed  Lexical       Past            Stop         H  DONM58 1958   M Not Educated Service Consonant -11.446594    Middle Middle_M       t               T
1158 Realized   Stressed  Lexical       Past            Stop         H  DOUF46 1946   F     Educated Service Consonant -23.446594    Middle Middle_F       t               T
1159 Realized   Stressed  Lexical       Past            Stop         H  ELLF29 1929   F Not Educated Service Consonant -40.446594       Old    Old_F       t               T
1160 Realized   Stressed  Lexical       Past            Stop         H  ELLF61 1961   F     Educated   White Consonant  -8.446594    Middle Middle_F       t               T
1161 Realized   Stressed  Lexical       Past            Stop         H  EVAF92 1992   F      Student Student Consonant  22.553406     Young  Young_F       t               T
1162 Realized   Stressed  Lexical       Past            Stop         H  FRAM93 1993   M      Student Student Consonant  23.553406     Young  Young_M       t               T
1163 Realized   Stressed  Lexical       Past            Stop         H  GARF37 1937   F Not Educated Service Consonant -32.446594       Old    Old_F       t               T
1164 Realized   Stressed  Lexical       Past            Stop         H  GARM42 1942   M Not Educated    Blue Consonant -27.446594       Old    Old_M       t               T
1165 Realized   Stressed  Lexical       Past            Stop         H  GAVF93 1993   F      Student Student Consonant  23.553406     Young  Young_F       t               T
1166 Realized   Stressed  Lexical       Past            Stop         H  GAVM90 1990   M Not Educated    Blue Consonant  20.553406     Young  Young_M       t               T
1167 Realized   Stressed  Lexical       Past            Stop         H  GOUM91 1991   M      Student Student Consonant  21.553406     Young  Young_M       t               T
1168 Realized   Stressed  Lexical       Past            Stop         H  GREF22 1922   F Not Educated Service Consonant -47.446594       Old    Old_F       t               T
1169 Realized   Stressed  Lexical       Past            Stop         H  GREM45 1945   M Not Educated    Blue Consonant -24.446594    Middle Middle_M       t               T
1170 Realized   Stressed  Lexical       Past            Stop         H  HAWM90 1990   M Not Educated    Blue Consonant  20.553406     Young  Young_M       t               T
1171 Realized   Stressed  Lexical       Past            Stop         H  HOLF49 1949   F     Educated Service Consonant -20.446594    Middle Middle_F       t               T
1172 Realized   Stressed  Lexical       Past            Stop         H  HOLM52 1952   M Not Educated    Blue Consonant -17.446594    Middle Middle_M       t               T
1173 Realized   Stressed  Lexical       Past            Stop         H  INGM84 1984   M     Educated Service Consonant  14.553406     Young  Young_M       t               T
1174 Realized   Stressed  Lexical       Past            Stop         H  INGM87 1987   M     Educated Service Consonant  17.553406     Young  Young_M       t               T
1175 Realized   Stressed  Lexical       Past            Stop         H  JOCF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t               T
1176 Realized   Stressed  Lexical       Past            Stop         H  JOYF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t               T
1177 Realized   Stressed  Lexical       Past            Stop         H  KAYF29 1929   F Not Educated Service Consonant -40.446594       Old    Old_F       t               T
1179 Realized   Stressed  Lexical       Past            Stop         H  LATF53 1953   F     Educated Service Consonant -16.446594    Middle Middle_F       t               T
1180 Realized   Stressed  Lexical       Past            Stop         H  LEOF66 1966   F     Educated   White Consonant  -3.446594    Middle Middle_F       t               T
1181 Realized   Stressed  Lexical       Past            Stop         H  MARM92 1992   M      Student Student Consonant  22.553406     Young  Young_M       t               T
1182 Realized   Stressed  Lexical       Past            Stop         H  MOFM55 1955   M     Educated   White Consonant -14.446594    Middle Middle_M       t               T
1183 Realized   Stressed  Lexical       Past            Stop         H  MORF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t               T
1184 Realized   Stressed  Lexical       Past            Stop         H  NATF84 1984   F     Educated Service Consonant  14.553406     Young  Young_F       t               T
1185 Realized   Stressed  Lexical       Past            Stop         H  NEIF49 1949   F     Educated Service Consonant -20.446594    Middle Middle_F       t               T
1186 Realized   Stressed  Lexical       Past            Stop         H  PEIF57 1957   F     Educated   White Consonant -12.446594    Middle Middle_F       t               T
1187 Realized   Stressed  Lexical       Past            Stop         H  PHAM91 1991   M      Student Student Consonant  21.553406     Young  Young_M       t               T
1188 Realized   Stressed  Lexical       Past            Stop         H  ROBM64 1964   M     Educated Service Consonant  -5.446594    Middle Middle_M       t               T
1189 Realized   Stressed  Lexical       Past            Stop         H  ROLF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t               T
1190 Realized   Stressed  Lexical       Past            Stop         H  RUDF73 1973   F     Educated Service Consonant   3.553406    Middle Middle_F       t               T
1191 Realized   Stressed  Lexical       Past            Stop         H  SAMF61 1961   F     Educated   White Consonant  -8.446594    Middle Middle_F       t               T
1192 Realized   Stressed  Lexical       Past            Stop         H  SILM90 1990   M Not Educated Service Consonant  20.553406     Young  Young_M       t               T
1193 Realized   Stressed  Lexical       Past            Stop         H  SMIF58 1958   F Not Educated Service Consonant -11.446594    Middle Middle_F       d               T
1194 Realized   Stressed  Lexical       Past            Stop         H  SMIM61 1961   M Not Educated    Blue Consonant  -8.446594    Middle Middle_M       t               T
1195 Realized   Stressed  Lexical       Past            Stop         H  STEF99 1999   F      Student Student Consonant  29.553406     Young  Young_F       t               T
1196 Realized   Stressed  Lexical       Past            Stop         H  STEM42 1942   M Not Educated Service Consonant -27.446594       Old    Old_M       t               T
1197 Realized   Stressed  Lexical       Past            Stop         H  TAMF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t               T
1198 Realized   Stressed  Lexical       Past            Stop         H  VICF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t               T
1199 Realized   Stressed  Lexical       Past            Stop         H  VIKF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t               T
1200 Realized   Stressed  Lexical       Mono               S     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       t               T
1201 Realized   Stressed  Lexical       Mono               S     Pause  MARM92 1992   M      Student Student     Pause  22.553406     Young  Young_M       t       Fricative
1276 Realized   Stressed  Lexical       Mono           Nasal     Pause  LELM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       d               D
1300 Deletion   Stressed  Lexical       Past Other Fricative     Pause  GAVM90 1990   M Not Educated    Blue     Pause  20.553406     Young  Young_M       t        Deletion
1301 Realized   Stressed  Lexical       Mono               S     Pause  ARSM91 1991   M     Educated   White     Pause  21.553406     Young  Young_M       t               T
1302 Realized   Stressed  Lexical       Mono               S     Pause  BEAM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t        Ejective
1303 Realized   Stressed  Lexical       Mono               S     Pause  CARM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t               T
1304 Realized   Stressed  Lexical       Mono               S     Pause  DAVM90 1990   M     Educated Service     Pause  20.553406     Young  Young_M       t               T
1305 Realized   Stressed  Lexical       Mono               S     Pause  DELF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
1306 Realized   Stressed  Lexical       Mono               S     Pause  ELLF61 1961   F     Educated   White     Pause  -8.446594    Middle Middle_F       t               T
1307 Realized   Stressed  Lexical       Mono               S     Pause  FRAM93 1993   M      Student Student     Pause  23.553406     Young  Young_M       t               T
1308 Realized   Stressed  Lexical       Mono               S     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       t               T
1309 Realized   Stressed  Lexical       Mono               S     Pause  GAVF93 1993   F      Student Student     Pause  23.553406     Young  Young_F       t       Fricative
1310 Realized   Stressed  Lexical       Mono               S     Pause  GAVM90 1990   M Not Educated    Blue     Pause  20.553406     Young  Young_M       t       Fricative
1311 Realized   Stressed  Lexical       Mono               S     Pause  GOUM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t               T
1312 Deletion   Stressed  Lexical       Mono               S     Pause  HAWM90 1990   M Not Educated    Blue     Pause  20.553406     Young  Young_M       t        Deletion
1313 Realized   Stressed  Lexical       Mono               S     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       t               T
1314 Deletion   Stressed  Lexical       Mono               S     Pause  INGM84 1984   M     Educated Service     Pause  14.553406     Young  Young_M       t        Deletion
1315 Realized   Stressed  Lexical       Mono               S     Pause  JOCF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
1316 Realized   Stressed  Lexical       Mono               S     Pause  JOYF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t       Fricative
1318 Realized   Stressed  Lexical       Mono               S     Pause  MORF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
1319 Realized   Stressed  Lexical       Mono               S     Pause  PACM94 1994   M      Student Student     Pause  24.553406     Young  Young_M       t               T
1320 Realized   Stressed  Lexical       Mono               S     Pause  PHAM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t               T
1321 Realized   Stressed  Lexical       Mono               S     Pause  ROLF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
1322 Realized   Stressed  Lexical       Mono               S     Pause  SILM90 1990   M Not Educated Service     Pause  20.553406     Young  Young_M       t               T
1323 Realized   Stressed  Lexical       Mono               S     Pause  TAMF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
1324 Realized   Stressed  Lexical       Mono               S     Pause  VICF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t       Fricative
1325 Deletion   Stressed  Lexical       Mono               S     Pause  VIKF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t        Deletion
1468 Realized   Stressed  Lexical       Mono          Liquid     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       d               T
1469 Deletion Unstressed  Lexical       Mono          Liquid     Pause  INGM84 1984   M     Educated Service     Pause  14.553406     Young  Young_M       t        Deletion
1524 Realized Unstressed  Lexical       Mono           Nasal     Pause  EVAF92 1992   F      Student Student     Pause  22.553406     Young  Young_F       d               D
1525 Realized Unstressed  Lexical       Mono           Nasal     Pause  GARF37 1937   F Not Educated Service     Pause -32.446594       Old    Old_F       d               T
1526 Deletion Unstressed  Lexical       Mono           Nasal     Pause  GREF22 1922   F Not Educated Service     Pause -47.446594       Old    Old_F       d        Deletion
1527 Realized Unstressed  Lexical       Mono           Nasal     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       d               T
1529 Realized Unstressed  Lexical       Mono           Nasal     Pause  PACM94 1994   M      Student Student     Pause  24.553406     Young  Young_M       d               T
1534 Realized   Stressed  Lexical       Mono               S     Vowel  GARF37 1937   F Not Educated Service     Vowel -32.446594       Old    Old_F       t               T
1535 Realized   Stressed  Lexical       Mono               S     Vowel  MARM92 1992   M      Student Student     Vowel  22.553406     Young  Young_M       t       Fricative
1536 Realized   Stressed  Lexical       Mono               S     Vowel  PHAM91 1991   M      Student Student     Vowel  21.553406     Young  Young_M       t               T
1537 Deletion   Stressed  Lexical       Mono               S     Vowel  ROLF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       t        Deletion
1611 Realized   Stressed  Lexical       Mono           Nasal     Pause  ELLF61 1961   F     Educated   White     Pause  -8.446594    Middle Middle_F       t               T
1612 Realized   Stressed  Lexical       Mono           Nasal     Pause  EVAF92 1992   F      Student Student     Pause  22.553406     Young  Young_F       t               T
1613 Realized   Stressed  Lexical       Mono           Nasal     Pause  GARF37 1937   F Not Educated Service     Pause -32.446594       Old    Old_F       t               T
1614 Deletion   Stressed  Lexical       Mono           Nasal     Pause  GREF22 1922   F Not Educated Service     Pause -47.446594       Old    Old_F       t        Deletion
1615 Realized   Stressed  Lexical       Mono           Nasal     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       t       Affricate
1616 Realized   Stressed  Lexical       Mono           Nasal     Pause  MARM92 1992   M      Student Student     Pause  22.553406     Young  Young_M       t               T
1617 Realized   Stressed  Lexical       Mono           Nasal     Pause  PACM94 1994   M      Student Student     Pause  24.553406     Young  Young_M       t       Affricate
1618 Realized Unstressed  Lexical       Mono          Liquid     Pause  GAVM90 1990   M Not Educated    Blue     Pause  20.553406     Young  Young_M       d       Fricative
1851 Realized   Stressed  Lexical       Past               S     Pause  INGM84 1984   M     Educated Service     Pause  14.553406     Young  Young_M       t               T
1858 Realized Unstressed Function       Mono           Nasal     Vowel  BOUF65 1965   F     Educated   White     Vowel  -4.446594    Middle Middle_F       t               T
1859 Realized Unstressed Function       Mono           Nasal     Vowel  CHIF55 1955   F     Educated   White     Vowel -14.446594    Middle Middle_F       t               T
1860 Deletion Unstressed Function       Mono           Nasal     Vowel  CLAF52 1952   F     Educated Service     Vowel -17.446594    Middle Middle_F       t        Deletion
1861 Deletion Unstressed Function       Mono           Nasal     Vowel  DONF15 1915   F Not Educated Service     Vowel -54.446594       Old    Old_F       t        Deletion
1862 Deletion Unstressed Function       Mono           Nasal         H  DONF15 1915   F Not Educated Service Consonant -54.446594       Old    Old_F       t        Deletion
1863 Deletion Unstressed Function       Mono           Nasal     Vowel  DONM53 1953   M     Educated Service     Vowel -16.446594    Middle Middle_M       t        Deletion
1864 Deletion Unstressed Function       Mono           Nasal     Vowel  DONM58 1958   M Not Educated Service     Vowel -11.446594    Middle Middle_M       t        Deletion
1865 Deletion Unstressed Function       Mono           Nasal     Vowel  DOUF46 1946   F     Educated Service     Vowel -23.446594    Middle Middle_F       t        Deletion
1866 Realized Unstressed Function       Mono           Nasal     Vowel  ELLF29 1929   F Not Educated Service     Vowel -40.446594       Old    Old_F       t               T
1867 Deletion Unstressed Function       Mono           Nasal     Vowel  GREM45 1945   M Not Educated    Blue     Vowel -24.446594    Middle Middle_M       t        Deletion
1868 Deletion Unstressed Function       Mono           Nasal     Vowel  HOLF49 1949   F     Educated Service     Vowel -20.446594    Middle Middle_F       t        Deletion
1869 Realized Unstressed Function       Mono           Nasal     Vowel  HOLM52 1952   M Not Educated    Blue     Vowel -17.446594    Middle Middle_M       t               T
1870 Realized Unstressed Function       Mono           Nasal     Vowel  INGM84 1984   M     Educated Service     Vowel  14.553406     Young  Young_M       t            Flap
1871 Deletion Unstressed Function       Mono           Nasal     Vowel  INGM87 1987   M     Educated Service     Vowel  17.553406     Young  Young_M       t        Deletion
1872 Deletion Unstressed Function       Mono           Nasal     Vowel  KAYF29 1929   F Not Educated Service     Vowel -40.446594       Old    Old_F       t        Deletion
1873 Deletion Unstressed Function       Mono           Nasal     Vowel  KAYM29 1929   M Not Educated    Blue     Vowel -40.446594       Old    Old_M       t        Deletion
1874 Deletion Unstressed Function       Mono           Nasal     Vowel  LATF53 1953   F     Educated Service     Vowel -16.446594    Middle Middle_F       t        Deletion
1875 Realized Unstressed Function       Mono           Nasal     Vowel  LEOF66 1966   F     Educated   White     Vowel  -3.446594    Middle Middle_F       t               T
1876 Deletion Unstressed Function       Mono           Nasal         H  LEOF66 1966   F     Educated   White Consonant  -3.446594    Middle Middle_F       t        Deletion
1877 Deletion Unstressed Function       Mono           Nasal     Vowel  NATF84 1984   F     Educated Service     Vowel  14.553406     Young  Young_F       t        Deletion
1878 Realized Unstressed Function       Mono           Nasal     Vowel  NEIF49 1949   F     Educated Service     Vowel -20.446594    Middle Middle_F       t            Flap
1879 Deletion Unstressed Function       Mono           Nasal     Vowel  PEIF57 1957   F     Educated   White     Vowel -12.446594    Middle Middle_F       t        Deletion
1880 Deletion Unstressed Function       Mono           Nasal     Vowel  RUDF73 1973   F     Educated Service     Vowel   3.553406    Middle Middle_F       t        Deletion
1881 Deletion Unstressed Function       Mono           Nasal     Vowel  SAMF61 1961   F     Educated   White     Vowel  -8.446594    Middle Middle_F       t        Deletion
1882 Deletion Unstressed Function       Mono           Nasal     Vowel  SMIF58 1958   F Not Educated Service     Vowel -11.446594    Middle Middle_F       t        Deletion
1883 Deletion Unstressed Function       Mono           Nasal     Vowel  SMIM61 1961   M Not Educated    Blue     Vowel  -8.446594    Middle Middle_M       t        Deletion
1884 Realized Unstressed Function       Mono           Nasal     Vowel  STEF99 1999   F      Student Student     Vowel  29.553406     Young  Young_F       t       Fricative
1885 Deletion Unstressed Function       Mono           Nasal     Vowel  STEM42 1942   M Not Educated Service     Vowel -27.446594       Old    Old_M       t        Deletion
1919 Realized Unstressed  Lexical       Mono          Liquid     Vowel  DONF15 1915   F Not Educated Service     Vowel -54.446594       Old    Old_F       t       Fricative
1920 Realized Unstressed  Lexical       Mono           Nasal     Vowel  GARF16 1916   F Not Educated Service     Vowel -53.446594       Old    Old_F       t               T
1921 Deletion Unstressed  Lexical       Mono           Nasal     Vowel  GARF37 1937   F Not Educated Service     Vowel -32.446594       Old    Old_F       t        Deletion
1922 Deletion Unstressed  Lexical       Mono           Nasal     Pause  MARM92 1992   M      Student Student     Pause  22.553406     Young  Young_M       t        Deletion
1923 Deletion Unstressed  Lexical       Mono           Nasal     Pause  MARM92 1992   M      Student Student     Pause  22.553406     Young  Young_M       t        Deletion
1924 Deletion Unstressed  Lexical       Mono           Nasal     Vowel  MARM92 1992   M      Student Student     Vowel  22.553406     Young  Young_M       t        Deletion
1925 Deletion Unstressed  Lexical       Mono           Nasal     Vowel  PHAM91 1991   M      Student Student     Vowel  21.553406     Young  Young_M       t        Deletion
1926 Deletion Unstressed  Lexical       Mono           Nasal     Vowel  ROLF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       t        Deletion
1927 Realized Unstressed  Lexical       Mono            Stop     Vowel  ARSM91 1991   M     Educated   White     Vowel  21.553406     Young  Young_M       t               T
1928 Deletion Unstressed  Lexical       Mono            Stop     Vowel  BEAM91 1991   M      Student Student     Vowel  21.553406     Young  Young_M       t        Deletion
1929 Realized Unstressed  Lexical       Mono            Stop     Vowel  BOUF65 1965   F     Educated   White     Vowel  -4.446594    Middle Middle_F       t               T
1930 Realized Unstressed  Lexical       Mono            Stop     Vowel  CARM91 1991   M      Student Student     Vowel  21.553406     Young  Young_M       t       Affricate
1931 Deletion Unstressed  Lexical       Mono            Stop     Vowel  CHIF55 1955   F     Educated   White     Vowel -14.446594    Middle Middle_F       t        Deletion
1932 Realized Unstressed  Lexical       Mono            Stop     Vowel  CHIF55 1955   F     Educated   White     Vowel -14.446594    Middle Middle_F       t               T
1933 Realized Unstressed  Lexical       Mono            Stop     Vowel  CLAF52 1952   F     Educated Service     Vowel -17.446594    Middle Middle_F       t               T
1934 Deletion Unstressed  Lexical       Mono            Stop     Vowel  CLAM73 1973   M Not Educated    Blue     Vowel   3.553406    Middle Middle_M       t        Deletion
1935 Realized Unstressed  Lexical       Mono            Stop     Vowel  CLAM73 1973   M Not Educated    Blue     Vowel   3.553406    Middle Middle_M       t       Fricative
1936 Deletion Unstressed  Lexical       Mono            Stop     Vowel  CONM89 1989   M     Educated Service     Vowel  19.553406     Young  Young_M       t        Deletion
1937 Deletion Unstressed  Lexical       Mono            Stop     Vowel  DAVM90 1990   M     Educated Service     Vowel  20.553406     Young  Young_M       t        Deletion
1938 Realized Unstressed  Lexical       Mono            Stop     Vowel  DELF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       t               T
1939 Deletion Unstressed  Lexical       Mono            Stop     Vowel  DONF15 1915   F Not Educated Service     Vowel -54.446594       Old    Old_F       t        Deletion
1940 Realized Unstressed  Lexical       Mono            Stop     Vowel  DONM53 1953   M     Educated Service     Vowel -16.446594    Middle Middle_M       t               T
1941 Realized Unstressed  Lexical       Mono            Stop     Vowel  DONM58 1958   M Not Educated Service     Vowel -11.446594    Middle Middle_M       t               T
1942 Realized Unstressed  Lexical       Mono            Stop     Vowel  DOUF46 1946   F     Educated Service     Vowel -23.446594    Middle Middle_F       t               T
1943 Realized Unstressed  Lexical       Mono            Stop     Vowel  ELLF29 1929   F Not Educated Service     Vowel -40.446594       Old    Old_F       t               T
1944 Realized Unstressed  Lexical       Mono            Stop     Vowel  ELLF61 1961   F     Educated   White     Vowel  -8.446594    Middle Middle_F       t               T
1945 Realized Unstressed  Lexical       Mono            Stop     Vowel  EVAF92 1992   F      Student Student     Vowel  22.553406     Young  Young_F       t               T
1946 Realized Unstressed  Lexical       Mono            Stop     Vowel  FRAM93 1993   M      Student Student     Vowel  23.553406     Young  Young_M       t               T
1947 Realized Unstressed  Lexical       Mono            Stop     Vowel  GARF37 1937   F Not Educated Service     Vowel -32.446594       Old    Old_F       t               T
