ACCT 420: Textual analysis

Session 7

Dr. Richard M. Crowley

Learning objectives

Theory:
- Natural Language Processing
Application:
- Analyzing a Citigroup annual report
Methodology:
- Text analysis
- Machine learning

Datacamp

Sentiment analysis in R the Tidy way
- Just the first chapter is required
- You are welcome to do more, of course
I will generally follow the same “tidy text” principles as the Datacamp course does – the structure keeps things easy to manage
- We will sometimes deviate to make use of certain libraries, which, while less tidy, make our work easier than the corresponding tidy-oriented packages (if they even exist!)

Textual data and textual analysis

Review of Session 6

Last session we saw that textual measures can help improve our fraud detection algorithm
We actually looked at a bunch of textual measures:
- Sentiment
- Readability
- Topic/content
We didn’t see how to make these though…
- Instead, we had a nice premade dataset with everything already done

We’ll get started on these today – sentiment and readability

We’ll cover topic modeling next session

Why is textual analysis harder?

Thus far, everything we’ve worked with is what is known as structured data
- Structured data is numeric, nicely indexed, and easy to use
Text data is unstructured
- If we get an annual report with 200 pages of text…
  - Where is the information we want?
  - What do we want?
  - How do we crunch 200 pages into something that is…
    1. Manageable? (Structured)
    2. Meaningful?

This is what we will work on today, and we will revist some of this in the remaining class sessions

Structured data

Our long or wide format data

Wide format

## # A tibble: 3 x 3
##   quarter level_3         value
##   <chr>   <chr>           <chr>
## 1 1995-Q1 Wholesale Trade 17   
## 2 1995-Q1 Retail Trade    -18  
## 3 1995-Q1 Accommodation   16

Long format

## # A tibble: 3 x 4
##   RegionID `1996-04` `1996-05` `1996-06`
##      <dbl>     <dbl>     <dbl>     <dbl>
## 1    84654    334200    335400    336500
## 2    90668    235700    236900    236700
## 3    91982    210400    212200    212200

The structure is given by the IDs, dates, and variables

Unstructured data

Text
- Open responses to question, reports, etc.
- What it isn’t:
  - "JANUARY", "ONE", "FEMALE"
  - Months, numbers
  - Anything with clear and concise categories
Images
- Satellite imagery
Audio
- Phone call recordings
Video
- Security camera footage

All of these require us to determine and impose structure

Some ideas of what we can do

Text extraction
- Find all references to the CEO
- Find if the company talked about global warming
- Pull all telephone numbers or emails from a document
Text characteristics
- How varied is the vocabulary?
- Is it positive or negative (sentiment)
- Is it written in a strong manner?
Text summarization or meaning
- What is the content of the document?
- What is the most important content of the document?
- What other documents discuss similar issues?

Where might we encounter text data in business

Business contracts
Legal documents
Any paperwork
News
Customer reviews or feedback
- Including transcription (call centers)
Consumer social media posts
Chatbots and AI assistants

Natural Language Processing (NLP)

NLP is the subfield of computer science focused on analyzing large amounts of unstructured textual information
- Much of the work builds from computer science, linguistics, and statistics
Unstructured text actually has some structure derived from language itself
- Word selection
- Grammar
- Phrases
- Implicit orderings
NLP utilizes this implicit structure to better understand textual data

NLP in everyday life

Autocomplete of the next word in phone keyboards
- Demo below from Google’s blog
Voice assistants like Google Assistant, Siri, Cortana, and Alexa
Article suggestions on websites
Search engine queries
Email features like missing attachment detection

Case: How leveraging NLP helps call centers

Natural Language Processing in Call Centres
Short link: rmc.link/420class7

What are call centers using NLP for?

How does NLP help call centers with their business?

Consider

Where an we make use of NLP in business?

We can use it for call centers
We can make products out of it (like Google Duplex and other tech firms)
Where else?

Working with 1 text file

Before we begin: Special characters

Some characters in R have special meanings for string functions
- \ | ( ) [ { } ^ $ * + ? . !
To type a special character, we need to precede it with a \
- Since \ is a special character, we’ll need to put \ before \…
  - To type $, we would use \\$
Also, some spacing characters have special symbols:
- \t is tab
- \r is newline (files from Macs)
- \r\n is newline (files from Windows)
- \n is newline (files from Unix, Linux, etc.)
- You’ll need to write \\ to get the backslashes though

Loading in text data from files

Use read_file() from tidyverse’s readr package to read in text data
We’ll use Citigroup’s annual report from 2014
- Note that there is a full text link at the bottom which is a .txt file
- I will instead use a cleaner version derived from the linked file
  - The cleaner version can be made using the same techniques we will discuss today

# Read text from a .txt file using read_file()
doc <- read_file("../../Data/0001104659-14-015152.txt")
# str_wrap is from stringr from tidyverse
cat(str_wrap(substring(doc,1,500), 80))

## UNITED STATES SECURITIES AND EXCHANGE COMMISSION WASHINGTON, D.C. 20549 FORM
## 10-K ANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE
## ACT OF 1934 For the fiscal year ended December 31, 2013 Commission file number
## 1-9924 Citigroup Inc. (Exact name of registrant as specified in its charter)
## Securities registered pursuant to Section 12(b) of the Act: See Exhibit 99.01
## Securities registered pursuant to Section 12(g) of the Act: none Indicate by
## check mark if the registrant is a

Loading from other file types

Ideally you have a .txt file already – such files are generally just the text of the documents
Other common file types:
- HTML files (particularly common from web data)
  - You can load it as a text file – just note that there are html tags embedded in it
    - Things like <a>, <table>, <img>, etc.
  - You can load from a URL using httr or RCurl
  - In R, you can use XML or rvest to parse out specific pieces of html files
  - If you use python, use lxml or BeautifulSoup 4 (bs4) to quickly turn these into structured documents
  - In R, you can process JSON data using jsonlite

Loading from other file types

Ideally you have a .txt file already – such files are generally just the text of the documents
Other common file types:
- PDF files
  - Use pdftools to extract text into a vector of pages of text
  - Use tabulizer to extract tables straight from PDF files!
    - This is very painful to code by hand without this package
    - The package itself is a bit difficult to install, requiring Java and rJava, though

Example using html

library(httr)
library(XML)

httpResponse <- GET('https://coinmarketcap.com/currencies/ethereum/')
html = httr::content(httpResponse, "text")
paste0('...', str_wrap(substring(html, 135418, 135480), 80), '...')

## [1] "...div>$349.36 USD /</div><div>$352.16 USD</div></td></tr><tr><th..."

xpath <- '//*[@id="__next"]/div[1]/div[2]/div[1]/div[2]/div[1]/div/div[2]/span[1]/span[1]/text()'
hdoc = htmlParse(html, asText=TRUE)  # from XML
price <- xpathSApply(hdoc, xpath, xmlValue)
print(paste0("Ethereum was priced at $", price,
             " when these slides were compiled"))

## [1] "Ethereum was priced at $$349.39 when these slides were compiled"

Automating crypto pricing in a document

# The actual version I use (with caching to avoid repeated lookups) is in the appendix
cryptoMC <- function(name) {
  httpResponse <- GET(paste('https://coinmarketcap.com/currencies/',name,'/',sep=''))
  xpath <- '//*[@id="__next"]/div[1]/div[2]/div[1]/div[2]/div[1]/div/div[2]/span[1]/span[1]/text()'
  hdoc = htmlParse(html, asText=TRUE)
  plain.text <- xpathSApply(hdoc, xpath, xmlValue)
  plain.text
}

paste("Ethereum was priced at", cryptoMC("ethereum"))

## [1] "Ethereum was priced at $349.39"

paste("Litecoin was priced at", cryptoMC("litecoin"))

## [1] "Litecoin was priced at $349.39"

Basic text functions in R

Subsetting text
Transformation
- Changing case
- Adding or combining text
- Replacing text
- Breaking text apart
Finding text

We will cover these using stringr as opposed to base R – stringr’s commands are much more consistent

Every function in stringr can take a vector of strings for the first argument, which is tidy

Subsetting text

Base R: Use substr() or substring()
stringr: use str_sub()
- First argument is a vector of strings
- Second argument is the starting position (inclusive)
- Third argument is that ending position (inclusive)

cat(str_wrap(str_sub(doc, 9896, 9929), 80))

## Citis net income was $13.5 billion

cat(str_wrap(str_sub(doc, 28900,29052), 80))

## Net income decreased 14%, mainly driven by lower revenues and lower loan loss
## reserve releases, partially offset by lower net credit losses and expenses.

Transforming text

Commonly used functions:
- tolower() or str_to_lower(): make the text lowercase
- toupper() or str_to_lower(): MAKE THE TEXT UPPERCASE
- str_to_title(): Make the Text Titlecase
paste() to combine text
- It puts spaces between by default
  - You can change this with the sep= option
- If everything to combine is in 1 vector, use collapse= with the desired separator
- paste0() is paste with sep=""

Examples: Case

sentence <- str_sub(doc, 9896, 9929)
str_to_lower(sentence)

## [1] "citis net income was $13.5 billion"

str_to_upper(sentence)

## [1] "CITIS NET INCOME WAS $13.5 BILLION"

str_to_title(sentence)

## [1] "Citis Net Income Was $13.5 Billion"

The str_ prefixed functions support non-English languages as well

# You can run this in an R terminal! (It doesn't work in Rmarkdown though)
str_to_upper("Citis net income was $13.5 billion", locale='tr')  # Turkish

Examples: `paste`

# board is a list of director names
# titles is a list of the director's titles
paste(board, titles, sep=", ")

##  [1] "Michael L. Corbat, CEO"                                     
##  [2] "Michael E. O’Neill, Chairman"                               
##  [3] "Anthony M. Santomero, Former president, Fed (Philidelphia)" 
##  [4] "William S. Thompson, Jr., CEO, Retired, PIMCO"              
##  [5] "Duncan P. Hennes, Co-Founder/Partner, Atrevida Partners"    
##  [6] "Gary M. Reiner, Operating Partner, General Atlantic"        
##  [7] "Joan E. Spero, Senior Research Scholar, Columbia University"
##  [8] "James S. Turley, Former Chairman & CEO, E&Y"                
##  [9] "Franz B. Humer, Chairman, Roche"                            
## [10] "Judith Rodin, President, Rockefeller Foundation"            
## [11] "Robert L. Ryan, CFO, Retired, Medtronic"                    
## [12] "Diana L. Taylor, MD, Wolfensohn Fund Management"            
## [13] "Ernesto Zedillo Ponce de Leon, Professor, Yale University"  
## [14] "Robert L. Joss, Professor/Dean Emeritus, Stanford GSB"

cat(str_wrap(paste0("Citi's board consists of: ",
                    paste(board[1:length(board)-1], collapse=", "),
                    ", and ", board[length(board)], "."), 80))

## Citi's board consists of: Michael L. Corbat, Michael E. O’Neill, Anthony M.
## Santomero, William S. Thompson, Jr., Duncan P. Hennes, Gary M. Reiner, Joan E.
## Spero, James S. Turley, Franz B. Humer, Judith Rodin, Robert L. Ryan, Diana L.
## Taylor, Ernesto Zedillo Ponce de Leon, and Robert L. Joss.

Transforming text

Replace text with str_replace_all()
- First argument is text data
- Second argument is what you want to remove
- Third argument is the replacement
If you only want to replace the first occurrence, use str_replace() instead

sentence

## [1] "Citis net income was $13.5 billion"

str_replace_all(sentence, "\\$13.5", "over $10")

## [1] "Citis net income was over $10 billion"

Transforming text

Split text using str_split()
- This function returns a list of vectors!
  - This is because it will turn every string passed to it into a vector, and R can’t have a vector of vectors
- [[1]] can extract the first vector
You can also limit the number of splits using n=
- A bit more elegant solution is using str_split_fixed() with n=
  - Returns a character matrix (nicer than a list)

Example: Splitting text

paragraphs <- str_split(doc, '\n')[[1]]

# number of paragraphs
length(paragraphs)

## [1] 206

# Last paragraph
cat(str_wrap(paragraphs[206], 80))

## The total amount of securities authorized pursuant to any instrument defining
## rights of holders of long-term debt of the Company does not exceed 10% of the
## total assets of the Company and its consolidated subsidiaries. The Company
## will furnish copies of any such instrument to the SEC upon request. Copies of
## any of the exhibits referred to above will be furnished at a cost of $0.25 per
## page (although no charge will be made for the 2013 Annual Report on Form 10-
## K) to security holders who make written request to Citigroup Inc., Corporate
## Governance, 153 East 53 rd Street, 19 th Floor, New York, New York 10022. *
## Denotes a management contract or compensatory plan or arrangement. + Filed
## herewith.

Finding phrases in text

How did I find the previous examples?

str_locate_all(tolower(doc), "net income")

## [[1]]
##        start    end
##  [1,]   8508   8517
##  [2,]   9902   9911
##  [3,]  16549  16558
##  [4,]  17562  17571
##  [5,]  28900  28909
##  [6,]  32197  32206
##  [7,]  35077  35086
##  [8,]  37252  37261
##  [9,]  40187  40196
## [10,]  43257  43266
## [11,]  45345  45354
## [12,]  47618  47627
## [13,]  51865  51874
## [14,]  51953  51962
## [15,]  52663  52672
## [16,]  52748  52757
## [17,]  54970  54979
## [18,]  58817  58826
## [19,]  96022  96031
## [20,]  96717  96726
## [21,]  99297  99306
## [22,] 188340 188349
## [23,] 189049 189058
## [24,] 201462 201471
## [25,] 456097 456106
## [26,] 460158 460167
## [27,] 460446 460455
## [28,] 460467 460476
## [29,] 475016 475025
## [30,] 475298 475307
## [31,] 545581 545590
## [32,] 554362 554371

Finding phrases in text

4 primary functions:
1. str_detect(): Reports TRUE or FALSE for the presence of a string in the text
2. str_count(): Reports the number of times a string is in the text
3. str_locate(): Reports the first location of a string in the text
  - str_locate_all(): Reports every location as a list of matrices
4. str_extract(): Reports the matched phrases
All take a character vector as the first argument, and something to match for the second argument

Example: Finding phrases

How many paragraphs mention net income in any case?

x <- str_detect(str_to_lower(paragraphs), "net income")
x[1:10]

##  [1] FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE  TRUE  TRUE

sum(x)

## [1] 13

What is the most net income is mentioned in any paragraph

x <- str_count(str_to_lower(paragraphs), "net income")
x[1:10]

##  [1] 0 0 0 0 0 4 0 0 2 2

max(x)

## [1] 4

Example: Finding phrases

Where is net income first mentioned in the document?

str_locate(str_to_lower(doc), "net income")

##      start  end
## [1,]  8508 8517

First mention of net income
- This function may look useless now, but it’ll be on of the most useful later

str_extract(str_to_lower(doc), "net income")

## [1] "net income"

R Practice

Text data is already loaded, as if it was loaded using read_file()
Try:
- Subsetting the text data
- Transforming the text data
  - To all upper case
  - Replacing a phrase
- Finding specific text in the document
Do exercises 1 through 3 in today’s practice file
- R Practice
- Shortlink: rmc.link/420r7

Finding patterns in the text (regex)

Regular expressions, aka regex or regexp, are ways of finding patterns in text
This means that instead of looking for a specific phrase, we can match a set of phrases
Most of the functions we discussed accept regexes for matching
- str_replace(), str_split(), str_detect(), str_count(), str_locate(), and str_extract(), plus their variants
This is why str_extract() is so great – we can extract anything from a document with it!

Regex example

Breaking down an email
1. A local name
2. An @ sign
3. A domain, which will have a . in it
Local names can have many different characters in them
- Match it with [:graph:]+
The domain is pretty restrictive, generally just alphanumeric and .
- There can be multiple . though
- Match it with [:alnum:]+\\.[.[:alnum:]]+

# Extract all emails from the annual report
str_extract_all(doc,'[:graph:]+@[:alnum:]+\\.[.[:alnum:]]+')

## [[1]]
## [1] "shareholder@computershare.com" "shareholder@computershare.com"
## [3] "docserve@citi.com"             "shareholderrelations@citi.com"

Breaking down the example

@ was itself – it isn’t a special character in strings in R
\\. is just a period – we need to escape . because it is special
Anything in brackets with colons, [: :], is a set of characters
- [:graph:] means any letter, number, or punctuation
- [:alnum:] means any letter or number
+ is used to indicate that we want 1 or more of the preceding element – as many as it can match
- [:graph:]+ meant “Give us every letter, number, and punctuation you can, but make sure there is at least 1.”
Brackets with no colons, [ ], ask for anything inside
- [.[:alnum:]]+ meant “Give us every letter, number, and . you can, but make sure there is at least 1.”

Breaking down the example

Let’s examine the output shareholder@computershare.com
Our regex was [:graph:]+@[:alnum:]+\\.[.[:alnum:]]+
Matching regex components to output:
- [:graph:]+ $\Rightarrow$ shareholder
- @ $\Rightarrow$ @
- [:alnum:]+ $\Rightarrow$ computershare
- \\. $\Rightarrow$ .
- [.[:alnum:]]+ $\Rightarrow$ com

Useful regex components: Content

There’s a nice cheat sheet here
- More detailed documentation here
Matching collections of characters
- . matches everything
- [:alpha:] matches all letters
- [:lower:] matches all lowercase letters
- [:upper:] matches all UPPERCASE letters
- [:digit:] matches all numbers 0 through 9
- [:alnum:] matches all letters and numbers
- [:punct:] matches all punctuation
- [:graph:] matches all letters, numbers, and punctuation
- [:space:] or \s match ANY whitespace
  - \S is the exact opposite
- [:blank:] matches whitespace except newlines

Example: Regex content

text <- c("abcde", 'ABCDE', '12345', '!?!?.', 'ABC123?', "With space", "New\nline")
html_df(data.frame(
  text=text,
  alpha=str_detect(text,'[:alpha:]'),
  lower=str_detect(text,'[:lower:]'),
  upper=str_detect(text,'[:upper:]'),
  digit=str_detect(text,'[:digit:]'),
  alnum=str_detect(text,'[:alnum:]')
))

text	alpha	lower	upper	digit	alnum
abcde	TRUE	TRUE	FALSE	FALSE	TRUE
ABCDE	TRUE	FALSE	TRUE	FALSE	TRUE
12345	FALSE	FALSE	FALSE	TRUE	TRUE
!?!?.	FALSE	FALSE	FALSE	FALSE	FALSE
ABC123?	TRUE	FALSE	TRUE	TRUE	TRUE
With space	TRUE	TRUE	TRUE	FALSE	TRUE
New line	TRUE	TRUE	TRUE	FALSE	TRUE

Example: Regex content

text <- c("abcde", 'ABCDE', '12345', '!?!?.', 'ABC123?', "With space", "New\nline")
html_df(data.frame(
  text=text,
  punct=str_detect(text,'[:punct:]'),
  graph=str_detect(text,'[:graph:]'),
  space=str_detect(text,'[:space:]'),
  blank=str_detect(text,'[:blank:]'),
  period=str_detect(text,'.')
))

text	punct	graph	space	blank	period
abcde	FALSE	TRUE	FALSE	FALSE	TRUE
ABCDE	FALSE	TRUE	FALSE	FALSE	TRUE
12345	FALSE	TRUE	FALSE	FALSE	TRUE
!?!?.	TRUE	TRUE	FALSE	FALSE	TRUE
ABC123?	TRUE	TRUE	FALSE	FALSE	TRUE
With space	FALSE	TRUE	TRUE	TRUE	TRUE
New line	FALSE	TRUE	TRUE	FALSE	TRUE

Useful regex components: Form

[ ] can be used to create a class of characters to look for
- [abc] matches anything that is a, b, c
[^ ] can be used to create a class of everything else
- [^abc] matches anything that isn’t a, b, or c
Quantity, where x is some element
- x? looks for 0 or 1 of x
- x* looks for 0 or more of x
- x+ looks for 1 or more of x
- x{n} looks for n (a number) of x
- x{n, } looks for at least n of x
- x{n,m} looks for at least n and at most m of x
Lazy operators
- Regexes always prefer the longest match by default
- Append ? to any quantity operator to make it prefer the shortest match possible

Useful regex components: Form

Position
- ^ indicates the start of the string
- $ indicates the end of the string
Grouping
- ( ) can be used to group components
- | can be used within groups as a logical or
- Groups can be referenced later using the position of the group within the regex
  - \\1 refers to the first group
  - \\2 refers to the second group
  - …

Example: Regexes on real estate firm names

# Real estate firm names with 3 vowels in a row
str_subset(RE_names, '[AEIOU]{3}')

## [1] "STADLAUER MALZFABRIK"      "JOAO FORTES ENGENHARIA SA"

# Real estate firm names with no vowels
str_subset(RE_names, '^[^AEIOU]+$')

## [1] "FGP LTD"     "MBK PCL"     "MYP LTD"     "MCT BHD"     "R T C L LTD"

# Real estate firm names with at least 12 vowels
str_subset(RE_names, '([^AEIOU]*[AEIOU]){11,}')

## [1] "INTERNATIONAL ENTERTAINMENT"  "PREMIERE HORIZON ALLIANCE"   
## [3] "JOAO FORTES ENGENHARIA SA"    "OVERSEAS CHINESE TOWN (ASIA)"
## [5] "COOPERATIVE CONSTRUCTION CO"  "FRANCE TOURISME IMMOBILIER"  
## [7] "BONEI HATICHON CIVIL ENGINE"

# Real estate firm names with a repeated 4 letter pattern
str_subset(RE_names, '([:upper:]{4}).*\\1')

## [1] "INTERNATIONAL ENTERTAINMENT"  "CHONG HONG CONSTRUCTION CO"  
## [3] "ZHONGHONG HOLDING CO LTD"     "DEUTSCHE GEOTHERMISCHE IMMOB"

Why is regex so important?

Regex can be used to match anything in text
- Simple things like phone numbers
- More complex things like addresses
It can be used to parse through large markup documents
- HTML, XML, LaTeX, etc.
Very good for validating the format of text
- For birthday in the format YYYYMMDD, you could validate with:
  - YYYY: [12][90][:digit:][:digit:]
  - MM: [01][:digit:]
  - DD: [0123][:digit:]

Cavaet: Regexes are generally slow. If you can code something to avoid them, that is often better. But often that may be infeasible.

