diff --git a/code/scrape_aclu.R b/code/scrape_aclu.R
new file mode 100644
index 0000000..4b43751
--- /dev/null
+++ b/code/scrape_aclu.R
@@ -0,0 +1,54 @@
+library(tidyverse)
+library(tabulizer)
+
+path <- here::here("input/chasing_justice_report_2021_final.pdf")
+get_n_pages(path)
+pages <- list(
+  complaints = 19,
+  sustained = 20,
+  q90 = 21
+)
+
+# locate_areas(path, pages = pages)
+areas <- list(
+  complaints = list(c(40, 35, 720, 215), c(40, 215, 720, 395), c(40, 395, 705, 575)),
+  sustained = list(c(160, 47, 657, 563)),
+  q90 = list(c(280, 40, 650, 305), c(280, 305, 650, 560))
+)
+
+dfs <- pmap(list(pages, areas), function(p, ars) {
+  map(ars, ~extract_tables(path, pages = p, area = list(.x), output = "matrix", method = "lattice"))
+}) %>%
+  map_depth(2, 1)
+
+out <- list()
+
+out$complaints <- map_dfr(dfs$complaints, function(df) {
+  as.data.frame(df[-1, ]) %>%
+    set_names(df[1, ])
+}) %>%
+  janitor::clean_names() %>%
+  select(1:2) %>%
+  mutate(complaints = parse_number(complaints))
+
+# need to make dummy (\\d) markers to be able to split e.g. Hersl but not Chanoine
+out$sustained <- as.data.frame(dfs$sustained[[1]]) %>%
+  set_names(c("officer", "total_sustained", "desc")) %>%
+  as_tibble() %>%
+  mutate(desc = str_squish(desc) %>%
+           str_replace("(?<!\\))(\\b)$", " (666)") %>%
+           str_match_all("([A-Z][\\w\\s,/\\-]+ \\(\\d+\\))") %>%
+           map(~.[,1]),
+         officer = str_squish(str_remove_all(officer, "\\d+"))) %>%
+  unnest(desc) %>%
+  extract(desc, into = c("desc", "sustained"), regex = "(^.+) \\((\\d+)\\)$") %>%
+  mutate(sustained = na_if(parse_number(sustained), 666))
+
+out$q90 <- map_dfr(dfs$q90, function(df) {
+  as.data.frame(df[-1, ]) %>%
+    set_names(df[1, ])
+}) %>%
+  janitor::clean_names() %>%
+  mutate(across(complaints:use_of_force_incidents, parse_number))
+
+iwalk(out, ~write_csv(.x, file.path("data", "aclu_extract", str_glue("{.y}.csv")), na = ""))
diff --git a/data/aclu_extract/complaints.csv b/data/aclu_extract/complaints.csv
new file mode 100644
index 0000000..9419605
--- /dev/null
+++ b/data/aclu_extract/complaints.csv
@@ -0,0 +1,138 @@
+officer,complaints
+Wayne Jenkins,227
+Evodio Hendrix,164
+Marcus Taylor,161
+Daniel Hersl,130
+Maurice Ward,119
+Jemell Rayam,107
+Steven Mahan,86
+Joseph Donato,66
+Calvin Moss,63
+Edward Creed,56
+Momodu Gondo,56
+Fabien Laronde,52
+Rashard King,50
+Benjamin Critzer,49
+Charles Baugher,48
+Courtney Wright,48
+James Klein,47
+Steven Foster,45
+David Burch,44
+Erwin Scofield,42
+Richard Guy,40
+Sharod Watson,40
+Michael Mercado,38
+Aisha White-Bey,37
+Christopher Lehman,35
+Ethan Newberg,33
+Joseph Wiczulis,33
+Scott Lawrence,32
+Brandon Smith-Saxon,32
+Richard Watts,32
+Ryan Hill,31
+Robert Moorhead,31
+Rico Perry,31
+James Craig,30
+Bruce Dhaiti,30
+John Gossett,30
+Dylan LaPorta,30
+Hovhannes Simonyan,30
+"Duane Williams, Jr.",30
+Shawn Fuksa,29
+Ronald Rinehart,29
+Andres Severino,29
+Joshua Hall,28
+Clayton Leak,28