1948 Realized Unstressed  Lexical       Mono            Stop     Vowel  GARM42 1942   M Not Educated    Blue     Vowel -27.446594       Old    Old_M       t       Fricative
1949 Deletion Unstressed  Lexical       Mono            Stop     Vowel  GAVF93 1993   F      Student Student     Vowel  23.553406     Young  Young_F       t        Deletion
1950 Realized Unstressed  Lexical       Mono            Stop     Vowel  GAVM90 1990   M Not Educated    Blue     Vowel  20.553406     Young  Young_M       t               T
1951 Realized Unstressed  Lexical       Mono            Stop     Vowel  GOUM91 1991   M      Student Student     Vowel  21.553406     Young  Young_M       t       Fricative
1952 Realized Unstressed  Lexical       Mono            Stop     Vowel  GREF22 1922   F Not Educated Service     Vowel -47.446594       Old    Old_F       t               T
1953 Deletion Unstressed  Lexical       Mono            Stop     Vowel  GREM45 1945   M Not Educated    Blue     Vowel -24.446594    Middle Middle_M       t        Deletion
1954 Deletion Unstressed  Lexical       Mono            Stop     Vowel  HAWM90 1990   M Not Educated    Blue     Vowel  20.553406     Young  Young_M       t        Deletion
1955 Deletion Unstressed  Lexical       Mono            Stop     Vowel  HOLM52 1952   M Not Educated    Blue     Vowel -17.446594    Middle Middle_M       t        Deletion
1956 Realized Unstressed  Lexical       Mono            Stop     Vowel  INGM84 1984   M     Educated Service     Vowel  14.553406     Young  Young_M       t            Flap
1957 Realized Unstressed  Lexical       Mono            Stop     Vowel  INGM87 1987   M     Educated Service     Vowel  17.553406     Young  Young_M       t               T
1958 Realized Unstressed  Lexical       Mono            Stop     Vowel  JOCF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       t               T
1959 Realized Unstressed  Lexical       Mono            Stop     Vowel  JOYF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       t               T
1960 Realized Unstressed  Lexical       Mono            Stop     Vowel  KAYF29 1929   F Not Educated Service     Vowel -40.446594       Old    Old_F       t               T
1961 Realized Unstressed  Lexical       Mono            Stop     Vowel  KAYM29 1929   M Not Educated    Blue     Vowel -40.446594       Old    Old_M       t               T
1962 Realized Unstressed  Lexical       Mono            Stop     Vowel  LATF53 1953   F     Educated Service     Vowel -16.446594    Middle Middle_F       t               T
1963 Realized Unstressed  Lexical       Mono            Stop     Vowel  LELM91 1991   M      Student Student     Vowel  21.553406     Young  Young_M       t               T
1964 Realized Unstressed  Lexical       Mono            Stop     Vowel  LEOF66 1966   F     Educated   White     Vowel  -3.446594    Middle Middle_F       t    Glottal Stop
1965 Realized Unstressed  Lexical       Mono            Stop     Vowel  MARM92 1992   M      Student Student     Vowel  22.553406     Young  Young_M       t       Affricate
1966 Realized Unstressed  Lexical       Mono            Stop     Vowel  MOFM55 1955   M     Educated   White     Vowel -14.446594    Middle Middle_M       t               T
1967 Realized Unstressed  Lexical       Mono            Stop     Vowel  MORF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       t               T
1968 Deletion Unstressed  Lexical       Mono            Stop     Vowel  NATF84 1984   F     Educated Service     Vowel  14.553406     Young  Young_F       t        Deletion
1969 Realized Unstressed  Lexical       Mono            Stop     Vowel  NEIF49 1949   F     Educated Service     Vowel -20.446594    Middle Middle_F       t               T
1970 Realized Unstressed  Lexical       Mono            Stop     Vowel  PEIF57 1957   F     Educated   White     Vowel -12.446594    Middle Middle_F       t               T
1971 Deletion Unstressed  Lexical       Mono            Stop     Vowel  PHAM91 1991   M      Student Student     Vowel  21.553406     Young  Young_M       t        Deletion
1972 Realized Unstressed  Lexical       Mono            Stop     Vowel  ROBM64 1964   M     Educated Service     Vowel  -5.446594    Middle Middle_M       t               T
1973 Deletion Unstressed  Lexical       Mono            Stop     Vowel  ROLF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       t        Deletion
1974 Realized Unstressed  Lexical       Mono            Stop     Vowel  RUDF73 1973   F     Educated Service     Vowel   3.553406    Middle Middle_F       t               T
1975 Deletion Unstressed  Lexical       Mono            Stop     Vowel  SAMF61 1961   F     Educated   White     Vowel  -8.446594    Middle Middle_F       t        Deletion
1976 Realized Unstressed  Lexical       Mono            Stop     Vowel  SILM90 1990   M Not Educated Service     Vowel  20.553406     Young  Young_M       t               T
1977 Realized Unstressed  Lexical       Mono            Stop     Vowel  SMIF58 1958   F Not Educated Service     Vowel -11.446594    Middle Middle_F       t               T
1978 Deletion Unstressed  Lexical       Mono            Stop     Vowel  SMIM61 1961   M Not Educated    Blue     Vowel  -8.446594    Middle Middle_M       t        Deletion
1979 Realized Unstressed  Lexical       Mono            Stop     Vowel  STEF99 1999   F      Student Student     Vowel  29.553406     Young  Young_F       t        Ejective
1980 Realized Unstressed  Lexical       Mono            Stop     Vowel  STEM42 1942   M Not Educated Service     Vowel -27.446594       Old    Old_M       t        Ejective
1981 Deletion Unstressed  Lexical       Mono            Stop     Vowel  TAMF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       t        Deletion
1982 Deletion Unstressed  Lexical       Mono            Stop     Vowel  VICF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       t        Deletion
1983 Realized Unstressed  Lexical       Mono            Stop     Vowel  VIKF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       t               T
1984 Deletion   Stressed Function       Mono           Nasal         H  DONF15 1915   F Not Educated Service Consonant -54.446594       Old    Old_F       t        Deletion
1985 Deletion   Stressed Function       Mono           Nasal     Vowel  MARM92 1992   M      Student Student     Vowel  22.553406     Young  Young_M       t        Deletion
1986 Deletion   Stressed Function       Mono           Nasal     Pause  MARM92 1992   M      Student Student     Pause  22.553406     Young  Young_M       t        Deletion
1987 Deletion   Stressed Function       Mono           Nasal         H  MARM92 1992   M      Student Student Consonant  22.553406     Young  Young_M       t        Deletion
1988 Deletion   Stressed Function       Mono           Nasal     Vowel  MARM92 1992   M      Student Student     Vowel  22.553406     Young  Young_M       t        Deletion
2141 Realized Unstressed  Lexical       Mono          Liquid     Pause  INGM84 1984   M     Educated Service     Pause  14.553406     Young  Young_M       d               D
2174 Realized Unstressed  Lexical       Mono           Nasal     Pause  DONF15 1915   F Not Educated Service     Pause -54.446594       Old    Old_F       t       Fricative
2177 Realized   Stressed  Lexical       Mono            Stop Consonant  ARSM91 1991   M     Educated   White Consonant  21.553406     Young  Young_M       t               T
2178 Deletion   Stressed  Lexical       Mono            Stop Consonant  BOUF65 1965   F     Educated   White Consonant  -4.446594    Middle Middle_F       d        Deletion
2179 Realized   Stressed  Lexical       Mono            Stop Consonant  CARM91 1991   M      Student Student Consonant  21.553406     Young  Young_M       t       Affricate
2180 Realized   Stressed  Lexical       Mono            Stop Consonant  CHIF55 1955   F     Educated   White Consonant -14.446594    Middle Middle_F       t               T
2181 Deletion   Stressed  Lexical       Mono            Stop Consonant  CLAF52 1952   F     Educated Service Consonant -17.446594    Middle Middle_F       t        Deletion
2182 Deletion   Stressed  Lexical       Mono            Stop Consonant  CONM89 1989   M     Educated Service Consonant  19.553406     Young  Young_M       t        Deletion
2183 Realized   Stressed  Lexical       Mono            Stop Consonant  DELF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t               T
2184 Deletion   Stressed  Lexical       Mono            Stop Consonant  DONM53 1953   M     Educated Service Consonant -16.446594    Middle Middle_M       t        Deletion
2185 Realized   Stressed  Lexical       Mono            Stop Consonant  DONM58 1958   M Not Educated Service Consonant -11.446594    Middle Middle_M       t               T
2186 Deletion   Stressed  Lexical       Mono            Stop Consonant  DOUF46 1946   F     Educated Service Consonant -23.446594    Middle Middle_F       t        Deletion
2187 Realized   Stressed  Lexical       Mono            Stop Consonant  EVAF92 1992   F      Student Student Consonant  22.553406     Young  Young_F       t               T
2188 Realized   Stressed  Lexical       Mono            Stop Consonant  FRAM93 1993   M      Student Student Consonant  23.553406     Young  Young_M       t               T
2189 Deletion   Stressed  Lexical       Mono            Stop Consonant  GARF37 1937   F Not Educated Service Consonant -32.446594       Old    Old_F       t        Deletion
2190 Realized   Stressed  Lexical       Mono            Stop Consonant  GAVF93 1993   F      Student Student Consonant  23.553406     Young  Young_F       t               T
2191 Deletion   Stressed  Lexical       Mono            Stop Consonant  GAVM90 1990   M Not Educated    Blue Consonant  20.553406     Young  Young_M       t        Deletion
2192 Realized   Stressed  Lexical       Mono            Stop Consonant  GOUM91 1991   M      Student Student Consonant  21.553406     Young  Young_M       t               T
2193 Deletion   Stressed  Lexical       Mono            Stop Consonant  GREF22 1922   F Not Educated Service Consonant -47.446594       Old    Old_F       t        Deletion
2194 Realized   Stressed  Lexical       Mono            Stop Consonant  GREM45 1945   M Not Educated    Blue Consonant -24.446594    Middle Middle_M       t               T
2195 Deletion   Stressed  Lexical       Mono            Stop Consonant  HAWM90 1990   M Not Educated    Blue Consonant  20.553406     Young  Young_M       t        Deletion
2196 Deletion   Stressed  Lexical       Mono            Stop Consonant  HOLF49 1949   F     Educated Service Consonant -20.446594    Middle Middle_F       t        Deletion
2197 Deletion   Stressed  Lexical       Mono            Stop Consonant  HOLM52 1952   M Not Educated    Blue Consonant -17.446594    Middle Middle_M       t        Deletion
2198 Deletion   Stressed  Lexical       Mono            Stop Consonant  INGM84 1984   M     Educated Service Consonant  14.553406     Young  Young_M       t        Deletion
2199 Realized   Stressed  Lexical       Mono            Stop Consonant  INGM87 1987   M     Educated Service Consonant  17.553406     Young  Young_M       t               T
2200 Realized   Stressed  Lexical       Mono            Stop Consonant  JOCF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t               T
2201 Realized   Stressed  Lexical       Mono            Stop Consonant  JOYF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t               T
2202 Realized   Stressed  Lexical       Mono            Stop Consonant  KAYF29 1929   F Not Educated Service Consonant -40.446594       Old    Old_F       t               T
2203 Realized   Stressed  Lexical       Mono            Stop Consonant  KAYM29 1929   M Not Educated    Blue Consonant -40.446594       Old    Old_M       t               T
2204 Realized   Stressed  Lexical       Mono            Stop Consonant  LATF53 1953   F     Educated Service Consonant -16.446594    Middle Middle_F       t               T
2205 Deletion   Stressed  Lexical       Mono            Stop Consonant  LEOF66 1966   F     Educated   White Consonant  -3.446594    Middle Middle_F       t        Deletion
2206 Deletion   Stressed  Lexical       Mono            Stop Consonant  MARM92 1992   M      Student Student Consonant  22.553406     Young  Young_M       t        Deletion
2207 Realized   Stressed  Lexical       Mono            Stop Consonant  MOFM55 1955   M     Educated   White Consonant -14.446594    Middle Middle_M       t    Glottal Stop
2208 Realized   Stressed  Lexical       Mono            Stop Consonant  MORF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t    Glottal Stop
2209 Deletion   Stressed  Lexical       Mono            Stop Consonant  NATF84 1984   F     Educated Service Consonant  14.553406     Young  Young_F       t        Deletion
2210 Realized   Stressed  Lexical       Mono            Stop Consonant  NEIF49 1949   F     Educated Service Consonant -20.446594    Middle Middle_F       t               T
2211 Deletion   Stressed  Lexical       Mono            Stop Consonant  PEIF57 1957   F     Educated   White Consonant -12.446594    Middle Middle_F       t        Deletion
2212 Deletion   Stressed  Lexical       Mono            Stop Consonant  PHAM91 1991   M      Student Student Consonant  21.553406     Young  Young_M       t        Deletion
2213 Deletion   Stressed  Lexical       Mono            Stop Consonant  ROBM64 1964   M     Educated Service Consonant  -5.446594    Middle Middle_M       t        Deletion
2214 Deletion   Stressed  Lexical       Mono            Stop Consonant  ROLF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t        Deletion
2215 Deletion   Stressed  Lexical       Mono            Stop Consonant  RUDF73 1973   F     Educated Service Consonant   3.553406    Middle Middle_F       t        Deletion
2216 Deletion   Stressed  Lexical       Mono            Stop Consonant  SAMF61 1961   F     Educated   White Consonant  -8.446594    Middle Middle_F       t        Deletion
2217 Realized   Stressed  Lexical       Mono            Stop Consonant  SILM90 1990   M Not Educated Service Consonant  20.553406     Young  Young_M       t               T
2218 Deletion   Stressed  Lexical       Mono            Stop Consonant  SMIF58 1958   F Not Educated Service Consonant -11.446594    Middle Middle_F       t        Deletion
2219 Deletion   Stressed  Lexical       Mono            Stop Consonant  SMIM61 1961   M Not Educated    Blue Consonant  -8.446594    Middle Middle_M       t        Deletion
2220 Realized   Stressed  Lexical       Mono            Stop Consonant  STEF99 1999   F      Student Student Consonant  29.553406     Young  Young_F       t               T
2221 Deletion   Stressed  Lexical       Mono            Stop Consonant  STEM42 1942   M Not Educated Service Consonant -27.446594       Old    Old_M       t        Deletion
2222 Deletion   Stressed  Lexical       Mono            Stop Consonant  VICF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t        Deletion
2223 Deletion   Stressed  Lexical       Mono            Stop Consonant  VIKF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t        Deletion
2261 Deletion   Stressed Function       Mono            Stop     Pause  DONF15 1915   F Not Educated Service     Pause -54.446594       Old    Old_F       t        Deletion
2262 Realized   Stressed Function       Mono            Stop     Pause  DONF15 1915   F Not Educated Service     Pause -54.446594       Old    Old_F       t               T
2263 Realized   Stressed  Lexical       Mono               S     Pause  ARSM91 1991   M     Educated   White     Pause  21.553406     Young  Young_M       t       Fricative
2264 Realized   Stressed  Lexical       Mono               S     Pause  BEAM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t               T
2265 Realized   Stressed  Lexical       Mono               S     Pause  CARM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t       Affricate
2266 Deletion   Stressed  Lexical       Mono               S     Pause  DAVM90 1990   M     Educated Service     Pause  20.553406     Young  Young_M       t        Deletion
2267 Realized   Stressed  Lexical       Mono               S     Pause  DELF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
2268 Realized   Stressed  Lexical       Mono               S     Pause  ELLF61 1961   F     Educated   White     Pause  -8.446594    Middle Middle_F       t               T
2269 Realized   Stressed  Lexical       Mono               S     Pause  FRAM93 1993   M      Student Student     Pause  23.553406     Young  Young_M       t       Fricative
2270 Deletion   Stressed  Lexical       Mono               S     Pause  GAVF93 1993   F      Student Student     Pause  23.553406     Young  Young_F       t        Deletion
2271 Realized   Stressed  Lexical       Mono               S     Pause  GOUM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t               T
2272 Deletion   Stressed  Lexical       Mono               S     Pause  HAWM90 1990   M Not Educated    Blue     Pause  20.553406     Young  Young_M       t        Deletion
2273 Realized   Stressed  Lexical       Mono               S     Pause  JOYF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
2274 Realized   Stressed  Lexical       Mono               S     Pause  LELM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t               T
2275 Deletion   Stressed  Lexical       Mono               S     Pause  MORF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t        Deletion
2276 Deletion   Stressed  Lexical       Mono               S     Pause  PACM94 1994   M      Student Student     Pause  24.553406     Young  Young_M       t        Deletion
2277 Realized   Stressed  Lexical       Mono               S     Pause  PHAM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t       Fricative
2278 Realized   Stressed  Lexical       Mono               S     Pause  ROLF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t       Fricative
2279 Realized   Stressed  Lexical       Mono               S     Pause  SILM90 1990   M Not Educated Service     Pause  20.553406     Young  Young_M       t       Affricate
2280 Deletion   Stressed  Lexical       Mono               S     Pause  TAMF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t        Deletion
2281 Deletion   Stressed  Lexical       Mono               S     Pause  VICF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t        Deletion
2282 Realized   Stressed  Lexical       Mono               S     Pause  VIKF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
2283 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  ARSM91 1991   M     Educated   White Consonant  21.553406     Young  Young_M       t        Deletion
2284 Realized   Stressed  Lexical  Semi-Weak          Liquid Consonant  BOUF65 1965   F     Educated   White Consonant  -4.446594    Middle Middle_F       t       Affricate
2285 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  BOUF65 1965   F     Educated   White Consonant  -4.446594    Middle Middle_F       t        Deletion
2286 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  CARM91 1991   M      Student Student Consonant  21.553406     Young  Young_M       t        Deletion
2287 Realized   Stressed  Lexical  Semi-Weak          Liquid Consonant  CHIF55 1955   F     Educated   White Consonant -14.446594    Middle Middle_F       t               T
2288 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  CHIF55 1955   F     Educated   White Consonant -14.446594    Middle Middle_F       t        Deletion
2289 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  CLAF52 1952   F     Educated Service Consonant -17.446594    Middle Middle_F       t        Deletion
2290 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  CLAF52 1952   F     Educated Service Consonant -17.446594    Middle Middle_F       t        Deletion
2291 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  DELF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t        Deletion
2292 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  DONM53 1953   M     Educated Service Consonant -16.446594    Middle Middle_M       t        Deletion
2293 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  DONM53 1953   M     Educated Service Consonant -16.446594    Middle Middle_M       t        Deletion
2294 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  DONM58 1958   M Not Educated Service Consonant -11.446594    Middle Middle_M       t        Deletion
2295 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  DONM58 1958   M Not Educated Service Consonant -11.446594    Middle Middle_M       t        Deletion
2296 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  DOUF46 1946   F     Educated Service Consonant -23.446594    Middle Middle_F       t        Deletion
2297 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  DOUF46 1946   F     Educated Service Consonant -23.446594    Middle Middle_F       t        Deletion
2298 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  ELLF29 1929   F Not Educated Service Consonant -40.446594       Old    Old_F       t        Deletion
2299 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  ELLF29 1929   F Not Educated Service Consonant -40.446594       Old    Old_F       t        Deletion
2300 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  ELLF61 1961   F     Educated   White Consonant  -8.446594    Middle Middle_F       t        Deletion
2301 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  EVAF92 1992   F      Student Student Consonant  22.553406     Young  Young_F       t        Deletion
2302 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  FRAM93 1993   M      Student Student Consonant  23.553406     Young  Young_M       t        Deletion
2303 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  GARF37 1937   F Not Educated Service Consonant -32.446594       Old    Old_F       t        Deletion
2304 Realized   Stressed  Lexical  Semi-Weak          Liquid Consonant  GARM42 1942   M Not Educated    Blue Consonant -27.446594       Old    Old_M       t               T
2305 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  GAVF93 1993   F      Student Student Consonant  23.553406     Young  Young_F       t        Deletion
2306 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  GAVM90 1990   M Not Educated    Blue Consonant  20.553406     Young  Young_M       t        Deletion
2307 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  GOUM91 1991   M      Student Student Consonant  21.553406     Young  Young_M       t        Deletion
2308 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  GREM45 1945   M Not Educated    Blue Consonant -24.446594    Middle Middle_M       t        Deletion
2309 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  HAWM90 1990   M Not Educated    Blue Consonant  20.553406     Young  Young_M       t        Deletion
2310 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  HOLF49 1949   F     Educated Service Consonant -20.446594    Middle Middle_F       t        Deletion
2311 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  HOLF49 1949   F     Educated Service Consonant -20.446594    Middle Middle_F       t        Deletion
2312 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  HOLM52 1952   M Not Educated    Blue Consonant -17.446594    Middle Middle_M       t        Deletion
2313 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  HOLM52 1952   M Not Educated    Blue Consonant -17.446594    Middle Middle_M       t        Deletion
2314 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  INGM84 1984   M     Educated Service Consonant  14.553406     Young  Young_M       t        Deletion
2315 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  INGM84 1984   M     Educated Service Consonant  14.553406     Young  Young_M       t        Deletion
2316 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  INGM87 1987   M     Educated Service Consonant  17.553406     Young  Young_M       t        Deletion
2317 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  INGM87 1987   M     Educated Service Consonant  17.553406     Young  Young_M       t        Deletion
2318 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  JOCF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t        Deletion
2319 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  KAYF29 1929   F Not Educated Service Consonant -40.446594       Old    Old_F       t        Deletion