Some extras

While the str_*() functions use regex by default, they actually have four modes
1. You can specify a regex normally
  - Or you can use regex() to construct more customized ones, such as regexes that operate by line in a string
2. You can specify an exact string to match using fixed() – fast but fragile
3. You can specify an exact string to match using coll() – slow but robust; recognizes characters that are equivalent
  - Important when dealing with non-English words, since certain characters can be encoded in multiple ways
4. You can ask for boundaries with boundary() such as words, using boundary("word")

Expanding usage

Anything covered so far can be used for text in data
- Ex.: Firm names or addresses in Compustat

# Compustat firm names example
df_RE_names <- df_RE %>%
  group_by(isin) %>%
  slice(1) %>%
  mutate(SG_in_name = str_detect(conm, "(SG|SINGAPORE)"),
         name_length = str_length(conm),
         SG_firm = ifelse(fic=="SGP",1,0)) %>%
  ungroup()

df_RE_names %>%
  group_by(SG_firm) %>%
  mutate(pct_SG = mean(SG_in_name) * 100) %>%
  slice(1) %>%
  ungroup() %>%
  select(SG_firm, pct_SG)

## # A tibble: 2 x 2
##   SG_firm pct_SG
##     <dbl>  <dbl>
## 1       0  0.369
## 2       1  4.76

Expanding usage

library(DT)
df_RE_names %>%
  group_by(fic) %>%
  mutate(avg_name_length = mean(name_length)) %>%
  slice(1) %>%
  ungroup() %>%
  select(fic, avg_name_length) %>%
  arrange(desc(avg_name_length), fic) %>%
  datatable(options = list(pageLength = 5))

R Practice 2

This practice explores the previously used practice data using regular expressions for various purposes
Do exercises 4 and 5 in today’s practice file
- R Practice
- Shortlink: rmc.link/420r7

Readability

Thanks to the quanteda package, readability is very easy to calculate in R
- Use the textstat_readability() function
There are many readability measures, however
- Flesch Kinkaid grade level: A measure of readability developed for the U.S. Navy to ensure manuals were written at a level any 15 year old should be able to understand
- Fog: A grade level index that was commonly used in business and publishing
- Coleman-Liau: An index with a unique calculation method, relying only on character counts

Readability: Flesch Kincaid

\[ 0.39 \left(\frac{\#~words}{\#~sentences}\right) + 11.8\left(\frac{\#~syllables}{\#~words}\right) - 15.59 \]

An approximate grade level required for reading a document
- Lower is more readable
- A JC or poly graduate should read at a level of 12
  - New York Times articles are usually around 13
- A Bachelor’s degree could be necessary for anything 16 or above

library(quanteda)
textstat_readability(doc, "Flesch.Kincaid")

##   document Flesch.Kincaid
## 1    text1         17.685

Readability: Fog

\[ \begin{aligned} & \left[ Mean(Words~per~sentence) +\right.\\ &\left.(\%~of~words~>3~syllables)\right] \times 0.4 \end{aligned} \]

An approximate grade level required for reading a document
- Lower is more readable

textstat_readability(doc, "FOG")

##   document     FOG
## 1    text1 21.7582

Readability: Coleman-Liau

\[ 5.88\left(\frac{\#~letters}{\#~words}\right)-29.6\left(\frac{\#~sentences}{\#~words}\right)-15.8 \]

An approximate grade level required for reading a document
- Lower is more readable

textstat_readability(doc, "Coleman.Liau.short")

##   document Coleman.Liau.short
## 1    text1           14.96773

Converting text to words

Tidy text is when you have one token per document per row, in a data frame
Token is the unit of text you are interested in
- Words: “New”
- Phrases: “New York Times”
- Sentences: “The New York Times is a publication.”
- etc.
The tidytext package can handle this conversion for us!
- Use the unnest_tokens() function
- Note: it also converts to lowercase. Use the option to_lower=FALSE to avoid this if needed

# Example of "tokenizing"
library(tidytext)
df_doc <- data.frame(ID=c("0001104659-14-015152"), text=c(doc)) %>%
  unnest_tokens(word, text)
# word is the name for the new column
# text is the name of the string column in the input data

The details

html_df(head(df_doc))

	ID	word
1	0001104659-14-015152	united
1.1	0001104659-14-015152	states
1.2	0001104659-14-015152	securities
1.3	0001104659-14-015152	and
1.4	0001104659-14-015152	exchange
1.5	0001104659-14-015152	commission

The details

tidytext uses the tokenizers package in the backend to do the conversion
- You can call that package directly instead if you want to
Available tokenizers include: (specify with token=)
- “word”: The default, individual words
- “ngram”: Collections of words (default of 2, specify with n=)
- A few other less commonly used tokenizers

Word case

Why convert to lowercase?
How much of a difference is there between “The” and “the”?
- “Singapore” and “singapore” – still not much difference
- Only words like “new” versus “New” matter
  - “New York” versus “new yorkshire terrier”
Benefit: We get rid of a bunch of distinct words!
- Helps with the curse of dimensionality

The Curse of dimensionality

There are a lot of words
A LOT OF WORDS
At least 171,476 according to Oxford Dictionary
What happens if we make a matrix of words per document?

Stopwords

Stopwords – words we remove because they have little content
- the, a, an, and, …
Also helps with our curse a bit – removes the words entirely
We’ll use the stopword package to remove stopwords

# get a list of stopwords
stop_en <- stopwords::stopwords("english")  # Snowball English
paste0(length(stop_en), " words: ", paste(stop_en[1:5], collapse=", "))

## [1] "175 words: i, me, my, myself, we"

stop_SMART <- stopwords::stopwords(source="smart")  # SMART English
paste0(length(stop_SMART), " words: ", paste(stop_SMART[1:5], collapse=", "))

## [1] "571 words: a, a's, able, about, above"

stop_fr <- stopwords::stopwords("french")  # Snowball French
paste0(length(stop_fr), " words: ", paste(stop_fr[1:5], collapse=", "))

## [1] "164 words: au, aux, avec, ce, ces"

Applying stopwords to a corpus

When we have a tidy set of text, we can just use dplyr for this!
- dplyr’s anti_join() function is like a merge, but where all matches are deleted

df_doc_stop <- df_doc %>%
  anti_join(data.frame(word=stop_SMART))

## Joining, by = "word"

nrow(df_doc)

## [1] 128728

nrow(df_doc_stop)

## [1] 74985

Converting to term frequency

terms <- df_doc_stop %>%
  count(ID, word, sort=TRUE) %>%
  ungroup()
total_terms <- terms %>% 
  group_by(ID) %>% 
  summarize(total = sum(n))
tf <- left_join(terms, total_terms) %>% mutate(tf=n/total)
tf