+Yolanda Nelson,28
+Andres Rodriguez,28
+Luke Shelley,28
+David Crites,27
+Alexander Ames,26
+Anthony Weems,25
+Clemmie Anderson,24
+Betavia Elliott,24
+"Frank Friend, Jr.",24
+Charles Thompson,24
+Adam Tondeur,24
+Arthur Williams,24
+Derick Allen,23
+Scott Armstrong,23
+Phoenix Frey,23
+Sufian Hassan,23
+Denishia Jordan,23
+Sherrod Biggers,22
+Aaron Dail,22
+Ben Frieman,22
+Demario Harris,22
+Charles Manners,22
+Keith Perry,22
+Leon Riley,22
+Timothy Romeo,22
+Carl Ross,22
+Kenneth Sanchez,22
+Chris Sullivan,22
+Norman Jones,21
+Ian Meertens,21
+Robert Messner,21
+Valentine Nagovich,21
+Ricardo Ojeda,21
+Antonio Saunders,21
+Gabriel Barnett,20
+Anthony Casabona,20
+Brandon Chambers,20
+Steven Angelini,19
+Alan Chanoine,19
+Taulant Halilaj,19
+Cody Holliday,19
+John Jaimes,19
+Tyler Scott,19
+Laron Wilson,19
+Jorge Bernardez-Ruiz,18
+Jamal Brunson,18
+Eric Dodson,18
+James Edge,18
+Mark Gurbelski,18
+Stephen Halstead,18
+"Thomas Hodas, Jr.",18
+Jason Leventhal,18
+Rafiu Makanjuola,18
+David MacNeill,18
+Phillip McMorris,18
+Michael Nolan-Anderson,18
+"Lonnie White, Jr.",18
+Devin Yancy,18
+Nicholas Betz,17
+Kevin Brown,17
+Bryan Chenowith,17
+David Ciotti,17
+Morgan Clasing,17
+Orice Custis,17
+"Gary Fanning, Jr.",17
+Johnta Gray,17
+Darrell London,17
+Jamil Shakir,17
+Kurt Yourkovik,17
+Jason Zimmerman,17
+Bijay Ranabhat,16
+Aaron Cain,16
+Jordan Distance,16
+Deonte Duck,16
+Kyle Gaskin,16
+Michael Jones,16
+Supreme Jones,16
+Akeem Nelson,16
+Paulo Pereira,16
+Brandon Sanchez,16
+Gregory Shuttleworth,16
+Charles Smith,16
+Christopher Amsel,15
+Jacob Antignano,15
+Darius Carter,15
+Nicholas De Jesus,15
+Gregory Edleman,15
+Colin Harner,15
+Thomas Kirby,15
+Brian Loiero,15
+"Thomas Mistysyn, Jr.",15
+Darryl Parker,15
+Giusseppe Polanco,15
diff --git a/data/aclu_extract/q90.csv b/data/aclu_extract/q90.csv
new file mode 100644
index 0000000..e07ec01
--- /dev/null
+++ b/data/aclu_extract/q90.csv
@@ -0,0 +1,45 @@
+officer,complaints,use_of_force_incidents
+Benjamin Critzer,49,82
+James Klein,47,46
+Steven Foster,45,44
+"David Burch, Jr.",44,55
+Erwin Scofield,42,53
+Ryan Hill,31,41
+Hovhannes Simonyan,30,120
+James Craig,30,76
+John Gossett,30,51
+Andres Rodriguez,28,99
+Luke Shelley,28,67
+Scott Armstrong,23,59
+Leon Riley,22,63
+Aaron Dail,22,40
+Gabriel Barnett,20,50
+Taulant Halilaj,19,51
+Cody Holliday,19,45
+Jason Leventhal,18,93
+Mark Gurbelski,18,52
+Michael Nolan-Anderson,18,50
+Jamil Shakir,17,60
+Kurt Yourkovik,17,51
+Charles Smith,16,113
+Deonte Duck,16,75
+Brandon Sanchez,16,72
+Paulo Pereira,16,40
+Gregory Edleman,15,92
+Brian Loiero,15,90
+Giusseppe Polanco,15,68
+Christopher Amsel,15,65
+Thomas Kirby,15,47
+Colin Harner,15,46
+Jacob Antignano,15,43
+James Deasel,14,80
+Nicholas Yinger,14,76
+David Colburn,14,65
+Donald Waldron,14,61
+Daniel Waskiewicz,14,47
+Kevin Fassl,14,44
+Jeffrey Santos,13,55
+Victor Villafane,13,55
+Tyler Sentz,12,62
+James Kostoplis,12,51
+Richard Whittaker,12,51