2320 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  KAYF29 1929   F Not Educated Service Consonant -40.446594       Old    Old_F       t        Deletion
2321 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  KAYM29 1929   M Not Educated    Blue Consonant -40.446594       Old    Old_M       t        Deletion
2322 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  KAYM29 1929   M Not Educated    Blue Consonant -40.446594       Old    Old_M       t        Deletion
2323 Realized   Stressed  Lexical  Semi-Weak          Liquid Consonant  LATF53 1953   F     Educated Service Consonant -16.446594    Middle Middle_F       t       Fricative
2324 Realized   Stressed  Lexical  Semi-Weak          Liquid Consonant  LATF53 1953   F     Educated Service Consonant -16.446594    Middle Middle_F       t               T
2325 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  LEOF66 1966   F     Educated   White Consonant  -3.446594    Middle Middle_F       t        Deletion
2326 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  LEOF66 1966   F     Educated   White Consonant  -3.446594    Middle Middle_F       t        Deletion
2327 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  MARM92 1992   M      Student Student Consonant  22.553406     Young  Young_M       t        Deletion
2328 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  MOFM55 1955   M     Educated   White Consonant -14.446594    Middle Middle_M       t        Deletion
2329 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  NATF84 1984   F     Educated Service Consonant  14.553406     Young  Young_F       t        Deletion
2330 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  NATF84 1984   F     Educated Service Consonant  14.553406     Young  Young_F       t        Deletion
2331 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  NEIF49 1949   F     Educated Service Consonant -20.446594    Middle Middle_F       t        Deletion
2332 Realized   Stressed  Lexical  Semi-Weak          Liquid Consonant  PEIF57 1957   F     Educated   White Consonant -12.446594    Middle Middle_F       t       Fricative
2333 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  PEIF57 1957   F     Educated   White Consonant -12.446594    Middle Middle_F       t        Deletion
2334 Realized   Stressed  Lexical  Semi-Weak          Liquid Consonant  PHAM91 1991   M      Student Student Consonant  21.553406     Young  Young_M       t               T
2335 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  ROBM64 1964   M     Educated Service Consonant  -5.446594    Middle Middle_M       t        Deletion
2336 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  ROBM64 1964   M     Educated Service Consonant  -5.446594    Middle Middle_M       t        Deletion
2337 Realized   Stressed  Lexical  Semi-Weak          Liquid Consonant  ROLF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t               T
2338 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  RUDF73 1973   F     Educated Service Consonant   3.553406    Middle Middle_F       t        Deletion
2339 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  RUDF73 1973   F     Educated Service Consonant   3.553406    Middle Middle_F       t        Deletion
2340 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  SAMF61 1961   F     Educated   White Consonant  -8.446594    Middle Middle_F       t        Deletion
2341 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  SAMF61 1961   F     Educated   White Consonant  -8.446594    Middle Middle_F       t        Deletion
2342 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  SILM90 1990   M Not Educated Service Consonant  20.553406     Young  Young_M       t        Deletion
2343 Realized   Stressed  Lexical  Semi-Weak          Liquid Consonant  SMIF58 1958   F Not Educated Service Consonant -11.446594    Middle Middle_F       t               T
2344 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  SMIF58 1958   F Not Educated Service Consonant -11.446594    Middle Middle_F       t        Deletion
2345 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  SMIM61 1961   M Not Educated    Blue Consonant  -8.446594    Middle Middle_M       t        Deletion
2346 Realized   Stressed  Lexical  Semi-Weak          Liquid Consonant  STEF99 1999   F      Student Student Consonant  29.553406     Young  Young_F       t    Glottal Stop
2347 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  STEF99 1999   F      Student Student Consonant  29.553406     Young  Young_F       t        Deletion
2348 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  STEM42 1942   M Not Educated Service Consonant -27.446594       Old    Old_M       t        Deletion
2349 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  STEM42 1942   M Not Educated Service Consonant -27.446594       Old    Old_M       t        Deletion
2350 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  VICF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t        Deletion
2351 Deletion   Stressed  Lexical  Semi-Weak          Liquid Consonant  VIKF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t        Deletion
2352 Realized   Stressed  Lexical       Mono               S     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       t       Fricative
2353 Realized   Stressed  Lexical       Mono               S     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       t               T
2409 Deletion   Stressed  Lexical       Mono           Nasal     Vowel  GARF87 1987   F     Educated   White     Vowel  17.553406     Young  Young_F       d        Deletion
2410 Deletion   Stressed  Lexical       Mono           Nasal     Vowel  GARM85 1985   M     Educated   White     Vowel  15.553406     Young  Young_M       d        Deletion
2411 Deletion   Stressed  Lexical       Mono           Nasal     Vowel  INGM84 1984   M     Educated Service     Vowel  14.553406     Young  Young_M       d        Deletion
2412 Deletion   Stressed  Lexical       Mono           Nasal     Vowel  INGM84 1984   M     Educated Service     Vowel  14.553406     Young  Young_M       d        Deletion
2413 Deletion   Stressed  Lexical       Mono           Nasal     Vowel  INGM84 1984   M     Educated Service     Vowel  14.553406     Young  Young_M       d        Deletion
2414 Realized   Stressed Function       Mono           Nasal     Vowel  LEOF66 1966   F     Educated   White     Vowel  -3.446594    Middle Middle_F       d            Flap
2415 Deletion   Stressed  Lexical       Mono           Nasal     Vowel  MARM92 1992   M      Student Student     Vowel  22.553406     Young  Young_M       d        Deletion
2416 Deletion   Stressed  Lexical       Mono           Nasal     Vowel  MARM92 1992   M      Student Student     Vowel  22.553406     Young  Young_M       d        Deletion
2417 Realized Unstressed  Lexical       Past Other Fricative     Vowel  GARF16 1916   F Not Educated Service     Vowel -53.446594       Old    Old_F       t       Fricative
2418 Realized   Stressed  Lexical       Past          Liquid     Vowel  INGM84 1984   M     Educated Service     Vowel  14.553406     Young  Young_M       d       Fricative
2419 Deletion   Stressed  Lexical       Mono               S Consonant  ARSM91 1991   M     Educated   White Consonant  21.553406     Young  Young_M       t        Deletion
2420 Deletion   Stressed  Lexical       Mono               S Consonant  BEAM91 1991   M      Student Student Consonant  21.553406     Young  Young_M       t        Deletion
2421 Deletion   Stressed  Lexical       Mono               S Consonant  BOUF65 1965   F     Educated   White Consonant  -4.446594    Middle Middle_F       t        Deletion
2422 Deletion   Stressed  Lexical       Mono               S Consonant  CARM91 1991   M      Student Student Consonant  21.553406     Young  Young_M       t        Deletion
2423 Deletion   Stressed  Lexical       Mono               S Consonant  CHIF55 1955   F     Educated   White Consonant -14.446594    Middle Middle_F       t        Deletion
2424 Deletion   Stressed  Lexical       Mono               S Consonant  CLAF52 1952   F     Educated Service Consonant -17.446594    Middle Middle_F       t        Deletion
2425 Deletion   Stressed  Lexical       Mono               S Consonant  CONM89 1989   M     Educated Service Consonant  19.553406     Young  Young_M       t        Deletion
2426 Deletion   Stressed  Lexical       Mono               S Consonant  DELF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t        Deletion
2427 Deletion   Stressed  Lexical       Mono               S Consonant  DONM53 1953   M     Educated Service Consonant -16.446594    Middle Middle_M       t        Deletion
2428 Deletion   Stressed  Lexical       Mono               S Consonant  DONM58 1958   M Not Educated Service Consonant -11.446594    Middle Middle_M       t        Deletion
2429 Deletion   Stressed  Lexical       Mono               S Consonant  DOUF46 1946   F     Educated Service Consonant -23.446594    Middle Middle_F       t        Deletion
2430 Deletion   Stressed  Lexical       Mono               S Consonant  ELLF29 1929   F Not Educated Service Consonant -40.446594       Old    Old_F       t        Deletion
2431 Deletion   Stressed  Lexical       Mono               S Consonant  ELLF61 1961   F     Educated   White Consonant  -8.446594    Middle Middle_F       t        Deletion
2432 Deletion   Stressed  Lexical       Mono               S Consonant  EVAF92 1992   F      Student Student Consonant  22.553406     Young  Young_F       t        Deletion
2433 Deletion   Stressed  Lexical       Mono               S Consonant  FRAM93 1993   M      Student Student Consonant  23.553406     Young  Young_M       t        Deletion
2434 Deletion   Stressed  Lexical       Mono               S Consonant  GARF37 1937   F Not Educated Service Consonant -32.446594       Old    Old_F       t        Deletion
2435 Deletion   Stressed  Lexical       Mono               S Consonant  GARM42 1942   M Not Educated    Blue Consonant -27.446594       Old    Old_M       t        Deletion
2436 Deletion   Stressed  Lexical       Mono               S Consonant  GAVF93 1993   F      Student Student Consonant  23.553406     Young  Young_F       t        Deletion
2437 Deletion   Stressed  Lexical       Mono               S Consonant  GAVM90 1990   M Not Educated    Blue Consonant  20.553406     Young  Young_M       t        Deletion
2438 Realized   Stressed  Lexical       Mono               S     Pause  GAVM90 1990   M Not Educated    Blue     Pause  20.553406     Young  Young_M       t               T
2439 Deletion   Stressed  Lexical       Mono               S Consonant  GOUM91 1991   M      Student Student Consonant  21.553406     Young  Young_M       t        Deletion
2440 Deletion   Stressed  Lexical       Mono               S Consonant  GREF22 1922   F Not Educated Service Consonant -47.446594       Old    Old_F       t        Deletion
2441 Realized   Stressed  Lexical       Mono               S Consonant  GREM45 1945   M Not Educated    Blue Consonant -24.446594    Middle Middle_M       t               T
2442 Deletion   Stressed  Lexical       Mono               S Consonant  GREM45 1945   M Not Educated    Blue Consonant -24.446594    Middle Middle_M       t        Deletion
2443 Deletion   Stressed  Lexical       Mono               S Consonant  HAWM90 1990   M Not Educated    Blue Consonant  20.553406     Young  Young_M       t        Deletion
2444 Deletion   Stressed  Lexical       Mono               S Consonant  HOLF49 1949   F     Educated Service Consonant -20.446594    Middle Middle_F       t        Deletion
2445 Deletion   Stressed  Lexical       Mono               S Consonant  HOLM52 1952   M Not Educated    Blue Consonant -17.446594    Middle Middle_M       t        Deletion
2446 Deletion   Stressed  Lexical       Mono               S Consonant  INGM84 1984   M     Educated Service Consonant  14.553406     Young  Young_M       t        Deletion
2447 Deletion   Stressed  Lexical       Mono               S     Vowel  INGM84 1984   M     Educated Service     Vowel  14.553406     Young  Young_M       t        Deletion
2448 Deletion   Stressed  Lexical       Mono               S Consonant  INGM87 1987   M     Educated Service Consonant  17.553406     Young  Young_M       t        Deletion
2449 Deletion   Stressed  Lexical       Mono               S Consonant  JOCF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t        Deletion
2450 Deletion   Stressed  Lexical       Mono               S Consonant  JOYF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t        Deletion
2451 Deletion   Stressed  Lexical       Mono               S Consonant  KAYF29 1929   F Not Educated Service Consonant -40.446594       Old    Old_F       t        Deletion
2452 Deletion   Stressed  Lexical       Mono               S Consonant  KAYM29 1929   M Not Educated    Blue Consonant -40.446594       Old    Old_M       t        Deletion
2453 Realized   Stressed  Lexical       Mono               S Consonant  LATF53 1953   F     Educated Service Consonant -16.446594    Middle Middle_F       t               T
2454 Realized   Stressed  Lexical       Mono               S Consonant  LEOF66 1966   F     Educated   White Consonant  -3.446594    Middle Middle_F       t               T
2455 Deletion   Stressed  Lexical       Mono               S Consonant  MARM92 1992   M      Student Student Consonant  22.553406     Young  Young_M       t        Deletion
2456 Deletion   Stressed  Lexical       Mono               S Consonant  MOFM55 1955   M     Educated   White Consonant -14.446594    Middle Middle_M       t        Deletion
2457 Deletion   Stressed  Lexical       Mono               S Consonant  MORF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t        Deletion
2458 Deletion   Stressed  Lexical       Mono               S Consonant  NATF84 1984   F     Educated Service Consonant  14.553406     Young  Young_F       t        Deletion
2459 Deletion   Stressed  Lexical       Mono               S Consonant  NEIF49 1949   F     Educated Service Consonant -20.446594    Middle Middle_F       t        Deletion
2460 Realized   Stressed  Lexical       Mono               S Consonant  PEIF57 1957   F     Educated   White Consonant -12.446594    Middle Middle_F       t               T
2461 Deletion   Stressed  Lexical       Mono               S Consonant  PHAM91 1991   M      Student Student Consonant  21.553406     Young  Young_M       t        Deletion
2462 Deletion   Stressed  Lexical       Mono               S Consonant  ROBM64 1964   M     Educated Service Consonant  -5.446594    Middle Middle_M       t        Deletion
2463 Deletion   Stressed  Lexical       Mono               S Consonant  ROLF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t        Deletion
2464 Deletion   Stressed  Lexical       Mono               S Consonant  RUDF73 1973   F     Educated Service Consonant   3.553406    Middle Middle_F       t        Deletion
2465 Deletion   Stressed  Lexical       Mono               S Consonant  SAMF61 1961   F     Educated   White Consonant  -8.446594    Middle Middle_F       t        Deletion
2466 Deletion   Stressed  Lexical       Mono               S Consonant  SILM90 1990   M Not Educated Service Consonant  20.553406     Young  Young_M       t        Deletion
2467 Deletion   Stressed  Lexical       Mono               S Consonant  SMIF58 1958   F Not Educated Service Consonant -11.446594    Middle Middle_F       t        Deletion
2468 Deletion   Stressed  Lexical       Mono               S Consonant  SMIM61 1961   M Not Educated    Blue Consonant  -8.446594    Middle Middle_M       t        Deletion
2469 Deletion   Stressed  Lexical       Mono               S Consonant  STEF99 1999   F      Student Student Consonant  29.553406     Young  Young_F       t        Deletion
2470 Deletion   Stressed  Lexical       Mono               S Consonant  STEM42 1942   M Not Educated Service Consonant -27.446594       Old    Old_M       t        Deletion
2471 Deletion   Stressed  Lexical       Mono               S Consonant  TAMF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t        Deletion
2472 Deletion   Stressed  Lexical       Mono               S Consonant  VICF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t        Deletion
2473 Deletion   Stressed  Lexical       Mono               S Consonant  VIKF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t        Deletion
2475 Deletion Unstressed  Lexical       Mono           Nasal     Vowel  INGM87 1987   M     Educated Service     Vowel  17.553406     Young  Young_M       t        Deletion
2678 Realized   Stressed Function       Mono          Liquid     Pause  MARM92 1992   M      Student Student     Pause  22.553406     Young  Young_M       t       Fricative
2681 Realized   Stressed  Lexical  Semi-Weak           Nasal     Pause  ELLF61 1961   F     Educated   White     Pause  -8.446594    Middle Middle_F       d               T
2682 Realized   Stressed  Lexical  Semi-Weak           Nasal     Pause  EVAF92 1992   F      Student Student     Pause  22.553406     Young  Young_F       d               T
2683 Realized   Stressed  Lexical  Semi-Weak           Nasal     Pause  GARF37 1937   F Not Educated Service     Pause -32.446594       Old    Old_F       d               T
2684 Realized   Stressed  Lexical  Semi-Weak           Nasal     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       d               T
2685 Realized   Stressed  Lexical  Semi-Weak           Nasal     Pause  INGM84 1984   M     Educated Service     Pause  14.553406     Young  Young_M       d               D
2686 Realized   Stressed  Lexical  Semi-Weak           Nasal     Pause  INGM84 1984   M     Educated Service     Pause  14.553406     Young  Young_M       d               D
2687 Deletion   Stressed  Lexical  Semi-Weak           Nasal     Pause  MARM92 1992   M      Student Student     Pause  22.553406     Young  Young_M       d        Deletion
2688 Realized   Stressed  Lexical  Semi-Weak           Nasal     Pause  PACM94 1994   M      Student Student     Pause  24.553406     Young  Young_M       d               D
2724 Realized Unstressed  Lexical       Mono           Nasal     Vowel  GARF87 1987   F     Educated   White     Vowel  17.553406     Young  Young_F       t               T
2725 Realized Unstressed  Lexical       Mono           Nasal     Vowel  GARM85 1985   M     Educated   White     Vowel  15.553406     Young  Young_M       t    Glottal Stop
2726 Realized   Stressed  Lexical       Mono           Nasal     Vowel  DONF15 1915   F Not Educated Service     Vowel -54.446594       Old    Old_F       d               D
2746 Realized   Stressed  Lexical       Mono               S     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       t       Affricate
2747 Realized   Stressed  Lexical       Mono               S     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       t               T
2830 Realized   Stressed  Lexical       Mono          Liquid     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       d               T
2885 Deletion   Stressed  Lexical       Mono           Nasal     Pause  PACM94 1994   M      Student Student     Pause  24.553406     Young  Young_M       d        Deletion
3035 Realized   Stressed  Lexical       Mono           Nasal     Pause  ELLF61 1961   F     Educated   White     Pause  -8.446594    Middle Middle_F       d               D
3036 Realized   Stressed  Lexical       Mono           Nasal     Pause  GARF37 1937   F Not Educated Service     Pause -32.446594       Old    Old_F       d               T
3037 Deletion   Stressed  Lexical       Mono           Nasal     Pause  GREF22 1922   F Not Educated Service     Pause -47.446594       Old    Old_F       d        Deletion
3038 Realized   Stressed  Lexical       Mono           Nasal     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       d               T
3039 Realized   Stressed  Lexical       Mono           Nasal     Pause  MARM92 1992   M      Student Student     Pause  22.553406     Young  Young_M       d               D
3040 Realized   Stressed  Lexical       Mono           Nasal     Pause  PACM94 1994   M      Student Student     Pause  24.553406     Young  Young_M       d    Glottal Stop
3041 Realized   Stressed  Lexical       Mono           Nasal     Pause  PACM94 1994   M      Student Student     Pause  24.553406     Young  Young_M       d               D
3076 Realized   Stressed  Lexical       Mono          Liquid     Vowel  INGM84 1984   M     Educated Service     Vowel  14.553406     Young  Young_M       t               T
3251 Realized   Stressed  Lexical       Mono           Nasal     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       d       Affricate
3254 Deletion Unstressed  Lexical       Past           Nasal     Vowel  INGM84 1984   M     Educated Service     Vowel  14.553406     Young  Young_M       d        Deletion
3255 Deletion Unstressed  Lexical       Past           Nasal     Pause  INGM84 1984   M     Educated Service     Pause  14.553406     Young  Young_M       d        Deletion
3316 Deletion Unstressed Function       Mono           Nasal     Pause  LEOF66 1966   F     Educated   White     Pause  -3.446594    Middle Middle_F       t        Deletion
3415 Realized   Stressed  Lexical       Past          Liquid     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       d       Affricate
3416 Realized   Stressed  Lexical       Past          Liquid     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       d       Fricative
3417 Realized   Stressed  Lexical  Semi-Weak          Liquid     Vowel  DONF15 1915   F Not Educated Service     Vowel -54.446594       Old    Old_F       d            Flap
3418 Realized   Stressed  Lexical  Semi-Weak          Liquid     Vowel  LEOF66 1966   F     Educated   White     Vowel  -3.446594    Middle Middle_F       d            Flap
3419 Realized   Stressed  Lexical       Mono          Liquid         H  GARF87 1987   F     Educated   White Consonant  17.553406     Young  Young_F       t       Fricative
3420 Realized   Stressed  Lexical       Mono          Liquid         H  GARF87 1987   F     Educated   White Consonant  17.553406     Young  Young_F       t       Fricative
3421 Deletion   Stressed  Lexical       Mono          Liquid         H  GARM85 1985   M     Educated   White Consonant  15.553406     Young  Young_M       t        Deletion
3422 Realized   Stressed  Lexical       Mono          Liquid     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       t       Fricative
3518 Realized   Stressed  Lexical       Mono               S     Pause  ARSM91 1991   M     Educated   White     Pause  21.553406     Young  Young_M       t       Fricative
3519 Realized   Stressed  Lexical       Mono               S     Pause  BEAM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t               T
3520 Realized   Stressed  Lexical       Mono               S     Pause  BOUF65 1965   F     Educated   White     Pause  -4.446594    Middle Middle_F       t       Affricate
3521 Realized   Stressed  Lexical       Mono               S     Pause  CARM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t               T
3522 Realized   Stressed  Lexical       Mono               S     Pause  CHIF55 1955   F     Educated   White     Pause -14.446594    Middle Middle_F       t               T
3523 Realized   Stressed  Lexical       Mono               S     Pause  CLAF52 1952   F     Educated Service     Pause -17.446594    Middle Middle_F       t               T
3524 Deletion   Stressed  Lexical       Mono               S     Pause  CLAM73 1973   M Not Educated    Blue     Pause   3.553406    Middle Middle_M       t        Deletion
3525 Realized   Stressed  Lexical       Mono               S     Pause  DAVM90 1990   M     Educated Service     Pause  20.553406     Young  Young_M       t               T
3526 Realized   Stressed  Lexical       Mono               S     Pause  DELF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
3527 Realized   Stressed  Lexical       Mono               S     Pause  DONM41 1941   M Not Educated    Blue     Pause -28.446594       Old    Old_M       t               T
3528 Realized   Stressed  Lexical       Mono               S     Pause  DONM53 1953   M     Educated Service     Pause -16.446594    Middle Middle_M       t       Fricative
3529 Realized   Stressed  Lexical       Mono               S     Pause  DONM58 1958   M Not Educated Service     Pause -11.446594    Middle Middle_M       t               T