##                        ID                     word   n total          tf
## 1    0001104659-14-015152                     citi 826 74985 0.011015536
## 2    0001104659-14-015152                     2013 743 74985 0.009908648
## 3    0001104659-14-015152                   credit 704 74985 0.009388544
## 4    0001104659-14-015152                    citis 660 74985 0.008801760
## 5    0001104659-14-015152                     risk 624 74985 0.008321664
## 6    0001104659-14-015152                 december 523 74985 0.006974728
## 7    0001104659-14-015152                financial 513 74985 0.006841368
## 8    0001104659-14-015152                       31 505 74985 0.006734680
## 9    0001104659-14-015152                    loans 495 74985 0.006601320
## 10   0001104659-14-015152                   assets 488 74985 0.006507968
## 11   0001104659-14-015152                     fair 453 74985 0.006041208
## 12   0001104659-14-015152               securities 440 74985 0.005867840
## 13   0001104659-14-015152                  billion 435 74985 0.005801160
## 14   0001104659-14-015152                citigroup 420 74985 0.005601120
## 15   0001104659-14-015152                     2012 412 74985 0.005494432
## 16   0001104659-14-015152                      u.s 390 74985 0.005201040
## 17   0001104659-14-015152                 interest 373 74985 0.004974328
## 18   0001104659-14-015152                  company 371 74985 0.004947656
## 19   0001104659-14-015152                      net 324 74985 0.004320864
## 20   0001104659-14-015152                  related 323 74985 0.004307528
## 21   0001104659-14-015152                  capital 318 74985 0.004240848
## 22   0001104659-14-015152                  million 316 74985 0.004214176
## 23   0001104659-14-015152                   market 297 74985 0.003960792
## 24   0001104659-14-015152             consolidated 294 74985 0.003920784
## 25   0001104659-14-015152                     cash 292 74985 0.003894112
## 26   0001104659-14-015152                including 279 74985 0.003720744
## 27   0001104659-14-015152                     loan 271 74985 0.003614056
## 28   0001104659-14-015152                     loss 267 74985 0.003560712
## 29   0001104659-14-015152                   losses 265 74985 0.003534040
## 30   0001104659-14-015152                   income 260 74985 0.003467360
## 31   0001104659-14-015152                     year 253 74985 0.003374008
## 32   0001104659-14-015152                   impact 247 74985 0.003293992
## 33   0001104659-14-015152                    based 246 74985 0.003280656
## 34   0001104659-14-015152                        1 245 74985 0.003267320
## 35   0001104659-14-015152                     rate 233 74985 0.003107288
## 36   0001104659-14-015152            approximately 232 74985 0.003093952
## 37   0001104659-14-015152               regulatory 216 74985 0.002880576
## 38   0001104659-14-015152             transactions 215 74985 0.002867240
## 39   0001104659-14-015152                  banking 213 74985 0.002840568
## 40   0001104659-14-015152              significant 212 74985 0.002827232
## 41   0001104659-14-015152                     debt 211 74985 0.002813896
## 42   0001104659-14-015152                generally 205 74985 0.002733880
## 43   0001104659-14-015152                      due 202 74985 0.002693872
## 44   0001104659-14-015152              information 202 74985 0.002693872
## 45   0001104659-14-015152               investment 197 74985 0.002627192
## 46   0001104659-14-015152                      tax 196 74985 0.002613856
## 47   0001104659-14-015152               management 195 74985 0.002600520
## 48   0001104659-14-015152                 mortgage 194 74985 0.002587184
## 49   0001104659-14-015152                 business 189 74985 0.002520504
## 50   0001104659-14-015152                   equity 187 74985 0.002493832
## 51   0001104659-14-015152                  subject 186 74985 0.002480496
## 52   0001104659-14-015152                  trading 185 74985 0.002467160
## 53   0001104659-14-015152               statements 184 74985 0.002453824
## 54   0001104659-14-015152                    asset 182 74985 0.002427152
## 55   0001104659-14-015152                  foreign 176 74985 0.002347136
## 56   0001104659-14-015152                liquidity 172 74985 0.002293792
## 57   0001104659-14-015152                    table 168 74985 0.002240448
## 58   0001104659-14-015152                 consumer 167 74985 0.002227112
## 59   0001104659-14-015152                    basel 166 74985 0.002213776
## 60   0001104659-14-015152                portfolio 165 74985 0.002200440
## 61   0001104659-14-015152                primarily 164 74985 0.002187104
## 62   0001104659-14-015152               additional 162 74985 0.002160432
## 63   0001104659-14-015152               citigroups 161 74985 0.002147096
## 64   0001104659-14-015152                     term 161 74985 0.002147096
## 65   0001104659-14-015152               derivative 160 74985 0.002133760
## 66   0001104659-14-015152                    total 160 74985 0.002133760
## 67   0001104659-14-015152              liabilities 159 74985 0.002120424
## 68   0001104659-14-015152                 required 159 74985 0.002120424
## 69   0001104659-14-015152               operations 155 74985 0.002067080
## 70   0001104659-14-015152                increased 154 74985 0.002053744
## 71   0001104659-14-015152                 addition 153 74985 0.002040408
## 72   0001104659-14-015152                    rates 153 74985 0.002040408
## 73   0001104659-14-015152                   amount 148 74985 0.001973728
## 74   0001104659-14-015152                  balance 148 74985 0.001973728
## 75   0001104659-14-015152              derivatives 147 74985 0.001960392
## 76   0001104659-14-015152                    level 147 74985 0.001960392
## 77   0001104659-14-015152                corporate 146 74985 0.001947056
## 78   0001104659-14-015152                  quarter 143 74985 0.001907048
## 79   0001104659-14-015152                 companys 139 74985 0.001853704
## 80   0001104659-14-015152                      iii 139 74985 0.001853704
## 81   0001104659-14-015152                  reserve 138 74985 0.001840368
## 82   0001104659-14-015152               accounting 137 74985 0.001827032
## 83   0001104659-14-015152                   period 137 74985 0.001827032
## 84   0001104659-14-015152               businesses 136 74985 0.001813696
## 85   0001104659-14-015152              instruments 136 74985 0.001813696
## 86   0001104659-14-015152             requirements 132 74985 0.001760352
## 87   0001104659-14-015152                   result 132 74985 0.001760352
## 88   0001104659-14-015152               activities 130 74985 0.001733680
## 89   0001104659-14-015152                 recorded 129 74985 0.001720344
## 90   0001104659-14-015152                     sale 129 74985 0.001720344
## 91   0001104659-14-015152                 services 129 74985 0.001720344
## 92   0001104659-14-015152                    lower 128 74985 0.001707008
## 93   0001104659-14-015152                reporting 128 74985 0.001707008
## 94   0001104659-14-015152                  results 128 74985 0.001707008
## 95   0001104659-14-015152                   global 127 74985 0.001693672
## 96   0001104659-14-015152                    stock 126 74985 0.001680336
## 97   0001104659-14-015152                     note 125 74985 0.001667000
## 98   0001104659-14-015152                  current 124 74985 0.001653664
## 99   0001104659-14-015152                 exchange 124 74985 0.001653664
## 100  0001104659-14-015152                   offset 123 74985 0.001640328
## 101  0001104659-14-015152                 earnings 122 74985 0.001626992
## 102  0001104659-14-015152                potential 122 74985 0.001626992
## 103  0001104659-14-015152                 revenues 122 74985 0.001626992
## 104  0001104659-14-015152                     bank 121 74985 0.001613656
## 105  0001104659-14-015152                  include 120 74985 0.001600320
## 106  0001104659-14-015152                   future 119 74985 0.001586984
## 107  0001104659-14-015152                 included 118 74985 0.001573648
## 108  0001104659-14-015152                  markets 117 74985 0.001560312
## 109  0001104659-14-015152               collateral 115 74985 0.001533640
## 110  0001104659-14-015152                  funding 115 74985 0.001533640
## 111  0001104659-14-015152                 currency 114 74985 0.001520304
## 112  0001104659-14-015152              investments 114 74985 0.001520304
## 113  0001104659-14-015152                 compared 113 74985 0.001506968
## 114  0001104659-14-015152                    prior 113 74985 0.001506968
## 115  0001104659-14-015152                        3 111 74985 0.001480296
## 116  0001104659-14-015152                 citibank 111 74985 0.001480296
## 117  0001104659-14-015152                   issued 111 74985 0.001480296
## 118  0001104659-14-015152                    risks 111 74985 0.001480296
## 119  0001104659-14-015152                     2014 110 74985 0.001466960
## 120  0001104659-14-015152                 exposure 110 74985 0.001466960
## 121  0001104659-14-015152                  federal 110 74985 0.001466960
## 122  0001104659-14-015152                  revenue 109 74985 0.001453624
## 123  0001104659-14-015152                   awards 105 74985 0.001400280
## 124  0001104659-14-015152                    basis 105 74985 0.001400280
## 125  0001104659-14-015152                    costs 105 74985 0.001400280
## 126  0001104659-14-015152                   higher 105 74985 0.001400280
## 127  0001104659-14-015152                    years 105 74985 0.001400280
## 128  0001104659-14-015152                   common 104 74985 0.001386944
## 129  0001104659-14-015152                    flows 104 74985 0.001386944
## 130  0001104659-14-015152                     long 104 74985 0.001386944
## 131  0001104659-14-015152               recognized 104 74985 0.001386944
## 132  0001104659-14-015152                    rules 104 74985 0.001386944
## 133  0001104659-14-015152                    sheet 104 74985 0.001386944
## 134  0001104659-14-015152                   claims 102 74985 0.001360272
## 135  0001104659-14-015152                     made 102 74985 0.001360272
## 136  0001104659-14-015152               underlying 101 74985 0.001346936
## 137  0001104659-14-015152                    price 100 74985 0.001333600
## 138  0001104659-14-015152                exposures  98 74985 0.001306928
## 139  0001104659-14-015152                principal  98 74985 0.001306928
## 140  0001104659-14-015152                     2011  97 74985 0.001293592
## 141  0001104659-14-015152                 economic  96 74985 0.001280256
## 142  0001104659-14-015152                 entities  96 74985 0.001280256
## 143  0001104659-14-015152                estimated  96 74985 0.001280256
## 144  0001104659-14-015152                     time  96 74985 0.001280256
## 145  0001104659-14-015152                    court  95 74985 0.001266920
## 146  0001104659-14-015152                  january  95 74985 0.001266920
## 147  0001104659-14-015152                  amounts  93 74985 0.001240248
## 148  0001104659-14-015152                     held  93 74985 0.001240248
## 149  0001104659-14-015152                    plans  93 74985 0.001240248
## 150  0001104659-14-015152               agreements  92 74985 0.001226912
## 151  0001104659-14-015152                     card  92 74985 0.001226912
## 152  0001104659-14-015152                   change  92 74985 0.001226912
## 153  0001104659-14-015152                 holdings  92 74985 0.001226912
## 154  0001104659-14-015152                valuation  92 74985 0.001226912
## 155  0001104659-14-015152                 expected  90 74985 0.001200240
## 156  0001104659-14-015152                     tier  90 74985 0.001200240
## 157  0001104659-14-015152                  default  88 74985 0.001173568
## 158  0001104659-14-015152                 internal  88 74985 0.001173568
## 159  0001104659-14-015152                       10  86 74985 0.001146896
## 160  0001104659-14-015152                 expenses  86 74985 0.001146896
## 161  0001104659-14-015152                    final  86 74985 0.001146896
## 162  0001104659-14-015152              performance  86 74985 0.001146896
## 163  0001104659-14-015152               classified  85 74985 0.001133560
## 164  0001104659-14-015152                  payment  85 74985 0.001133560
## 165  0001104659-14-015152                  periods  85 74985 0.001133560
## 166  0001104659-14-015152                 customer  84 74985 0.001120224
## 167  0001104659-14-015152                    funds  84 74985 0.001120224
## 168  0001104659-14-015152               impairment  84 74985 0.001120224
## 169  0001104659-14-015152                    legal  84 74985 0.001120224
## 170  0001104659-14-015152                  average  83 74985 0.001106888
## 171  0001104659-14-015152                     cost  83 74985 0.001106888
## 172  0001104659-14-015152                effective  83 74985 0.001106888
## 173  0001104659-14-015152                  forward  83 74985 0.001106888
## 174  0001104659-14-015152             subsidiaries  83 74985 0.001106888
## 175  0001104659-14-015152                  actions  82 74985 0.001093552
## 176  0001104659-14-015152                  clients  82 74985 0.001093552
## 177  0001104659-14-015152                continued  82 74985 0.001093552
## 178  0001104659-14-015152                      n.a  82 74985 0.001093552
## 179  0001104659-14-015152               repurchase  82 74985 0.001093552
## 180  0001104659-14-015152                        2  81 74985 0.001080216
## 181  0001104659-14-015152                 deposits  81 74985 0.001080216
## 182  0001104659-14-015152                     part  81 74985 0.001080216
## 183  0001104659-14-015152                    party  81 74985 0.001080216
## 184  0001104659-14-015152              transaction  81 74985 0.001080216
## 185  0001104659-14-015152                 weighted  81 74985 0.001080216
## 186  0001104659-14-015152                  benefit  80 74985 0.001066880
## 187  0001104659-14-015152                contracts  80 74985 0.001066880
## 188  0001104659-14-015152                    ended  80 74985 0.001066880
## 189  0001104659-14-015152                   option  80 74985 0.001066880
## 190  0001104659-14-015152                  ability  79 74985 0.001053544
## 191  0001104659-14-015152                 increase  79 74985 0.001053544
## 192  0001104659-14-015152                  lending  78 74985 0.001040208
## 193  0001104659-14-015152               protection  78 74985 0.001040208
## 194  0001104659-14-015152              residential  78 74985 0.001040208
## 195  0001104659-14-015152                      act  77 74985 0.001026872
## 196  0001104659-14-015152                    hedge  77 74985 0.001026872
## 197  0001104659-14-015152                   hedges  76 74985 0.001013536
## 198  0001104659-14-015152                 products  76 74985 0.001013536
## 199  0001104659-14-015152                  account  75 74985 0.001000200
## 200  0001104659-14-015152                    banks  75 74985 0.001000200
## 201  0001104659-14-015152              obligations  75 74985 0.001000200
## 202  0001104659-14-015152                    ratio  75 74985 0.001000200
## 203  0001104659-14-015152                   retail  75 74985 0.001000200
## 204  0001104659-14-015152               conditions  74 74985 0.000986864
## 205  0001104659-14-015152                  expense  74 74985 0.000986864
## 206  0001104659-14-015152                    sales  74 74985 0.000986864
## 207  0001104659-14-015152           securitization  74 74985 0.000986864
## 208  0001104659-14-015152                  ratings  73 74985 0.000973528
## 209  0001104659-14-015152                  america  72 74985 0.000960192
## 210  0001104659-14-015152               applicable  72 74985 0.000960192
## 211  0001104659-14-015152                    board  72 74985 0.000960192
## 212  0001104659-14-015152                       13  71 74985 0.000946856
## 213  0001104659-14-015152               commercial  71 74985 0.000946856
## 214  0001104659-14-015152                customers  71 74985 0.000946856
## 215  0001104659-14-015152                       ii  71 74985 0.000946856
## 216  0001104659-14-015152             institutions  71 74985 0.000946856
## 217  0001104659-14-015152                     plan  71 74985 0.000946856
## 218  0001104659-14-015152                  private  71 74985 0.000946856
## 219  0001104659-14-015152               government  70 74985 0.000933520
## 220  0001104659-14-015152                partially  70 74985 0.000933520
## 221  0001104659-14-015152                  similar  70 74985 0.000933520
## 222  0001104659-14-015152                excluding  69 74985 0.000920184
## 223  0001104659-14-015152                  hedging  69 74985 0.000920184
## 224  0001104659-14-015152                   number  69 74985 0.000920184
## 225  0001104659-14-015152                       12  68 74985 0.000906848
## 226  0001104659-14-015152              commitments  68 74985 0.000906848
## 227  0001104659-14-015152                employees  68 74985 0.000906848
## 228  0001104659-14-015152                     sold  68 74985 0.000906848
## 229  0001104659-14-015152             counterparty  67 74985 0.000893512
## 230  0001104659-14-015152                   driven  67 74985 0.000893512
## 231  0001104659-14-015152                   events  67 74985 0.000893512
## 232  0001104659-14-015152                     form  67 74985 0.000893512
## 233  0001104659-14-015152                positions  67 74985 0.000893512
## 234  0001104659-14-015152                    event  66 74985 0.000880176
## 235  0001104659-14-015152                  ongoing  66 74985 0.000880176
## 236  0001104659-14-015152                  parties  66 74985 0.000880176
## 237  0001104659-14-015152                       30  65 74985 0.000866840
## 238  0001104659-14-015152                 goodwill  65 74985 0.000866840
## 239  0001104659-14-015152                purchased  65 74985 0.000866840
## 240  0001104659-14-015152                 specific  65 74985 0.000866840
## 241  0001104659-14-015152                   annual  64 74985 0.000853504
## 242  0001104659-14-015152                 deferred  64 74985 0.000853504
## 243  0001104659-14-015152                estimates  64 74985 0.000853504
## 244  0001104659-14-015152                  factors  64 74985 0.000853504
## 245  0001104659-14-015152                 payments  64 74985 0.000853504
## 246  0001104659-14-015152                  pension  64 74985 0.000853504
## 247  0001104659-14-015152                    range  64 74985 0.000853504
## 248  0001104659-14-015152                    short  64 74985 0.000853504
## 249  0001104659-14-015152               settlement  63 74985 0.000840168
## 250  0001104659-14-015152                   trusts  63 74985 0.000840168
## 251  0001104659-14-015152                  defined  62 74985 0.000826832
## 252  0001104659-14-015152                 reported  62 74985 0.000826832
## 253  0001104659-14-015152                   stress  62 74985 0.000826832
## 254  0001104659-14-015152                      asc  61 74985 0.000813496
## 255  0001104659-14-015152                 believes  61 74985 0.000813496
## 256  0001104659-14-015152                 carrying  61 74985 0.000813496
## 257  0001104659-14-015152                  control  61 74985 0.000813496
## 258  0001104659-14-015152                   extent  61 74985 0.000813496
## 259  0001104659-14-015152                    fixed  61 74985 0.000813496
## 260  0001104659-14-015152              operational  61 74985 0.000813496
## 261  0001104659-14-015152                    trust  61 74985 0.000813496
## 262  0001104659-14-015152                  accrual  60 74985 0.000800160
## 263  0001104659-14-015152              assumptions  60 74985 0.000800160
## 264  0001104659-14-015152                     fees  60 74985 0.000800160
## 265  0001104659-14-015152                   growth  60 74985 0.000800160
## 266  0001104659-14-015152                mortgages  60 74985 0.000800160
## 267  0001104659-14-015152              outstanding  60 74985 0.000800160
## 268  0001104659-14-015152                allowance  59 74985 0.000786824
## 269  0001104659-14-015152                    filed  59 74985 0.000786824
## 270  0001104659-14-015152                  require  59 74985 0.000786824
## 271  0001104659-14-015152                 balances  58 74985 0.000773488
## 272  0001104659-14-015152                    cards  58 74985 0.000773488
## 273  0001104659-14-015152                financing  58 74985 0.000773488
## 274  0001104659-14-015152                 includes  58 74985 0.000773488
## 275  0001104659-14-015152               portfolios  58 74985 0.000773488
## 276  0001104659-14-015152                resulting  58 74985 0.000773488
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## 578  0001104659-14-015152                        8  28 74985 0.000373408
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## 884  0001104659-14-015152                   trends  18 74985 0.000240048
## 885  0001104659-14-015152                   vested  18 74985 0.000240048
## 886  0001104659-14-015152                 warranty  18 74985 0.000240048
## 887  0001104659-14-015152                      815  17 74985 0.000226712
## 888  0001104659-14-015152                 approved  17 74985 0.000226712
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## 890  0001104659-14-015152                      cal  17 74985 0.000226712
## 891  0001104659-14-015152               committees  17 74985 0.000226712
## 892  0001104659-14-015152              differences  17 74985 0.000226712
## 893  0001104659-14-015152                 employee  17 74985 0.000226712
## 894  0001104659-14-015152                   exists  17 74985 0.000226712
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## 896  0001104659-14-015152                     gain  17 74985 0.000226712
## 897  0001104659-14-015152               guaranteed  17 74985 0.000226712
## 898  0001104659-14-015152                    holds  17 74985 0.000226712
## 899  0001104659-14-015152                  housing  17 74985 0.000226712
## 900  0001104659-14-015152               identified  17 74985 0.000226712
## 901  0001104659-14-015152                 investor  17 74985 0.000226712
## 902  0001104659-14-015152              involvement  17 74985 0.000226712
## 903  0001104659-14-015152                   liquid  17 74985 0.000226712
## 904  0001104659-14-015152              managements  17 74985 0.000226712
## 905  0001104659-14-015152                   manner  17 74985 0.000226712
## 906  0001104659-14-015152                    noted  17 74985 0.000226712
## 907  0001104659-14-015152                  obligor  17 74985 0.000226712
## 908  0001104659-14-015152                 obtained  17 74985 0.000226712
## 909  0001104659-14-015152                performed  17 74985 0.000226712
## 910  0001104659-14-015152                  profile  17 74985 0.000226712
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## 912  0001104659-14-015152              recognition  17 74985 0.000226712
## 913  0001104659-14-015152                  release  17 74985 0.000226712
## 914  0001104659-14-015152                   relief  17 74985 0.000226712
## 915  0001104659-14-015152                  remains  17 74985 0.000226712
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## 919  0001104659-14-015152                  revised  17 74985 0.000226712
## 920  0001104659-14-015152                  variety  17 74985 0.000226712
## 921  0001104659-14-015152                       18  16 74985 0.000213376
## 922  0001104659-14-015152                       50  16 74985 0.000213376
## 923  0001104659-14-015152                   access  16 74985 0.000213376
## 924  0001104659-14-015152                   akbank  16 74985 0.000213376
## 925  0001104659-14-015152                announced  16 74985 0.000213376
## 926  0001104659-14-015152                    april  16 74985 0.000213376
## 927  0001104659-14-015152                   august  16 74985 0.000213376
## 928  0001104659-14-015152                  banamex  16 74985 0.000213376
## 929  0001104659-14-015152             compensatory  16 74985 0.000213376
## 930  0001104659-14-015152               consisting  16 74985 0.000213376
## 931  0001104659-14-015152                  covered  16 74985 0.000213376
## 932  0001104659-14-015152                   crisis  16 74985 0.000213376
## 933  0001104659-14-015152                   dealer  16 74985 0.000213376
## 934  0001104659-14-015152               delinquent  16 74985 0.000213376
## 935  0001104659-14-015152                 excludes  16 74985 0.000213376
## 936  0001104659-14-015152                      fee  16 74985 0.000213376
## 937  0001104659-14-015152                      gcb  16 74985 0.000213376
## 938  0001104659-14-015152                 globally  16 74985 0.000213376
## 939  0001104659-14-015152                     gses  16 74985 0.000213376
## 940  0001104659-14-015152              homogeneous  16 74985 0.000213376
## 941  0001104659-14-015152                 inherent  16 74985 0.000213376
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## 948  0001104659-14-015152                 mitigate  16 74985 0.000213376
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## 951  0001104659-14-015152               monitoring  16 74985 0.000213376
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## 953  0001104659-14-015152                     open  16 74985 0.000213376
## 954  0001104659-14-015152               performing  16 74985 0.000213376
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## 957  0001104659-14-015152                 proposal  16 74985 0.000213376
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## 959  0001104659-14-015152                  purpose  16 74985 0.000213376
## 960  0001104659-14-015152                 realized  16 74985 0.000213376
## 961  0001104659-14-015152               reasonable  16 74985 0.000213376
## 962  0001104659-14-015152          representations  16 74985 0.000213376
## 963  0001104659-14-015152                    reset  16 74985 0.000213376
## 964  0001104659-14-015152                  returns  16 74985 0.000213376
## 965  0001104659-14-015152                    scope  16 74985 0.000213376
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## 968  0001104659-14-015152                sovereign  16 74985 0.000213376
## 969  0001104659-14-015152                   stable  16 74985 0.000213376
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## 973  0001104659-14-015152                  awarded  15 74985 0.000200040
## 974  0001104659-14-015152                      buy  15 74985 0.000200040
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## 981  0001104659-14-015152                   entire  15 74985 0.000200040
## 982  0001104659-14-015152                 executed  15 74985 0.000200040
## 983  0001104659-14-015152                    fraud  15 74985 0.000200040
## 984  0001104659-14-015152               increasing  15 74985 0.000200040
## 985  0001104659-14-015152                     item  15 74985 0.000200040
## 986  0001104659-14-015152                    korea  15 74985 0.000200040
## 987  0001104659-14-015152              liquidation  15 74985 0.000200040
## 988  0001104659-14-015152                   loaned  15 74985 0.000200040
## 989  0001104659-14-015152                      met  15 74985 0.000200040
## 990  0001104659-14-015152                 multiple  15 74985 0.000200040
## 991  0001104659-14-015152                 national  15 74985 0.000200040
## 992  0001104659-14-015152                       nm  15 74985 0.000200040
## 993  0001104659-14-015152                  numbers  15 74985 0.000200040
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## 1009 0001104659-14-015152                  summary  15 74985 0.000200040
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## 1169 0001104659-14-015152           administrative  11 74985 0.000146696
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## 1183 0001104659-14-015152             certificates  11 74985 0.000146696
## 1184 0001104659-14-015152                     cgmi  11 74985 0.000146696
## 1185 0001104659-14-015152              competitive  11 74985 0.000146696
## 1186 0001104659-14-015152                     core  11 74985 0.000146696
## 1187 0001104659-14-015152                 coverage  11 74985 0.000146696
## 1188 0001104659-14-015152                  derived  11 74985 0.000146696
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## 1192 0001104659-14-015152                   differ  11 74985 0.000146696
## 1193 0001104659-14-015152              diversified  11 74985 0.000146696
## 1194 0001104659-14-015152                 domestic  11 74985 0.000146696
## 1195 0001104659-14-015152                   earned  11 74985 0.000146696
## 1196 0001104659-14-015152             economically  11 74985 0.000146696
## 1197 0001104659-14-015152             enhancements  11 74985 0.000146696
## 1198 0001104659-14-015152                execution  11 74985 0.000146696
## 1199 0001104659-14-015152                    exist  11 74985 0.000146696
## 1200 0001104659-14-015152                  exposed  11 74985 0.000146696
## 1201 0001104659-14-015152               facilitate  11 74985 0.000146696
## 1202 0001104659-14-015152                   factor  11 74985 0.000146696
## 1203 0001104659-14-015152                      fha  11 74985 0.000146696
## 1204 0001104659-14-015152                    firms  11 74985 0.000146696
## 1205 0001104659-14-015152                   fiscal  11 74985 0.000146696
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## 1207 0001104659-14-015152                    forms  11 74985 0.000146696