diff --git a/data/aclu_extract/sustained.csv b/data/aclu_extract/sustained.csv
new file mode 100644
index 0000000..7026d85
--- /dev/null
+++ b/data/aclu_extract/sustained.csv
@@ -0,0 +1,65 @@
+officer,total_sustained,desc,sustained
+Rashard King,40,Discourtesy,7
+Rashard King,40,False Arrest/Imprisonment,6
+Rashard King,40,Assault,3
+Rashard King,40,Firearms Regulations,3
+Rashard King,40,Medical Leave Violation,2
+Rashard King,40,DUI,1
+Jemell Rayam,38,False Arrest/Imprisonment,5
+Jemell Rayam,38,Theft,5
+Jemell Rayam,38,False Report,4
+Jemell Rayam,38,Harassment,3
+Jemell Rayam,38,Assault,1
+Jemell Rayam,38,Excessive Force,1
+Jemell Rayam,38,Reckless Driving,1
+Wayne Jenkins,36,False Arrest/Imprisonment,6
+Wayne Jenkins,36,Improper Stop/Search/Seizure,4
+Wayne Jenkins,36,Theft,4
+Wayne Jenkins,36,False Report,3
+Wayne Jenkins,36,Harassment,3
+Wayne Jenkins,36,Hit and Run,1
+Wayne Jenkins,36,Racial Bias,1
+Fabien Laronde,35,Assault,3
+Fabien Laronde,35,Theft,3
+Daniel Hersl,34,Theft,4
+Daniel Hersl,34,False Statement,4
+Daniel Hersl,34,False Arrest/Imprisonment,3
+Daniel Hersl,34,Excessive Force,1
+Erwin Scofield,26,Unnecessary Force,5
+Carl Ross,22,Child Pornography,11
+Duane Williams,18,Assault,4
+Duane Williams,18,Child Abuse,4
+Duane Williams,18,Excessive Force,1
+Bijay Ranabhat,13,False Statement,4
+Bijay Ranabhat,13,Nonfeasance,4
+Robert Mesner,12,Assault,3
+Robert Mesner,12,False Arrest/Imprisonment,3
+Robert Mesner,12,Malfeasance in Officer,3
+Paulo Pereira,12,Improper Stop/Search/Seizure,3
+"Lonnie White, Jr.",12,False Statement,4
+"Lonnie White, Jr.",12,Nonfeasance,4
+Calvin Moss,11,Abusive or Discriminatory Language,2
+Steven Angelini,10,Inappropriate Comments,4
+"David Burch, Jr.",10,Vehicle Pursuit,1
+Sherrod Biggers,10,Improper Stop/Search/Seizure,3
+Damon Cephus,10,False Arrest/Imprisonment,2
+Momodu Gondo,10,False Arrest/Imprisonment,2
+Ezekiel Abdi,9,Failure to Supervise,3
+Ezekiel Abdi,9,Neglect of Duty,3
+Jacob Antignano,9,Excessive Force,1
+Jacob Antignano,9,Unnecessary Force,1
+Brandon Chambers,9,Neglect/Body-Worn Camera,4
+Frank Schneider,9,Inappropriate Comment,3
+Frank Schneider,9,Neglect of Duty,3
+Adam Tondeur,9,Failure to Supervise,2
+Adam Tondeur,9,Neglect/Firearms Related,2
+Adam Tondeur,9,Neglect/Prisoner Related,2
+Kyle Gaskin,8,Failure to Supervise,4
+Kyle Gaskin,8,Neglect of Duty,4
+Valentine Nagovich,8,"DUI, DWI, Armed While Intoxicated, Negligent Driving, Failure to Stop for Police Vehicle",
+Yolanda Nelson,8,Neglect/Body-Worn Camera,5
+Alan Chanoine,7,"Inappropriate comments, Profanity, or Gestures to a Departmental Member",3
+Stephen Halstead,7,Neglect of Duty,5
+Dylan LaPorta,7,Vehicle Pursuit,1
+Dylan LaPorta,7,Unsafe Operation of Departmental Vehicle,1
+Spencer Moore,7,Violation of Criminal Statute,2
diff --git a/input/chasing_justice_report_2021_final.pdf b/input/chasing_justice_report_2021_final.pdf
new file mode 100644
index 0000000..6ac0ce6
Binary files /dev/null and b/input/chasing_justice_report_2021_final.pdf differ