3530 Realized   Stressed  Lexical       Mono               S     Pause  DOUF46 1946   F     Educated Service     Pause -23.446594    Middle Middle_F       t       Fricative
3531 Realized   Stressed  Lexical       Mono               S     Pause  ELLF29 1929   F Not Educated Service     Pause -40.446594       Old    Old_F       t               T
3532 Realized   Stressed  Lexical       Mono               S     Pause  ELLF61 1961   F     Educated   White     Pause  -8.446594    Middle Middle_F       t       Fricative
3533 Realized   Stressed  Lexical       Mono               S     Pause  FRAM93 1993   M      Student Student     Pause  23.553406     Young  Young_M       t       Fricative
3534 Realized   Stressed  Lexical       Mono               S     Pause  GARF16 1916   F Not Educated Service     Pause -53.446594       Old    Old_F       t       Fricative
3535 Realized   Stressed  Lexical       Mono               S     Pause  GARM42 1942   M Not Educated    Blue     Pause -27.446594       Old    Old_M       t               T
3536 Realized   Stressed  Lexical       Mono               S     Pause  GAVF93 1993   F      Student Student     Pause  23.553406     Young  Young_F       t               T
3537 Deletion   Stressed  Lexical       Mono               S     Pause  GAVM90 1990   M Not Educated    Blue     Pause  20.553406     Young  Young_M       t        Deletion
3538 Realized   Stressed  Lexical       Mono               S     Pause  GOUM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t       Fricative
3539 Realized   Stressed  Lexical       Mono               S     Pause  GREM45 1945   M Not Educated    Blue     Pause -24.446594    Middle Middle_M       t               T
3540 Realized   Stressed  Lexical       Mono               S     Pause  HANF83 1983   F     Educated Service     Pause  13.553406     Young  Young_F       t       Fricative
3541 Realized   Stressed  Lexical       Mono               S     Pause  HANF83 1983   F     Educated Service     Pause  13.553406     Young  Young_F       t       Fricative
3542 Deletion   Stressed  Lexical       Mono               S     Pause  HANM57 1957   M Not Educated    Blue     Pause -12.446594    Middle Middle_M       t        Deletion
3543 Deletion   Stressed  Lexical       Mono               S     Pause  HAWM90 1990   M Not Educated    Blue     Pause  20.553406     Young  Young_M       t        Deletion
3544 Realized   Stressed  Lexical       Mono               S     Pause  HOLF49 1949   F     Educated Service     Pause -20.446594    Middle Middle_F       t       Affricate
3545 Realized   Stressed  Lexical       Mono               S     Pause  HOLM52 1952   M Not Educated    Blue     Pause -17.446594    Middle Middle_M       t       Fricative
3546 Realized   Stressed  Lexical       Mono               S     Pause  INGM84 1984   M     Educated Service     Pause  14.553406     Young  Young_M       t       Fricative
3547 Realized   Stressed  Lexical       Mono               S     Pause  INGM87 1987   M     Educated Service     Pause  17.553406     Young  Young_M       t       Fricative
3548 Realized   Stressed  Lexical       Mono               S     Pause  JOCF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
3549 Realized   Stressed  Lexical       Mono               S     Pause  JOYF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
3550 Realized   Stressed  Lexical       Mono               S     Pause  KAYF29 1929   F Not Educated Service     Pause -40.446594       Old    Old_F       t        Ejective
3551 Realized   Stressed  Lexical       Mono               S     Pause  KAYM29 1929   M Not Educated    Blue     Pause -40.446594       Old    Old_M       t       Fricative
3552 Realized   Stressed  Lexical       Mono               S     Pause  LATF53 1953   F     Educated Service     Pause -16.446594    Middle Middle_F       t       Affricate
3553 Realized   Stressed  Lexical       Mono               S     Pause  LELM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t               D
3554 Realized   Stressed  Lexical       Mono               S     Pause  LEOF66 1966   F     Educated   White     Pause  -3.446594    Middle Middle_F       t               T
3555 Deletion   Stressed  Lexical       Mono               S     Pause  MOFM55 1955   M     Educated   White     Pause -14.446594    Middle Middle_M       t        Deletion
3556 Realized   Stressed  Lexical       Mono               S     Pause  MORF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t       Fricative
3557 Realized   Stressed  Lexical       Mono               S     Pause  NATF84 1984   F     Educated Service     Pause  14.553406     Young  Young_F       t               T
3558 Realized   Stressed  Lexical       Mono               S     Pause  NEIF49 1949   F     Educated Service     Pause -20.446594    Middle Middle_F       t       Fricative
3559 Realized   Stressed  Lexical       Mono               S     Pause  PEIF57 1957   F     Educated   White     Pause -12.446594    Middle Middle_F       t       Fricative
3560 Realized   Stressed  Lexical       Mono               S     Pause  PHAM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t       Fricative
3561 Realized   Stressed  Lexical       Mono               S     Pause  ROBM64 1964   M     Educated Service     Pause  -5.446594    Middle Middle_M       t               T
3562 Realized   Stressed  Lexical       Mono               S     Pause  ROLF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t       Fricative
3563 Realized   Stressed  Lexical       Mono               S     Pause  RUDF73 1973   F     Educated Service     Pause   3.553406    Middle Middle_F       t       Fricative
3564 Realized   Stressed  Lexical       Mono               S     Pause  SILM90 1990   M Not Educated Service     Pause  20.553406     Young  Young_M       t               T
3565 Realized   Stressed  Lexical       Mono               S     Pause  SMIF58 1958   F Not Educated Service     Pause -11.446594    Middle Middle_F       t       Fricative
3566 Realized   Stressed  Lexical       Mono               S     Pause  SMIM61 1961   M Not Educated    Blue     Pause  -8.446594    Middle Middle_M       t               T
3567 Deletion   Stressed  Lexical       Mono               S     Pause  STAM21 1921   M Not Educated    Blue     Pause -48.446594       Old    Old_M       t        Deletion
3568 Realized   Stressed  Lexical       Mono               S     Pause  STEF99 1999   F      Student Student     Pause  29.553406     Young  Young_F       t               T
3569 Realized   Stressed  Lexical       Mono               S     Pause  STEM42 1942   M Not Educated Service     Pause -27.446594       Old    Old_M       t        Ejective
3570 Realized   Stressed  Lexical       Mono               S     Pause  STEM65 1965   M Not Educated Service     Pause  -4.446594    Middle Middle_M       t       Fricative
3571 Realized   Stressed  Lexical       Mono               S     Pause  TAMF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
3572 Deletion   Stressed  Lexical       Mono               S     Pause  VICF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t        Deletion
3573 Realized   Stressed  Lexical       Mono               S     Pause  VIKF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t       Fricative
3574 Realized   Stressed  Lexical       Mono          Liquid     Vowel  GARF37 1937   F Not Educated Service     Vowel -32.446594       Old    Old_F       d            Flap
3575 Realized   Stressed  Lexical       Mono          Liquid     Vowel  MARM92 1992   M      Student Student     Vowel  22.553406     Young  Young_M       d            Flap
3576 Realized   Stressed  Lexical       Mono          Liquid     Vowel  PHAM91 1991   M      Student Student     Vowel  21.553406     Young  Young_M       d            Flap
3577 Realized   Stressed  Lexical       Mono          Liquid     Vowel  ROLF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       d            Flap
3642 Deletion Unstressed  Lexical       Mono          Liquid     Pause  GREF22 1922   F Not Educated Service     Pause -47.446594       Old    Old_F       d        Deletion
3651 Deletion Unstressed  Lexical       Mono          Liquid     Pause  INGM84 1984   M     Educated Service     Pause  14.553406     Young  Young_M       d        Deletion
3652 Deletion Unstressed  Lexical       Mono          Liquid     Pause  INGM84 1984   M     Educated Service     Pause  14.553406     Young  Young_M       d        Deletion
3708 Deletion Unstressed  Lexical       Mono           Nasal     Pause  DONF15 1915   F Not Educated Service     Pause -54.446594       Old    Old_F       d        Deletion
3841 Realized   Stressed  Lexical       Past           Nasal     Pause  ELLF61 1961   F     Educated   White     Pause  -8.446594    Middle Middle_F       d               T
3842 Realized   Stressed  Lexical       Past           Nasal     Pause  EVAF92 1992   F      Student Student     Pause  22.553406     Young  Young_F       d               D
3843 Realized   Stressed  Lexical       Past           Nasal     Pause  GARF37 1937   F Not Educated Service     Pause -32.446594       Old    Old_F       d               T
3844 Realized   Stressed  Lexical       Past           Nasal     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       d       Affricate
3845 Deletion   Stressed  Lexical       Past           Nasal     Pause  MARM92 1992   M      Student Student     Pause  22.553406     Young  Young_M       d        Deletion
3846 Realized   Stressed  Lexical       Past           Nasal     Pause  PACM94 1994   M      Student Student     Pause  24.553406     Young  Young_M       d               D
3847 Deletion   Stressed  Lexical       Mono               S     Pause  HANM57 1957   M Not Educated    Blue     Pause -12.446594    Middle Middle_M       t        Deletion
3848 Deletion   Stressed  Lexical       Past Other Fricative     Pause  INGM84 1984   M     Educated Service     Pause  14.553406     Young  Young_M       d        Deletion
3849 Deletion   Stressed  Lexical       Mono               S     Vowel  GARF87 1987   F     Educated   White     Vowel  17.553406     Young  Young_F       t        Deletion
3850 Deletion   Stressed  Lexical       Mono               S     Pause  MARM92 1992   M      Student Student     Pause  22.553406     Young  Young_M       t        Deletion
3851 Deletion   Stressed  Lexical       Mono               S     Pause  MARM92 1992   M      Student Student     Pause  22.553406     Young  Young_M       t        Deletion
3852 Deletion   Stressed  Lexical       Mono               S     Pause  MARM92 1992   M      Student Student     Pause  22.553406     Young  Young_M       t        Deletion
3853 Deletion   Stressed  Lexical       Mono               S     Pause  MARM92 1992   M      Student Student     Pause  22.553406     Young  Young_M       t        Deletion
3910 Realized   Stressed  Lexical       Past            Stop     Vowel  GARF87 1987   F     Educated   White     Vowel  17.553406     Young  Young_F       t               T
3945 Deletion   Stressed  Lexical       Mono           Nasal     Vowel  MARM92 1992   M      Student Student     Vowel  22.553406     Young  Young_M       d        Deletion
4040 Realized   Stressed  Lexical       Mono               S         H  GARM85 1985   M     Educated   White Consonant  15.553406     Young  Young_M       t       Fricative
4069 Realized   Stressed  Lexical       Past           Nasal     Vowel  GARF87 1987   F     Educated   White     Vowel  17.553406     Young  Young_F       d               D
4070 Realized   Stressed  Lexical       Past          Liquid     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       d               T
4071 Realized   Stressed  Lexical       Past          Liquid     Vowel  GARF87 1987   F     Educated   White     Vowel  17.553406     Young  Young_F       d               T
4072 Realized   Stressed  Lexical       Past           Nasal     Vowel  INGM84 1984   M     Educated Service     Vowel  14.553406     Young  Young_M       d               D
4073 Realized   Stressed  Lexical       Past          Liquid     Vowel  INGM84 1984   M     Educated Service     Vowel  14.553406     Young  Young_M       d            Flap
4074 Realized   Stressed  Lexical  Semi-Weak Other Fricative     Pause  DONF15 1915   F Not Educated Service     Pause -54.446594       Old    Old_F       t               T
4075 Realized   Stressed  Lexical  Semi-Weak Other Fricative     Vowel  GARF87 1987   F     Educated   White     Vowel  17.553406     Young  Young_F       t               T
4076 Realized   Stressed  Lexical  Semi-Weak Other Fricative     Vowel  GARM85 1985   M     Educated   White     Vowel  15.553406     Young  Young_M       t               T
4113 Deletion   Stressed  Lexical       Mono               S     Pause  GARF16 1916   F Not Educated Service     Pause -53.446594       Old    Old_F       t        Deletion
4114 Realized   Stressed  Lexical       Mono               S     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       t       Fricative
4115 Realized   Stressed  Lexical       Mono               S     Pause  LEOF66 1966   F     Educated   White     Pause  -3.446594    Middle Middle_F       t       Fricative
4116 Realized   Stressed  Lexical       Mono               S     Pause  NEIF49 1949   F     Educated Service     Pause -20.446594    Middle Middle_F       t               T
4117 Realized   Stressed  Lexical       Past Other Fricative     Vowel  DONF15 1915   F Not Educated Service     Vowel -54.446594       Old    Old_F       d               T
4118 Realized   Stressed  Lexical       Past Other Fricative     Vowel  DONF15 1915   F Not Educated Service     Vowel -54.446594       Old    Old_F       d               D
4121 Realized   Stressed  Lexical       Past Other Fricative         H  GARF16 1916   F Not Educated Service Consonant -53.446594       Old    Old_F       d               D
4122 Realized   Stressed  Lexical       Past Other Fricative     Pause  GARF16 1916   F Not Educated Service     Pause -53.446594       Old    Old_F       d               D
4123 Realized   Stressed  Lexical       Past Other Fricative     Vowel  GARF87 1987   F     Educated   White     Vowel  17.553406     Young  Young_F       d               D
4124 Realized   Stressed  Lexical  Semi-Weak               S     Pause  ARSM91 1991   M     Educated   White     Pause  21.553406     Young  Young_M       t       Fricative
4125 Realized   Stressed  Lexical  Semi-Weak               S     Pause  BEAM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t               T
4126 Realized   Stressed  Lexical  Semi-Weak               S     Pause  CARM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t       Fricative
4128 Realized   Stressed  Lexical  Semi-Weak               S     Pause  DELF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
4129 Realized   Stressed  Lexical  Semi-Weak               S     Pause  ELLF61 1961   F     Educated   White     Pause  -8.446594    Middle Middle_F       t               T
4130 Realized   Stressed  Lexical  Semi-Weak               S     Pause  FRAM93 1993   M      Student Student     Pause  23.553406     Young  Young_M       t               T
4131 Realized   Stressed  Lexical  Semi-Weak               S     Vowel  GARF87 1987   F     Educated   White     Vowel  17.553406     Young  Young_F       t               T
4132 Deletion   Stressed  Lexical  Semi-Weak               S         H  GARF87 1987   F     Educated   White Consonant  17.553406     Young  Young_F       t        Deletion
4133 Realized   Stressed  Lexical  Semi-Weak               S     Vowel  GARM85 1985   M     Educated   White     Vowel  15.553406     Young  Young_M       t       Fricative
4134 Realized   Stressed  Lexical  Semi-Weak               S         H  GARM85 1985   M     Educated   White Consonant  15.553406     Young  Young_M       t               T
4136 Deletion   Stressed  Lexical  Semi-Weak               S     Pause  GAVM90 1990   M Not Educated    Blue     Pause  20.553406     Young  Young_M       t        Deletion
4137 Deletion   Stressed  Lexical  Semi-Weak               S     Pause  GOUM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t        Deletion
4138 Deletion   Stressed  Lexical  Semi-Weak               S     Pause  HAWM90 1990   M Not Educated    Blue     Pause  20.553406     Young  Young_M       t        Deletion
4139 Realized   Stressed  Lexical  Semi-Weak               S     Pause  JOCF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
4140 Realized   Stressed  Lexical  Semi-Weak               S     Pause  JOYF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t       Fricative
4141 Realized   Stressed  Lexical  Semi-Weak               S     Pause  LELM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t               T
4142 Deletion   Stressed  Lexical  Semi-Weak               S     Pause  MORF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t        Deletion
4143 Deletion   Stressed  Lexical  Semi-Weak               S     Pause  PACM94 1994   M      Student Student     Pause  24.553406     Young  Young_M       t        Deletion
4144 Deletion   Stressed  Lexical  Semi-Weak               S     Pause  PHAM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t        Deletion
4145 Realized   Stressed  Lexical  Semi-Weak               S     Pause  ROLF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
4147 Realized   Stressed  Lexical  Semi-Weak               S     Pause  SILM90 1990   M Not Educated Service     Pause  20.553406     Young  Young_M       t       Affricate
4148 Deletion   Stressed  Lexical  Semi-Weak               S     Pause  TAMF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t        Deletion
4149 Deletion   Stressed  Lexical  Semi-Weak               S     Pause  VICF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t        Deletion
4150 Deletion   Stressed  Lexical  Semi-Weak               S     Pause  VIKF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t        Deletion
4273 Realized   Stressed  Lexical       Mono               S     Pause  ARSM91 1991   M     Educated   White     Pause  21.553406     Young  Young_M       t       Fricative
4274 Realized   Stressed  Lexical       Mono               S     Pause  BEAM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t       Fricative
4275 Realized   Stressed  Lexical       Mono               S     Pause  BOUF65 1965   F     Educated   White     Pause  -4.446594    Middle Middle_F       t       Affricate
4276 Realized   Stressed  Lexical       Mono               S     Pause  CARM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t               T
4277 Realized   Stressed  Lexical       Mono               S     Pause  CHIF55 1955   F     Educated   White     Pause -14.446594    Middle Middle_F       t               T
4278 Realized   Stressed  Lexical       Mono               S     Pause  CLAF52 1952   F     Educated Service     Pause -17.446594    Middle Middle_F       t               T
4279 Realized   Stressed  Lexical       Mono               S     Pause  CLAM73 1973   M Not Educated    Blue     Pause   3.553406    Middle Middle_M       t       Fricative
4280 Realized   Stressed  Lexical       Mono               S     Pause  DAVM90 1990   M     Educated Service     Pause  20.553406     Young  Young_M       t               T
4281 Realized   Stressed  Lexical       Mono               S     Pause  DELF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
4282 Realized   Stressed  Lexical       Mono               S     Pause  DONM41 1941   M Not Educated    Blue     Pause -28.446594       Old    Old_M       t               T
4283 Realized   Stressed  Lexical       Mono               S     Pause  DONM53 1953   M     Educated Service     Pause -16.446594    Middle Middle_M       t               T
4284 Realized   Stressed  Lexical       Mono               S     Pause  DONM58 1958   M Not Educated Service     Pause -11.446594    Middle Middle_M       t               T
4285 Realized   Stressed  Lexical       Mono               S     Pause  DOUF46 1946   F     Educated Service     Pause -23.446594    Middle Middle_F       t       Fricative
4286 Realized   Stressed  Lexical       Mono               S     Pause  ELLF61 1961   F     Educated   White     Pause  -8.446594    Middle Middle_F       t       Fricative
4287 Realized   Stressed  Lexical       Mono               S     Pause  FRAM93 1993   M      Student Student     Pause  23.553406     Young  Young_M       t       Fricative
4288 Realized   Stressed  Lexical       Mono               S     Pause  GARF16 1916   F Not Educated Service     Pause -53.446594       Old    Old_F       t       Fricative
4289 Realized   Stressed  Lexical       Mono               S     Pause  GARM42 1942   M Not Educated    Blue     Pause -27.446594       Old    Old_M       t               T
4290 Realized   Stressed  Lexical       Mono               S     Pause  GAVF93 1993   F      Student Student     Pause  23.553406     Young  Young_F       t               T
4291 Realized   Stressed  Lexical       Mono               S     Pause  GOUM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t       Fricative
4292 Realized   Stressed  Lexical       Mono               S     Pause  GREM45 1945   M Not Educated    Blue     Pause -24.446594    Middle Middle_M       t               T
4293 Realized   Stressed  Lexical       Mono               S     Pause  HANF83 1983   F     Educated Service     Pause  13.553406     Young  Young_F       t               T
4294 Realized   Stressed  Lexical       Mono               S     Pause  HANF83 1983   F     Educated Service     Pause  13.553406     Young  Young_F       t               T
4295 Deletion   Stressed  Lexical       Mono               S     Pause  HANM57 1957   M Not Educated    Blue     Pause -12.446594    Middle Middle_M       t        Deletion
4296 Deletion   Stressed  Lexical       Mono               S     Pause  HAWM90 1990   M Not Educated    Blue     Pause  20.553406     Young  Young_M       t        Deletion
4297 Realized   Stressed  Lexical       Mono               S     Pause  HOLF49 1949   F     Educated Service     Pause -20.446594    Middle Middle_F       t       Affricate
4298 Realized   Stressed  Lexical       Mono               S     Pause  HOLM52 1952   M Not Educated    Blue     Pause -17.446594    Middle Middle_M       t       Fricative
4299 Realized   Stressed  Lexical       Mono               S     Pause  INGM84 1984   M     Educated Service     Pause  14.553406     Young  Young_M       t               T
4300 Realized   Stressed  Lexical       Mono               S     Pause  INGM87 1987   M     Educated Service     Pause  17.553406     Young  Young_M       t       Affricate
4301 Realized   Stressed  Lexical       Mono               S     Pause  JOCF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t       Fricative
4302 Realized   Stressed  Lexical       Mono               S     Pause  JOYF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
4303 Realized   Stressed  Lexical       Mono               S     Pause  KAYF29 1929   F Not Educated Service     Pause -40.446594       Old    Old_F       t               T
4304 Realized   Stressed  Lexical       Mono               S     Pause  KAYM29 1929   M Not Educated    Blue     Pause -40.446594       Old    Old_M       t               T
4305 Realized   Stressed  Lexical       Mono               S     Pause  LATF53 1953   F     Educated Service     Pause -16.446594    Middle Middle_F       t               T
4306 Realized   Stressed  Lexical       Mono               S     Pause  LELM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t               T
4307 Realized   Stressed  Lexical       Mono               S     Pause  LEOF66 1966   F     Educated   White     Pause  -3.446594    Middle Middle_F       t               T
4308 Realized   Stressed  Lexical       Mono               S     Pause  MOFM55 1955   M     Educated   White     Pause -14.446594    Middle Middle_M       t       Affricate
4309 Realized   Stressed  Lexical       Mono               S     Pause  MORF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t       Fricative
4310 Realized   Stressed  Lexical       Mono               S     Pause  NEIF49 1949   F     Educated Service     Pause -20.446594    Middle Middle_F       t               T
4311 Deletion   Stressed  Lexical       Mono               S     Pause  PEIF57 1957   F     Educated   White     Pause -12.446594    Middle Middle_F       t        Deletion