## 1208 0001104659-14-015152                 forwards  11 74985 0.000146696
## 1209 0001104659-14-015152                    found  11 74985 0.000146696
## 1210 0001104659-14-015152                 generate  11 74985 0.000146696
## 1211 0001104659-14-015152               governance  11 74985 0.000146696
## 1212 0001104659-14-015152              governments  11 74985 0.000146696
## 1213 0001104659-14-015152                     grew  11 74985 0.000146696
## 1214 0001104659-14-015152                   helocs  11 74985 0.000146696
## 1215 0001104659-14-015152                   holder  11 74985 0.000146696
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## 1217 0001104659-14-015152               indicators  11 74985 0.000146696
## 1218 0001104659-14-015152          ineffectiveness  11 74985 0.000146696
## 1219 0001104659-14-015152                   intent  11 74985 0.000146696
## 1220 0001104659-14-015152                       iv  11 74985 0.000146696
## 1221 0001104659-14-015152                    joint  11 74985 0.000146696
## 1222 0001104659-14-015152                   lesser  11 74985 0.000146696
## 1223 0001104659-14-015152                  manager  11 74985 0.000146696
## 1224 0001104659-14-015152                mandatory  11 74985 0.000146696
## 1225 0001104659-14-015152                 minority  11 74985 0.000146696
## 1226 0001104659-14-015152                   morgan  11 74985 0.000146696
## 1227 0001104659-14-015152           municipalities  11 74985 0.000146696
## 1228 0001104659-14-015152                    n.a.s  11 74985 0.000146696
## 1229 0001104659-14-015152                  network  11 74985 0.000146696
## 1230 0001104659-14-015152                 ordinary  11 74985 0.000146696
## 1231 0001104659-14-015152                      otc  11 74985 0.000146696
## 1232 0001104659-14-015152                  outcome  11 74985 0.000146696
## 1233 0001104659-14-015152                  pending  11 74985 0.000146696
## 1234 0001104659-14-015152                 positive  11 74985 0.000146696
## 1235 0001104659-14-015152              probability  11 74985 0.000146696
## 1236 0001104659-14-015152                 proceeds  11 74985 0.000146696
## 1237 0001104659-14-015152                   profit  11 74985 0.000146696
## 1238 0001104659-14-015152                  readily  11 74985 0.000146696
## 1239 0001104659-14-015152                 receives  11 74985 0.000146696
## 1240 0001104659-14-015152                  reforms  11 74985 0.000146696
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## 1242 0001104659-14-015152                repayment  11 74985 0.000146696
## 1243 0001104659-14-015152                    repos  11 74985 0.000146696
## 1244 0001104659-14-015152              repurchases  11 74985 0.000146696
## 1245 0001104659-14-015152                 resolved  11 74985 0.000146696
## 1246 0001104659-14-015152                revisions  11 74985 0.000146696
## 1247 0001104659-14-015152               riskmarket  11 74985 0.000146696
## 1248 0001104659-14-015152                   series  11 74985 0.000146696
## 1249 0001104659-14-015152                  settled  11 74985 0.000146696
## 1250 0001104659-14-015152                    sicad  11 74985 0.000146696
## 1251 0001104659-14-015152                  stanley  11 74985 0.000146696
## 1252 0001104659-14-015152                     step  11 74985 0.000146696
## 1253 0001104659-14-015152                 systemic  11 74985 0.000146696
## 1254 0001104659-14-015152                   taking  11 74985 0.000146696
## 1255 0001104659-14-015152                   turkey  11 74985 0.000146696
## 1256 0001104659-14-015152              utilization  11 74985 0.000146696
## 1257 0001104659-14-015152                      1.2  10 74985 0.000133360
## 1258 0001104659-14-015152                      1.5  10 74985 0.000133360
## 1259 0001104659-14-015152                       60  10 74985 0.000133360
## 1260 0001104659-14-015152               allocation  10 74985 0.000133360
## 1261 0001104659-14-015152               amendments  10 74985 0.000133360
## 1262 0001104659-14-015152                antitrust  10 74985 0.000133360
## 1263 0001104659-14-015152             appreciation  10 74985 0.000133360
## 1264 0001104659-14-015152                asserting  10 74985 0.000133360
## 1265 0001104659-14-015152                 assesses  10 74985 0.000133360
## 1266 0001104659-14-015152               beneficial  10 74985 0.000133360
## 1267 0001104659-14-015152              beneficiary  10 74985 0.000133360
## 1268 0001104659-14-015152                  circuit  10 74985 0.000133360
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## 1271 0001104659-14-015152                  closely  10 74985 0.000133360
## 1272 0001104659-14-015152                 combined  10 74985 0.000133360
## 1273 0001104659-14-015152                 complete  10 74985 0.000133360
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## 1275 0001104659-14-015152                concluded  10 74985 0.000133360
## 1276 0001104659-14-015152              consolidate  10 74985 0.000133360
## 1277 0001104659-14-015152                    cyber  10 74985 0.000133360
## 1278 0001104659-14-015152                    dates  10 74985 0.000133360
## 1279 0001104659-14-015152                declining  10 74985 0.000133360
## 1280 0001104659-14-015152                 defaults  10 74985 0.000133360
## 1281 0001104659-14-015152            delinquencies  10 74985 0.000133360
## 1282 0001104659-14-015152                   demand  10 74985 0.000133360
## 1283 0001104659-14-015152                  dismiss  10 74985 0.000133360
## 1284 0001104659-14-015152                 dividend  10 74985 0.000133360
## 1285 0001104659-14-015152                documents  10 74985 0.000133360
## 1286 0001104659-14-015152               downgrades  10 74985 0.000133360
## 1287 0001104659-14-015152                 election  10 74985 0.000133360
## 1288 0001104659-14-015152                 embedded  10 74985 0.000133360
## 1289 0001104659-14-015152              enforcement  10 74985 0.000133360
## 1290 0001104659-14-015152                  entitys  10 74985 0.000133360
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## 1293 0001104659-14-015152             expectations  10 74985 0.000133360
## 1294 0001104659-14-015152                 features  10 74985 0.000133360
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## 1296 0001104659-14-015152                footprint  10 74985 0.000133360
## 1297 0001104659-14-015152                 improved  10 74985 0.000133360
## 1298 0001104659-14-015152                inflation  10 74985 0.000133360
## 1299 0001104659-14-015152               insolvency  10 74985 0.000133360
## 1300 0001104659-14-015152             insufficient  10 74985 0.000133360
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## 1317 0001104659-14-015152                  premium  10 74985 0.000133360
## 1318 0001104659-14-015152                    prime  10 74985 0.000133360
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## 1320 0001104659-14-015152                  qualify  10 74985 0.000133360
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## 1383 0001104659-14-015152               guarantors   9 74985 0.000120024
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## 1385 0001104659-14-015152                 holdback   9 74985 0.000120024
## 1386 0001104659-14-015152              impairments   9 74985 0.000120024
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## 1393 0001104659-14-015152                  interim   9 74985 0.000120024
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## 1406 0001104659-14-015152                  offered   9 74985 0.000120024
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## 1409 0001104659-14-015152                ownership   9 74985 0.000120024
## 1410 0001104659-14-015152                  partial   9 74985 0.000120024
## 1411 0001104659-14-015152                plaintiff   9 74985 0.000120024
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## 1414 0001104659-14-015152                 presence   9 74985 0.000120024
## 1415 0001104659-14-015152                  produce   9 74985 0.000120024
## 1416 0001104659-14-015152                 progress   9 74985 0.000120024
## 1417 0001104659-14-015152               reductions   9 74985 0.000120024
## 1418 0001104659-14-015152                   reform   9 74985 0.000120024
## 1419 0001104659-14-015152                remainder   9 74985 0.000120024
## 1420 0001104659-14-015152                 remained   9 74985 0.000120024
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## 1422 0001104659-14-015152              securitizes   9 74985 0.000120024
## 1423 0001104659-14-015152                  sellers   9 74985 0.000120024
## 1424 0001104659-14-015152            sensitivities   9 74985 0.000120024
## 1425 0001104659-14-015152             shareholders   9 74985 0.000120024
## 1426 0001104659-14-015152                  sherman   9 74985 0.000120024
## 1427 0001104659-14-015152                    spain   9 74985 0.000120024
## 1428 0001104659-14-015152                  standby   9 74985 0.000120024
## 1429 0001104659-14-015152              statistical   9 74985 0.000120024
## 1430 0001104659-14-015152                  subsidy   9 74985 0.000120024
## 1431 0001104659-14-015152                surcharge   9 74985 0.000120024
## 1432 0001104659-14-015152                 tangible   9 74985 0.000120024
## 1433 0001104659-14-015152                   target   9 74985 0.000120024
## 1434 0001104659-14-015152                  totaled   9 74985 0.000120024
## 1435 0001104659-14-015152                 utilizes   9 74985 0.000120024
## 1436 0001104659-14-015152               validation   9 74985 0.000120024
## 1437 0001104659-14-015152                  venture   9 74985 0.000120024
## 1438 0001104659-14-015152             verification   9 74985 0.000120024
## 1439 0001104659-14-015152             volatilities   9 74985 0.000120024
## 1440 0001104659-14-015152                    world   9 74985 0.000120024
## 1441 0001104659-14-015152                      1.0   8 74985 0.000106688
## 1442 0001104659-14-015152                     1934   8 74985 0.000106688
## 1443 0001104659-14-015152                      4.5   8 74985 0.000106688
## 1444 0001104659-14-015152                       49   8 74985 0.000106688
## 1445 0001104659-14-015152                       80   8 74985 0.000106688
## 1446 0001104659-14-015152                 adequate   8 74985 0.000106688
## 1447 0001104659-14-015152                    agent   8 74985 0.000106688
## 1448 0001104659-14-015152                   appeal   8 74985 0.000106688
## 1449 0001104659-14-015152                 appetite   8 74985 0.000106688
## 1450 0001104659-14-015152                 applying   8 74985 0.000106688
## 1451 0001104659-14-015152                   assert   8 74985 0.000106688
## 1452 0001104659-14-015152                  assumed   8 74985 0.000106688
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## 1454 0001104659-14-015152                    begin   8 74985 0.000106688
## 1455 0001104659-14-015152                  broadly   8 74985 0.000106688
## 1456 0001104659-14-015152                  brokers   8 74985 0.000106688
## 1457 0001104659-14-015152              calculating   8 74985 0.000106688
## 1458 0001104659-14-015152                     ccar   8 74985 0.000106688
## 1459 0001104659-14-015152                  changed   8 74985 0.000106688
## 1460 0001104659-14-015152                  charged   8 74985 0.000106688
## 1461 0001104659-14-015152                    check   8 74985 0.000106688
## 1462 0001104659-14-015152                    china   8 74985 0.000106688
## 1463 0001104659-14-015152                      cir   8 74985 0.000106688
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## 1465 0001104659-14-015152                  closing   8 74985 0.000106688
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## 1468 0001104659-14-015152               commitment   8 74985 0.000106688
## 1469 0001104659-14-015152              commodities   8 74985 0.000106688
## 1470 0001104659-14-015152              competitors   8 74985 0.000106688
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## 1475 0001104659-14-015152              corporation   8 74985 0.000106688
## 1476 0001104659-14-015152          countercyclical   8 74985 0.000106688
## 1477 0001104659-14-015152                  custody   8 74985 0.000106688
## 1478 0001104659-14-015152                defaulted   8 74985 0.000106688
## 1479 0001104659-14-015152                 deferral   8 74985 0.000106688
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## 1481 0001104659-14-015152             difficulties   8 74985 0.000106688
## 1482 0001104659-14-015152             distribution   8 74985 0.000106688
## 1483 0001104659-14-015152                    earns   8 74985 0.000106688
## 1484 0001104659-14-015152                    egypt   8 74985 0.000106688
## 1485 0001104659-14-015152              enforceable   8 74985 0.000106688
## 1486 0001104659-14-015152                 entering   8 74985 0.000106688
## 1487 0001104659-14-015152                 entitled   8 74985 0.000106688
## 1488 0001104659-14-015152                 exceeded   8 74985 0.000106688
## 1489 0001104659-14-015152                expressed   8 74985 0.000106688
## 1490 0001104659-14-015152                 extended   8 74985 0.000106688
## 1491 0001104659-14-015152                   failed   8 74985 0.000106688
## 1492 0001104659-14-015152                   formal   8 74985 0.000106688
## 1493 0001104659-14-015152                   greece   8 74985 0.000106688
## 1494 0001104659-14-015152                     host   8 74985 0.000106688
## 1495 0001104659-14-015152             implementing   8 74985 0.000106688
## 1496 0001104659-14-015152               indefinite   8 74985 0.000106688
## 1497 0001104659-14-015152          indemnification   8 74985 0.000106688
## 1498 0001104659-14-015152              individuals   8 74985 0.000106688
## 1499 0001104659-14-015152                initially   8 74985 0.000106688
## 1500 0001104659-14-015152                 integral   8 74985 0.000106688
## 1501 0001104659-14-015152              interchange   8 74985 0.000106688
## 1502 0001104659-14-015152          interpretations   8 74985 0.000106688
## 1503 0001104659-14-015152                  involve   8 74985 0.000106688
## 1504 0001104659-14-015152                  issuers   8 74985 0.000106688
## 1505 0001104659-14-015152               laundering   8 74985 0.000106688
## 1506 0001104659-14-015152                  leading   8 74985 0.000106688
## 1507 0001104659-14-015152                   letter   8 74985 0.000106688
## 1508 0001104659-14-015152                leveraged   8 74985 0.000106688
## 1509 0001104659-14-015152                   listed   8 74985 0.000106688
## 1510 0001104659-14-015152                      mae   8 74985 0.000106688
## 1511 0001104659-14-015152               marketable   8 74985 0.000106688
## 1512 0001104659-14-015152               mastercard   8 74985 0.000106688
## 1513 0001104659-14-015152                measuring   8 74985 0.000106688
## 1514 0001104659-14-015152                   member   8 74985 0.000106688
## 1515 0001104659-14-015152                  mexican   8 74985 0.000106688
## 1516 0001104659-14-015152               mitigating   8 74985 0.000106688
## 1517 0001104659-14-015152               mitigation   8 74985 0.000106688
## 1518 0001104659-14-015152                    notch   8 74985 0.000106688
## 1519 0001104659-14-015152                     nsfr   8 74985 0.000106688
## 1520 0001104659-14-015152                  obtains   8 74985 0.000106688
## 1521 0001104659-14-015152                      osa   8 74985 0.000106688
## 1522 0001104659-14-015152                 outflows   8 74985 0.000106688
## 1523 0001104659-14-015152                 overseas   8 74985 0.000106688
## 1524 0001104659-14-015152                  payable   8 74985 0.000106688
## 1525 0001104659-14-015152                    place   8 74985 0.000106688
## 1526 0001104659-14-015152                receiving   8 74985 0.000106688
## 1527 0001104659-14-015152           reconciliation   8 74985 0.000106688
## 1528 0001104659-14-015152                   refund   8 74985 0.000106688
## 1529 0001104659-14-015152            reimbursement   8 74985 0.000106688
## 1530 0001104659-14-015152          representatives   8 74985 0.000106688
## 1531 0001104659-14-015152             representing   8 74985 0.000106688
## 1532 0001104659-14-015152               reputation   8 74985 0.000106688
## 1533 0001104659-14-015152                   resell   8 74985 0.000106688
## 1534 0001104659-14-015152                residuals   8 74985 0.000106688
## 1535 0001104659-14-015152           responsibility   8 74985 0.000106688
## 1536 0001104659-14-015152            restructuring   8 74985 0.000106688
## 1537 0001104659-14-015152              rollforward   8 74985 0.000106688
## 1538 0001104659-14-015152               supporting   8 74985 0.000106688
## 1539 0001104659-14-015152                  targets   8 74985 0.000106688
## 1540 0001104659-14-015152                 tranches   8 74985 0.000106688
## 1541 0001104659-14-015152                  tribune   8 74985 0.000106688
## 1542 0001104659-14-015152                 troubled   8 74985 0.000106688
## 1543 0001104659-14-015152                  ukraine   8 74985 0.000106688
## 1544 0001104659-14-015152                   unable   8 74985 0.000106688
## 1545 0001104659-14-015152              variability   8 74985 0.000106688
## 1546 0001104659-14-015152                venezuela   8 74985 0.000106688
## 1547 0001104659-14-015152               venezuelan   8 74985 0.000106688
## 1548 0001104659-14-015152                      wps   8 74985 0.000106688
## 1549 0001104659-14-015152                      0.1   7 74985 0.000093352
## 1550 0001104659-14-015152                      1.1   7 74985 0.000093352
## 1551 0001104659-14-015152                      1.4   7 74985 0.000093352
## 1552 0001104659-14-015152                      167   7 74985 0.000093352
## 1553 0001104659-14-015152                     2017   7 74985 0.000093352
## 1554 0001104659-14-015152                     2019   7 74985 0.000093352
## 1555 0001104659-14-015152                       24   7 74985 0.000093352
## 1556 0001104659-14-015152                       36   7 74985 0.000093352
## 1557 0001104659-14-015152                      820   7 74985 0.000093352
## 1558 0001104659-14-015152                accretion   7 74985 0.000093352
## 1559 0001104659-14-015152                affiliate   7 74985 0.000093352
## 1560 0001104659-14-015152              aggregation   7 74985 0.000093352
## 1561 0001104659-14-015152                 appealed   7 74985 0.000093352
## 1562 0001104659-14-015152              arbitration   7 74985 0.000093352
## 1563 0001104659-14-015152                   arises   7 74985 0.000093352
## 1564 0001104659-14-015152                  assumes   7 74985 0.000093352
## 1565 0001104659-14-015152                 assuming   7 74985 0.000093352
## 1566 0001104659-14-015152                attorneys   7 74985 0.000093352
## 1567 0001104659-14-015152                 building   7 74985 0.000093352
## 1568 0001104659-14-015152                     buys   7 74985 0.000093352
## 1569 0001104659-14-015152            citifinancial   7 74985 0.000093352
## 1570 0001104659-14-015152                 clawback   7 74985 0.000093352
## 1571 0001104659-14-015152                    close   7 74985 0.000093352
## 1572 0001104659-14-015152           collectability   7 74985 0.000093352
## 1573 0001104659-14-015152                 computed   7 74985 0.000093352
## 1574 0001104659-14-015152             consolidates   7 74985 0.000093352
## 1575 0001104659-14-015152             construction   7 74985 0.000093352
## 1576 0001104659-14-015152             contribution   7 74985 0.000093352
## 1577 0001104659-14-015152                 covering   7 74985 0.000093352
## 1578 0001104659-14-015152                  created   7 74985 0.000093352
## 1579 0001104659-14-015152                       ct   7 74985 0.000093352
## 1580 0001104659-14-015152                      dcf   7 74985 0.000093352
## 1581 0001104659-14-015152                       de   7 74985 0.000093352
## 1582 0001104659-14-015152                decreases   7 74985 0.000093352
## 1583 0001104659-14-015152                  defines   7 74985 0.000093352
## 1584 0001104659-14-015152                dependent   7 74985 0.000093352
## 1585 0001104659-14-015152              description   7 74985 0.000093352
## 1586 0001104659-14-015152                   design   7 74985 0.000093352
## 1587 0001104659-14-015152              development   7 74985 0.000093352
## 1588 0001104659-14-015152                difficult   7 74985 0.000093352
## 1589 0001104659-14-015152              disruptions   7 74985 0.000093352
## 1590 0001104659-14-015152                      egg   7 74985 0.000093352
## 1591 0001104659-14-015152                 elements   7 74985 0.000093352
## 1592 0001104659-14-015152                 employed   7 74985 0.000093352
## 1593 0001104659-14-015152                       eu   7 74985 0.000093352
## 1594 0001104659-14-015152                     exit   7 74985 0.000093352
## 1595 0001104659-14-015152                     fact   7 74985 0.000093352
## 1596 0001104659-14-015152                   fannie   7 74985 0.000093352
## 1597 0001104659-14-015152                     file   7 74985 0.000093352
## 1598 0001104659-14-015152                fluctuate   7 74985 0.000093352
## 1599 0001104659-14-015152             fluctuations   7 74985 0.000093352
## 1600 0001104659-14-015152                forecasts   7 74985 0.000093352
## 1601 0001104659-14-015152              geographies   7 74985 0.000093352
## 1602 0001104659-14-015152                 gerspach   7 74985 0.000093352
## 1603 0001104659-14-015152                     goal   7 74985 0.000093352
## 1604 0001104659-14-015152                   groups   7 74985 0.000093352
## 1605 0001104659-14-015152                     hong   7 74985 0.000093352
## 1606 0001104659-14-015152                    human   7 74985 0.000093352
## 1607 0001104659-14-015152                implement   7 74985 0.000093352
## 1608 0001104659-14-015152              implemented   7 74985 0.000093352
## 1609 0001104659-14-015152             improvements   7 74985 0.000093352
## 1610 0001104659-14-015152                    incur   7 74985 0.000093352
## 1611 0001104659-14-015152                indemnify   7 74985 0.000093352
## 1612 0001104659-14-015152               injunctive   7 74985 0.000093352
## 1613 0001104659-14-015152                    issue   7 74985 0.000093352
## 1614 0001104659-14-015152                     john   7 74985 0.000093352
## 1615 0001104659-14-015152                     jury   7 74985 0.000093352
## 1616 0001104659-14-015152                  justice   7 74985 0.000093352
## 1617 0001104659-14-015152                     kong   7 74985 0.000093352
## 1618 0001104659-14-015152                   liable   7 74985 0.000093352
## 1619 0001104659-14-015152               likelihood   7 74985 0.000093352
## 1620 0001104659-14-015152                    lived   7 74985 0.000093352
## 1621 0001104659-14-015152               maintained   7 74985 0.000093352
## 1622 0001104659-14-015152                marketing   7 74985 0.000093352
## 1623 0001104659-14-015152                    means   7 74985 0.000093352
## 1624 0001104659-14-015152                   metals   7 74985 0.000093352
## 1625 0001104659-14-015152                  motions   7 74985 0.000093352
## 1626 0001104659-14-015152                       na   7 74985 0.000093352
## 1627 0001104659-14-015152                 networks   7 74985 0.000093352
## 1628 0001104659-14-015152             nonqualified   7 74985 0.000093352
## 1629 0001104659-14-015152             nonrecurring   7 74985 0.000093352
## 1630 0001104659-14-015152                 observed   7 74985 0.000093352
## 1631 0001104659-14-015152               occurrence   7 74985 0.000093352
## 1632 0001104659-14-015152                occurring   7 74985 0.000093352
## 1633 0001104659-14-015152                   offers   7 74985 0.000093352
## 1634 0001104659-14-015152                     omni   7 74985 0.000093352
## 1635 0001104659-14-015152                operation   7 74985 0.000093352
## 1636 0001104659-14-015152                  orderly   7 74985 0.000093352
## 1637 0001104659-14-015152                 outcomes   7 74985 0.000093352
## 1638 0001104659-14-015152                     owed   7 74985 0.000093352
## 1639 0001104659-14-015152                     pace   7 74985 0.000093352
## 1640 0001104659-14-015152                     page   7 74985 0.000093352
## 1641 0001104659-14-015152                      par   7 74985 0.000093352
## 1642 0001104659-14-015152               parameters   7 74985 0.000093352
## 1643 0001104659-14-015152                 parmalat   7 74985 0.000093352
## 1644 0001104659-14-015152              participate   7 74985 0.000093352
## 1645 0001104659-14-015152             periodically   7 74985 0.000093352
## 1646 0001104659-14-015152                   phased   7 74985 0.000093352
## 1647 0001104659-14-015152                   points   7 74985 0.000093352
## 1648 0001104659-14-015152                 portions   7 74985 0.000093352
## 1649 0001104659-14-015152                preceding   7 74985 0.000093352
## 1650 0001104659-14-015152                 premises   7 74985 0.000093352
## 1651 0001104659-14-015152                projected   7 74985 0.000093352
## 1652 0001104659-14-015152                 projects   7 74985 0.000093352
## 1653 0001104659-14-015152                   prompt   7 74985 0.000093352
## 1654 0001104659-14-015152                 provider   7 74985 0.000093352
## 1655 0001104659-14-015152                published   7 74985 0.000093352
## 1656 0001104659-14-015152                purchaser   7 74985 0.000093352
## 1657 0001104659-14-015152                 receipts   7 74985 0.000093352
## 1658 0001104659-14-015152        reclassifications   7 74985 0.000093352
## 1659 0001104659-14-015152                 reducing   7 74985 0.000093352
## 1660 0001104659-14-015152                   refers   7 74985 0.000093352
## 1661 0001104659-14-015152                 relation   7 74985 0.000093352
## 1662 0001104659-14-015152                   remote   7 74985 0.000093352
## 1663 0001104659-14-015152                  removed   7 74985 0.000093352
## 1664 0001104659-14-015152                requiring   7 74985 0.000093352
## 1665 0001104659-14-015152                 response   7 74985 0.000093352
## 1666 0001104659-14-015152           restructurings   7 74985 0.000093352
## 1667 0001104659-14-015152                   retain   7 74985 0.000093352
## 1668 0001104659-14-015152                retention   7 74985 0.000093352
## 1669 0001104659-14-015152                  reviews   7 74985 0.000093352
## 1670 0001104659-14-015152                     role   7 74985 0.000093352
## 1671 0001104659-14-015152                 rounding   7 74985 0.000093352
## 1672 0001104659-14-015152                  satisfy   7 74985 0.000093352
## 1673 0001104659-14-015152                scheduled   7 74985 0.000093352
## 1674 0001104659-14-015152                  selling   7 74985 0.000093352
## 1675 0001104659-14-015152              sensitivity   7 74985 0.000093352
## 1676 0001104659-14-015152                   settle   7 74985 0.000093352
## 1677 0001104659-14-015152                      sib   7 74985 0.000093352
## 1678 0001104659-14-015152                     spes   7 74985 0.000093352
## 1679 0001104659-14-015152               sponsoring   7 74985 0.000093352
## 1680 0001104659-14-015152                   square   7 74985 0.000093352
## 1681 0001104659-14-015152            statistically   7 74985 0.000093352
## 1682 0001104659-14-015152                   street   7 74985 0.000093352
## 1683 0001104659-14-015152               structures   7 74985 0.000093352
## 1684 0001104659-14-015152                 subprime   7 74985 0.000093352
## 1685 0001104659-14-015152               summarized   7 74985 0.000093352
## 1686 0001104659-14-015152                synthetic   7 74985 0.000093352
## 1687 0001104659-14-015152             systemically   7 74985 0.000093352
## 1688 0001104659-14-015152                      tce   7 74985 0.000093352
## 1689 0001104659-14-015152                terminate   7 74985 0.000093352
## 1690 0001104659-14-015152               terminated   7 74985 0.000093352
## 1691 0001104659-14-015152              termination   7 74985 0.000093352
## 1692 0001104659-14-015152                    tibor   7 74985 0.000093352
## 1693 0001104659-14-015152                   totals   7 74985 0.000093352
## 1694 0001104659-14-015152                     user   7 74985 0.000093352
## 1695 0001104659-14-015152                 utilized   7 74985 0.000093352
## 1696 0001104659-14-015152                utilizing   7 74985 0.000093352
## 1697 0001104659-14-015152                       va   7 74985 0.000093352
## 1698 0001104659-14-015152               valuations   7 74985 0.000093352
## 1699 0001104659-14-015152                  vendors   7 74985 0.000093352
## 1700 0001104659-14-015152                   voting   7 74985 0.000093352
## 1701 0001104659-14-015152                  website   7 74985 0.000093352
## 1702 0001104659-14-015152                     wind   7 74985 0.000093352
## 1703 0001104659-14-015152                worldwide   7 74985 0.000093352
## 1704 0001104659-14-015152                      0.4   6 74985 0.000080016
## 1705 0001104659-14-015152                       03   6 74985 0.000080016
## 1706 0001104659-14-015152                       08   6 74985 0.000080016
## 1707 0001104659-14-015152                      1.3   6 74985 0.000080016
## 1708 0001104659-14-015152                      2.1   6 74985 0.000080016
## 1709 0001104659-14-015152                      2.6   6 74985 0.000080016
## 1710 0001104659-14-015152                      2.8   6 74985 0.000080016
## 1711 0001104659-14-015152                      2.9   6 74985 0.000080016
## 1712 0001104659-14-015152                     2016   6 74985 0.000080016
## 1713 0001104659-14-015152                     2018   6 74985 0.000080016
## 1714 0001104659-14-015152                      250   6 74985 0.000080016
## 1715 0001104659-14-015152                       2d   6 74985 0.000080016
## 1716 0001104659-14-015152                      3.7   6 74985 0.000080016
## 1717 0001104659-14-015152                       39   6 74985 0.000080016
## 1718 0001104659-14-015152                      4.7   6 74985 0.000080016
## 1719 0001104659-14-015152                       48   6 74985 0.000080016
## 1720 0001104659-14-015152                      5.4   6 74985 0.000080016
## 1721 0001104659-14-015152                       59   6 74985 0.000080016
## 1722 0001104659-14-015152                       62   6 74985 0.000080016
## 1723 0001104659-14-015152                       98   6 74985 0.000080016
## 1724 0001104659-14-015152                    added   6 74985 0.000080016
## 1725 0001104659-14-015152               adequately   6 74985 0.000080016
## 1726 0001104659-14-015152                     aged   6 74985 0.000080016
## 1727 0001104659-14-015152                   allege   6 74985 0.000080016
## 1728 0001104659-14-015152                amendment   6 74985 0.000080016
## 1729 0001104659-14-015152                     anti   6 74985 0.000080016
## 1730 0001104659-14-015152               anticipate   6 74985 0.000080016
## 1731 0001104659-14-015152              approximate   6 74985 0.000080016
## 1732 0001104659-14-015152                   assist   6 74985 0.000080016
## 1733 0001104659-14-015152               assumption   6 74985 0.000080016
## 1734 0001104659-14-015152                  attacks   6 74985 0.000080016
## 1735 0001104659-14-015152               authorized   6 74985 0.000080016
## 1736 0001104659-14-015152             availability   6 74985 0.000080016
## 1737 0001104659-14-015152                   brazil   6 74985 0.000080016
## 1738 0001104659-14-015152                 breaches   6 74985 0.000080016
## 1739 0001104659-14-015152                  broader   6 74985 0.000080016
## 1740 0001104659-14-015152                certainty   6 74985 0.000080016
## 1741 0001104659-14-015152                     cftc   6 74985 0.000080016
## 1742 0001104659-14-015152                     cgmj   6 74985 0.000080016
## 1743 0001104659-14-015152                     cltv   6 74985 0.000080016
## 1744 0001104659-14-015152             collectively   6 74985 0.000080016
## 1745 0001104659-14-015152               comparison   6 74985 0.000080016
## 1746 0001104659-14-015152               concession   6 74985 0.000080016
## 1747 0001104659-14-015152              concessions   6 74985 0.000080016
## 1748 0001104659-14-015152                 conducts   6 74985 0.000080016
## 1749 0001104659-14-015152             consequences   6 74985 0.000080016
## 1750 0001104659-14-015152                  contact   6 74985 0.000080016
## 1751 0001104659-14-015152              cooperating   6 74985 0.000080016
## 1752 0001104659-14-015152                  council   6 74985 0.000080016
## 1753 0001104659-14-015152                   create   6 74985 0.000080016
## 1754 0001104659-14-015152                 critical   6 74985 0.000080016
## 1755 0001104659-14-015152               defaulting   6 74985 0.000080016
## 1756 0001104659-14-015152                defendant   6 74985 0.000080016
## 1757 0001104659-14-015152                delivered   6 74985 0.000080016
## 1758 0001104659-14-015152                depiction   6 74985 0.000080016
## 1759 0001104659-14-015152               disruption   6 74985 0.000080016
## 1760 0001104659-14-015152              distributed   6 74985 0.000080016
## 1761 0001104659-14-015152               employment   6 74985 0.000080016
## 1762 0001104659-14-015152                   enable   6 74985 0.000080016
## 1763 0001104659-14-015152               enrichment   6 74985 0.000080016
## 1764 0001104659-14-015152              establishes   6 74985 0.000080016
## 1765 0001104659-14-015152               evaluating   6 74985 0.000080016
## 1766 0001104659-14-015152                 evidence   6 74985 0.000080016
## 1767 0001104659-14-015152                 evolving   6 74985 0.000080016
## 1768 0001104659-14-015152              examination   6 74985 0.000080016
## 1769 0001104659-14-015152               exceptions   6 74985 0.000080016
## 1770 0001104659-14-015152                exercises   6 74985 0.000080016
## 1771 0001104659-14-015152               expiration   6 74985 0.000080016
## 1772 0001104659-14-015152                 expiring   6 74985 0.000080016
## 1773 0001104659-14-015152                   extend   6 74985 0.000080016
## 1774 0001104659-14-015152                favorable   6 74985 0.000080016
## 1775 0001104659-14-015152                     free   6 74985 0.000080016
## 1776 0001104659-14-015152               frequently   6 74985 0.000080016
## 1777 0001104659-14-015152                 function   6 74985 0.000080016
## 1778 0001104659-14-015152             fundamentals   6 74985 0.000080016
## 1779 0001104659-14-015152                      fvo   6 74985 0.000080016
## 1780 0001104659-14-015152                   german   6 74985 0.000080016
## 1781 0001104659-14-015152                    goals   6 74985 0.000080016
## 1782 0001104659-14-015152                 governed   6 74985 0.000080016
## 1783 0001104659-14-015152                    graph   6 74985 0.000080016
## 1784 0001104659-14-015152             hypothetical   6 74985 0.000080016
## 1785 0001104659-14-015152             incorporates   6 74985 0.000080016
## 1786 0001104659-14-015152             indefinitely   6 74985 0.000080016
## 1787 0001104659-14-015152                    india   6 74985 0.000080016
## 1788 0001104659-14-015152               indirectly   6 74985 0.000080016
## 1789 0001104659-14-015152             individually   6 74985 0.000080016
## 1790 0001104659-14-015152           infrastructure   6 74985 0.000080016
## 1791 0001104659-14-015152                  intends   6 74985 0.000080016
## 1792 0001104659-14-015152                   invest   6 74985 0.000080016
## 1793 0001104659-14-015152                 involves   6 74985 0.000080016
## 1794 0001104659-14-015152                      ire   6 74985 0.000080016
## 1795 0001104659-14-015152                    italy   6 74985 0.000080016
## 1796 0001104659-14-015152                 judicial   6 74985 0.000080016
## 1797 0001104659-14-015152               limitation   6 74985 0.000080016
## 1798 0001104659-14-015152              maintenance   6 74985 0.000080016
## 1799 0001104659-14-015152                  metrics   6 74985 0.000080016
## 1800 0001104659-14-015152                      mid   6 74985 0.000080016
## 1801 0001104659-14-015152                   motion   6 74985 0.000080016
## 1802 0001104659-14-015152                    newly   6 74985 0.000080016
## 1803 0001104659-14-015152                objective   6 74985 0.000080016
## 1804 0001104659-14-015152               objectives   6 74985 0.000080016
## 1805 0001104659-14-015152                 obligors   6 74985 0.000080016
## 1806 0001104659-14-015152                     ofac   6 74985 0.000080016
## 1807 0001104659-14-015152                    offer   6 74985 0.000080016
## 1808 0001104659-14-015152                   orders   6 74985 0.000080016
## 1809 0001104659-14-015152                  partner   6 74985 0.000080016
## 1810 0001104659-14-015152             partnerships   6 74985 0.000080016
## 1811 0001104659-14-015152                    pemex   6 74985 0.000080016
## 1812 0001104659-14-015152              perceptions   6 74985 0.000080016
## 1813 0001104659-14-015152                    phase   6 74985 0.000080016
## 1814 0001104659-14-015152                      plc   6 74985 0.000080016
## 1815 0001104659-14-015152           postemployment   6 74985 0.000080016
## 1816 0001104659-14-015152                  predict   6 74985 0.000080016
## 1817 0001104659-14-015152                 premiums   6 74985 0.000080016
## 1818 0001104659-14-015152               priorities   6 74985 0.000080016
## 1819 0001104659-14-015152                 property   6 74985 0.000080016
## 1820 0001104659-14-015152              prospective   6 74985 0.000080016
## 1821 0001104659-14-015152                  reasons   6 74985 0.000080016
## 1822 0001104659-14-015152                  records   6 74985 0.000080016
## 1823 0001104659-14-015152              refinancing   6 74985 0.000080016
## 1824 0001104659-14-015152                   regard   6 74985 0.000080016
## 1825 0001104659-14-015152                  regimes   6 74985 0.000080016
## 1826 0001104659-14-015152                  regular   6 74985 0.000080016
## 1827 0001104659-14-015152                reimburse   6 74985 0.000080016
## 1828 0001104659-14-015152                   relate   6 74985 0.000080016
## 1829 0001104659-14-015152                 respects   6 74985 0.000080016
## 1830 0001104659-14-015152              restriction   6 74985 0.000080016
## 1831 0001104659-14-015152                 returned   6 74985 0.000080016
## 1832 0001104659-14-015152                    roles   6 74985 0.000080016
## 1833 0001104659-14-015152                  romania   6 74985 0.000080016
## 1834 0001104659-14-015152              settlements   6 74985 0.000080016
## 1835 0001104659-14-015152                     sfts   6 74985 0.000080016
## 1836 0001104659-14-015152              shareholder   6 74985 0.000080016
## 1837 0001104659-14-015152                singapore   6 74985 0.000080016
## 1838 0001104659-14-015152                solutions   6 74985 0.000080016
## 1839 0001104659-14-015152                    steps   6 74985 0.000080016
## 1840 0001104659-14-015152              stockholder   6 74985 0.000080016
## 1841 0001104659-14-015152                strategic   6 74985 0.000080016
## 1842 0001104659-14-015152                 stressed   6 74985 0.000080016
## 1843 0001104659-14-015152                 stresses   6 74985 0.000080016
## 1844 0001104659-14-015152                subpoenas   6 74985 0.000080016
## 1845 0001104659-14-015152             subsequently   6 74985 0.000080016
## 1846 0001104659-14-015152               successful   6 74985 0.000080016
## 1847 0001104659-14-015152              supervision   6 74985 0.000080016
## 1848 0001104659-14-015152              supervisory   6 74985 0.000080016
## 1849 0001104659-14-015152                supported   6 74985 0.000080016
## 1850 0001104659-14-015152                   taxing   6 74985 0.000080016
## 1851 0001104659-14-015152                    times   6 74985 0.000080016
## 1852 0001104659-14-015152              traditional   6 74985 0.000080016
## 1853 0001104659-14-015152                  treated   6 74985 0.000080016
## 1854 0001104659-14-015152                   treble   6 74985 0.000080016
## 1855 0001104659-14-015152                    trial   6 74985 0.000080016
## 1856 0001104659-14-015152             unauthorized   6 74985 0.000080016
## 1857 0001104659-14-015152             underwritten   6 74985 0.000080016
## 1858 0001104659-14-015152                   unjust   6 74985 0.000080016
## 1859 0001104659-14-015152                   unpaid   6 74985 0.000080016
## 1860 0001104659-14-015152                 unvested   6 74985 0.000080016
## 1861 0001104659-14-015152                variation   6 74985 0.000080016
## 1862 0001104659-14-015152                   varies   6 74985 0.000080016
## 1863 0001104659-14-015152                     vast   6 74985 0.000080016
## 1864 0001104659-14-015152                     view   6 74985 0.000080016
## 1865 0001104659-14-015152                violation   6 74985 0.000080016
## 1866 0001104659-14-015152                     vtns   6 74985 0.000080016
## 1867 0001104659-14-015152                      yen   6 74985 0.000080016
## 1868 0001104659-14-015152                      1.7   5 74985 0.000066680
## 1869 0001104659-14-015152                  100,000   5 74985 0.000066680
## 1870 0001104659-14-015152                      117   5 74985 0.000066680
## 1871 0001104659-14-015152                      130   5 74985 0.000066680
## 1872 0001104659-14-015152                      157   5 74985 0.000066680
## 1873 0001104659-14-015152                      160   5 74985 0.000066680
## 1874 0001104659-14-015152                      185   5 74985 0.000066680
## 1875 0001104659-14-015152                      189   5 74985 0.000066680
## 1876 0001104659-14-015152                      2.4   5 74985 0.000066680
## 1877 0001104659-14-015152                      200   5 74985 0.000066680
## 1878 0001104659-14-015152                      219   5 74985 0.000066680
## 1879 0001104659-14-015152                       32   5 74985 0.000066680
## 1880 0001104659-14-015152                       33   5 74985 0.000066680
## 1881 0001104659-14-015152                       41   5 74985 0.000066680
## 1882 0001104659-14-015152                       46   5 74985 0.000066680
## 1883 0001104659-14-015152                       58   5 74985 0.000066680
## 1884 0001104659-14-015152                       67   5 74985 0.000066680
## 1885 0001104659-14-015152                       89   5 74985 0.000066680
## 1886 0001104659-14-015152                       92   5 74985 0.000066680
## 1887 0001104659-14-015152                       93   5 74985 0.000066680
## 1888 0001104659-14-015152             accelerating   5 74985 0.000066680
## 1889 0001104659-14-015152              accompanied   5 74985 0.000066680
## 1890 0001104659-14-015152                     acts   5 74985 0.000066680
## 1891 0001104659-14-015152                actuarial   5 74985 0.000066680
## 1892 0001104659-14-015152            administrator   5 74985 0.000066680
## 1893 0001104659-14-015152                 adopting   5 74985 0.000066680
## 1894 0001104659-14-015152                 adoption   5 74985 0.000066680
## 1895 0001104659-14-015152                 advances   5 74985 0.000066680
## 1896 0001104659-14-015152                adversary   5 74985 0.000066680
## 1897 0001104659-14-015152                affecting   5 74985 0.000066680
## 1898 0001104659-14-015152                 affluent   5 74985 0.000066680
## 1899 0001104659-14-015152                    aging   5 74985 0.000066680
## 1900 0001104659-14-015152                  aligned   5 74985 0.000066680
## 1901 0001104659-14-015152                  applies   5 74985 0.000066680
## 1902 0001104659-14-015152                approving   5 74985 0.000066680
## 1903 0001104659-14-015152              arrangement   5 74985 0.000066680
## 1904 0001104659-14-015152              assessments   5 74985 0.000066680
## 1905 0001104659-14-015152                 attorney   5 74985 0.000066680
## 1906 0001104659-14-015152                  attract   5 74985 0.000066680
## 1907 0001104659-14-015152               attributes   5 74985 0.000066680
## 1908 0001104659-14-015152                  auction   5 74985 0.000066680
## 1909 0001104659-14-015152                  audited   5 74985 0.000066680
## 1910 0001104659-14-015152                   audits   5 74985 0.000066680
## 1911 0001104659-14-015152                 barclays   5 74985 0.000066680
## 1912 0001104659-14-015152                 behavior   5 74985 0.000066680
## 1913 0001104659-14-015152                   bodies   5 74985 0.000066680
## 1914 0001104659-14-015152                 bolivars   5 74985 0.000066680
## 1915 0001104659-14-015152                    break   5 74985 0.000066680
## 1916 0001104659-14-015152                  buffers   5 74985 0.000066680
## 1917 0001104659-14-015152                    build   5 74985 0.000066680
## 1918 0001104659-14-015152                      c.d   5 74985 0.000066680
## 1919 0001104659-14-015152                     call   5 74985 0.000066680
## 1920 0001104659-14-015152                     caps   5 74985 0.000066680
## 1921 0001104659-14-015152                captioned   5 74985 0.000066680
## 1922 0001104659-14-015152                 captured   5 74985 0.000066680
## 1923 0001104659-14-015152                    carlo   5 74985 0.000066680
## 1924 0001104659-14-015152                   caused   5 74985 0.000066680
## 1925 0001104659-14-015152                      cfo   5 74985 0.000066680
## 1926 0001104659-14-015152               challenges   5 74985 0.000066680
## 1927 0001104659-14-015152              challenging   5 74985 0.000066680
## 1928 0001104659-14-015152               classifies   5 74985 0.000066680
## 1929 0001104659-14-015152                  climate   5 74985 0.000066680
## 1930 0001104659-14-015152               collection   5 74985 0.000066680
## 1931 0001104659-14-015152                 commonly   5 74985 0.000066680
## 1932 0001104659-14-015152               comparable   5 74985 0.000066680
## 1933 0001104659-14-015152               complexity   5 74985 0.000066680
## 1934 0001104659-14-015152                   comply   5 74985 0.000066680
## 1935 0001104659-14-015152               conducting   5 74985 0.000066680
## 1936 0001104659-14-015152               conforming   5 74985 0.000066680
## 1937 0001104659-14-015152             conservative   5 74985 0.000066680
## 1938 0001104659-14-015152           considerations   5 74985 0.000066680
## 1939 0001104659-14-015152                  convert   5 74985 0.000066680
## 1940 0001104659-14-015152                converted   5 74985 0.000066680
## 1941 0001104659-14-015152                  counsel   5 74985 0.000066680
## 1942 0001104659-14-015152                   courts   5 74985 0.000066680
## 1943 0001104659-14-015152                creditors   5 74985 0.000066680
## 1944 0001104659-14-015152                 criminal   5 74985 0.000066680
## 1945 0001104659-14-015152                    curve   5 74985 0.000066680
## 1946 0001104659-14-015152                    dated   5 74985 0.000066680
## 1947 0001104659-14-015152                  dealing   5 74985 0.000066680
## 1948 0001104659-14-015152                  decided   5 74985 0.000066680
## 1949 0001104659-14-015152              declaratory   5 74985 0.000066680
## 1950 0001104659-14-015152                 declines   5 74985 0.000066680
## 1951 0001104659-14-015152              definitions   5 74985 0.000066680
## 1952 0001104659-14-015152                   denied   5 74985 0.000066680
## 1953 0001104659-14-015152              denominator   5 74985 0.000066680
## 1954 0001104659-14-015152             depreciation   5 74985 0.000066680
## 1955 0001104659-14-015152               discovered   5 74985 0.000066680
## 1956 0001104659-14-015152                discovery   5 74985 0.000066680
## 1957 0001104659-14-015152              discussions   5 74985 0.000066680
## 1958 0001104659-14-015152                dismissed   5 74985 0.000066680
## 1959 0001104659-14-015152               dismissing   5 74985 0.000066680
## 1960 0001104659-14-015152             dispositions   5 74985 0.000066680
## 1961 0001104659-14-015152               distressed   5 74985 0.000066680
## 1962 0001104659-14-015152            distributions   5 74985 0.000066680
## 1963 0001104659-14-015152            documentation   5 74985 0.000066680
## 1964 0001104659-14-015152                 doubtful   5 74985 0.000066680
## 1965 0001104659-14-015152                    drawn   5 74985 0.000066680
## 1966 0001104659-14-015152                  earning   5 74985 0.000066680
## 1967 0001104659-14-015152                     east   5 74985 0.000066680
## 1968 0001104659-14-015152                  eastern   5 74985 0.000066680
## 1969 0001104659-14-015152                       ec   5 74985 0.000066680
## 1970 0001104659-14-015152                 elevated   5 74985 0.000066680
## 1971 0001104659-14-015152                      emi   5 74985 0.000066680
## 1972 0001104659-14-015152                   ending   5 74985 0.000066680
## 1973 0001104659-14-015152                   engage   5 74985 0.000066680
## 1974 0001104659-14-015152                   enters   5 74985 0.000066680
## 1975 0001104659-14-015152             establishing   5 74985 0.000066680
## 1976 0001104659-14-015152               estimation   5 74985 0.000066680
## 1977 0001104659-14-015152                   ethics   5 74985 0.000066680
## 1978 0001104659-14-015152                  euroyen   5 74985 0.000066680
## 1979 0001104659-14-015152                evaluates   5 74985 0.000066680
## 1980 0001104659-14-015152                 examples   5 74985 0.000066680
## 1981 0001104659-14-015152               executives   5 74985 0.000066680
## 1982 0001104659-14-015152          factorsbusiness   5 74985 0.000066680
## 1983 0001104659-14-015152                     fail   5 74985 0.000066680
## 1984 0001104659-14-015152                    fails   5 74985 0.000066680
## 1985 0001104659-14-015152                   family   5 74985 0.000066680
## 1986 0001104659-14-015152                    filer   5 74985 0.000066680
## 1987 0001104659-14-015152              financially   5 74985 0.000066680
## 1988 0001104659-14-015152                    floor   5 74985 0.000066680
## 1989 0001104659-14-015152                  focused   5 74985 0.000066680
## 1990 0001104659-14-015152                functions   5 74985 0.000066680
## 1991 0001104659-14-015152                     gray   5 74985 0.000066680
## 1992 0001104659-14-015152                  hearing   5 74985 0.000066680
## 1993 0001104659-14-015152                  highest   5 74985 0.000066680
## 1994 0001104659-14-015152             homebuilders   5 74985 0.000066680
## 1995 0001104659-14-015152                      hpi   5 74985 0.000066680
## 1996 0001104659-14-015152                      ill   5 74985 0.000066680
## 1997 0001104659-14-015152               immaterial   5 74985 0.000066680
## 1998 0001104659-14-015152                   impair   5 74985 0.000066680
## 1999 0001104659-14-015152               importance   5 74985 0.000066680
## 2000 0001104659-14-015152               imposition   5 74985 0.000066680
## 2001 0001104659-14-015152               inadequate   5 74985 0.000066680
## 2002 0001104659-14-015152            incorporating   5 74985 0.000066680
## 2003 0001104659-14-015152             indebtedness   5 74985 0.000066680
## 2004 0001104659-14-015152                 indirect   5 74985 0.000066680
## 2005 0001104659-14-015152                 informal   5 74985 0.000066680
## 2006 0001104659-14-015152               inherently   5 74985 0.000066680
## 2007 0001104659-14-015152             installments   5 74985 0.000066680
## 2008 0001104659-14-015152               integrated   5 74985 0.000066680
## 2009 0001104659-14-015152                interbank   5 74985 0.000066680
## 2010 0001104659-14-015152             intercompany   5 74985 0.000066680
## 2011 0001104659-14-015152                investing   5 74985 0.000066680
## 2012 0001104659-14-015152                  invests   5 74985 0.000066680
## 2013 0001104659-14-015152                 involved   5 74985 0.000066680
## 2014 0001104659-14-015152                 japanese   5 74985 0.000066680
## 2015 0001104659-14-015152                     lack   5 74985 0.000066680
## 2016 0001104659-14-015152                 lawsuits   5 74985 0.000066680
## 2017 0001104659-14-015152                    lease   5 74985 0.000066680
## 2018 0001104659-14-015152                     lieu   5 74985 0.000066680
## 2019 0001104659-14-015152                      llp   5 74985 0.000066680
## 2020 0001104659-14-015152                   london   5 74985 0.000066680
## 2021 0001104659-14-015152                      ltc   5 74985 0.000066680
## 2022 0001104659-14-015152              maintaining   5 74985 0.000066680
## 2023 0001104659-14-015152                 managers   5 74985 0.000066680
## 2024 0001104659-14-015152                   marked   5 74985 0.000066680
## 2025 0001104659-14-015152                      mdl   5 74985 0.000066680
## 2026 0001104659-14-015152                  meaning   5 74985 0.000066680
## 2027 0001104659-14-015152                  meeting   5 74985 0.000066680
## 2028 0001104659-14-015152             metropolitan   5 74985 0.000066680
## 2029 0001104659-14-015152                   middle   5 74985 0.000066680
## 2030 0001104659-14-015152                    milan   5 74985 0.000066680
## 2031 0001104659-14-015152               misconduct   5 74985 0.000066680
## 2032 0001104659-14-015152               mismatches   5 74985 0.000066680
## 2033 0001104659-14-015152                mitigants   5 74985 0.000066680
## 2034 0001104659-14-015152                      mix   5 74985 0.000066680
## 2035 0001104659-14-015152                    monte   5 74985 0.000066680
## 2036 0001104659-14-015152                    moved   5 74985 0.000066680
## 2037 0001104659-14-015152               negotiated   5 74985 0.000066680
## 2038 0001104659-14-015152                      nim   5 74985 0.000066680
## 2039 0001104659-14-015152                      nir   5 74985 0.000066680
## 2040 0001104659-14-015152                      nol   5 74985 0.000066680
## 2041 0001104659-14-015152               objections   5 74985 0.000066680
## 2042 0001104659-14-015152                   occurs   5 74985 0.000066680
## 2043 0001104659-14-015152                offerings   5 74985 0.000066680
## 2044 0001104659-14-015152                 offshore   5 74985 0.000066680
## 2045 0001104659-14-015152            opportunities   5 74985 0.000066680
## 2046 0001104659-14-015152              overlapping   5 74985 0.000066680
## 2047 0001104659-14-015152                overnight   5 74985 0.000066680
## 2048 0001104659-14-015152                   pandit   5 74985 0.000066680
## 2049 0001104659-14-015152                     pays   5 74985 0.000066680
## 2050 0001104659-14-015152                perpetual   5 74985 0.000066680
## 2051 0001104659-14-015152                 personal   5 74985 0.000066680
## 2052 0001104659-14-015152            predominantly   5 74985 0.000066680
## 2053 0001104659-14-015152              preliminary   5 74985 0.000066680
## 2054 0001104659-14-015152              prepayments   5 74985 0.000066680
## 2055 0001104659-14-015152                      pro   5 74985 0.000066680
## 2056 0001104659-14-015152                processed   5 74985 0.000066680
## 2057 0001104659-14-015152            professionals   5 74985 0.000066680
## 2058 0001104659-14-015152                  project   5 74985 0.000066680
## 2059 0001104659-14-015152                  protect   5 74985 0.000066680
## 2060 0001104659-14-015152                   reason   5 74985 0.000066680
## 2061 0001104659-14-015152         reclassification   5 74985 0.000066680
## 2062 0001104659-14-015152                   record   5 74985 0.000066680
## 2063 0001104659-14-015152               recoveries   5 74985 0.000066680
## 2064 0001104659-14-015152               reflective   5 74985 0.000066680
## 2065 0001104659-14-015152                refreshed   5 74985 0.000066680
## 2066 0001104659-14-015152               reinvested   5 74985 0.000066680
## 2067 0001104659-14-015152                   remedy   5 74985 0.000066680
## 2068 0001104659-14-015152                 rendered   5 74985 0.000066680
## 2069 0001104659-14-015152               reportable   5 74985 0.000066680
## 2070 0001104659-14-015152                requisite   5 74985 0.000066680
## 2071 0001104659-14-015152                  resolve   5 74985 0.000066680
## 2072 0001104659-14-015152                resolving   5 74985 0.000066680
## 2073 0001104659-14-015152              revaluation   5 74985 0.000066680
## 2074 0001104659-14-015152                reviewing   5 74985 0.000066680
## 2075 0001104659-14-015152                   reward   5 74985 0.000066680
## 2076 0001104659-14-015152                      s.d   5 74985 0.000066680
## 2077 0001104659-14-015152                secondary   5 74985 0.000066680
## 2078 0001104659-14-015152                  sectors   5 74985 0.000066680
## 2079 0001104659-14-015152                   select   5 74985 0.000066680
## 2080 0001104659-14-015152                   serves   5 74985 0.000066680
## 2081 0001104659-14-015152                  setting   5 74985 0.000066680
## 2082 0001104659-14-015152                   severe   5 74985 0.000066680
## 2083 0001104659-14-015152                    shock   5 74985 0.000066680
## 2084 0001104659-14-015152                  shorter   5 74985 0.000066680
## 2085 0001104659-14-015152                     sign   5 74985 0.000066680
## 2086 0001104659-14-015152                   signed   5 74985 0.000066680
## 2087 0001104659-14-015152               simulation   5 74985 0.000066680
## 2088 0001104659-14-015152               situations   5 74985 0.000066680
## 2089 0001104659-14-015152                     sole   5 74985 0.000066680
## 2090 0001104659-14-015152                   solely   5 74985 0.000066680
## 2091 0001104659-14-015152                      sop   5 74985 0.000066680
## 2092 0001104659-14-015152                 spending   5 74985 0.000066680
## 2093 0001104659-14-015152                    staff   5 74985 0.000066680
## 2094 0001104659-14-015152                    stake   5 74985 0.000066680
## 2095 0001104659-14-015152                 standing   5 74985 0.000066680
## 2096 0001104659-14-015152                 starting   5 74985 0.000066680
## 2097 0001104659-14-015152               statistics   5 74985 0.000066680
## 2098 0001104659-14-015152                    stein   5 74985 0.000066680
## 2099 0001104659-14-015152                   strike   5 74985 0.000066680
## 2100 0001104659-14-015152                   strong   5 74985 0.000066680
## 2101 0001104659-14-015152              structuring   5 74985 0.000066680
## 2102 0001104659-14-015152                    suits   5 74985 0.000066680
## 2103 0001104659-14-015152               supplement   5 74985 0.000066680
## 2104 0001104659-14-015152                technique   5 74985 0.000066680
## 2105 0001104659-14-015152            technological   5 74985 0.000066680
## 2106 