4312 Realized   Stressed  Lexical       Mono               S     Pause  PHAM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t       Fricative
4313 Realized   Stressed  Lexical       Mono               S     Pause  ROBM64 1964   M     Educated Service     Pause  -5.446594    Middle Middle_M       t       Fricative
4314 Realized   Stressed  Lexical       Mono               S     Pause  ROLF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t       Fricative
4315 Realized   Stressed  Lexical       Mono               S     Pause  RUDF73 1973   F     Educated Service     Pause   3.553406    Middle Middle_F       t       Fricative
4316 Realized   Stressed  Lexical       Mono               S     Pause  SAMF61 1961   F     Educated   White     Pause  -8.446594    Middle Middle_F       t       Fricative
4317 Realized   Stressed  Lexical       Mono               S     Pause  SILM90 1990   M Not Educated Service     Pause  20.553406     Young  Young_M       t       Affricate
4318 Realized   Stressed  Lexical       Mono               S     Pause  SMIF58 1958   F Not Educated Service     Pause -11.446594    Middle Middle_F       t       Fricative
4319 Realized   Stressed  Lexical       Mono               S     Pause  SMIM61 1961   M Not Educated    Blue     Pause  -8.446594    Middle Middle_M       t               T
4320 Deletion   Stressed  Lexical       Mono               S     Pause  STAM21 1921   M Not Educated    Blue     Pause -48.446594       Old    Old_M       t        Deletion
4321 Realized   Stressed  Lexical       Mono               S     Pause  STEM42 1942   M Not Educated Service     Pause -27.446594       Old    Old_M       t               T
4322 Realized   Stressed  Lexical       Mono               S     Pause  STEM65 1965   M Not Educated Service     Pause  -4.446594    Middle Middle_M       t        Ejective
4323 Realized   Stressed  Lexical       Mono               S     Pause  TAMF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
4324 Deletion   Stressed  Lexical       Mono               S     Pause  VICF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t        Deletion
4325 Realized   Stressed  Lexical       Mono               S     Pause  VIKF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t       Fricative
4326 Realized   Stressed Function       Mono               S     Vowel  GARF16 1916   F Not Educated Service     Vowel -53.446594       Old    Old_F       t       Fricative
4327 Realized   Stressed Function       Mono               S     Vowel  INGM84 1984   M     Educated Service     Vowel  14.553406     Young  Young_M       t       Fricative
4328 Deletion   Stressed Function       Mono               S     Pause  MARM92 1992   M      Student Student     Pause  22.553406     Young  Young_M       t        Deletion
4331 Realized   Stressed  Lexical       Mono           Nasal     Pause  DONM41 1941   M Not Educated    Blue     Pause -28.446594       Old    Old_M       d               T
4332 Deletion   Stressed  Lexical       Mono           Nasal     Pause  DONM41 1941   M Not Educated    Blue     Pause -28.446594       Old    Old_M       d        Deletion
4333 Deletion   Stressed  Lexical       Mono           Nasal     Pause  DONM41 1941   M Not Educated    Blue     Pause -28.446594       Old    Old_M       d        Deletion
4334 Deletion   Stressed  Lexical       Mono           Nasal     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       d        Deletion
4335 Deletion   Stressed  Lexical       Mono               S     Pause  DONF15 1915   F Not Educated Service     Pause -54.446594       Old    Old_F       t        Deletion
4336 Deletion   Stressed  Lexical       Mono               S     Vowel  GARF16 1916   F Not Educated Service     Vowel -53.446594       Old    Old_F       t        Deletion
4337 Deletion   Stressed  Lexical       Mono               S     Pause  NATF84 1984   F     Educated Service     Pause  14.553406     Young  Young_F       t        Deletion
4377 Realized   Stressed  Lexical       Mono               S     Pause  LELM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t               T
4523 Deletion   Stressed  Lexical       Mono          Liquid Consonant  ARSM91 1991   M     Educated   White Consonant  21.553406     Young  Young_M       d        Deletion
4525 Realized   Stressed  Lexical       Mono          Liquid         H  BOUF65 1965   F     Educated   White Consonant  -4.446594    Middle Middle_F       d               T
4528 Deletion   Stressed  Lexical       Mono          Liquid Consonant  CHIF55 1955   F     Educated   White Consonant -14.446594    Middle Middle_F       d        Deletion
4529 Realized   Stressed  Lexical       Mono          Liquid         H  CHIF55 1955   F     Educated   White Consonant -14.446594    Middle Middle_F       d               T
4531 Realized   Stressed  Lexical       Mono          Liquid         H  CLAF52 1952   F     Educated Service Consonant -17.446594    Middle Middle_F       d       Fricative
4536 Deletion   Stressed  Lexical       Mono          Liquid     Pause  DONF15 1915   F Not Educated Service     Pause -54.446594       Old    Old_F       d        Deletion
4537 Realized   Stressed  Lexical       Mono          Liquid     Vowel  DONF15 1915   F Not Educated Service     Vowel -54.446594       Old    Old_F       d               D
4538 Realized   Stressed  Lexical       Mono          Liquid         H  DONM53 1953   M     Educated Service Consonant -16.446594    Middle Middle_M       d               D
4540 Deletion   Stressed  Lexical       Mono          Liquid Consonant  DONM58 1958   M Not Educated Service Consonant -11.446594    Middle Middle_M       d        Deletion
4541 Realized   Stressed  Lexical       Mono          Liquid         H  DONM58 1958   M Not Educated Service Consonant -11.446594    Middle Middle_M       d               T
4542 Deletion   Stressed  Lexical       Mono          Liquid Consonant  DOUF46 1946   F     Educated Service Consonant -23.446594    Middle Middle_F       d        Deletion
4543 Deletion   Stressed  Lexical       Mono          Liquid         H  DOUF46 1946   F     Educated Service Consonant -23.446594    Middle Middle_F       d        Deletion
4544 Deletion   Stressed  Lexical       Mono          Liquid     Vowel  ELLF29 1929   F Not Educated Service     Vowel -40.446594       Old    Old_F       d        Deletion
4545 Deletion   Stressed  Lexical       Mono          Liquid         H  ELLF29 1929   F Not Educated Service Consonant -40.446594       Old    Old_F       d        Deletion
4546 Deletion   Stressed  Lexical       Mono          Liquid Consonant  ELLF61 1961   F     Educated   White Consonant  -8.446594    Middle Middle_F       d        Deletion
4547 Deletion   Stressed  Lexical       Mono          Liquid Consonant  EVAF92 1992   F      Student Student Consonant  22.553406     Young  Young_F       d        Deletion
4551 Deletion   Stressed  Lexical       Mono          Liquid     Vowel  GARF87 1987   F     Educated   White     Vowel  17.553406     Young  Young_F       d        Deletion
4553 Deletion   Stressed  Lexical       Mono          Liquid         H  GARM42 1942   M Not Educated    Blue Consonant -27.446594       Old    Old_M       d        Deletion
4555 Deletion   Stressed  Lexical       Mono          Liquid Consonant  GAVF93 1993   F      Student Student Consonant  23.553406     Young  Young_F       d        Deletion
4558 Realized   Stressed  Lexical       Mono          Liquid Consonant  GREF22 1922   F Not Educated Service Consonant -47.446594       Old    Old_F       d        Ejective
4559 Deletion   Stressed  Lexical       Mono          Liquid Consonant  GREM45 1945   M Not Educated    Blue Consonant -24.446594    Middle Middle_M       d        Deletion
4560 Deletion   Stressed  Lexical       Mono          Liquid         H  GREM45 1945   M Not Educated    Blue Consonant -24.446594    Middle Middle_M       d        Deletion
4562 Deletion   Stressed  Lexical       Mono          Liquid         H  HOLF49 1949   F     Educated Service Consonant -20.446594    Middle Middle_F       d        Deletion
4563 Deletion   Stressed  Lexical       Mono          Liquid         H  HOLM52 1952   M Not Educated    Blue Consonant -17.446594    Middle Middle_M       d        Deletion
4565 Realized   Stressed  Lexical       Mono          Liquid         H  INGM84 1984   M     Educated Service Consonant  14.553406     Young  Young_M       d       Fricative
4566 Deletion   Stressed  Lexical       Mono          Liquid     Pause  INGM84 1984   M     Educated Service     Pause  14.553406     Young  Young_M       d        Deletion
4567 Realized   Stressed  Lexical       Mono          Liquid         H  INGM87 1987   M     Educated Service Consonant  17.553406     Young  Young_M       d       Fricative
4571 Deletion   Stressed  Lexical       Mono          Liquid Consonant  KAYF29 1929   F Not Educated Service Consonant -40.446594       Old    Old_F       d        Deletion
4572 Deletion   Stressed  Lexical       Mono          Liquid Consonant  KAYM29 1929   M Not Educated    Blue Consonant -40.446594       Old    Old_M       d        Deletion
4573 Deletion   Stressed  Lexical       Mono          Liquid         H  KAYM29 1929   M Not Educated    Blue Consonant -40.446594       Old    Old_M       d        Deletion
4574 Realized   Stressed  Lexical       Mono          Liquid         H  LATF53 1953   F     Educated Service Consonant -16.446594    Middle Middle_F       d               T
4577 Realized   Stressed  Lexical       Mono          Liquid Consonant  LEOF66 1966   F     Educated   White Consonant  -3.446594    Middle Middle_F       d               D
4578 Realized   Stressed  Lexical       Mono          Liquid         H  LEOF66 1966   F     Educated   White Consonant  -3.446594    Middle Middle_F       d               D
4580 Realized   Stressed  Lexical       Mono          Liquid         H  MOFM55 1955   M     Educated   White Consonant -14.446594    Middle Middle_M       d       Fricative
4583 Realized   Stressed  Lexical       Mono          Liquid         H  NATF84 1984   F     Educated Service Consonant  14.553406     Young  Young_F       d               T
4584 Deletion   Stressed  Lexical       Mono          Liquid         H  NATF84 1984   F     Educated Service Consonant  14.553406     Young  Young_F       d        Deletion
4586 Deletion   Stressed  Lexical       Mono          Liquid Consonant  NEIF49 1949   F     Educated Service Consonant -20.446594    Middle Middle_F       d        Deletion
4587 Deletion   Stressed  Lexical       Mono          Liquid         H  NEIF49 1949   F     Educated Service Consonant -20.446594    Middle Middle_F       d        Deletion
4588 Deletion   Stressed  Lexical       Mono          Liquid         H  PEIF57 1957   F     Educated   White Consonant -12.446594    Middle Middle_F       d        Deletion
4591 Deletion   Stressed  Lexical       Mono          Liquid Consonant  ROBM64 1964   M     Educated Service Consonant  -5.446594    Middle Middle_M       d        Deletion
4592 Deletion   Stressed  Lexical       Mono          Liquid         H  ROBM64 1964   M     Educated Service Consonant  -5.446594    Middle Middle_M       d        Deletion
4593 Realized   Stressed  Lexical       Mono          Liquid Consonant  ROLF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       d               D
4594 Realized   Stressed  Lexical       Mono          Liquid         H  RUDF73 1973   F     Educated Service Consonant   3.553406    Middle Middle_F       d Other Weakening
4596 Deletion   Stressed  Lexical       Mono          Liquid Consonant  SAMF61 1961   F     Educated   White Consonant  -8.446594    Middle Middle_F       d        Deletion
4597 Deletion   Stressed  Lexical       Mono          Liquid         H  SAMF61 1961   F     Educated   White Consonant  -8.446594    Middle Middle_F       d        Deletion
4599 Realized   Stressed  Lexical       Mono          Liquid         H  SMIF58 1958   F Not Educated Service Consonant -11.446594    Middle Middle_F       d       Fricative
4601 Deletion   Stressed  Lexical       Mono          Liquid Consonant  SMIM61 1961   M Not Educated    Blue Consonant  -8.446594    Middle Middle_M       d        Deletion
4602 Deletion   Stressed  Lexical       Mono          Liquid         H  SMIM61 1961   M Not Educated    Blue Consonant  -8.446594    Middle Middle_M       d        Deletion
4603 Realized   Stressed  Lexical       Mono          Liquid         H  STEF99 1999   F      Student Student Consonant  29.553406     Young  Young_F       d               T
4734 Realized   Stressed  Lexical       Past           Nasal     Vowel  GARF87 1987   F     Educated   White     Vowel  17.553406     Young  Young_F       d            Flap
4735 Realized   Stressed  Lexical       Past            Stop     Vowel  ARSM91 1991   M     Educated   White     Vowel  21.553406     Young  Young_M       t               T
4791 Realized   Stressed  Lexical       Mono          Liquid     Vowel  GREM45 1945   M Not Educated    Blue     Vowel -24.446594    Middle Middle_M       t            Flap
4792 Realized   Stressed  Lexical       Mono          Liquid     Vowel  INGM84 1984   M     Educated Service     Vowel  14.553406     Young  Young_M       t            Flap
4858 Deletion Unstressed  Lexical       Mono            Stop     Pause  INGM84 1984   M     Educated Service     Pause  14.553406     Young  Young_M       t        Deletion
4859 Realized Unstressed  Lexical       Mono            Stop     Pause  INGM84 1984   M     Educated Service     Pause  14.553406     Young  Young_M       t               T
4980 Realized   Stressed  Lexical       Past            Stop         H  BEAM91 1991   M      Student Student Consonant  21.553406     Young  Young_M       t               T
4981 Realized   Stressed  Lexical       Past            Stop     Vowel  BOUF65 1965   F     Educated   White     Vowel  -4.446594    Middle Middle_F       t               T
4982 Realized   Stressed  Lexical       Past            Stop     Vowel  CARM91 1991   M      Student Student     Vowel  21.553406     Young  Young_M       t            Flap
4983 Realized   Stressed  Lexical       Past            Stop     Vowel  CHIF55 1955   F     Educated   White     Vowel -14.446594    Middle Middle_F       t               T
4984 Realized   Stressed  Lexical       Past            Stop     Vowel  CLAF52 1952   F     Educated Service     Vowel -17.446594    Middle Middle_F       t               T
4985 Realized   Stressed  Lexical       Past            Stop     Vowel  CONM89 1989   M     Educated Service     Vowel  19.553406     Young  Young_M       t               T
4986 Realized   Stressed  Lexical       Past            Stop     Vowel  DELF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       t               T
4987 Realized   Stressed  Lexical       Past            Stop     Vowel  DONM53 1953   M     Educated Service     Vowel -16.446594    Middle Middle_M       t               T
4988 Realized   Stressed  Lexical       Past            Stop     Vowel  DONM58 1958   M Not Educated Service     Vowel -11.446594    Middle Middle_M       t               T
4989 Realized   Stressed  Lexical       Past            Stop     Vowel  DOUF46 1946   F     Educated Service     Vowel -23.446594    Middle Middle_F       t               T
4990 Realized   Stressed  Lexical       Past            Stop     Vowel  ELLF29 1929   F Not Educated Service     Vowel -40.446594       Old    Old_F       t               T
4991 Realized   Stressed  Lexical       Past            Stop     Vowel  ELLF61 1961   F     Educated   White     Vowel  -8.446594    Middle Middle_F       t               T
4992 Realized   Stressed  Lexical       Past            Stop     Vowel  EVAF92 1992   F      Student Student     Vowel  22.553406     Young  Young_F       t               T
4993 Realized   Stressed  Lexical       Past            Stop     Vowel  FRAM93 1993   M      Student Student     Vowel  23.553406     Young  Young_M       t       Fricative
4994 Realized   Stressed  Lexical       Past            Stop     Vowel  GARF37 1937   F Not Educated Service     Vowel -32.446594       Old    Old_F       t               T
4995 Realized   Stressed  Lexical       Past            Stop     Vowel  GARM42 1942   M Not Educated    Blue     Vowel -27.446594       Old    Old_M       t               T
4996 Realized   Stressed  Lexical       Past            Stop     Vowel  GAVF93 1993   F      Student Student     Vowel  23.553406     Young  Young_F       t               T
4997 Realized   Stressed  Lexical       Past            Stop     Vowel  GAVM90 1990   M Not Educated    Blue     Vowel  20.553406     Young  Young_M       t               T
4998 Realized   Stressed  Lexical       Past            Stop     Vowel  GOUM91 1991   M      Student Student     Vowel  21.553406     Young  Young_M       t       Fricative
4999 Realized   Stressed  Lexical       Past            Stop     Vowel  GREF22 1922   F Not Educated Service     Vowel -47.446594       Old    Old_F       t               T
5000 Realized   Stressed  Lexical       Past            Stop     Vowel  GREM45 1945   M Not Educated    Blue     Vowel -24.446594    Middle Middle_M       t               T
5001 Realized   Stressed  Lexical       Past            Stop     Vowel  HAWM90 1990   M Not Educated    Blue     Vowel  20.553406     Young  Young_M       t               T
5002 Realized   Stressed  Lexical       Past            Stop     Vowel  HOLF49 1949   F     Educated Service     Vowel -20.446594    Middle Middle_F       t               T
5003 Realized   Stressed  Lexical       Past            Stop     Vowel  HOLM52 1952   M Not Educated    Blue     Vowel -17.446594    Middle Middle_M       t               T
5004 Realized   Stressed  Lexical       Past            Stop     Vowel  INGM84 1984   M     Educated Service     Vowel  14.553406     Young  Young_M       t               T
5005 Realized   Stressed  Lexical       Past            Stop     Vowel  INGM87 1987   M     Educated Service     Vowel  17.553406     Young  Young_M       t               T
5006 Realized   Stressed  Lexical       Past            Stop     Vowel  JOCF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       t               T
5007 Realized   Stressed  Lexical       Past            Stop     Vowel  JOYF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       t               T
5008 Realized   Stressed  Lexical       Past            Stop     Vowel  KAYM29 1929   M Not Educated    Blue     Vowel -40.446594       Old    Old_M       t               T
5009 Realized   Stressed  Lexical       Past            Stop     Vowel  LATF53 1953   F     Educated Service     Vowel -16.446594    Middle Middle_F       t               T
5010 Realized   Stressed  Lexical       Past            Stop     Vowel  LEOF66 1966   F     Educated   White     Vowel  -3.446594    Middle Middle_F       t               T
5011 Realized   Stressed  Lexical       Past            Stop     Vowel  MARM92 1992   M      Student Student     Vowel  22.553406     Young  Young_M       t               T
5012 Realized   Stressed  Lexical       Past            Stop     Vowel  MOFM55 1955   M     Educated   White     Vowel -14.446594    Middle Middle_M       t               T
5013 Realized   Stressed  Lexical       Past            Stop     Vowel  MORF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       t               T
5014 Realized   Stressed  Lexical       Past            Stop     Vowel  NEIF49 1949   F     Educated Service     Vowel -20.446594    Middle Middle_F       t            Flap
5015 Realized   Stressed  Lexical       Past            Stop     Vowel  PEIF57 1957   F     Educated   White     Vowel -12.446594    Middle Middle_F       t               T
5016 Realized   Stressed  Lexical       Past            Stop     Vowel  PHAM91 1991   M      Student Student     Vowel  21.553406     Young  Young_M       t               T
5017 Realized   Stressed  Lexical       Past            Stop     Vowel  ROBM64 1964   M     Educated Service     Vowel  -5.446594    Middle Middle_M       t               T
5018 Realized   Stressed  Lexical       Past            Stop     Vowel  ROLF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       t               T
5019 Realized   Stressed  Lexical       Past            Stop     Vowel  RUDF73 1973   F     Educated Service     Vowel   3.553406    Middle Middle_F       t               T
5020 Realized   Stressed  Lexical       Past            Stop     Vowel  SAMF61 1961   F     Educated   White     Vowel  -8.446594    Middle Middle_F       t               T
5021 Realized   Stressed  Lexical       Past            Stop     Vowel  SILM90 1990   M Not Educated Service     Vowel  20.553406     Young  Young_M       t               T
5022 Realized   Stressed  Lexical       Past            Stop     Vowel  SMIF58 1958   F Not Educated Service     Vowel -11.446594    Middle Middle_F       t               T
5023 Realized   Stressed  Lexical       Past            Stop     Vowel  SMIM61 1961   M Not Educated    Blue     Vowel  -8.446594    Middle Middle_M       t               T
5024 Realized   Stressed  Lexical       Past            Stop     Vowel  STEF99 1999   F      Student Student     Vowel  29.553406     Young  Young_F       t               T
5025 Realized   Stressed  Lexical       Past            Stop     Vowel  STEM42 1942   M Not Educated Service     Vowel -27.446594       Old    Old_M       t               T
5026 Realized   Stressed  Lexical       Past            Stop     Vowel  VICF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       t               T
5027 Realized   Stressed  Lexical       Past            Stop     Vowel  VIKF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       t               T
5104 Deletion   Stressed  Lexical       Past          Liquid     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       d        Deletion
5121 Realized   Stressed  Lexical       Mono           Nasal     Pause  ARSM91 1991   M     Educated   White     Pause  21.553406     Young  Young_M       t       Fricative
5122 Realized   Stressed  Lexical       Mono           Nasal     Pause  ARSM91 1991   M     Educated   White     Pause  21.553406     Young  Young_M       t       Fricative
5123 Realized   Stressed  Lexical       Mono           Nasal     Pause  BEAM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t               T
5124 Realized   Stressed  Lexical       Mono           Nasal     Pause  CARM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t       Affricate
5125 Realized   Stressed  Lexical       Mono           Nasal     Pause  DAVM90 1990   M     Educated Service     Pause  20.553406     Young  Young_M       t               T
5126 Realized   Stressed  Lexical       Mono           Nasal     Pause  DELF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
5127 Realized   Stressed  Lexical       Mono           Nasal     Pause  ELLF61 1961   F     Educated   White     Pause  -8.446594    Middle Middle_F       t               T
5128 Realized   Stressed  Lexical       Mono           Nasal     Pause  ELLF61 1961   F     Educated   White     Pause  -8.446594    Middle Middle_F       t       Affricate
5129 Realized   Stressed  Lexical       Mono           Nasal     Pause  EVAF92 1992   F      Student Student     Pause  22.553406     Young  Young_F       t               T
5130 Realized   Stressed  Lexical       Mono           Nasal     Pause  FRAM93 1993   M      Student Student     Pause  23.553406     Young  Young_M       t       Fricative
5131 Realized   Stressed  Lexical       Mono           Nasal     Pause  GARF37 1937   F Not Educated Service     Pause -32.446594       Old    Old_F       t               T
5132 Deletion   Stressed  Lexical       Mono           Nasal     Pause  GAVF93 1993   F      Student Student     Pause  23.553406     Young  Young_F       t        Deletion
5133 Realized   Stressed  Lexical       Mono           Nasal     Pause  GAVM90 1990   M Not Educated    Blue     Pause  20.553406     Young  Young_M       t               T
5134 Realized   Stressed  Lexical       Mono           Nasal     Pause  GOUM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t       Fricative
5135 Deletion   Stressed  Lexical       Mono           Nasal     Pause  GREF22 1922   F Not Educated Service     Pause -47.446594       Old    Old_F       t        Deletion
5136 Deletion   Stressed  Lexical       Mono           Nasal     Pause  HAWM90 1990   M Not Educated    Blue     Pause  20.553406     Young  Young_M       t        Deletion