0001104659-14-015152                     tend   5 74985 0.000066680
## 2107 0001104659-14-015152                   tender   5 74985 0.000066680
## 2108 0001104659-14-015152                     tied   5 74985 0.000066680
## 2109 0001104659-14-015152                timelines   5 74985 0.000066680
## 2110 0001104659-14-015152                   timely   5 74985 0.000066680
## 2111 0001104659-14-015152                     toll   5 74985 0.000066680
## 2112 0001104659-14-015152                      top   5 74985 0.000066680
## 2113 0001104659-14-015152                 totaling   5 74985 0.000066680
## 2114 0001104659-14-015152                     turn   5 74985 0.000066680
## 2115 0001104659-14-015152         undercapitalized   5 74985 0.000066680
## 2116 0001104659-14-015152            understanding   5 74985 0.000066680
## 2117 0001104659-14-015152             unemployment   5 74985 0.000066680
## 2118 0001104659-14-015152             unilaterally   5 74985 0.000066680
## 2119 0001104659-14-015152                    union   5 74985 0.000066680
## 2120 0001104659-14-015152                   unused   5 74985 0.000066680
## 2121 0001104659-14-015152                validated   5 74985 0.000066680
## 2122 0001104659-14-015152                  working   5 74985 0.000066680
## 2123 0001104659-14-015152                    worth   5 74985 0.000066680
## 2124 0001104659-14-015152                     zone   5 74985 0.000066680
## 2125 0001104659-14-015152                      0.2   4 74985 0.000053344
## 2126 0001104659-14-015152                      0.6   4 74985 0.000053344
## 2127 0001104659-14-015152                      0.9   4 74985 0.000053344
## 2128 0001104659-14-015152                     10.1   4 74985 0.000053344
## 2129 0001104659-14-015152                     10.5   4 74985 0.000053344
## 2130 0001104659-14-015152                      107   4 74985 0.000053344
## 2131 0001104659-14-015152                      110   4 74985 0.000053344
## 2132 0001104659-14-015152                      127   4 74985 0.000053344
## 2133 0001104659-14-015152                     13.1   4 74985 0.000053344
## 2134 0001104659-14-015152                     13.7   4 74985 0.000053344
## 2135 0001104659-14-015152                      133   4 74985 0.000053344
## 2136 0001104659-14-015152                      150   4 74985 0.000053344
## 2137 0001104659-14-015152                      170   4 74985 0.000053344
## 2138 0001104659-14-015152                      176   4 74985 0.000053344
## 2139 0001104659-14-015152                      180   4 74985 0.000053344
## 2140 0001104659-14-015152                     19.6   4 74985 0.000053344
## 2141 0001104659-14-015152                     1992   4 74985 0.000053344
## 2142 0001104659-14-015152                      2.7   4 74985 0.000053344
## 2143 0001104659-14-015152                      220   4 74985 0.000053344
## 2144 0001104659-14-015152                      230   4 74985 0.000053344
## 2145 0001104659-14-015152                      240   4 74985 0.000053344
## 2146 0001104659-14-015152                      360   4 74985 0.000053344
## 2147 0001104659-14-015152                       42   4 74985 0.000053344
## 2148 0001104659-14-015152                       43   4 74985 0.000053344
## 2149 0001104659-14-015152                      500   4 74985 0.000053344
## 2150 0001104659-14-015152                     52.8   4 74985 0.000053344
## 2151 0001104659-14-015152                       53   4 74985 0.000053344
## 2152 0001104659-14-015152                       54   4 74985 0.000053344
## 2153 0001104659-14-015152                       56   4 74985 0.000053344
## 2154 0001104659-14-015152                       57   4 74985 0.000053344
## 2155 0001104659-14-015152                      620   4 74985 0.000053344
## 2156 0001104659-14-015152                       64   4 74985 0.000053344
## 2157 0001104659-14-015152                       66   4 74985 0.000053344
## 2158 0001104659-14-015152                      7.0   4 74985 0.000053344
## 2159 0001104659-14-015152                       70   4 74985 0.000053344
## 2160 0001104659-14-015152                       71   4 74985 0.000053344
## 2161 0001104659-14-015152                       75   4 74985 0.000053344
## 2162 0001104659-14-015152                       78   4 74985 0.000053344
## 2163 0001104659-14-015152                      810   4 74985 0.000053344
## 2164 0001104659-14-015152                       91   4 74985 0.000053344
## 2165 0001104659-14-015152                       94   4 74985 0.000053344
## 2166 0001104659-14-015152                       95   4 74985 0.000053344
## 2167 0001104659-14-015152                       99   4 74985 0.000053344
## 2168 0001104659-14-015152           accountability   4 74985 0.000053344
## 2169 0001104659-14-015152               accurately   4 74985 0.000053344
## 2170 0001104659-14-015152                  acquire   4 74985 0.000053344
## 2171 0001104659-14-015152             acquisitions   4 74985 0.000053344
## 2172 0001104659-14-015152                   active   4 74985 0.000053344
## 2173 0001104659-14-015152               adjustable   4 74985 0.000053344
## 2174 0001104659-14-015152                adjusting   4 74985 0.000053344
## 2175 0001104659-14-015152                    adopt   4 74985 0.000053344
## 2176 0001104659-14-015152                  advance   4 74985 0.000053344
## 2177 0001104659-14-015152               aggregated   4 74985 0.000053344
## 2178 0001104659-14-015152                      aib   4 74985 0.000053344
## 2179 0001104659-14-015152                     alco   4 74985 0.000053344
## 2180 0001104659-14-015152                analyzing   4 74985 0.000053344
## 2181 0001104659-14-015152              anticipates   4 74985 0.000053344
## 2182 0001104659-14-015152          anticompetitive   4 74985 0.000053344
## 2183 0001104659-14-015152                      apa   4 74985 0.000053344
## 2184 0001104659-14-015152                appointed   4 74985 0.000053344
## 2185 0001104659-14-015152                appraised   4 74985 0.000053344
## 2186 0001104659-14-015152            appropriately   4 74985 0.000053344
## 2187 0001104659-14-015152                approvals   4 74985 0.000053344
## 2188 0001104659-14-015152             approximated   4 74985 0.000053344
## 2189 0001104659-14-015152             arbitrations   4 74985 0.000053344
## 2190 0001104659-14-015152                     area   4 74985 0.000053344
## 2191 0001104659-14-015152                   arrive   4 74985 0.000053344
## 2192 0001104659-14-015152                      ars   4 74985 0.000053344
## 2193 0001104659-14-015152                  assured   4 74985 0.000053344
## 2194 0001104659-14-015152                australia   4 74985 0.000053344
## 2195 0001104659-14-015152                    bankr   4 74985 0.000053344
## 2196 0001104659-14-015152                     bear   4 74985 0.000053344
## 2197 0001104659-14-015152                      bid   4 74985 0.000053344
## 2198 0001104659-14-015152                  bolivar   4 74985 0.000053344
## 2199 0001104659-14-015152                  brought   4 74985 0.000053344
## 2200 0001104659-14-015152                   bureau   4 74985 0.000053344
## 2201 0001104659-14-015152                   buyout   4 74985 0.000053344
## 2202 0001104659-14-015152                   cadivi   4 74985 0.000053344
## 2203 0001104659-14-015152              calibration   4 74985 0.000053344
## 2204 0001104659-14-015152               california   4 74985 0.000053344
## 2205 0001104659-14-015152                   canada   4 74985 0.000053344
## 2206 0001104659-14-015152              cancellable   4 74985 0.000053344
## 2207 0001104659-14-015152               cardholder   4 74985 0.000053344
## 2208 0001104659-14-015152                 changing   4 74985 0.000053344
## 2209 0001104659-14-015152                    chart   4 74985 0.000053344
## 2210 0001104659-14-015152                   charts   4 74985 0.000053344
## 2211 0001104659-14-015152                      cjl   4 74985 0.000053344
## 2212 0001104659-14-015152                  clauses   4 74985 0.000053344
## 2213 0001104659-14-015152                    clear   4 74985 0.000053344
## 2214 0001104659-14-015152                   closed   4 74985 0.000053344
## 2215 0001104659-14-015152                  collins   4 74985 0.000053344
## 2216 0001104659-14-015152              competition   4 74985 0.000053344
## 2217 0001104659-14-015152               completion   4 74985 0.000053344
## 2218 0001104659-14-015152             concentrated   4 74985 0.000053344
## 2219 0001104659-14-015152             confidential   4 74985 0.000053344
## 2220 0001104659-14-015152              conflicting   4 74985 0.000053344
## 2221 0001104659-14-015152                  conform   4 74985 0.000053344
## 2222 0001104659-14-015152              consecutive   4 74985 0.000053344
## 2223 0001104659-14-015152               constitute   4 74985 0.000053344
## 2224 0001104659-14-015152              continually   4 74985 0.000053344
## 2225 0001104659-14-015152               conversion   4 74985 0.000053344
## 2226 0001104659-14-015152              coordinated   4 74985 0.000053344
## 2227 0001104659-14-015152               correlated   4 74985 0.000053344
## 2228 0001104659-14-015152                 creation   4 74985 0.000053344
## 2229 0001104659-14-015152         creditworthiness   4 74985 0.000053344
## 2230 0001104659-14-015152                  culture   4 74985 0.000053344
## 2231 0001104659-14-015152                      dac   4 74985 0.000053344
## 2232 0001104659-14-015152                  daniels   4 74985 0.000053344
## 2233 0001104659-14-015152               debentures   4 74985 0.000053344
## 2234 0001104659-14-015152               deductible   4 74985 0.000053344
## 2235 0001104659-14-015152                deferrals   4 74985 0.000053344
## 2236 0001104659-14-015152               definitive   4 74985 0.000053344
## 2237 0001104659-14-015152             deleveraging   4 74985 0.000053344
## 2238 0001104659-14-015152                  deliver   4 74985 0.000053344
## 2239 0001104659-14-015152                 detailed   4 74985 0.000053344
## 2240 0001104659-14-015152                   detect   4 74985 0.000053344
## 2241 0001104659-14-015152             devaluations   4 74985 0.000053344
## 2242 0001104659-14-015152                  differs   4 74985 0.000053344
## 2243 0001104659-14-015152                  diluted   4 74985 0.000053344
## 2244 0001104659-14-015152               discharged   4 74985 0.000053344
## 2245 0001104659-14-015152                 disclose   4 74985 0.000053344
## 2246 0001104659-14-015152                dismissal   4 74985 0.000053344
## 2247 0001104659-14-015152              disposition   4 74985 0.000053344
## 2248 0001104659-14-015152       disproportionately   4 74985 0.000053344
## 2249 0001104659-14-015152                  diverse   4 74985 0.000053344
## 2250 0001104659-14-015152             divestitures   4 74985 0.000053344
## 2251 0001104659-14-015152               documented   4 74985 0.000053344
## 2252 0001104659-14-015152                    doubt   4 74985 0.000053344
## 2253 0001104659-14-015152                    draft   4 74985 0.000053344
## 2254 0001104659-14-015152                     draw   4 74985 0.000053344
## 2255 0001104659-14-015152                   driver   4 74985 0.000053344
## 2256 0001104659-14-015152                  earlier   4 74985 0.000053344
## 2257 0001104659-14-015152                 earliest   4 74985 0.000053344
## 2258 0001104659-14-015152                economies   4 74985 0.000053344
## 2259 0001104659-14-015152                      ecs   4 74985 0.000053344
## 2260 0001104659-14-015152                     egwp   4 74985 0.000053344
## 2261 0001104659-14-015152               electronic   4 74985 0.000053344
## 2262 0001104659-14-015152              eligibility   4 74985 0.000053344
## 2263 0001104659-14-015152                eliminate   4 74985 0.000053344
## 2264 0001104659-14-015152                  enforce   4 74985 0.000053344
## 2265 0001104659-14-015152                  engages   4 74985 0.000053344
## 2266 0001104659-14-015152              enhancement   4 74985 0.000053344
## 2267 0001104659-14-015152                 equities   4 74985 0.000053344
## 2268 0001104659-14-015152                estimable   4 74985 0.000053344
## 2269 0001104659-14-015152                 eurozone   4 74985 0.000053344
## 2270 0001104659-14-015152                evidenced   4 74985 0.000053344
## 2271 0001104659-14-015152             examinations   4 74985 0.000053344
## 2272 0001104659-14-015152                  exceeds   4 74985 0.000053344
## 2273 0001104659-14-015152                exclusion   4 74985 0.000053344
## 2274 0001104659-14-015152                   exotic   4 74985 0.000053344
## 2275 0001104659-14-015152              expectation   4 74985 0.000053344
## 2276 0001104659-14-015152                expensive   4 74985 0.000053344
## 2277 0001104659-14-015152         factorsliquidity   4 74985 0.000053344
## 2278 0001104659-14-015152                   fairly   4 74985 0.000053344
## 2279 0001104659-14-015152                    fasbs   4 74985 0.000053344
## 2280 0001104659-14-015152                      fca   4 74985 0.000053344
## 2281 0001104659-14-015152                  feature   4 74985 0.000053344
## 2282 0001104659-14-015152                     fhlb   4 74985 0.000053344
## 2283 0001104659-14-015152               financings   4 74985 0.000053344
## 2284 0001104659-14-015152                    fines   4 74985 0.000053344
## 2285 0001104659-14-015152                    fitch   4 74985 0.000053344
## 2286 0001104659-14-015152                   floors   4 74985 0.000053344
## 2287 0001104659-14-015152             foreclosures   4 74985 0.000053344
## 2288 0001104659-14-015152                foregoing   4 74985 0.000053344
## 2289 0001104659-14-015152              forgiveness   4 74985 0.000053344
## 2290 0001104659-14-015152                 formally   4 74985 0.000053344
## 2291 0001104659-14-015152               fraudulent   4 74985 0.000053344
## 2292 0001104659-14-015152                  freddie   4 74985 0.000053344
## 2293 0001104659-14-015152                frequency   4 74985 0.000053344
## 2294 0001104659-14-015152                geography   4 74985 0.000053344
## 2295 0001104659-14-015152                    goods   4 74985 0.000053344
## 2296 0001104659-14-015152                governing   4 74985 0.000053344
## 2297 0001104659-14-015152               heightened   4 74985 0.000053344
## 2298 0001104659-14-015152                   hybrid   4 74985 0.000053344
## 2299 0001104659-14-015152           identification   4 74985 0.000053344
## 2300 0001104659-14-015152                     ifrs   4 74985 0.000053344
## 2301 0001104659-14-015152                improving   4 74985 0.000053344
## 2302 0001104659-14-015152                    inc.s   4 74985 0.000053344
## 2303 0001104659-14-015152             inconsistent   4 74985 0.000053344
## 2304 0001104659-14-015152                  indexed   4 74985 0.000053344
## 2305 0001104659-14-015152                  indices   4 74985 0.000053344
## 2306 0001104659-14-015152              ineffective   4 74985 0.000053344
## 2307 0001104659-14-015152              intangibles   4 74985 0.000053344
## 2308 0001104659-14-015152                   intend   4 74985 0.000053344
## 2309 0001104659-14-015152             interpretive   4 74985 0.000053344
## 2310 0001104659-14-015152                    intra   4 74985 0.000053344
## 2311 0001104659-14-015152                     iran   4 74985 0.000053344
## 2312 0001104659-14-015152                     jfsa   4 74985 0.000053344
## 2313 0001104659-14-015152                      led   4 74985 0.000053344
## 2314 0001104659-14-015152                  legally   4 74985 0.000053344
## 2315 0001104659-14-015152                     lend   4 74985 0.000053344
## 2316 0001104659-14-015152                    light   4 74985 0.000053344
## 2317 0001104659-14-015152                liquidate   4 74985 0.000053344
## 2318 0001104659-14-015152                    lives   4 74985 0.000053344
## 2319 0001104659-14-015152                   lowest   4 74985 0.000053344
## 2320 0001104659-14-015152                      mac   4 74985 0.000053344
## 2321 0001104659-14-015152                margining   4 74985 0.000053344
## 2322 0001104659-14-015152                    marks   4 74985 0.000053344
## 2323 0001104659-14-015152                    match   4 74985 0.000053344
## 2324 0001104659-14-015152                  matched   4 74985 0.000053344
## 2325 0001104659-14-015152               membership   4 74985 0.000053344
## 2326 0001104659-14-015152                 minimize   4 74985 0.000053344
## 2327 0001104659-14-015152                   modify   4 74985 0.000053344
## 2328 0001104659-14-015152                 motivate   4 74985 0.000053344
## 2329 0001104659-14-015152                      mou   4 74985 0.000053344
## 2330 0001104659-14-015152                     move   4 74985 0.000053344
## 2331 0001104659-14-015152                 offering   4 74985 0.000053344
## 2332 0001104659-14-015152                  operate   4 74985 0.000053344
## 2333 0001104659-14-015152                 optimize   4 74985 0.000053344
## 2334 0001104659-14-015152                organized   4 74985 0.000053344
## 2335 0001104659-14-015152                  outflow   4 74985 0.000053344
## 2336 0001104659-14-015152                     owns   4 74985 0.000053344
## 2337 0001104659-14-015152              participant   4 74985 0.000053344
## 2338 0001104659-14-015152             participates   4 74985 0.000053344
## 2339 0001104659-14-015152              partnership   4 74985 0.000053344
## 2340 0001104659-14-015152                   passed   4 74985 0.000053344
## 2341 0001104659-14-015152                      pca   4 74985 0.000053344
## 2342 0001104659-14-015152                perceived   4 74985 0.000053344
## 2343 0001104659-14-015152                permanent   4 74985 0.000053344
## 2344 0001104659-14-015152                  persons   4 74985 0.000053344
## 2345 0001104659-14-015152                 physical   4 74985 0.000053344
## 2346 0001104659-14-015152                platforms   4 74985 0.000053344
## 2347 0001104659-14-015152              positioning   4 74985 0.000053344
## 2348 0001104659-14-015152                 practice   4 74985 0.000053344
## 2349 0001104659-14-015152              preparation   4 74985 0.000053344
## 2350 0001104659-14-015152               prescribed   4 74985 0.000053344
## 2351 0001104659-14-015152             prescription   4 74985 0.000053344
## 2352 0001104659-14-015152              proactively   4 74985 0.000053344
## 2353 0001104659-14-015152                 produced   4 74985 0.000053344
## 2354 0001104659-14-015152                 prohibit   4 74985 0.000053344
## 2355 0001104659-14-015152               proportion   4 74985 0.000053344
## 2356 0001104659-14-015152                  prudent   4 74985 0.000053344
## 2357 0001104659-14-015152                 quantify   4 74985 0.000053344
## 2358 0001104659-14-015152                   raised   4 74985 0.000053344
## 2359 0001104659-14-015152                  ranging   4 74985 0.000053344
## 2360 0001104659-14-015152                  ratably   4 74985 0.000053344
## 2361 0001104659-14-015152              realignment   4 74985 0.000053344
## 2362 0001104659-14-015152               realizable   4 74985 0.000053344
## 2363 0001104659-14-015152                 recently   4 74985 0.000053344
## 2364 0001104659-14-015152               recipients   4 74985 0.000053344
## 2365 0001104659-14-015152              recommended   4 74985 0.000053344
## 2366 0001104659-14-015152                  reduces   4 74985 0.000053344
## 2367 0001104659-14-015152           reimbursements   4 74985 0.000053344
## 2368 0001104659-14-015152              reinsurance   4 74985 0.000053344
## 2369 0001104659-14-015152                 released   4 74985 0.000053344
## 2370 0001104659-14-015152              remarketing   4 74985 0.000053344
## 2371 0001104659-14-015152                 remitted   4 74985 0.000053344
## 2372 0001104659-14-015152                   remove   4 74985 0.000053344
## 2373 0001104659-14-015152                  renamed   4 74985 0.000053344
## 2374 0001104659-14-015152                  renewed   4 74985 0.000053344
## 2375 0001104659-14-015152                replacing   4 74985 0.000053344
## 2376 0001104659-14-015152                     repo   4 74985 0.000053344
## 2377 0001104659-14-015152              repudiation   4 74985 0.000053344
## 2378 0001104659-14-015152                  request   4 74985 0.000053344
## 2379 0001104659-14-015152         responsibilities   4 74985 0.000053344
## 2380 0001104659-14-015152            retrospective   4 74985 0.000053344
## 2381 0001104659-14-015152                 reversed   4 74985 0.000053344
## 2382 0001104659-14-015152                   revise   4 74985 0.000053344
## 2383 0001104659-14-015152               riskcredit   4 74985 0.000053344
## 2384 0001104659-14-015152               rulemaking   4 74985 0.000053344
## 2385 0001104659-14-015152                   schwab   4 74985 0.000053344
## 2386 0001104659-14-015152                seasoning   4 74985 0.000053344
## 2387 0001104659-14-015152                     secs   4 74985 0.000053344
## 2388 0001104659-14-015152                 sections   4 74985 0.000053344
## 2389 0001104659-14-015152             securitizing   4 74985 0.000053344
## 2390 0001104659-14-015152                    serve   4 74985 0.000053344
## 2391 0001104659-14-015152                   served   4 74985 0.000053344
## 2392 0001104659-14-015152                 servicer   4 74985 0.000053344
## 2393 0001104659-14-015152                    shift   4 74985 0.000053344
## 2394 0001104659-14-015152                shortfall   4 74985 0.000053344
## 2395 0001104659-14-015152                similarly   4 74985 0.000053344
## 2396 0001104659-14-015152             simultaneous   4 74985 0.000053344
## 2397 0001104659-14-015152           simultaneously   4 74985 0.000053344
## 2398 0001104659-14-015152                     slow   4 74985 0.000053344
## 2399 0001104659-14-015152                     smes   4 74985 0.000053344
## 2400 0001104659-14-015152                 sponsors   4 74985 0.000053344
## 2401 0001104659-14-015152                     spot   4 74985 0.000053344
## 2402 0001104659-14-015152                stability   4 74985 0.000053344
## 2403 0001104659-14-015152                   staffs   4 74985 0.000053344
## 2404 0001104659-14-015152                   stayed   4 74985 0.000053344
## 2405 0001104659-14-015152              submissions   4 74985 0.000053344
## 2406 0001104659-14-015152                submitted   4 74985 0.000053344
## 2407 0001104659-14-015152                   suffer   4 74985 0.000053344
## 2408 0001104659-14-015152                 suffered   4 74985 0.000053344
## 2409 0001104659-14-015152                summarize   4 74985 0.000053344
## 2410 0001104659-14-015152                    super   4 74985 0.000053344
## 2411 0001104659-14-015152               supervised   4 74985 0.000053344
## 2412 0001104659-14-015152             supplemented   4 74985 0.000053344
## 2413 0001104659-14-015152                 supplier   4 74985 0.000053344
## 2414 0001104659-14-015152                  supreme   4 74985 0.000053344
## 2415 0001104659-14-015152                sustained   4 74985 0.000053344
## 2416 0001104659-14-015152                 tapering   4 74985 0.000053344
## 2417 0001104659-14-015152                      tdr   4 74985 0.000053344
## 2418 0001104659-14-015152                 tendered   4 74985 0.000053344
## 2419 0001104659-14-015152                    terra   4 74985 0.000053344
## 2420 0001104659-14-015152                threshold   4 74985 0.000053344
## 2421 0001104659-14-015152               thresholds   4 74985 0.000053344
## 2422 0001104659-14-015152                  tranche   4 74985 0.000053344
## 2423 0001104659-14-015152             transferring   4 74985 0.000053344
## 2424 0001104659-14-015152             transparency   4 74985 0.000053344
## 2425 0001104659-14-015152                 treadway   4 74985 0.000053344
## 2426 0001104659-14-015152                treasurys   4 74985 0.000053344
## 2427 0001104659-14-015152                  trigger   4 74985 0.000053344
## 2428 0001104659-14-015152                      uae   4 74985 0.000053344
## 2429 0001104659-14-015152            unanticipated   4 74985 0.000053344
## 2430 0001104659-14-015152                  unclear   4 74985 0.000053344
## 2431 0001104659-14-015152         uncollateralized   4 74985 0.000053344
## 2432 0001104659-14-015152                  uncured   4 74985 0.000053344
## 2433 0001104659-14-015152               undertaken   4 74985 0.000053344
## 2434 0001104659-14-015152            undistributed   4 74985 0.000053344
## 2435 0001104659-14-015152             unencumbered   4 74985 0.000053344
## 2436 0001104659-14-015152                   update   4 74985 0.000053344
## 2437 0001104659-14-015152                    usage   4 74985 0.000053344
## 2438 0001104659-14-015152                 vehicles   4 74985 0.000053344
## 2439 0001104659-14-015152                 ventures   4 74985 0.000053344
## 2440 0001104659-14-015152                 verified   4 74985 0.000053344
## 2441 0001104659-14-015152               violations   4 74985 0.000053344
## 2442 0001104659-14-015152                 volatile   4 74985 0.000053344
## 2443 0001104659-14-015152                     ways   4 74985 0.000053344
## 2444 0001104659-14-015152                      web   4 74985 0.000053344
## 2445 0001104659-14-015152                    wider   4 74985 0.000053344
## 2446 0001104659-14-015152                   writes   4 74985 0.000053344
## 2447 0001104659-14-015152        www.citigroup.com   4 74985 0.000053344
## 2448 0001104659-14-015152                        0   3 74985 0.000040008
## 2449 0001104659-14-015152                      0.5   3 74985 0.000040008
## 2450 0001104659-14-015152                      0.8   3 74985 0.000040008
## 2451 0001104659-14-015152                       04   3 74985 0.000040008
## 2452 0001104659-14-015152                       05   3 74985 0.000040008
## 2453 0001104659-14-015152                       09   3 74985 0.000040008
## 2454 0001104659-14-015152                     10.6   3 74985 0.000040008
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## 2456 0001104659-14-015152                     11.7   3 74985 0.000040008
## 2457 0001104659-14-015152                      111   3 74985 0.000040008
## 2458 0001104659-14-015152                      113   3 74985 0.000040008
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## 2460 0001104659-14-015152                      121   3 74985 0.000040008
## 2461 0001104659-14-015152                      122   3 74985 0.000040008
## 2462 0001104659-14-015152                      123   3 74985 0.000040008
## 2463 0001104659-14-015152                      125   3 74985 0.000040008
## 2464 0001104659-14-015152                      126   3 74985 0.000040008
## 2465 0001104659-14-015152                     13.5   3 74985 0.000040008
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## 2467 0001104659-14-015152                      146   3 74985 0.000040008
## 2468 0001104659-14-015152                     1933   3 74985 0.000040008
## 2469 0001104659-14-015152                      2.3   3 74985 0.000040008
## 2470 0001104659-14-015152                     2004   3 74985 0.000040008
## 2471 0001104659-14-015152                     2006   3 74985 0.000040008
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## 2473 0001104659-14-015152                      204   3 74985 0.000040008
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## 2475 0001104659-14-015152                      23a   3 74985 0.000040008
## 2476 0001104659-14-015152                      246   3 74985 0.000040008
## 2477 0001104659-14-015152                      252   3 74985 0.000040008
## 2478 0001104659-14-015152                      3.0   3 74985 0.000040008
## 2479 0001104659-14-015152                      3.1   3 74985 0.000040008
## 2480 0001104659-14-015152                      3.4   3 74985 0.000040008
## 2481 0001104659-14-015152                     31.6   3 74985 0.000040008
## 2482 0001104659-14-015152                      325   3 74985 0.000040008
## 2483 0001104659-14-015152                      350   3 74985 0.000040008
## 2484 0001104659-14-015152                       38   3 74985 0.000040008
## 2485 0001104659-14-015152                      4.9   3 74985 0.000040008
## 2486 0001104659-14-015152                      400   3 74985 0.000040008
## 2487 0001104659-14-015152                      405   3 74985 0.000040008
## 2488 0001104659-14-015152                      424   3 74985 0.000040008
## 2489 0001104659-14-015152                       47   3 74985 0.000040008
## 2490 0001104659-14-015152                      470   3 74985 0.000040008
## 2491 0001104659-14-015152                       51   3 74985 0.000040008
## 2492 0001104659-14-015152                       52   3 74985 0.000040008
## 2493 0001104659-14-015152                      6.5   3 74985 0.000040008
## 2494 0001104659-14-015152                       65   3 74985 0.000040008
## 2495 0001104659-14-015152                      700   3 74985 0.000040008
## 2496 0001104659-14-015152                       72   3 74985 0.000040008
## 2497 0001104659-14-015152                      720   3 74985 0.000040008
## 2498 0001104659-14-015152                       73   3 74985 0.000040008
## 2499 0001104659-14-015152                      730   3 74985 0.000040008
## 2500 0001104659-14-015152                      792   3 74985 0.000040008
## 2501 0001104659-14-015152                       84   3 74985 0.000040008
## 2502 0001104659-14-015152                       96   3 74985 0.000040008
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## 2504 0001104659-14-015152                      abs   3 74985 0.000040008