5137 Realized   Stressed  Lexical       Mono           Nasal     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       t       Affricate
5138 Realized   Stressed  Lexical       Mono           Nasal     Pause  JOCF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t    Glottal Stop
5139 Realized   Stressed  Lexical       Mono           Nasal     Pause  JOYF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t       Fricative
5140 Realized   Stressed  Lexical       Mono           Nasal     Pause  LELM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t               D
5141 Realized   Stressed  Lexical       Mono           Nasal     Pause  MARM92 1992   M      Student Student     Pause  22.553406     Young  Young_M       t               T
5142 Realized   Stressed  Lexical       Mono           Nasal     Pause  MORF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t       Affricate
5143 Realized   Stressed  Lexical       Mono           Nasal     Pause  PACM94 1994   M      Student Student     Pause  24.553406     Young  Young_M       t Other Weakening
5144 Realized   Stressed  Lexical       Mono           Nasal     Pause  PHAM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t       Affricate
5145 Realized   Stressed  Lexical       Mono           Nasal     Pause  ROLF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t       Affricate
5146 Realized   Stressed  Lexical       Mono           Nasal     Pause  SILM90 1990   M Not Educated Service     Pause  20.553406     Young  Young_M       t       Affricate
5147 Realized   Stressed  Lexical       Mono           Nasal     Pause  TAMF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t    Glottal Stop
5148 Realized   Stressed  Lexical       Mono           Nasal     Pause  VICF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t    Glottal Stop
5149 Realized   Stressed  Lexical       Mono           Nasal     Pause  VIKF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
5150 Deletion   Stressed  Lexical       Mono           Nasal     Vowel  DONF15 1915   F Not Educated Service     Vowel -54.446594       Old    Old_F       d        Deletion
5151 Deletion   Stressed  Lexical       Mono           Nasal     Pause  GARF16 1916   F Not Educated Service     Pause -53.446594       Old    Old_F       d        Deletion
5152 Realized   Stressed  Lexical       Mono           Nasal     Pause  GARF16 1916   F Not Educated Service     Pause -53.446594       Old    Old_F       d       Fricative
5156 Realized   Stressed  Lexical       Mono           Nasal     Pause  ARSM91 1991   M     Educated   White     Pause  21.553406     Young  Young_M       d               T
5157 Realized   Stressed  Lexical       Mono           Nasal     Pause  ARSM91 1991   M     Educated   White     Pause  21.553406     Young  Young_M       d               T
5158 Realized   Stressed  Lexical       Mono           Nasal     Pause  BEAM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       d               T
5159 Deletion   Stressed  Lexical       Mono           Nasal     Pause  DAVM90 1990   M     Educated Service     Pause  20.553406     Young  Young_M       d        Deletion
5160 Realized   Stressed  Lexical       Mono           Nasal     Pause  DELF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       d    Glottal Stop
5161 Realized   Stressed  Lexical       Mono           Nasal     Pause  ELLF61 1961   F     Educated   White     Pause  -8.446594    Middle Middle_F       d               T
5162 Realized   Stressed  Lexical       Mono           Nasal     Pause  FRAM93 1993   M      Student Student     Pause  23.553406     Young  Young_M       d               D
5163 Deletion   Stressed  Lexical       Mono           Nasal     Pause  GAVF93 1993   F      Student Student     Pause  23.553406     Young  Young_F       d        Deletion
5164 Realized   Stressed  Lexical       Mono           Nasal     Pause  GAVM90 1990   M Not Educated    Blue     Pause  20.553406     Young  Young_M       d               T
5165 Realized   Stressed  Lexical       Mono           Nasal     Pause  GOUM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       d               T
5166 Deletion   Stressed  Lexical       Mono           Nasal     Pause  HAWM90 1990   M Not Educated    Blue     Pause  20.553406     Young  Young_M       d        Deletion
5167 Realized   Stressed  Lexical       Mono           Nasal     Pause  JOCF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       d               D
5168 Realized   Stressed  Lexical       Mono           Nasal     Pause  JOYF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       d               T
5169 Realized   Stressed  Lexical       Mono           Nasal     Pause  LELM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       d               D
5170 Realized   Stressed  Lexical       Mono           Nasal     Pause  MORF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       d               D
5171 Realized   Stressed  Lexical       Mono           Nasal     Pause  PHAM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       d               D
5172 Realized   Stressed  Lexical       Mono           Nasal     Pause  ROLF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       d               D
5173 Realized   Stressed  Lexical       Mono           Nasal     Pause  SILM90 1990   M Not Educated Service     Pause  20.553406     Young  Young_M       d       Fricative
5174 Realized   Stressed  Lexical       Mono           Nasal     Pause  TAMF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       d        Ejective
5175 Realized   Stressed  Lexical       Mono           Nasal     Pause  VIKF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       d               D
5176 Realized   Stressed  Lexical       Past               S     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       t       Fricative
5177 Realized   Stressed  Lexical       Past               S     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       t       Affricate
5234 Realized   Stressed  Lexical       Past Other Fricative     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       d       Affricate
5235 Realized   Stressed  Lexical       Past Other Fricative     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       d       Affricate
5344 Realized   Stressed  Lexical  Semi-Weak               S     Pause  LELM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t               T
5415 Realized   Stressed  Lexical       Past               S     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       t       Affricate
5416 Realized   Stressed  Lexical       Past               S     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       t               T
5418 Realized   Stressed  Lexical       Past           Nasal     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       d       Affricate
5419 Realized   Stressed  Lexical       Past           Nasal     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       d               T
5420 Realized   Stressed  Lexical       Past Other Fricative     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       d               T
5421 Realized   Stressed  Lexical       Past Other Fricative     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       d       Affricate
5422 Realized   Stressed  Lexical       Past Other Fricative     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       d               T
5432 Realized Unstressed  Lexical       Past          Liquid     Vowel  GARF37 1937   F Not Educated Service     Vowel -32.446594       Old    Old_F       d            Flap
5433 Realized Unstressed  Lexical       Past          Liquid     Vowel  MARM92 1992   M      Student Student     Vowel  22.553406     Young  Young_M       d       Fricative
5434 Realized Unstressed  Lexical       Past          Liquid     Vowel  PHAM91 1991   M      Student Student     Vowel  21.553406     Young  Young_M       d            Flap
5435 Realized Unstressed  Lexical       Past          Liquid     Vowel  ROLF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       d               T
5436 Realized Unstressed  Lexical       Past          Liquid         H  GARF37 1937   F Not Educated Service Consonant -32.446594       Old    Old_F       d       Fricative
5437 Realized Unstressed  Lexical       Past          Liquid         H  MARM92 1992   M      Student Student Consonant  22.553406     Young  Young_M       d       Fricative
5438 Realized Unstressed  Lexical       Past          Liquid         H  PHAM91 1991   M      Student Student Consonant  21.553406     Young  Young_M       d               T
5439 Deletion Unstressed  Lexical       Past          Liquid         H  ROLF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       d        Deletion
5440 Realized   Stressed  Lexical       Mono               S     Vowel  INGM84 1984   M     Educated Service     Vowel  14.553406     Young  Young_M       t            Flap
5441 Deletion   Stressed  Lexical       Mono               S     Vowel  INGM84 1984   M     Educated Service     Vowel  14.553406     Young  Young_M       t        Deletion
5493 Realized   Stressed  Lexical       Past            Stop     Vowel  GARF87 1987   F     Educated   White     Vowel  17.553406     Young  Young_F       t               T
5496 Realized   Stressed  Lexical       Mono           Nasal     Pause  ELLF61 1961   F     Educated   White     Pause  -8.446594    Middle Middle_F       d               T
5497 Realized   Stressed  Lexical       Mono           Nasal     Pause  EVAF92 1992   F      Student Student     Pause  22.553406     Young  Young_F       d               D
5498 Realized   Stressed  Lexical       Mono           Nasal     Pause  GARF37 1937   F Not Educated Service     Pause -32.446594       Old    Old_F       d               T
5499 Deletion   Stressed  Lexical       Mono           Nasal     Pause  GREF22 1922   F Not Educated Service     Pause -47.446594       Old    Old_F       d        Deletion
5500 Realized   Stressed  Lexical       Mono           Nasal     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       d       Affricate
5574 Realized   Stressed  Lexical       Past Other Fricative     Vowel  GARF87 1987   F     Educated   White     Vowel  17.553406     Young  Young_F       d               D
5575 Realized   Stressed  Lexical       Past          Liquid     Vowel  INGM84 1984   M     Educated Service     Vowel  14.553406     Young  Young_M       d            Flap
5576 Realized   Stressed  Lexical       Past          Liquid     Pause  INGM84 1984   M     Educated Service     Pause  14.553406     Young  Young_M       d               D
5577 Realized   Stressed  Lexical       Past          Liquid     Vowel  INGM84 1984   M     Educated Service     Vowel  14.553406     Young  Young_M       d            Flap
5578 Realized Unstressed  Lexical       Mono           Nasal     Pause  GARF16 1916   F Not Educated Service     Pause -53.446594       Old    Old_F       d       Fricative
5638 Deletion   Stressed  Lexical  Semi-Weak           Nasal         H  INGM84 1984   M     Educated Service Consonant  14.553406     Young  Young_M       t        Deletion
5639 Deletion Unstressed  Lexical       Mono           Nasal     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       t        Deletion
5727 Realized   Stressed  Lexical       Mono Other Fricative     Pause  INGM84 1984   M     Educated Service     Pause  14.553406     Young  Young_M       t       Fricative
5917 Realized   Stressed  Lexical       Past Other Fricative     Vowel  GARF87 1987   F     Educated   White     Vowel  17.553406     Young  Young_F       d            Flap
6062 Realized   Stressed  Lexical       Mono          Liquid     Pause  JOYF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t    Glottal Stop
6064 Realized   Stressed  Lexical  Semi-Weak            Stop     Vowel  DONF15 1915   F Not Educated Service     Vowel -54.446594       Old    Old_F       t               T
6065 Deletion   Stressed  Lexical       Mono          Liquid     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       t        Deletion
6066 Deletion   Stressed  Lexical       Mono          Liquid     Pause  INGM84 1984   M     Educated Service     Pause  14.553406     Young  Young_M       t        Deletion
6067 Realized   Stressed  Lexical       Mono Other Fricative     Pause  ARSM91 1991   M     Educated   White     Pause  21.553406     Young  Young_M       t               T
6068 Realized   Stressed  Lexical       Mono Other Fricative     Pause  BEAM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t               T
6069 Realized   Stressed  Lexical       Mono Other Fricative     Pause  CARM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t        Ejective
6070 Realized   Stressed  Lexical       Mono Other Fricative     Pause  DAVM90 1990   M     Educated Service     Pause  20.553406     Young  Young_M       t               T
6071 Realized   Stressed  Lexical       Mono Other Fricative     Pause  DELF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
6072 Realized   Stressed  Lexical       Mono Other Fricative     Pause  ELLF61 1961   F     Educated   White     Pause  -8.446594    Middle Middle_F       t               T
6073 Realized   Stressed  Lexical       Mono Other Fricative     Pause  FRAM93 1993   M      Student Student     Pause  23.553406     Young  Young_M       t               T
6074 Realized   Stressed  Lexical       Mono Other Fricative     Pause  GAVF93 1993   F      Student Student     Pause  23.553406     Young  Young_F       t               T
6075 Realized   Stressed  Lexical       Mono Other Fricative     Pause  GAVM90 1990   M Not Educated    Blue     Pause  20.553406     Young  Young_M       t               T
6076 Deletion   Stressed  Lexical       Mono Other Fricative     Pause  GOUM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t        Deletion
6077 Deletion   Stressed  Lexical       Mono Other Fricative     Pause  HAWM90 1990   M Not Educated    Blue     Pause  20.553406     Young  Young_M       t        Deletion
6078 Realized   Stressed  Lexical       Mono Other Fricative     Pause  JOCF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
6079 Realized   Stressed  Lexical       Mono Other Fricative     Pause  JOYF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
6080 Realized   Stressed  Lexical       Mono Other Fricative     Pause  LELM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t               T
6081 Deletion   Stressed  Lexical       Mono Other Fricative     Pause  PACM94 1994   M      Student Student     Pause  24.553406     Young  Young_M       t        Deletion
6082 Realized   Stressed  Lexical       Mono Other Fricative     Pause  PHAM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t       Affricate
6084 Realized   Stressed  Lexical       Mono Other Fricative     Pause  SILM90 1990   M Not Educated Service     Pause  20.553406     Young  Young_M       t               T
6086 Realized   Stressed  Lexical       Mono Other Fricative     Pause  VICF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t       Fricative
6087 Realized   Stressed  Lexical       Mono Other Fricative     Pause  VIKF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t       Fricative
6088 Realized   Stressed  Lexical       Mono          Liquid     Vowel  INGM87 1987   M     Educated Service     Vowel  17.553406     Young  Young_M       t            Flap
6089 Realized   Stressed  Lexical       Mono           Nasal     Pause  ELLF61 1961   F     Educated   White     Pause  -8.446594    Middle Middle_F       d               T
6090 Realized   Stressed  Lexical       Mono           Nasal     Pause  EVAF92 1992   F      Student Student     Pause  22.553406     Young  Young_F       d               T
6091 Realized   Stressed  Lexical       Mono           Nasal     Pause  GARF37 1937   F Not Educated Service     Pause -32.446594       Old    Old_F       d               T
6092 Deletion   Stressed  Lexical       Mono           Nasal     Pause  GREF22 1922   F Not Educated Service     Pause -47.446594       Old    Old_F       d        Deletion
6093 Realized   Stressed  Lexical       Mono           Nasal     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       d               T
6094 Realized   Stressed  Lexical       Mono           Nasal     Pause  MARM92 1992   M      Student Student     Pause  22.553406     Young  Young_M       d               D
6095 Deletion   Stressed  Lexical       Mono           Nasal     Pause  MARM92 1992   M      Student Student     Pause  22.553406     Young  Young_M       d        Deletion
6096 Realized   Stressed  Lexical       Mono           Nasal     Pause  PACM94 1994   M      Student Student     Pause  24.553406     Young  Young_M       d               T
6097 Realized   Stressed  Lexical  Semi-Weak           Nasal     Vowel  GARF87 1987   F     Educated   White     Vowel  17.553406     Young  Young_F       t               T
6135 Deletion   Stressed  Lexical       Mono          Liquid     Vowel  ARSM91 1991   M     Educated   White     Vowel  21.553406     Young  Young_M       t        Deletion
6136 Realized   Stressed  Lexical       Mono          Liquid     Vowel  BEAM91 1991   M      Student Student     Vowel  21.553406     Young  Young_M       t            Flap
6137 Realized   Stressed  Lexical       Mono          Liquid     Vowel  CARM91 1991   M      Student Student     Vowel  21.553406     Young  Young_M       t       Fricative
6138 Realized   Stressed  Lexical       Mono          Liquid     Pause  CLAF52 1952   F     Educated Service     Pause -17.446594    Middle Middle_F       t       Fricative
6139 Realized   Stressed  Lexical       Mono          Liquid     Vowel  CONM89 1989   M     Educated Service     Vowel  19.553406     Young  Young_M       t            Flap
6140 Realized   Stressed  Lexical       Mono          Liquid     Vowel  DAVM90 1990   M     Educated Service     Vowel  20.553406     Young  Young_M       t            Flap
6141 Realized   Stressed  Lexical       Mono          Liquid     Vowel  DELF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       t            Flap
6142 Realized   Stressed  Lexical       Mono          Liquid     Vowel  ELLF61 1961   F     Educated   White     Vowel  -8.446594    Middle Middle_F       t            Flap
6143 Realized   Stressed  Lexical       Mono          Liquid     Vowel  EVAF92 1992   F      Student Student     Vowel  22.553406     Young  Young_F       t    Glottal Stop
6144 Realized   Stressed  Lexical       Mono          Liquid     Vowel  FRAM93 1993   M      Student Student     Vowel  23.553406     Young  Young_M       t            Flap
6145 Realized   Stressed  Lexical       Mono          Liquid     Vowel  GARF37 1937   F Not Educated Service     Vowel -32.446594       Old    Old_F       t       Fricative
6146 Realized   Stressed  Lexical       Mono          Liquid     Vowel  GAVF93 1993   F      Student Student     Vowel  23.553406     Young  Young_F       t            Flap
6147 Realized   Stressed  Lexical       Mono          Liquid     Vowel  GAVM90 1990   M Not Educated    Blue     Vowel  20.553406     Young  Young_M       t            Flap
6148 Realized   Stressed  Lexical       Mono          Liquid     Vowel  GOUM91 1991   M      Student Student     Vowel  21.553406     Young  Young_M       t            Flap
6149 Realized   Stressed  Lexical       Mono          Liquid     Vowel  GREF22 1922   F Not Educated Service     Vowel -47.446594       Old    Old_F       t            Flap
6150 Deletion   Stressed  Lexical       Mono          Liquid     Vowel  HAWM90 1990   M Not Educated    Blue     Vowel  20.553406     Young  Young_M       t        Deletion
6151 Realized   Stressed  Lexical       Mono          Liquid     Pause  HOLF49 1949   F     Educated Service     Pause -20.446594    Middle Middle_F       t    Glottal Stop
6152 Realized   Stressed  Lexical       Mono          Liquid     Vowel  JOCF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       t            Flap
6153 Realized   Stressed  Lexical       Mono          Liquid     Vowel  JOYF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       t            Flap
6154 Realized   Stressed  Lexical       Mono          Liquid     Vowel  LELM91 1991   M      Student Student     Vowel  21.553406     Young  Young_M       t            Flap
6155 Realized   Stressed  Lexical       Mono          Liquid     Pause  LEOF66 1966   F     Educated   White     Pause  -3.446594    Middle Middle_F       t       Fricative
6156 Realized   Stressed  Lexical       Mono          Liquid     Vowel  MARM92 1992   M      Student Student     Vowel  22.553406     Young  Young_M       t            Flap
6157 Realized   Stressed  Lexical       Mono          Liquid     Vowel  MARM92 1992   M      Student Student     Vowel  22.553406     Young  Young_M       t            Flap
6158 Realized   Stressed  Lexical       Mono          Liquid     Vowel  MARM92 1992   M      Student Student     Vowel  22.553406     Young  Young_M       t            Flap
6159 Realized   Stressed  Lexical       Mono          Liquid     Vowel  MORF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       t            Flap
6160 Realized   Stressed  Lexical       Mono          Liquid     Vowel  PHAM91 1991   M      Student Student     Vowel  21.553406     Young  Young_M       t            Flap
6161 Realized   Stressed  Lexical       Mono          Liquid     Vowel  ROLF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       t            Flap
6162 Realized   Stressed  Lexical       Mono          Liquid     Vowel  SILM90 1990   M Not Educated Service     Vowel  20.553406     Young  Young_M       t            Flap
6163 Realized   Stressed  Lexical       Mono          Liquid     Vowel  TAMF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       t            Flap
6164 Realized   Stressed  Lexical       Mono          Liquid     Vowel  VICF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       t            Flap
6165 Realized   Stressed  Lexical       Mono          Liquid     Vowel  VIKF91 1991   F      Student Student     Vowel  21.553406     Young  Young_F       t            Flap
6259 Deletion   Stressed  Lexical       Mono Other Fricative     Pause  HOLF49 1949   F     Educated Service     Pause -20.446594    Middle Middle_F       t        Deletion
6328 Realized   Stressed  Lexical       Past               S     Pause  ARSM91 1991   M     Educated   White     Pause  21.553406     Young  Young_M       t       Fricative
6329 Realized   Stressed  Lexical       Past               S     Pause  BEAM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t               T
6330 Realized   Stressed  Lexical       Past               S     Pause  BOUF65 1965   F     Educated   White     Pause  -4.446594    Middle Middle_F       t       Affricate
6331 Realized   Stressed  Lexical       Past               S     Pause  CARM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t       Fricative
6332 Realized   Stressed  Lexical       Past               S     Pause  CHIF55 1955   F     Educated   White     Pause -14.446594    Middle Middle_F       t               T
6333 Realized   Stressed  Lexical       Past               S     Pause  CLAF52 1952   F     Educated Service     Pause -17.446594    Middle Middle_F       t       Affricate
6334 Realized   Stressed  Lexical       Past               S     Pause  CONM89 1989   M     Educated Service     Pause  19.553406     Young  Young_M       t       Fricative
6335 Realized   Stressed  Lexical       Past               S     Pause  DELF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
6336 Realized   Stressed  Lexical       Past               S     Pause  DONM53 1953   M     Educated Service     Pause -16.446594    Middle Middle_M       t       Affricate
6337 Realized   Stressed  Lexical       Past               S     Pause  DONM58 1958   M Not Educated Service     Pause -11.446594    Middle Middle_M       t       Affricate
6338 Realized   Stressed  Lexical       Past               S     Pause  DOUF46 1946   F     Educated Service     Pause -23.446594    Middle Middle_F       t               T
6339 Realized   Stressed  Lexical       Past               S     Pause  ELLF29 1929   F Not Educated Service     Pause -40.446594       Old    Old_F       t       Affricate
6340 Realized   Stressed  Lexical       Past               S     Pause  ELLF61 1961   F     Educated   White     Pause  -8.446594    Middle Middle_F       t       Fricative
6341 Deletion   Stressed  Lexical       Past               S     Pause  EVAF92 1992   F      Student Student     Pause  22.553406     Young  Young_F       t        Deletion
6342 Realized   Stressed  Lexical       Past               S     Pause  FRAM93 1993   M      Student Student     Pause  23.553406     Young  Young_M       t       Fricative
6343 Realized   Stressed  Lexical       Past               S     Pause  GARF37 1937   F Not Educated Service     Pause -32.446594       Old    Old_F       t               T
6344 Realized   Stressed  Lexical       Past               S     Pause  GARM42 1942   M Not Educated    Blue     Pause -27.446594       Old    Old_M       t       Affricate
6345 Realized   Stressed  Lexical       Past               S     Pause  GAVF93 1993   F      Student Student     Pause  23.553406     Young  Young_F       t Other Weakening
6346 Deletion   Stressed  Lexical       Past               S     Pause  GAVM90 1990   M Not Educated    Blue     Pause  20.553406     Young  Young_M       t        Deletion
6347 Realized   Stressed  Lexical       Past               S     Pause  GOUM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t               T
6348 Realized   Stressed  Lexical       Past               S     Pause  GREF22 1922   F Not Educated Service     Pause -47.446594       Old    Old_F       t               T
6349 Realized   Stressed  Lexical       Past               S     Pause  GREM45 1945   M Not Educated    Blue     Pause -24.446594    Middle Middle_M       t               T
6350 Realized   Stressed  Lexical       Past               S     Pause  HAWM90 1990   M Not Educated    Blue     Pause  20.553406     Young  Young_M       t       Fricative
6351 Realized   Stressed  Lexical       Past               S     Pause  HOLF49 1949   F     Educated Service     Pause -20.446594    Middle Middle_F       t       Affricate
6352 Realized   Stressed  Lexical       Past               S     Pause  HOLM52 1952   M Not Educated    Blue     Pause -17.446594    Middle Middle_M       t               T
6353 Realized   Stressed  Lexical       Past               S     Pause  INGM84 1984   M     Educated Service     Pause  14.553406     Young  Young_M       t       Fricative
6354 Realized   Stressed  Lexical       Past               S     Pause  INGM87 1987   M     Educated Service     Pause  17.553406     Young  Young_M       t       Affricate
6355 Realized   Stressed  Lexical       Past               S     Pause  JOCF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t       Fricative
6356 Realized   Stressed  Lexical       Past               S     Pause  JOYF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t       Fricative
6357 Realized   Stressed  Lexical       Past               S     Pause  KAYF29 1929   F Not Educated Service     Pause -40.446594       Old    Old_F       t       Fricative
6358 Deletion   Stressed  Lexical       Past               S     Pause  KAYM29 1929   M Not Educated    Blue     Pause -40.446594       Old    Old_M       t        Deletion
6359 Realized   Stressed  Lexical       Past               S     Pause  LATF53 1953   F     Educated Service     Pause -16.446594    Middle Middle_F       t               T
6360 Realized   Stressed  Lexical       Past               S     Pause  LEOF66 1966   F     Educated   White     Pause  -3.446594    Middle Middle_F       t       Fricative
6361 Deletion   Stressed  Lexical       Past               S     Pause  MARM92 1992   M      Student Student     Pause  22.553406     Young  Young_M       t        Deletion
6362 Realized   Stressed  Lexical       Past               S     Pause  MOFM55 1955   M     Educated   White     Pause -14.446594    Middle Middle_M       t       Fricative
6363 Realized   Stressed  Lexical       Past               S     Pause  MORF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
6364 Realized   Stressed  Lexical       Past               S     Pause  NATF84 1984   F     Educated Service     Pause  14.553406     Young  Young_F       t       Fricative
6365 Realized   Stressed  Lexical       Past               S     Pause  NEIF49 1949   F     Educated Service     Pause -20.446594    Middle Middle_F       t               T
6366 Realized   Stressed  Lexical       Past               S     Pause  PEIF57 1957   F     Educated   White     Pause -12.446594    Middle Middle_F       t               T
6367 Realized   Stressed  Lexical       Past               S     Pause  PHAM91 1991   M      Student Student     Pause  21.553406     Young  Young_M       t       Affricate
6368 Realized   Stressed  Lexical       Past               S     Pause  ROBM64 1964   M     Educated Service     Pause  -5.446594    Middle Middle_M       t       Fricative
6369 Realized   Stressed  Lexical       Past               S     Pause  ROLF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t       Fricative
6370 Realized   Stressed  Lexical       Past               S     Pause  RUDF73 1973   F     Educated Service     Pause   3.553406    Middle Middle_F       t               T
6371 Realized   Stressed  Lexical       Past               S     Pause  SAMF61 1961   F     Educated   White     Pause  -8.446594    Middle Middle_F       t       Fricative
6372 Deletion   Stressed  Lexical       Past               S     Pause  SILM90 1990   M Not Educated Service     Pause  20.553406     Young  Young_M       t        Deletion
6373 Realized   Stressed  Lexical       Past               S     Pause  SMIF58 1958   F Not Educated Service     Pause -11.446594    Middle Middle_F       t       Fricative
6374 Realized   Stressed  Lexical       Past               S     Pause  SMIM61 1961   M Not Educated    Blue     Pause  -8.446594    Middle Middle_M       t       Fricative
6375 Realized   Stressed  Lexical       Past               S     Pause  STEF99 1999   F      Student Student     Pause  29.553406     Young  Young_F       t       Fricative
6376 Realized   Stressed  Lexical       Past               S     Pause  STEM42 1942   M Not Educated Service     Pause -27.446594       Old    Old_M       t        Ejective
6377 Realized   Stressed  Lexical       Past               S     Pause  TAMF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
6378 Deletion   Stressed  Lexical       Past               S     Pause  VICF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t        Deletion
6379 Deletion   Stressed  Lexical       Past               S     Pause  VIKF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t        Deletion
6385 Deletion Unstressed  Lexical       Mono           Nasal     Pause  INGM84 1984   M     Educated Service     Pause  14.553406     Young  Young_M       t        Deletion
6386 Deletion Unstressed  Lexical       Mono           Nasal     Vowel  INGM84 1984   M     Educated Service     Vowel  14.553406     Young  Young_M       t        Deletion
6409 Realized Unstressed  Lexical       Mono          Liquid     Pause  MARM92 1992   M      Student Student     Pause  22.553406     Young  Young_M       t       Fricative
6414 Realized   Stressed  Lexical       Mono               S     Pause  FRAM93 1993   M      Student Student     Pause  23.553406     Young  Young_M       t       Affricate
6415 Realized   Stressed  Lexical       Mono               S     Pause  LEOF66 1966   F     Educated   White     Pause  -3.446594    Middle Middle_F       t       Fricative
6663 Realized   Stressed  Lexical       Mono          Liquid         H  RUDF73 1973   F     Educated Service Consonant   3.553406    Middle Middle_F       t               T
6680 Realized   Stressed  Lexical       Mono          Liquid     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       d               T
6681 Deletion   Stressed  Lexical       Mono          Liquid     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       d        Deletion
6684 Deletion Unstressed  Lexical       Mono           Nasal     Pause  ROLF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t        Deletion
6808 Deletion   Stressed  Lexical       Mono           Nasal     Vowel  INGM84 1984   M     Educated Service     Vowel  14.553406     Young  Young_M       t        Deletion
6810 Realized   Stressed  Lexical       Past          Liquid         H  GARF37 1937   F Not Educated Service Consonant -32.446594       Old    Old_F       d               T
6811 Deletion   Stressed  Lexical       Past          Liquid         H  MARM92 1992   M      Student Student Consonant  22.553406     Young  Young_M       d        Deletion
6812 Deletion   Stressed  Lexical       Past          Liquid         H  PHAM91 1991   M      Student Student Consonant  21.553406     Young  Young_M       d        Deletion
6813 Deletion   Stressed  Lexical       Past          Liquid         H  ROLF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       d        Deletion
6814 Realized   Stressed  Lexical       Past Other Fricative         H  ARSM91 1991   M     Educated   White Consonant  21.553406     Young  Young_M       t       Fricative
6815 Realized   Stressed  Lexical       Past Other Fricative         H  BEAM91 1991   M      Student Student Consonant  21.553406     Young  Young_M       t               T
6816 Realized   Stressed  Lexical       Past Other Fricative         H  BOUF65 1965   F     Educated   White Consonant  -4.446594    Middle Middle_F       t       Fricative
6817 Realized   Stressed  Lexical       Past Other Fricative         H  CARM91 1991   M      Student Student Consonant  21.553406     Young  Young_M       t               T
6818 Realized   Stressed  Lexical       Past Other Fricative         H  CHIF55 1955   F     Educated   White Consonant -14.446594    Middle Middle_F       t               T
6819 Realized   Stressed  Lexical       Past Other Fricative         H  CLAF52 1952   F     Educated Service Consonant -17.446594    Middle Middle_F       t               T
6820 Realized   Stressed  Lexical       Past Other Fricative         H  CONM89 1989   M     Educated Service Consonant  19.553406     Young  Young_M       t               T
6821 Realized   Stressed  Lexical       Past Other Fricative     Pause  DELF91 1991   F      Student Student     Pause  21.553406     Young  Young_F       t               T
6822 Realized   Stressed  Lexical       Past Other Fricative         H  DONM53 1953   M     Educated Service Consonant -16.446594    Middle Middle_M       t       Fricative
6823 Realized   Stressed  Lexical       Past Other Fricative         H  DONM58 1958   M Not Educated Service Consonant -11.446594    Middle Middle_M       t       Fricative
6824 Realized   Stressed  Lexical       Past Other Fricative         H  DOUF46 1946   F     Educated Service Consonant -23.446594    Middle Middle_F       t               T
6825 Realized   Stressed  Lexical       Past Other Fricative         H  ELLF29 1929   F Not Educated Service Consonant -40.446594       Old    Old_F       t               T
6826 Realized   Stressed  Lexical       Past Other Fricative         H  EVAF92 1992   F      Student Student Consonant  22.553406     Young  Young_F       t               T
6827 Realized   Stressed  Lexical       Past Other Fricative         H  FRAM93 1993   M      Student Student Consonant  23.553406     Young  Young_M       t       Fricative
6828 Realized   Stressed  Lexical       Past Other Fricative         H  GARF37 1937   F Not Educated Service Consonant -32.446594       Old    Old_F       t               T
6829 Realized   Stressed  Lexical       Past Other Fricative         H  GARM42 1942   M Not Educated    Blue Consonant -27.446594       Old    Old_M       t               T
6830 Realized   Stressed  Lexical       Past Other Fricative         H  GAVF93 1993   F      Student Student Consonant  23.553406     Young  Young_F       t               T
6831 Realized   Stressed  Lexical       Past Other Fricative         H  GAVM90 1990   M Not Educated    Blue Consonant  20.553406     Young  Young_M       t               T
6832 Realized   Stressed  Lexical       Past Other Fricative         H  GOUM91 1991   M      Student Student Consonant  21.553406     Young  Young_M       t       Fricative
6833 Realized   Stressed  Lexical       Past Other Fricative     Pause  GREF22 1922   F Not Educated Service     Pause -47.446594       Old    Old_F       t               T
6834 Realized   Stressed  Lexical       Past Other Fricative         H  GREM45 1945   M Not Educated    Blue Consonant -24.446594    Middle Middle_M       t               T
6835 Realized   Stressed  Lexical       Past Other Fricative         H  HAWM90 1990   M Not Educated    Blue Consonant  20.553406     Young  Young_M       t               T
6836 Realized   Stressed  Lexical       Past Other Fricative         H  HOLF49 1949   F     Educated Service Consonant -20.446594    Middle Middle_F       t               T
6837 Realized   Stressed  Lexical       Past Other Fricative         H  HOLM52 1952   M Not Educated    Blue Consonant -17.446594    Middle Middle_M       t               T
6838 Realized   Stressed  Lexical       Past Other Fricative         H  INGM84 1984   M     Educated Service Consonant  14.553406     Young  Young_M       t               T
6839 Deletion   Stressed  Lexical       Past Other Fricative     Vowel  INGM84 1984   M     Educated Service     Vowel  14.553406     Young  Young_M       t        Deletion
6840 Realized   Stressed  Lexical       Past Other Fricative         H  INGM87 1987   M     Educated Service Consonant  17.553406     Young  Young_M       t               T
6841 Realized   Stressed  Lexical       Past Other Fricative         H  JOCF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t               T
6842 Realized   Stressed  Lexical       Past Other Fricative         H  JOYF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t               T
6843 Realized   Stressed  Lexical       Past Other Fricative         H  KAYF29 1929   F Not Educated Service Consonant -40.446594       Old    Old_F       t       Fricative
6844 Realized   Stressed  Lexical       Past Other Fricative         H  KAYM29 1929   M Not Educated    Blue Consonant -40.446594       Old    Old_M       t       Fricative
6845 Realized   Stressed  Lexical       Past Other Fricative         H  LATF53 1953   F     Educated Service Consonant -16.446594    Middle Middle_F       t               T
6846 Realized   Stressed  Lexical       Past Other Fricative         H  LEOF66 1966   F     Educated   White Consonant  -3.446594    Middle Middle_F       t               T
6847 Realized   Stressed  Lexical       Past Other Fricative         H  MARM92 1992   M      Student Student Consonant  22.553406     Young  Young_M       t       Fricative
6848 Realized   Stressed  Lexical       Past Other Fricative         H  MOFM55 1955   M     Educated   White Consonant -14.446594    Middle Middle_M       t               T
6849 Realized   Stressed  Lexical       Past Other Fricative         H  MORF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t               T
6850 Deletion   Stressed  Lexical       Past Other Fricative         H  NATF84 1984   F     Educated Service Consonant  14.553406     Young  Young_F       t        Deletion
6851 Deletion   Stressed  Lexical       Past Other Fricative         H  NEIF49 1949   F     Educated Service Consonant -20.446594    Middle Middle_F       t        Deletion
6852 Realized   Stressed  Lexical       Past Other Fricative         H  PEIF57 1957   F     Educated   White Consonant -12.446594    Middle Middle_F       t               T
6853 Realized   Stressed  Lexical       Past Other Fricative         H  PHAM91 1991   M      Student Student Consonant  21.553406     Young  Young_M       t       Fricative
6854 Realized   Stressed  Lexical       Past Other Fricative         H  ROBM64 1964   M     Educated Service Consonant  -5.446594    Middle Middle_M       t               T
6855 Realized   Stressed  Lexical       Past Other Fricative         H  ROLF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t       Fricative
6856 Realized   Stressed  Lexical       Past Other Fricative         H  RUDF73 1973   F     Educated Service Consonant   3.553406    Middle Middle_F       t       Fricative
6857 Realized   Stressed  Lexical       Past Other Fricative         H  SAMF61 1961   F     Educated   White Consonant  -8.446594    Middle Middle_F       t               T
6858 Realized   Stressed  Lexical       Past Other Fricative         H  SILM90 1990   M Not Educated Service Consonant  20.553406     Young  Young_M       t               T
6859 Realized   Stressed  Lexical       Past Other Fricative         H  SMIF58 1958   F Not Educated Service Consonant -11.446594    Middle Middle_F       d       Fricative
6860 Realized   Stressed  Lexical       Past Other Fricative         H  SMIM61 1961   M Not Educated    Blue Consonant  -8.446594    Middle Middle_M       t               T
6861 Realized   Stressed  Lexical       Past Other Fricative         H  STEF99 1999   F      Student Student Consonant  29.553406     Young  Young_F       t               T
6862 Realized   Stressed  Lexical       Past Other Fricative         H  STEM42 1942   M Not Educated Service Consonant -27.446594       Old    Old_M       t       Fricative
6863 Deletion   Stressed  Lexical       Past Other Fricative         H  TAMF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t        Deletion
6864 Deletion   Stressed  Lexical       Past Other Fricative         H  VICF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t        Deletion
6865 Realized   Stressed  Lexical       Past Other Fricative         H  VIKF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t       Fricative
6866 Deletion   Stressed Function       Mono           Nasal         H  DONF15 1915   F Not Educated Service Consonant -54.446594       Old    Old_F       t        Deletion
6867 Realized   Stressed Function       Mono           Nasal     Pause  DONF15 1915   F Not Educated Service     Pause -54.446594       Old    Old_F       t       Fricative
6868 Deletion Unstressed  Lexical       Mono          Liquid     Pause  INGM84 1984   M     Educated Service     Pause  14.553406     Young  Young_M       d        Deletion
6870 Deletion Unstressed  Lexical       Mono           Nasal     Vowel  MARM92 1992   M      Student Student     Vowel  22.553406     Young  Young_M       d        Deletion
6871 Deletion   Stressed  Lexical       Mono          Liquid     Pause  INGM84 1984   M     Educated Service     Pause  14.553406     Young  Young_M       d        Deletion
6872 Realized   Stressed  Lexical       Mono          Liquid     Pause  INGM87 1987   M     Educated Service     Pause  17.553406     Young  Young_M       d       Fricative
6875 Realized   Stressed  Lexical  Semi-Weak           Nasal     Vowel  GARF16 1916   F Not Educated Service     Vowel -53.446594       Old    Old_F       t               T
6876 Realized   Stressed  Lexical  Semi-Weak           Nasal     Vowel  GARF16 1916   F Not Educated Service     Vowel -53.446594       Old    Old_F       t               T
6877 Deletion   Stressed  Lexical  Semi-Weak           Nasal     Pause  GARF16 1916   F Not Educated Service     Pause -53.446594       Old    Old_F       t        Deletion
6878 Deletion   Stressed  Lexical  Semi-Weak           Nasal     Pause  GARF16 1916   F Not Educated Service     Pause -53.446594       Old    Old_F       t        Deletion
6881 Realized   Stressed  Lexical  Semi-Weak           Nasal     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       t       Fricative
6882 Realized   Stressed Function       Mono           Nasal     Vowel  DONF15 1915   F Not Educated Service     Vowel -54.446594       Old    Old_F       t               T
6883 Realized   Stressed  Lexical       Mono               S     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       t       Affricate
6884 Realized   Stressed  Lexical       Mono               S     Pause  HUNF22 1922   F     Educated Service     Pause -47.446594       Old    Old_F       t       Fricative
6885 Realized   Stressed  Lexical       Mono               S     Pause  MARM92 1992   M      Student Student     Pause  22.553406     Young  Young_M       t       Fricative
6886 Realized Unstressed  Lexical       Mono           Nasal     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       d       Affricate
6898 Realized   Stressed  Lexical       Mono          Liquid     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       d       Fricative
6899 Realized   Stressed  Lexical       Past            Stop         H  GARF37 1937   F Not Educated Service Consonant -32.446594       Old    Old_F       t       Fricative
6900 Realized   Stressed  Lexical       Past            Stop         H  MARM92 1992   M      Student Student Consonant  22.553406     Young  Young_M       t       Fricative
6901 Realized   Stressed  Lexical       Past            Stop         H  PHAM91 1991   M      Student Student Consonant  21.553406     Young  Young_M       t               T
6902 Realized   Stressed  Lexical       Past            Stop         H  PHAM91 1991   M      Student Student Consonant  21.553406     Young  Young_M       t               T
6903 Realized   Stressed  Lexical       Past            Stop         H  ROLF91 1991   F      Student Student Consonant  21.553406     Young  Young_F       t               T
6918 Realized   Stressed  Lexical       Mono          Liquid     Vowel  GARF87 1987   F     Educated   White     Vowel  17.553406     Young  Young_F       d            Flap
6919 Realized   Stressed  Lexical       Mono          Liquid     Vowel  GARF87 1987   F     Educated   White     Vowel  17.553406     Young  Young_F       d            Flap
6920 Realized   Stressed  Lexical       Mono          Liquid     Pause  GARF87 1987   F     Educated   White     Pause  17.553406     Young  Young_F       d       Fricative
6921 Realized   Stressed  Lexical       Past            Stop     Vowel  DONF15 1915   F Not Educated Service     Vowel -54.446594       Old    Old_F       t               T
6983 Realized   Stressed  Lexical       Mono           Nasal     Pause  PACM94 1994   M      Student Student     Pause  24.553406     Young  Young_M       d               T
6984 Deletion   Stressed  Lexical       Mono               S     Pause  INGM84 1984   M     Educated Service     Pause  14.553406     Young  Young_M       t        Deletion
6985 Realized   Stressed  Lexical       Mono               S     Vowel  INGM84 1984   M     Educated Service     Vowel  14.553406     Young  Young_M       t    Glottal Stop
as_tibble(td)
# A tibble: 1,189 × 17
   Dep.Var  Stress   Category Morph.Type Before After     Speaker   YOB Sex   Education    Job     After.New Center.Age Age.Group Age_Sex  Phoneme Dep.Var.Full
   <chr>    <chr>    <chr>    <chr>      <fct>  <chr>     <chr>   <int> <chr> <chr>        <chr>   <fct>          <dbl> <fct>     <fct>    <fct>   <fct>       
 1 Realized Stressed Lexical  Mono       Stop   Consonant BOUF65   1965 F     Educated     White   Consonant      -4.45 Middle    Middle_F t       T           
 2 Deletion Stressed Lexical  Mono       Stop   Consonant CHIF55   1955 F     Educated     White   Consonant     -14.4  Middle    Middle_F t       Deletion    
 3 Deletion Stressed Lexical  Mono       Stop   Consonant CHIF55   1955 F     Educated     White   Consonant     -14.4  Middle    Middle_F t       Deletion    
 4 Deletion Stressed Lexical  Mono       Stop   Consonant CLAF52   1952 F     Educated     Service Consonant     -17.4  Middle    Middle_F t       Deletion    
 5 Realized Stressed Lexical  Mono       Stop   Consonant DONM53   1953 M     Educated     Service Consonant     -16.4  Middle    Middle_M t       T           
 6 Deletion Stressed Lexical  Mono       Stop   Consonant DONM58   1958 M     Not Educated Service Consonant     -11.4  Middle    Middle_M t       Deletion    
 7 Deletion Stressed Lexical  Mono       Stop   Consonant DOUF46   1946 F     Educated     Service Consonant     -23.4  Middle    Middle_F t       Deletion    
 8 Deletion Stressed Lexical  Mono       Stop   Consonant GARM42   1942 M     Not Educated Blue    Consonant     -27.4  Old       Old_M    t       Deletion    
 9 Deletion Stressed Lexical  Mono       Stop   Consonant GREM45   1945 M     Not Educated Blue    Consonant     -24.4  Middle    Middle_M t       Deletion    
10 Deletion Stressed Lexical  Mono       Stop   Consonant HOLF49   1949 F     Educated     Service Consonant     -20.4  Middle    Middle_F t       Deletion    
# … with 1,179 more rows
# ℹ Use `print(n = ...)` to see more rows