## 2505 0001104659-14-015152                   absent   3 74985 0.000040008
## 2506 0001104659-14-015152             accompanying   3 74985 0.000040008
## 2507 0001104659-14-015152                acquiring   3 74985 0.000040008
## 2508 0001104659-14-015152                 actively   3 74985 0.000040008
## 2509 0001104659-14-015152                 advisors   3 74985 0.000040008
## 2510 0001104659-14-015152                  affairs   3 74985 0.000040008
## 2511 0001104659-14-015152               affordable   3 74985 0.000040008
## 2512 0001104659-14-015152                   africa   3 74985 0.000040008
## 2513 0001104659-14-015152                      age   3 74985 0.000040008
## 2514 0001104659-14-015152                   agrees   3 74985 0.000040008
## 2515 0001104659-14-015152                 allfirst   3 74985 0.000040008
## 2516 0001104659-14-015152             alternatives   3 74985 0.000040008
## 2517 0001104659-14-015152                 analyses   3 74985 0.000040008
## 2518 0001104659-14-015152               appraisals   3 74985 0.000040008
## 2519 0001104659-14-015152              appreciated   3 74985 0.000040008
## 2520 0001104659-14-015152                  approve   3 74985 0.000040008
## 2521 0001104659-14-015152                    array   3 74985 0.000040008
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## 2523 0001104659-14-015152                  asserts   3 74985 0.000040008
## 2524 0001104659-14-015152               assistance   3 74985 0.000040008
## 2525 0001104659-14-015152                  assists   3 74985 0.000040008
## 2526 0001104659-14-015152             associations   3 74985 0.000040008
## 2527 0001104659-14-015152                   avenue   3 74985 0.000040008
## 2528 0001104659-14-015152                      baa   3 74985 0.000040008
## 2529 0001104659-14-015152                    banco   3 74985 0.000040008
## 2530 0001104659-14-015152                  baskets   3 74985 0.000040008
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## 2539 0001104659-14-015152                 branding   3 74985 0.000040008
## 2540 0001104659-14-015152                 brothers   3 74985 0.000040008
## 2541 0001104659-14-015152                buildings   3 74985 0.000040008
## 2542 0001104659-14-015152           capitalization   3 74985 0.000040008
## 2543 0001104659-14-015152              cardholders   3 74985 0.000040008
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## 2546 0001104659-14-015152                      cca   3 74985 0.000040008
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## 2548 0001104659-14-015152                  centers   3 74985 0.000040008
## 2549 0001104659-14-015152            certification   3 74985 0.000040008
## 2550 0001104659-14-015152                      cfi   3 74985 0.000040008
## 2551 0001104659-14-015152                  chapman   3 74985 0.000040008
## 2552 0001104659-14-015152                chartered   3 74985 0.000040008
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## 2556 0001104659-14-015152                  compete   3 74985 0.000040008
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## 2559 0001104659-14-015152                comprised   3 74985 0.000040008
## 2560 0001104659-14-015152              comptroller   3 74985 0.000040008
## 2561 0001104659-14-015152                 computer   3 74985 0.000040008
## 2562 0001104659-14-015152            computershare   3 74985 0.000040008
## 2563 0001104659-14-015152                  concern   3 74985 0.000040008
## 2564 0001104659-14-015152               confidence   3 74985 0.000040008
## 2565 0001104659-14-015152                consensus   3 74985 0.000040008
## 2566 0001104659-14-015152                conspired   3 74985 0.000040008
## 2567 0001104659-14-015152                 constant   3 74985 0.000040008
## 2568 0001104659-14-015152                contained   3 74985 0.000040008
## 2569 0001104659-14-015152               continuous   3 74985 0.000040008
## 2570 0001104659-14-015152               contribute   3 74985 0.000040008
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## 2577 0001104659-14-015152                 creditor   3 74985 0.000040008
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## 2582 0001104659-14-015152                deduction   3 74985 0.000040008
## 2583 0001104659-14-015152                  defects   3 74985 0.000040008
## 2584 0001104659-14-015152                 defining   3 74985 0.000040008
## 2585 0001104659-14-015152                  demands   3 74985 0.000040008
## 2586 0001104659-14-015152               depositors   3 74985 0.000040008
## 2587 0001104659-14-015152                 deriving   3 74985 0.000040008
## 2588 0001104659-14-015152                describes   3 74985 0.000040008
## 2589 0001104659-14-015152                detection   3 74985 0.000040008
## 2590 0001104659-14-015152              deteriorate   3 74985 0.000040008
## 2591 0001104659-14-015152                  develop   3 74985 0.000040008
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## 2594 0001104659-14-015152             differential   3 74985 0.000040008
## 2595 0001104659-14-015152                differing   3 74985 0.000040008
## 2596 0001104659-14-015152               dimensions   3 74985 0.000040008
## 2597 0001104659-14-015152                 director   3 74985 0.000040008
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## 2600 0001104659-14-015152                 disposed   3 74985 0.000040008
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## 2602 0001104659-14-015152                diversity   3 74985 0.000040008
## 2603 0001104659-14-015152              divestiture   3 74985 0.000040008
## 2604 0001104659-14-015152                  divided   3 74985 0.000040008
## 2605 0001104659-14-015152                 dividing   3 74985 0.000040008
## 2606 0001104659-14-015152                 division   3 74985 0.000040008
## 2607 0001104659-14-015152                 document   3 74985 0.000040008
## 2608 0001104659-14-015152                domiciled   3 74985 0.000040008
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## 2613 0001104659-14-015152                     earn   3 74985 0.000040008
## 2614 0001104659-14-015152                   effort   3 74985 0.000040008
## 2615 0001104659-14-015152                 electing   3 74985 0.000040008
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## 2618 0001104659-14-015152                  employs   3 74985 0.000040008
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## 2620 0001104659-14-015152                 enhanced   3 74985 0.000040008
## 2621 0001104659-14-015152                 ensuring   3 74985 0.000040008
## 2622 0001104659-14-015152                    enter   3 74985 0.000040008
## 2623 0001104659-14-015152            environmental   3 74985 0.000040008
## 2624 0001104659-14-015152                      eps   3 74985 0.000040008
## 2625 0001104659-14-015152                equipment   3 74985 0.000040008
## 2626 0001104659-14-015152              equivalents   3 74985 0.000040008
## 2627 0001104659-14-015152                essential   3 74985 0.000040008
## 2628 0001104659-14-015152                   europe   3 74985 0.000040008
## 2629 0001104659-14-015152                exclusive   3 74985 0.000040008
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## 2632 0001104659-14-015152                executing   3 74985 0.000040008
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## 2635 0001104659-14-015152                   expire   3 74985 0.000040008
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## 2647 0001104659-14-015152                    finra   3 74985 0.000040008
## 2648 0001104659-14-015152                   flight   3 74985 0.000040008
## 2649 0001104659-14-015152               fluctuates   3 74985 0.000040008
## 2650 0001104659-14-015152              foreseeable   3 74985 0.000040008
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## 2652 0001104659-14-015152              fundamental   3 74985 0.000040008
## 2653 0001104659-14-015152                furnished   3 74985 0.000040008
## 2654 0001104659-14-015152                     gcbs   3 74985 0.000040008
## 2655 0001104659-14-015152                     good   3 74985 0.000040008
## 2656 0001104659-14-015152                    grace   3 74985 0.000040008
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## 2659 0001104659-14-015152                histogram   3 74985 0.000040008
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## 2664 0001104659-14-015152                  imposed   3 74985 0.000040008
## 2665 0001104659-14-015152                  improve   3 74985 0.000040008
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## 2673 0001104659-14-015152              injunctions   3 74985 0.000040008
## 2674 0001104659-14-015152              instability   3 74985 0.000040008
## 2675 0001104659-14-015152            instantaneous   3 74985 0.000040008
## 2676 0001104659-14-015152                  intense   3 74985 0.000040008
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## 2678 0001104659-14-015152                 investee   3 74985 0.000040008
## 2679 0001104659-14-015152                  invoked   3 74985 0.000040008
## 2680 0001104659-14-015152                  ireland   3 74985 0.000040008
## 2681 0001104659-14-015152                   jersey   3 74985 0.000040008
## 2682 0001104659-14-015152                     join   3 74985 0.000040008
## 2683 0001104659-14-015152                knowledge   3 74985 0.000040008
## 2684 0001104659-14-015152                   korean   3 74985 0.000040008
## 2685 0001104659-14-015152                     kpmg   3 74985 0.000040008
## 2686 0001104659-14-015152                     land   3 74985 0.000040008
## 2687 0001104659-14-015152                      lbi   3 74985 0.000040008
## 2688 0001104659-14-015152                   lehman   3 74985 0.000040008
## 2689 0001104659-14-015152                   length   3 74985 0.000040008
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## 2694 0001104659-14-015152                     ltvs   3 74985 0.000040008
## 2695 0001104659-14-015152                     mail   3 74985 0.000040008
## 2696 0001104659-14-015152             manipulation   3 74985 0.000040008
## 2697 0001104659-14-015152                  margins   3 74985 0.000040008
## 2698 0001104659-14-015152              marketplace   3 74985 0.000040008
## 2699 0001104659-14-015152                   matrix   3 74985 0.000040008
## 2700 0001104659-14-015152                mentioned   3 74985 0.000040008
## 2701 0001104659-14-015152                  mergers   3 74985 0.000040008
## 2702 0001104659-14-015152                mezzanine   3 74985 0.000040008
## 2703 0001104659-14-015152                    miami   3 74985 0.000040008
## 2704 0001104659-14-015152        misrepresentation   3 74985 0.000040008
## 2705 0001104659-14-015152                mitigated   3 74985 0.000040008
## 2706 0001104659-14-015152 mortgagesrepresentations   3 74985 0.000040008
## 2707 0001104659-14-015152                    music   3 74985 0.000040008
## 2708 0001104659-14-015152                   mutual   3 74985 0.000040008
## 2709 0001104659-14-015152                      n.y   3 74985 0.000040008
## 2710 0001104659-14-015152                 nacional   3 74985 0.000040008
## 2711 0001104659-14-015152                    names   3 74985 0.000040008
## 2712 0001104659-14-015152                 narrower   3 74985 0.000040008
## 2713 0001104659-14-015152                narrowing   3 74985 0.000040008
## 2714 0001104659-14-015152                      nav   3 74985 0.000040008
## 2715 0001104659-14-015152              necessarily   3 74985 0.000040008
## 2716 0001104659-14-015152                   needed   3 74985 0.000040008
## 2717 0001104659-14-015152           noncontrolling   3 74985 0.000040008
## 2718 0001104659-14-015152           nonperformance   3 74985 0.000040008
## 2719 0001104659-14-015152                nonpublic   3 74985 0.000040008
## 2720 0001104659-14-015152                obligated   3 74985 0.000040008
## 2721 0001104659-14-015152            observability   3 74985 0.000040008
## 2722 0001104659-14-015152                 occupied   3 74985 0.000040008
## 2723 0001104659-14-015152                      ois   3 74985 0.000040008
## 2724 0001104659-14-015152                  opening   3 74985 0.000040008
## 2725 0001104659-14-015152                  ordered   3 74985 0.000040008
## 2726 0001104659-14-015152             originations   3 74985 0.000040008
## 2727 0001104659-14-015152                  outlook   3 74985 0.000040008
## 2728 0001104659-14-015152                   owners   3 74985 0.000040008
## 2729 0001104659-14-015152                    parma   3 74985 0.000040008
## 2730 0001104659-14-015152            participation   3 74985 0.000040008
## 2731 0001104659-14-015152                 partners   3 74985 0.000040008
## 2732 0001104659-14-015152                      pbo   3 74985 0.000040008
## 2733 0001104659-14-015152               perception   3 74985 0.000040008
## 2734 0001104659-14-015152                 performs   3 74985 0.000040008
## 2735 0001104659-14-015152                  permits   3 74985 0.000040008
## 2736 0001104659-14-015152                personnel   3 74985 0.000040008
## 2737 0001104659-14-015152               pertaining   3 74985 0.000040008
## 2738 0001104659-14-015152                    pesos   3 74985 0.000040008
## 2739 0001104659-14-015152                 platform   3 74985 0.000040008
## 2740 0001104659-14-015152                   poland   3 74985 0.000040008
## 2741 0001104659-14-015152                 portugal   3 74985 0.000040008
## 2742 0001104659-14-015152               possession   3 74985 0.000040008
## 2743 0001104659-14-015152                    posts   3 74985 0.000040008
## 2744 0001104659-14-015152              practicable   3 74985 0.000040008
## 2745 0001104659-14-015152                prejudice   3 74985 0.000040008
## 2746 0001104659-14-015152                preparing   3 74985 0.000040008
## 2747 0001104659-14-015152                prevailed   3 74985 0.000040008
## 2748 0001104659-14-015152               prevention   3 74985 0.000040008
## 2749 0001104659-14-015152                 previous   3 74985 0.000040008
## 2750 0001104659-14-015152                   priced   3 74985 0.000040008
## 2751 0001104659-14-015152                privately   3 74985 0.000040008
## 2752 0001104659-14-015152               productive   3 74985 0.000040008
## 2753 0001104659-14-015152              prohibition   3 74985 0.000040008
## 2754 0001104659-14-015152                 properly   3 74985 0.000040008
## 2755 0001104659-14-015152             proportional   3 74985 0.000040008
## 2756 0001104659-14-015152              prosecutors   3 74985 0.000040008
## 2757 0001104659-14-015152                prospects   3 74985 0.000040008
## 2758 0001104659-14-015152                    proxy   3 74985 0.000040008
## 2759 0001104659-14-015152                     psus   3 74985 0.000040008
## 2760 0001104659-14-015152                 punitive   3 74985 0.000040008
## 2761 0001104659-14-015152               purchasing   3 74985 0.000040008
## 2762 0001104659-14-015152                purported   3 74985 0.000040008
## 2763 0001104659-14-015152                     push   3 74985 0.000040008
## 2764 0001104659-14-015152                      put   3 74985 0.000040008
## 2765 0001104659-14-015152                 quarters   3 74985 0.000040008
## 2766 0001104659-14-015152                 question   3 74985 0.000040008
## 2767 0001104659-14-015152                    raise   3 74985 0.000040008
## 2768 0001104659-14-015152                     rata   3 74985 0.000040008
## 2769 0001104659-14-015152                     rcbs   3 74985 0.000040008
## 2770 0001104659-14-015152                  realize   3 74985 0.000040008
## 2771 0001104659-14-015152                recognize   3 74985 0.000040008
## 2772 0001104659-14-015152               recognizes   3 74985 0.000040008
## 2773 0001104659-14-015152                reconcile   3 74985 0.000040008
## 2774 0001104659-14-015152          reconsideration   3 74985 0.000040008
## 2775 0001104659-14-015152                recurring   3 74985 0.000040008
## 2776 0001104659-14-015152            redenominated   3 74985 0.000040008
## 2777 0001104659-14-015152                   regime   3 74985 0.000040008
## 2778 0001104659-14-015152               regression   3 74985 0.000040008
## 2779 0001104659-14-015152                regularly   3 74985 0.000040008
## 2780 0001104659-14-015152              reliability   3 74985 0.000040008
## 2781 0001104659-14-015152                 reliance   3 74985 0.000040008
## 2782 0001104659-14-015152                   relies   3 74985 0.000040008
## 2783 0001104659-14-015152                 remedies   3 74985 0.000040008
## 2784 0001104659-14-015152             renegotiated   3 74985 0.000040008
## 2785 0001104659-14-015152           reorganization   3 74985 0.000040008
## 2786 0001104659-14-015152               repayments   3 74985 0.000040008
## 2787 0001104659-14-015152                repledged   3 74985 0.000040008
## 2788 0001104659-14-015152              repossessed   3 74985 0.000040008
## 2789 0001104659-14-015152             repossession   3 74985 0.000040008
## 2790 0001104659-14-015152           representative   3 74985 0.000040008
## 2791 0001104659-14-015152             reputational   3 74985 0.000040008
## 2792 0001104659-14-015152                 research   3 74985 0.000040008
## 2793 0001104659-14-015152               responding   3 74985 0.000040008
## 2794 0001104659-14-015152              restrictive   3 74985 0.000040008
## 2795 0001104659-14-015152              restructure   3 74985 0.000040008
## 2796 0001104659-14-015152                retailers   3 74985 0.000040008
## 2797 0001104659-14-015152                  retiree   3 74985 0.000040008
## 2798 0001104659-14-015152                     rico   3 74985 0.000040008
## 2799 0001104659-14-015152                 riskrisk   3 74985 0.000040008
## 2800 0001104659-14-015152                     roll   3 74985 0.000040008
## 2801 0001104659-14-015152                routinely   3 74985 0.000040008
## 2802 0001104659-14-015152                satisfied   3 74985 0.000040008
## 2803 0001104659-14-015152                 schedule   3 74985 0.000040008
## 2804 0001104659-14-015152                schofield   3 74985 0.000040008
## 2805 0001104659-14-015152                   secure   3 74985 0.000040008
## 2806 0001104659-14-015152                 securing   3 74985 0.000040008
## 2807 0001104659-14-015152                   shared   3 74985 0.000040008
## 2808 0001104659-14-015152                  sharing   3 74985 0.000040008
## 2809 0001104659-14-015152                   sheets   3 74985 0.000040008
## 2810 0001104659-14-015152                   shifts   3 74985 0.000040008
## 2811 0001104659-14-015152                     sibs   3 74985 0.000040008
## 2812 0001104659-14-015152          simplifications   3 74985 0.000040008
## 2813 0001104659-14-015152                 slightly   3 74985 0.000040008
## 2814 0001104659-14-015152                      slr   3 74985 0.000040008
## 2815 0001104659-14-015152                 software   3 74985 0.000040008
## 2816 0001104659-14-015152                  sourced   3 74985 0.000040008
## 2817 0001104659-14-015152               specialist   3 74985 0.000040008
## 2818 0001104659-14-015152               stabilized   3 74985 0.000040008
## 2819 0001104659-14-015152                   stages   3 74985 0.000040008
## 2820 0001104659-14-015152                  statute   3 74985 0.000040008
## 2821 0001104659-14-015152                 statutes   3 74985 0.000040008
## 2822 0001104659-14-015152                   stores   3 74985 0.000040008
## 2823 0001104659-14-015152                 straight   3 74985 0.000040008
## 2824 0001104659-14-015152                 strength   3 74985 0.000040008
## 2825 0001104659-14-015152            strengthening   3 74985 0.000040008
## 2826 0001104659-14-015152                   strict   3 74985 0.000040008
## 2827 0001104659-14-015152                stringent   3 74985 0.000040008
## 2828 0001104659-14-015152                 subjects   3 74985 0.000040008
## 2829 0001104659-14-015152                   submit   3 74985 0.000040008
## 2830 0001104659-14-015152                 subpoena   3 74985 0.000040008
## 2831 0001104659-14-015152                  success   3 74985 0.000040008
## 2832 0001104659-14-015152             sufficiently   3 74985 0.000040008
## 2833 0001104659-14-015152                 suppress   3 74985 0.000040008
## 2834 0001104659-14-015152                suspended   3 74985 0.000040008
## 2835 0001104659-14-015152           sustainability   3 74985 0.000040008
## 2836 0001104659-14-015152                 taxation   3 74985 0.000040008
## 2837 0001104659-14-015152               technology   3 74985 0.000040008
## 2838 0001104659-14-015152                  thereof   3 74985 0.000040008
## 2839 0001104659-14-015152                   thirds   3 74985 0.000040008
## 2840 0001104659-14-015152                   threat   3 74985 0.000040008
## 2841 0001104659-14-015152               threatened   3 74985 0.000040008
## 2842 0001104659-14-015152                    tiers   3 74985 0.000040008
## 2843 0001104659-14-015152                    title   3 74985 0.000040008
## 2844 0001104659-14-015152                    tokyo   3 74985 0.000040008
## 2845 0001104659-14-015152                  traders   3 74985 0.000040008
## 2846 0001104659-14-015152                   trades   3 74985 0.000040008
## 2847 0001104659-14-015152                 transact   3 74985 0.000040008
## 2848 0001104659-14-015152               translated   3 74985 0.000040008
## 2849 0001104659-14-015152                treasurer   3 74985 0.000040008
## 2850 0001104659-14-015152                    trend   3 74985 0.000040008
## 2851 0001104659-14-015152                 trillion   3 74985 0.000040008
## 2852 0001104659-14-015152                  trustee   3 74985 0.000040008
## 2853 0001104659-14-015152                  typical   3 74985 0.000040008
## 2854 0001104659-14-015152          unconditionally   3 74985 0.000040008
## 2855 0001104659-14-015152             underwriters   3 74985 0.000040008
## 2856 0001104659-14-015152                 unearned   3 74985 0.000040008
## 2857 0001104659-14-015152               unexpected   3 74985 0.000040008
## 2858 0001104659-14-015152                   unions   3 74985 0.000040008
## 2859 0001104659-14-015152                   unique   3 74985 0.000040008
## 2860 0001104659-14-015152              unqualified   3 74985 0.000040008
## 2861 0001104659-14-015152              unsupported   3 74985 0.000040008
## 2862 0001104659-14-015152                 upgraded   3 74985 0.000040008
## 2863 0001104659-14-015152                    urban   3 74985 0.000040008
## 2864 0001104659-14-015152                  valuing   3 74985 0.000040008
## 2865 0001104659-14-015152                  varying   3 74985 0.000040008
## 2866 0001104659-14-015152                  verdict   3 74985 0.000040008
## 2867 0001104659-14-015152                viability   3 74985 0.000040008
## 2868 0001104659-14-015152                   viable   3 74985 0.000040008
## 2869 0001104659-14-015152                   vikram   3 74985 0.000040008
## 2870 0001104659-14-015152                voluntary   3 74985 0.000040008
## 2871 0001104659-14-015152               weaknesses   3 74985 0.000040008
## 2872 0001104659-14-015152                weighting   3 74985 0.000040008
## 2873 0001104659-14-015152              wherewithal   3 74985 0.000040008
## 2874 0001104659-14-015152                wholesale   3 74985 0.000040008
## 2875 0001104659-14-015152                   widely   3 74985 0.000040008
## 2876 0001104659-14-015152                 widening   3 74985 0.000040008
## 2877 0001104659-14-015152                      wmr   3 74985 0.000040008
## 2878 0001104659-14-015152                      won   3 74985 0.000040008
## 2879 0001104659-14-015152                     work   3 74985 0.000040008
## 2880 0001104659-14-015152                      0.3   2 74985 0.000026672
## 2881 0001104659-14-015152                       02   2 74985 0.000026672
## 2882 0001104659-14-015152                    02940   2 74985 0.000026672
## 2883 0001104659-14-015152                      1.6   2 74985 0.000026672
## 2884 0001104659-14-015152                      1.8   2 74985 0.000026672
## 2885 0001104659-14-015152                     10.3   2 74985 0.000026672
## 2886 0001104659-14-015152                    10022   2 74985 0.000026672
## 2887 0001104659-14-015152                      102   2 74985 0.000026672
## 2888 0001104659-14-015152                      104   2 74985 0.000026672
## 2889 0001104659-14-015152                      106   2 74985 0.000026672
## 2890 0001104659-14-015152                   106.10   2 74985 0.000026672
## 2891 0001104659-14-015152                      108   2 74985 0.000026672
## 2892 0001104659-14-015152                      109   2 74985 0.000026672
## 2893 0001104659-14-015152                     11.3   2 74985 0.000026672
## 2894 0001104659-14-015152                     11.5   2 74985 0.000026672
## 2895 0001104659-14-015152                      114   2 74985 0.000026672
## 2896 0001104659-14-015152                      115   2 74985 0.000026672
## 2897 0001104659-14-015152                      116   2 74985 0.000026672
## 2898 0001104659-14-015152                      120   2 74985 0.000026672
## 2899 0001104659-14-015152                      128   2 74985 0.000026672
## 2900 0001104659-14-015152                      12b   2 74985 0.000026672
## 2901 0001104659-14-015152                      134   2 74985 0.000026672
## 2902 0001104659-14-015152                    13555   2 74985 0.000026672
## 2903 0001104659-14-015152                      143   2 74985 0.000026672
## 2904 0001104659-14-015152                      144   2 74985 0.000026672
## 2905 0001104659-14-015152                      147   2 74985 0.000026672
## 2906 0001104659-14-015152                      153   2 74985 0.000026672
## 2907 0001104659-14-015152                      156   2 74985 0.000026672
## 2908 0001104659-14-015152                      164   2 74985 0.000026672
## 2909 0001104659-14-015152                      165   2 74985 0.000026672
## 2910 0001104659-14-015152                      166   2 74985 0.000026672
## 2911 0001104659-14-015152                      172   2 74985 0.000026672
## 2912 0001104659-14-015152                      175   2 74985 0.000026672
## 2913 0001104659-14-015152                   178.50   2 74985 0.000026672
## 2914 0001104659-14-015152                     18.9   2 74985 0.000026672
## 2915 0001104659-14-015152                      181   2 74985 0.000026672
## 2916 0001104659-14-015152                      183   2 74985 0.000026672
## 2917 0001104659-14-015152                      184   2 74985 0.000026672
## 2918 0001104659-14-015152                     19.1   2 74985 0.000026672
## 2919 0001104659-14-015152                      194   2 74985 0.000026672
## 2920 0001104659-14-015152                    1970s   2 74985 0.000026672
## 2921 0001104659-14-015152                     1983   2 74985 0.000026672
## 2922 0001104659-14-015152                     1988   2 74985 0.000026672
## 2923 0001104659-14-015152                      199   2 74985 0.000026672
## 2924 0001104659-14-015152                    2,900   2 74985 0.000026672
## 2925 0001104659-14-015152                      2.2   2 74985 0.000026672
## 2926 0001104659-14-015152                     2002   2 74985 0.000026672
## 2927 0001104659-14-015152                      206   2 74985 0.000026672
## 2928 0001104659-14-015152                      211   2 74985 0.000026672
## 2929 0001104659-14-015152                      216   2 74985 0.000026672
## 2930 0001104659-14-015152                      217   2 74985 0.000026672
## 2931 0001104659-14-015152                     22.0   2 74985 0.000026672
## 2932 0001104659-14-015152                      221   2 74985 0.000026672
## 2933 0001104659-14-015152                      223   2 74985 0.000026672
## 2934 0001104659-14-015152                      225   2 74985 0.000026672
## 2935 0001104659-14-015152                     23.4   2 74985 0.000026672
## 2936 0001104659-14-015152                      235   2 74985 0.000026672
## 2937 0001104659-14-015152                      237   2 74985 0.000026672
## 2938 0001104659-14-015152                      239   2 74985 0.000026672
## 2939 0001104659-14-015152                      241   2 74985 0.000026672
## 2940 0001104659-14-015152                      251   2 74985 0.000026672
## 2941 0001104659-14-015152                      253   2 74985 0.000026672
## 2942 0001104659-14-015152                      266   2 74985 0.000026672
## 2943 0001104659-14-015152                      267   2 74985 0.000026672
## 2944 0001104659-14-015152                      274   2 74985 0.000026672
## 2945 0001104659-14-015152                      278   2 74985 0.000026672
## 2946 0001104659-14-015152                      280   2 74985 0.000026672
## 2947 0001104659-14-015152                      286   2 74985 0.000026672
## 2948 0001104659-14-015152                      288   2 74985 0.000026672
## 2949 0001104659-14-015152                      296   2 74985 0.000026672
## 2950 0001104659-14-015152                      3.2   2 74985 0.000026672
## 2951 0001104659-14-015152                      3.3   2 74985 0.000026672
## 2952 0001104659-14-015152                      3.8   2 74985 0.000026672
## 2953 0001104659-14-015152                      3.9   2 74985 0.000026672
## 2954 0001104659-14-015152                     30.1   2 74985 0.000026672
## 2955 0001104659-14-015152                     3078   2 74985 0.000026672
## 2956 0001104659-14-015152                      311   2 74985 0.000026672
## 2957 0001104659-14-015152                      313   2 74985 0.000026672
## 2958 0001104659-14-015152                      323   2 74985 0.000026672
## 2959 0001104659-14-015152                      328   2 74985 0.000026672
## 2960 0001104659-14-015152                      334   2 74985 0.000026672
## 2961 0001104659-14-015152                      335   2 74985 0.000026672
## 2962 0001104659-14-015152                       34   2 74985 0.000026672
## 2963 0001104659-14-015152                      342   2 74985 0.000026672
## 2964 0001104659-14-015152                      345   2 74985 0.000026672
## 2965 0001104659-14-015152                     37.2   2 74985 0.000026672
## 2966 0001104659-14-015152                      370   2 74985 0.000026672
## 2967 0001104659-14-015152                      395   2 74985 0.000026672
## 2968 0001104659-14-015152                     3985   2 74985 0.000026672
## 2969 0001104659-14-015152                      399   2 74985 0.000026672
## 2970 0001104659-14-015152                      3rd   2 74985 0.000026672
## 2971 0001104659-14-015152                    4,221   2 74985 0.000026672
## 2972 0001104659-14-015152                      4.2   2 74985 0.000026672
## 2973 0001104659-14-015152                      4.3   2 74985 0.000026672
## 2974 0001104659-14-015152                     4.35   2 74985 0.000026672
## 2975 0001104659-14-015152                      4.4   2 74985 0.000026672
## 2976 0001104659-14-015152                      401   2 74985 0.000026672
## 2977 0001104659-14-015152                    43078   2 74985 0.000026672
## 2978 0001104659-14-015152                     4555   2 74985 0.000026672
## 2979 0001104659-14-015152                      5.0   2 74985 0.000026672
## 2980 0001104659-14-015152                      5.2   2 74985 0.000026672
## 2981 0001104659-14-015152                      5.8   2 74985 0.000026672
## 2982 0001104659-14-015152                      5.9   2 74985 0.000026672
## 2983 0001104659-14-015152                      575   2 74985 0.000026672
## 2984 0001104659-14-015152                      582   2 74985 0.000026672
## 2985 0001104659-14-015152                      585   2 74985 0.000026672
## 2986 0001104659-14-015152                      6.3   2 74985 0.000026672
## 2987 0001104659-14-015152                      600   2 74985 0.000026672
## 2988 0001104659-14-015152                      601   2 74985 0.000026672
## 2989 0001104659-14-015152                      635   2 74985 0.000026672
## 2990 0001104659-14-015152                       68   2 74985 0.000026672
## 2991 0001104659-14-015152                     7.00   2 74985 0.000026672
## 2992 0001104659-14-015152                      7.1   2 74985 0.000026672
## 2993 0001104659-14-015152                      7.3   2 74985 0.000026672
## 2994 0001104659-14-015152                      7.5   2 74985 0.000026672
## 2995 0001104659-14-015152                      7.7   2 74985 0.000026672
## 2996 0001104659-14-015152                      736   2 74985 0.000026672
## 2997 0001104659-14-015152                       74   2 74985 0.000026672
## 2998 0001104659-14-015152                       77   2 74985 0.000026672
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## 3000 0001104659-14-015152                      781   2 74985 0.000026672