Notice that the tibble lists the dimensions of the tibble at the top, as well as the class of each of the columns. It also only displays the first 10 rows. You’ll also notice that the row numbers have reset when we converted td to a tibble. If we want to view the entire tibble, we can use the print() function and specify the n= plus the number of rows we want to see, including all rows (n=Inf). You can see below how the pipe operator makes doing this pretty easy.

# Embedding functions
print(as_tibble(td), n = 20)

The above produces the same as the following:

# Using %>% to pass the results from the first
# function to the second function
as_tibble(td) %>%
    print(n = 20)
# A tibble: 1,189 × 17
   Dep.Var  Stress   Category Morph.Type Before After     Speaker   YOB Sex   Education    Job     After.New Center.Age Age.Group Age_Sex  Phoneme Dep.Var.Full
   <chr>    <chr>    <chr>    <chr>      <fct>  <chr>     <chr>   <int> <chr> <chr>        <chr>   <fct>          <dbl> <fct>     <fct>    <fct>   <fct>       
 1 Realized Stressed Lexical  Mono       Stop   Consonant BOUF65   1965 F     Educated     White   Consonant      -4.45 Middle    Middle_F t       T           
 2 Deletion Stressed Lexical  Mono       Stop   Consonant CHIF55   1955 F     Educated     White   Consonant     -14.4  Middle    Middle_F t       Deletion    
 3 Deletion Stressed Lexical  Mono       Stop   Consonant CHIF55   1955 F     Educated     White   Consonant     -14.4  Middle    Middle_F t       Deletion    
 4 Deletion Stressed Lexical  Mono       Stop   Consonant CLAF52   1952 F     Educated     Service Consonant     -17.4  Middle    Middle_F t       Deletion    
 5 Realized Stressed Lexical  Mono       Stop   Consonant DONM53   1953 M     Educated     Service Consonant     -16.4  Middle    Middle_M t       T           
 6 Deletion Stressed Lexical  Mono       Stop   Consonant DONM58   1958 M     Not Educated Service Consonant     -11.4  Middle    Middle_M t       Deletion    
 7 Deletion Stressed Lexical  Mono       Stop   Consonant DOUF46   1946 F     Educated     Service Consonant     -23.4  Middle    Middle_F t       Deletion    
 8 Deletion Stressed Lexical  Mono       Stop   Consonant GARM42   1942 M     Not Educated Blue    Consonant     -27.4  Old       Old_M    t       Deletion    
 9 Deletion Stressed Lexical  Mono       Stop   Consonant GREM45   1945 M     Not Educated Blue    Consonant     -24.4  Middle    Middle_M t       Deletion    
10 Deletion Stressed Lexical  Mono       Stop   Consonant HOLF49   1949 F     Educated     Service Consonant     -20.4  Middle    Middle_F t       Deletion    
11 Deletion Stressed Lexical  Mono       Stop   Consonant HOLM52   1952 M     Not Educated Blue    Consonant     -17.4  Middle    Middle_M t       Deletion    
12 Deletion Stressed Lexical  Mono       Stop   Consonant INGM84   1984 M     Educated     Service Consonant      14.6  Young     Young_M  t       Deletion    
13 Deletion Stressed Lexical  Mono       Stop   Consonant INGM87   1987 M     Educated     Service Consonant      17.6  Young     Young_M  t       Deletion    
14 Deletion Stressed Lexical  Mono       Stop   Consonant KAYF29   1929 F     Not Educated Service Consonant     -40.4  Old       Old_F    t       Deletion    
15 Deletion Stressed Lexical  Mono       Stop   Consonant KAYM29   1929 M     Not Educated Blue    Consonant     -40.4  Old       Old_M    t       Deletion    
16 Realized Stressed Lexical  Mono       Stop   Consonant LATF53   1953 F     Educated     Service Consonant     -16.4  Middle    Middle_F t       T           
17 Realized Stressed Lexical  Mono       Stop   Consonant LEOF66   1966 F     Educated     White   Consonant      -3.45 Middle    Middle_F t       T           
18 Deletion Stressed Lexical  Mono       Stop   Consonant MOFM55   1955 M     Educated     White   Consonant     -14.4  Middle    Middle_M t       Deletion    
19 Deletion Stressed Lexical  Mono       Stop   Consonant NATF84   1984 F     Educated     Service Consonant      14.6  Young     Young_F  t       Deletion    
20 Deletion Stressed Lexical  Mono       Stop   Consonant NEIF49   1949 F     Educated     Service Consonant     -20.4  Middle    Middle_F t       Deletion    
# … with 1,169 more rows
# ℹ Use `print(n = ...)` to see more rows

Getting a glimpse()

Another useful addition to data exploration is the glimpse() function from the pilllar package and re-exported by dplyr. The glipmpse() function is like a cross between print() (which shows the data) and str() (which shows the structure of the data). I use glimpse() almost as frequently as I use summary(). In fact, if you have very wide data, i.e., with lots of columns, glimpse() may prove more useful than summary() for getting a quick snapshot of your data. glimpse() shows the number of rows, the number of columns, the name of each column, its class, and however many values in each column as will fit horizontally in the console.

glimpse(td)
Rows: 1,189
Columns: 17
$ Dep.Var      <chr> "Realized", "Deletion", "Deletion", "Deletion", "Realized…
$ Stress       <chr> "Stressed", "Stressed", "Stressed", "Stressed", "Stressed…
$ Category     <chr> "Lexical", "Lexical", "Lexical", "Lexical", "Lexical", "L…
$ Morph.Type   <chr> "Mono", "Mono", "Mono", "Mono", "Mono", "Mono", "Mono", "…
$ Before       <fct> Stop, Stop, Stop, Stop, Stop, Stop, Stop, Stop, Stop, Sto…
$ After        <chr> "Consonant", "Consonant", "Consonant", "Consonant", "Cons…
$ Speaker      <chr> "BOUF65", "CHIF55", "CHIF55", "CLAF52", "DONM53", "DONM58…
$ YOB          <int> 1965, 1955, 1955, 1952, 1953, 1958, 1946, 1942, 1945, 194…
$ Sex          <chr> "F", "F", "F", "F", "M", "M", "F", "M", "M", "F", "M", "M…
$ Education    <chr> "Educated", "Educated", "Educated", "Educated", "Educated…
$ Job          <chr> "White", "White", "White", "Service", "Service", "Service…
$ After.New    <fct> Consonant, Consonant, Consonant, Consonant, Consonant, Co…
$ Center.Age   <dbl> -4.446594, -14.446594, -14.446594, -17.446594, -16.446594…
$ Age.Group    <fct> Middle, Middle, Middle, Middle, Middle, Middle, Middle, O…
$ Age_Sex      <fct> Middle_F, Middle_F, Middle_F, Middle_F, Middle_M, Middle_…
$ Phoneme      <fct> t, t, t, t, t, t, t, t, t, t, t, t, t, t, t, t, t, t, t, …
$ Dep.Var.Full <fct> T, Deletion, Deletion, Deletion, T, Deletion, Deletion, D…

Manipulating data with dplyr

The dplyr package is great for manipulating data in a data frame/tibble. Some common things that diplyr can do include:

Function Description
mutate() add new variables or modify existing ones
select() select variables
filter() filter
summarize() summarize/reduce
arrange() sort
group_by() group
rename() rename columns

Lets redo all our data manipulation of td but with dplyr and its pipe %>% operator

# Read in token file
td <- read.delim("Data/deletiondata.txt")

or…

# Read in token file
td <- read.delim("https://www.dropbox.com/s/jxlfuogea3lx2pu/deletiondata.txt?dl=1")

then…

# Subset data to remove previous 'Vowel'
# contexts: filter td to include everything that
# is not 'Vowel' in the column Before
td <- td %>%
    filter(Before != "Vowel")

# Re-code 'H' to be 'Consonant' in a new column:
# create a new column called After.New that
# equals a re-code of After in which H is
# re-coded as Consonant
td <- td %>%
    mutate(After.New = recode(After, H = "Consonant"))

# Center Year of Birth: create a new column
# called Center.Age equal to the YOB column but
# scaled
td <- td %>%
    mutate(Center.Age = as.numeric(scale(YOB, scale = FALSE)))

# Create Age.Group: cut YOB into discrete
# categories.
td <- td %>%
    mutate(Age.Group = cut(YOB, breaks = c(-Inf, 1944,
        1979, Inf), labels = c("Old", "Middle", "Young")))

Before we continue, a note about the cut() function. The breaks= option is a concatenated list of boundaries. It should start and end with -Inf and Inf (negative and positive infinity) as these will be the lower and upper bounds. The other values are the boundaries or cut-off points. By default cut() has the setting right=TRUE, which means the boundary values are considered the last value in a group (e.g., rightmost value). Above, this means 1944 will be the highest value in the Old category and 1979 will the the highest value in the Middle category. To reverse this you can add the option right=FALSE in which case 1944 would be the lowest value in the Middle category (e.g. leftmost value) and 1979 would be the lowest value in the Young category.

Let’s continue.

# Combine Age and Sex: use the unite() function
# from the tidyr package, if remove=TRUE the
# original Age.Group and Sex columns will be
# deleted
td <- td %>%
    unite("Age_Sex", c(Age.Group, Sex), sep = "_",
        remove = FALSE)

# Break Phoneme.Dep.Var into two columns: same as
# before, but with td passed to mutate() by the
# %>% operator
td <- td %>%
    mutate(Phoneme = sub("^(.)(--.*)$", "\\1", Phoneme.Dep.Var),
        Dep.Var.Full = sub("^(.--)(.*)$", "\\2", Phoneme.Dep.Var),
        Phoneme.Dep.Var = NULL)

At this point we have done everything except partition the data and re-center YOB in the partitioned data frames. You may ask, “How is this better?”. Well, the answer is that because all these modifications feed into one another, we can actually include them all together in one serialized operation. Behold!

All of the above code can be simplified as follows:

or…

# Read in token file
td <- read.delim("https://www.dropbox.com/s/jxlfuogea3lx2pu/deletiondata.txt?dl=1")

then…

# Subset data to remove previous 'Vowel' contexts, 
# then modify several columns with mutate, 
# then convert any character column to a factor column
td <- td %>%
      filter(Before != "Vowel")%>%
      mutate(
        After.New = recode(After, "H" = "Consonant"), 
        Center.Age = as.numeric(scale(YOB, scale = FALSE)), 
        Age.Group = cut(YOB, breaks = c(-Inf, 1944, 1979, Inf), 
                        labels = c("Old", "Middle", "Young")), 
        Phoneme = sub("^(.)(--.*)$", "\\1", Phoneme.Dep.Var), 
        Dep.Var.Full = sub("^(.--)(.*)$", "\\2", Phoneme.Dep.Var), 
        Phoneme.Dep.Var = NULL
        )%>%
      mutate_if(is.character, as.factor)

Now, doesn’t the above look so much cleaner and easier to follow? You’ll notice that after some lines there is a #. This an optional way to signal the end of a line of code when your code is broken over more than one line. Above, the mutate() function could have been written in one single continuous line, but breaking it up over multiple lines makes seeing each mutation much easier.

To partition the data we still need separate functions. Also, remember to re-centre any continuous variables after partioning.

td.young <- td %>%
    filter(Age.Group == "Young") %>%
    mutate(Center.Age = as.numeric(scale(YOB, scale = FALSE)))

td.middle <- td %>%
    filter(Age.Group == "Middle") %>%
    mutate(Center.Age = as.numeric(scale(YOB, scale = FALSE)))

td.old <- td %>%
    filter(Age.Group == "Old") %>%
    mutate(Center.Age = as.numeric(scale(YOB, scale = FALSE)))

Footnotes

  1. Not to be confused with the operator |, which means “or” and whose symbol is also called “pipe”.↩︎

  2. Loading dplyr will also let you use it.↩︎

Reuse

CC-BY-SA 4.0

Citation

BibTeX citation:
@online{gardner2022,
  author = {Gardner, Matt Hunt},
  title = {Doing It All Again, but `Tidy`},
  series = {Linguistics Methods Hub},
  volume = {Doing LVC with R},
  date = {2022-09-27},
  url = {https://lingmethodshub.github.io/content/R/lvc_r/050_lvcr.html},
  doi = {10.5281/zenodo.7160718},
  langid = {en}
}
For attribution, please cite this work as:
Gardner, Matt Hunt. 2022, September 27. Doing it all again, but `tidy`. Linguistics Methods Hub: Doing LVC with R. (https://lingmethodshub.github.io/content/R/lvc_r/050_lvcr.html). doi: 10.5281/zenodo.7160718