## 3001 0001104659-14-015152                      8.5   2 74985 0.000026672
## 3002 0001104659-14-015152                      8.7   2 74985 0.000026672
## 3003 0001104659-14-015152                       81   2 74985 0.000026672
## 3004 0001104659-14-015152                       83   2 74985 0.000026672
## 3005 0001104659-14-015152                       86   2 74985 0.000026672
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## 3008 0001104659-14-015152                      944   2 74985 0.000026672
## 3009 0001104659-14-015152                       97   2 74985 0.000026672
## 3010 0001104659-14-015152                       aa   2 74985 0.000026672
## 3011 0001104659-14-015152                      aaa   2 74985 0.000026672
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## 3015 0001104659-14-015152                accessing   2 74985 0.000026672
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## 3017 0001104659-14-015152               accretable   2 74985 0.000026672
## 3018 0001104659-14-015152                   accrue   2 74985 0.000026672
## 3019 0001104659-14-015152                 accuracy   2 74985 0.000026672
## 3020 0001104659-14-015152                 accurate   2 74985 0.000026672
## 3021 0001104659-14-015152                 achieved   2 74985 0.000026672
## 3022 0001104659-14-015152              achievement   2 74985 0.000026672
## 3023 0001104659-14-015152              actuarially   2 74985 0.000026672
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## 3026 0001104659-14-015152             adjudication   2 74985 0.000026672
## 3027 0001104659-14-015152                   adjust   2 74985 0.000026672
## 3028 0001104659-14-015152                 advisers   2 74985 0.000026672
## 3029 0001104659-14-015152                  advisor   2 74985 0.000026672
## 3030 0001104659-14-015152                  affects   2 74985 0.000026672
## 3031 0001104659-14-015152                   agents   2 74985 0.000026672
## 3032 0001104659-14-015152                     aibs   2 74985 0.000026672
## 3033 0001104659-14-015152                    aicpa   2 74985 0.000026672
## 3034 0001104659-14-015152                     aims   2 74985 0.000026672
## 3035 0001104659-14-015152              allegations   2 74985 0.000026672
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## 3040 0001104659-14-015152                 allowing   2 74985 0.000026672
## 3041 0001104659-14-015152            alternatively   2 74985 0.000026672
## 3042 0001104659-14-015152                ambiguous   2 74985 0.000026672
## 3043 0001104659-14-015152                    amend   2 74985 0.000026672
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## 3078 0001104659-14-015152               bifurcated   2 74985 0.000026672
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## 3089 0001104659-14-015152                  british   2 74985 0.000026672
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## 3094 0001104659-14-015152                cancelled   2 74985 0.000026672
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## 3100 0001104659-14-015152                    cbuae   2 74985 0.000026672
## 3101 0001104659-14-015152                     ccps   2 74985 0.000026672
## 3102 0001104659-14-015152                   ceases   2 74985 0.000026672
## 3103 0001104659-14-015152                   center   2 74985 0.000026672
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## 3105 0001104659-14-015152                     cfpb   2 74985 0.000026672
## 3106 0001104659-14-015152                    cftcs   2 74985 0.000026672
## 3107 0001104659-14-015152                    cgmhi   2 74985 0.000026672
## 3108 0001104659-14-015152                     cgml   2 74985 0.000026672
## 3109 0001104659-14-015152                   chance   2 74985 0.000026672
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## 3116 0001104659-14-015152                citibanks   2 74985 0.000026672
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## 3137 0001104659-14-015152              concentrate   2 74985 0.000026672
## 3138 0001104659-14-015152                 conclude   2 74985 0.000026672
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## 3145 0001104659-14-015152              consistency   2 74985 0.000026672
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## 3166 0001104659-14-015152                      cpi   2 74985 0.000026672
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## 3214 0001104659-14-015152                  e.d.n.y   2 74985 0.000026672
## 3215 0001104659-14-015152              efficiently   2 74985 0.000026672
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## 3217 0001104659-14-015152               eliminated   2 74985 0.000026672
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## 3241 0001104659-14-015152                 eventual   2 74985 0.000026672
## 3242 0001104659-14-015152               eventually   2 74985 0.000026672
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## 3247 0001104659-14-015152                  expired   2 74985 0.000026672
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## 3279 0001104659-14-015152                  fulfill   2 74985 0.000026672
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## 3281 0001104659-14-015152                      gas   2 74985 0.000026672
## 3282 0001104659-14-015152                gathering   2 74985 0.000026672
## 3283 0001104659-14-015152                      gdp   2 74985 0.000026672
## 3284 0001104659-14-015152               generation   2 74985 0.000026672
## 3285 0001104659-14-015152             geographical   2 74985 0.000026672
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## 3288 0001104659-14-015152                   giving   2 74985 0.000026672
## 3289 0001104659-14-015152                  gleeson   2 74985 0.000026672
## 3290 0001104659-14-015152                     gold   2 74985 0.000026672
## 3291 0001104659-14-015152                 granting   2 74985 0.000026672
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## 3304 0001104659-14-015152               hurricanes   2 74985 0.000026672
## 3305 0001104659-14-015152                     icdr   2 74985 0.000026672
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## 3307 0001104659-14-015152             identifiable   2 74985 0.000026672
## 3308 0001104659-14-015152                 identify   2 74985 0.000026672
## 3309 0001104659-14-015152              identifying   2 74985 0.000026672
## 3310 0001104659-14-015152              illiquidity   2 74985 0.000026672
## 3311 0001104659-14-015152                  imposes   2 74985 0.000026672
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## 3313 0001104659-14-015152               inaccurate   2 74985 0.000026672
## 3314 0001104659-14-015152                 inactive   2 74985 0.000026672
## 3315 0001104659-14-015152               includable   2 74985 0.000026672
## 3316 0001104659-14-015152                inclusive   2 74985 0.000026672
## 3317 0001104659-14-015152            incorporation   2 74985 0.000026672
## 3318 0001104659-14-015152                incorrect   2 74985 0.000026672
## 3319 0001104659-14-015152            incrementally   2 74985 0.000026672
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## 3321 0001104659-14-015152               indication   2 74985 0.000026672
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## 3323 0001104659-14-015152                  inflows   2 74985 0.000026672
## 3324 0001104659-14-015152               influenced   2 74985 0.000026672
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## 3332 0001104659-14-015152           intermediation   2 74985 0.000026672
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## 3334 0001104659-14-015152                 internet   2 74985 0.000026672
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## 3344 0001104659-14-015152                  jeffrey   2 74985 0.000026672
## 3345 0001104659-14-015152                  jointly   2 74985 0.000026672
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## 3359 0001104659-14-015152                     lose   2 74985 0.000026672
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## 3363 0001104659-14-015152                    maker   2 74985 0.000026672
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## 3373 0001104659-14-015152                      mat   2 74985 0.000026672
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## 3376 0001104659-14-015152                    meets   2 74985 0.000026672
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## 3379 0001104659-14-015152                  michael   2 74985 0.000026672
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## 3383 0001104659-14-015152                      mis   2 74985 0.000026672
## 3384 0001104659-14-015152                 mismatch   2 74985 0.000026672
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## 3386 0001104659-14-015152                  mission   2 74985 0.000026672
## 3387 0001104659-14-015152            misstatements   2 74985 0.000026672
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## 3390 0001104659-14-015152               moderately   2 74985 0.000026672
## 3391 0001104659-14-015152                modifying   2 74985 0.000026672
## 3392 0001104659-14-015152               moratorium   2 74985 0.000026672
## 3393 0001104659-14-015152                       mr   2 74985 0.000026672
## 3394 0001104659-14-015152            multinational   2 74985 0.000026672
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## 3396 0001104659-14-015152          nationalization   2 74985 0.000026672
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## 3398 0001104659-14-015152                negligent   2 74985 0.000026672
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## 3400 0001104659-14-015152              nonetheless   2 74985 0.000026672
## 3401 0001104659-14-015152              nonexistent   2 74985 0.000026672
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## 3403 0001104659-14-015152                norwegian   2 74985 0.000026672
## 3404 0001104659-14-015152                 notified   2 74985 0.000026672
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## 3409 0001104659-14-015152                  onerous   2 74985 0.000026672
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## 3413 0001104659-14-015152                 optional   2 74985 0.000026672
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## 3527 0001104659-14-015152                 reversal   2 74985 0.000026672
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## 3545 0001104659-14-015152  securitizationsciticorp   2 74985 0.000026672
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## 3562 0001104659-14-015152                    smith   2 74985 0.000026672
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## 3565 0001104659-14-015152                    space   2 74985 0.000026672
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## 3569 0001104659-14-015152                    stale   2 74985 0.000026672
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## 3571 0001104659-14-015152               standalone   2 74985 0.000026672
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## 3576 0001104659-14-015152               structural   2 74985 0.000026672
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## 3578 0001104659-14-015152            subordination   2 74985 0.000026672
## 3579 0001104659-14-015152                 suitable   2 74985 0.000026672
## 3580 0001104659-14-015152                 sullivan   2 74985 0.000026672
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## 3583 0001104659-14-015152                   supply   2 74985 0.000026672
## 3584 0001104659-14-015152               supportive   2 74985 0.000026672
## 3585 0001104659-14-015152              switzerland   2 74985 0.000026672
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## 3587 0001104659-14-015152                    syria   2 74985 0.000026672
## 3588 0001104659-14-015152                    t.a.s   2 74985 0.000026672
## 3589 0001104659-14-015152                tailoring   2 74985 0.000026672
## 3590 0001104659-14-015152                   taiwan   2 74985 0.000026672
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## 3595 0001104659-14-015152                telephone   2 74985 0.000026672
## 3596 0001104659-14-015152                   tenant   2 74985 0.000026672
## 3597 0001104659-14-015152                   tested   2 74985 0.000026672
## 3598 0001104659-14-015152                testimony   2 74985 0.000026672
## 3599 0001104659-14-015152                      tex   2 74985 0.000026672
## 3600 0001104659-14-015152                 thailand   2 74985 0.000026672
## 3601 0001104659-14-015152                 theories   2 74985 0.000026672
## 3602 0001104659-14-015152                  threats   2 74985 0.000026672
## 3603 0001104659-14-015152               tightening   2 74985 0.000026672
## 3604 0001104659-14-015152               timeframes   2 74985 0.000026672
## 3605 0001104659-14-015152                 timeline   2 74985 0.000026672
## 3606 0001104659-14-015152                  tolling   2 74985 0.000026672
## 3607 0001104659-14-015152                    tools   2 74985 0.000026672
## 3608 0001104659-14-015152                 totality   2 74985 0.000026672
## 3609 0001104659-14-015152                    tower   2 74985 0.000026672
## 3610 0001104659-14-015152                    track   2 74985 0.000026672
## 3611 0001104659-14-015152                transacts   2 74985 0.000026672
## 3612 0001104659-14-015152                translate   2 74985 0.000026672
## 3613 0001104659-14-015152              transparent   2 74985 0.000026672
## 3614 0001104659-14-015152                trendsnet   2 74985 0.000026672
## 3615 0001104659-14-015152                      tri   2 74985 0.000026672
## 3616 0001104659-14-015152                 tribunal   2 74985 0.000026672
## 3617 0001104659-14-015152                   twelve   2 74985 0.000026672
## 3618 0001104659-14-015152              unamortized   2 74985 0.000026672
## 3619 0001104659-14-015152                unaudited   2 74985 0.000026672
## 3620 0001104659-14-015152              underwriter   2 74985 0.000026672
## 3621 0001104659-14-015152               unilateral   2 74985 0.000026672
## 3622 0001104659-14-015152                  unknown   2 74985 0.000026672
## 3623 0001104659-14-015152                unlimited   2 74985 0.000026672
## 3624 0001104659-14-015152            unpredictable   2 74985 0.000026672
## 3625 0001104659-14-015152                  unrated   2 74985 0.000026672
## 3626 0001104659-14-015152             unregistered   2 74985 0.000026672
## 3627 0001104659-14-015152               unresolved   2 74985 0.000026672
## 3628 0001104659-14-015152                   unrest   2 74985 0.000026672
## 3629 0001104659-14-015152             unrestricted   2 74985 0.000026672
## 3630 0001104659-14-015152                  unwound   2 74985 0.000026672
## 3631 0001104659-14-015152                  updates   2 74985 0.000026672
## 3632 0001104659-14-015152                  upgrade   2 74985 0.000026672
## 3633 0001104659-14-015152                   uplift   2 74985 0.000026672
## 3634 0001104659-14-015152                      usa   2 74985 0.000026672
## 3635 0001104659-14-015152                    valid   2 74985 0.000026672
## 3636 0001104659-14-015152                 validity   2 74985 0.000026672
## 3637 0001104659-14-015152          valueguarantees   2 74985 0.000026672
## 3638 0001104659-14-015152                variables   2 74985 0.000026672
## 3639 0001104659-14-015152               variations   2 74985 0.000026672
## 3640 0001104659-14-015152                     vars   2 74985 0.000026672
## 3641 0001104659-14-015152                verifying   2 74985 0.000026672
## 3642 0001104659-14-015152                  version   2 74985 0.000026672
## 3643 0001104659-14-015152                    vests   2 74985 0.000026672
## 3644 0001104659-14-015152                 veterans   2 74985 0.000026672
## 3645 0001104659-14-015152                     vote   2 74985 0.000026672
## 3646 0001104659-14-015152                   waiver   2 74985 0.000026672
## 3647 0001104659-14-015152                     wall   2 74985 0.000026672
## 3648 0001104659-14-015152                    walsh   2 74985 0.000026672
## 3649 0001104659-14-015152                 warrants   2 74985 0.000026672
## 3650 0001104659-14-015152               washington   2 74985 0.000026672
## 3651 0001104659-14-015152                   weaker   2 74985 0.000026672
## 3652 0001104659-14-015152                 weakness   2 74985 0.000026672
## 3653 0001104659-14-015152                 websites   2 74985 0.000026672
## 3654 0001104659-14-015152                   weight   2 74985 0.000026672
## 3655 0001104659-14-015152                   wholly   2 74985 0.000026672
## 3656 0001104659-14-015152              willingness   2 74985 0.000026672
## 3657 0001104659-14-015152               withdrawal   2 74985 0.000026672
## 3658 0001104659-14-015152                       wm   2 74985 0.000026672
## 3659 0001104659-14-015152                    works   2 74985 0.000026672
## 3660 0001104659-14-015152                   worlds   2 74985 0.000026672
## 3661 0001104659-14-015152                    write   2 74985 0.000026672
## 3662 0001104659-14-015152                   writer   2 74985 0.000026672
## 3663 0001104659-14-015152                  writing   2 74985 0.000026672
## 3664 0001104659-14-015152    www.computershare.com   2 74985 0.000026672
## 3665 0001104659-14-015152                  yielded   2 74985 0.000026672
## 3666 0001104659-14-015152                 yielding   2 74985 0.000026672
## 3667 0001104659-14-015152                  zealand   2 74985 0.000026672
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## 3671 0001104659-14-015152                     0.50   1 74985 0.000013336
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## 3675 0001104659-14-015152                     0.75   1 74985 0.000013336
## 3676 0001104659-14-015152                    0.880   1 74985 0.000013336
## 3677 0001104659-14-015152                       01   1 74985 0.000013336
## 3678 0001104659-14-015152                    01044   1 74985 0.000013336
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## 3684 0001104659-14-015152                    04928   1 74985 0.000013336
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## 3689 0001104659-14-015152                       07   1 74985 0.000013336
## 3690 0001104659-14-015152                     08t2   1 74985 0.000013336
## 3691 0001104659-14-015152                    1,000   1 74985 0.000013336
## 3692 0001104659-14-015152                    1,071   1 74985 0.000013336
## 3693 0001104659-14-015152                    1,327   1 74985 0.000013336
## 3694 0001104659-14-015152                    1,401   1 74985 0.000013336
## 3695 0001104659-14-015152                    1,532   1 74985 0.000013336
## 3696 0001104659-14-015152                    1,553   1 74985 0.000013336
## 3697 0001104659-14-015152                    1,565   1 74985 0.000013336
## 3698 0001104659-14-015152                    1,700   1 74985 0.000013336
## 3699 0001104659-14-015152                    1,711   1 74985 0.000013336
## 3700 0001104659-14-015152                    1,714   1 74985 0.000013336
## 3701 0001104659-14-015152                    1,891   1 74985 0.000013336
## 3702 0001104659-14-015152                     1.17   1 74985 0.000013336
## 3703 0001104659-14-015152                     1.24   1 74985 0.000013336
## 3704 0001104659-14-015152                     1.30   1 74985 0.000013336
## 3705 0001104659-14-015152                     1.89   1 74985 0.000013336
## 3706 0001104659-14-015152                   10,658   1 74985 0.000013336
## 3707 0001104659-14-015152                   10,855   1 74985 0.000013336
## 3708 0001104659-14-015152                     10.7   1 74985 0.000013336
## 3709 0001104659-14-015152                    101.4   1 74985 0.000013336
## 3710 0001104659-14-015152                     1016   1 74985 0.000013336
## 3711 0001104659-14-015152                    10459   1 74985 0.000013336
## 3712 0001104659-14-015152                      105   1 74985 0.000013336
## 3713 0001104659-14-015152                     1068   1 74985 0.000013336
## 3714 0001104659-14-015152                    10903   1 74985 0.000013336
## 3715 0001104659-14-015152                     1099   1 74985 0.000013336
## 3716 0001104659-14-015152                     11.6   1 74985 0.000013336
## 3717 0001104659-14-015152                     11.8   1 74985 0.000013336
## 3718 0001104659-14-015152                     11.9   1 74985 0.000013336
## 3719 0001104659-14-015152                      112   1 74985 0.000013336
## 3720 0001104659-14-015152                    113.9   1 74985 0.000013336
## 3721 0001104659-14-015152                    116.8   1 74985 0.000013336
## 3722 0001104659-14-015152                     1188   1 74985 0.000013336
## 3723 0001104659-14-015152                      119   1 74985 0.000013336
## 3724 0001104659-14-015152                     12.0   1 74985 0.000013336
## 3725 0001104659-14-015152                     12.1   1 74985 0.000013336
## 3726 0001104659-14-015152                     12.2   1 74985 0.000013336
## 3727 0001104659-14-015152                     12.5   1 74985 0.000013336
## 3728 0001104659-14-015152                     12.6   1 74985 0.000013336
## 3729 0001104659-14-015152                     12.7   1 74985 0.000013336
## 3730 0001104659-14-015152                      124   1 74985 0.000013336
## 3731 0001104659-14-015152                      129   1 74985 0.000013336
## 3732 0001104659-14-015152                     13.0   1 74985 0.000013336
## 3733 0001104659-14-015152                     13.4   1 74985 0.000013336
## 3734 0001104659-14-015152                     13.9   1 74985 0.000013336
## 3735 0001104659-14-015152                    13141   1 74985 0.000013336
## 3736 0001104659-14-015152                      132   1 74985 0.000013336
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## 3739 0001104659-14-015152                      137   1 74985 0.000013336
## 3740 0001104659-14-015152                      138   1 74985 0.000013336
## 3741 0001104659-14-015152                      139   1 74985 0.000013336
## 3742 0001104659-14-015152                      13a   1 74985 0.000013336
## 3743 0001104659-14-015152                     14.0   1 74985 0.000013336
## 3744 0001104659-14-015152                    14.00   1 74985 0.000013336
## 3745 0001104659-14-015152                     14.1   1 74985 0.000013336
## 3746 0001104659-14-015152                     14.3   1 74985 0.000013336
## 3747 0001104659-14-015152                     14.4   1 74985 0.000013336
## 3748 0001104659-14-015152                     14.7   1 74985 0.000013336
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## 3752 0001104659-14-015152                      142   1 74985 0.000013336
## 3753 0001104659-14-015152                      145   1 74985 0.000013336
## 3754 0001104659-14-015152                    145.7   1 74985 0.000013336
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## 3756 0001104659-14-015152                     1466   1 74985 0.000013336
## 3757 0001104659-14-015152                     1476   1 74985 0.000013336
## 3758 0001104659-14-015152                      148   1 74985 0.000013336
## 3759 0001104659-14-015152                     15.4   1 74985 0.000013336
## 3760 0001104659-14-015152                     15.5   1 74985 0.000013336
## 3761 0001104659-14-015152                     15.6   1 74985 0.000013336
## 3762 0001104659-14-015152                     15.8   1 74985 0.000013336
## 3763 0001104659-14-015152                      151   1 74985 0.000013336
## 3764 0001104659-14-015152                      152   1 74985 0.000013336
## 3765 0001104659-14-015152                      154   1 74985 0.000013336
## 3766 0001104659-14-015152                      155   1 74985 0.000013336
## 3767 0001104659-14-015152                      158   1 74985 0.000013336
## 3768 0001104659-14-015152                  158,000   1 74985 0.000013336
## 3769 0001104659-14-015152                     15c3   1 74985 0.000013336
## 3770 0001104659-14-015152                     16.0   1 74985 0.000013336
## 3771 0001104659-14-015152                     16.6   1 74985 0.000013336
## 3772 0001104659-14-015152                     16.7   1 74985 0.000013336
## 3773 0001104659-14-015152                     16.8   1 74985 0.000013336
## 3774 0001104659-14-015152                      162   1 74985 0.000013336
## 3775 0001104659-14-015152                      163   1 74985 0.000013336
## 3776 0001104659-14-015152                      168   1 74985 0.000013336
## 3777 0001104659-14-015152                    168.4   1 74985 0.000013336
## 3778 0001104659-14-015152                      169   1 74985 0.000013336
## 3779 0001104659-14-015152                     17.1   1 74985 0.000013336
## 3780 0001104659-14-015152                     17.7   1 74985 0.000013336
## 3781 0001104659-14-015152                    170.2   1 74985 0.000013336
## 3782 0001104659-14-015152                     1700   1 74985 0.000013336
## 3783 0001104659-14-015152                      171   1 74985 0.000013336
## 3784 0001104659-14-015152                     1720   1 74985 0.000013336
## 3785 0001104659-14-015152                      173   1 74985 0.000013336
## 3786 0001104659-14-015152                      174   1 74985 0.000013336
## 3787 0001104659-14-015152                      177   1 74985 0.000013336
## 3788 0001104659-14-015152                      178   1 74985 0.000013336
## 3789 0001104659-14-015152                      179   1 74985 0.000013336
## 3790 0001104659-14-015152                   18,300   1 74985 0.000013336
## 3791 0001104659-14-015152                     18.4   1 74985 0.000013336
## 3792 0001104659-14-015152                     1812   1 74985 0.000013336
## 3793 0001104659-14-015152                      182   1 74985 0.000013336
## 3794 0001104659-14-015152                      186   1 74985 0.000013336
## 3795 0001104659-14-015152                      187   1 74985 0.000013336
## 3796 0001104659-14-015152                      188   1 74985 0.000013336
## 3797 0001104659-14-015152                     19.8   1 74985 0.000013336
## 3798 0001104659-14-015152                      190   1 74985 0.000013336
## 3799 0001104659-14-015152                    190.7   1 74985 0.000013336
## 3800 0001104659-14-015152                      192   1 74985 0.000013336
## 3801 0001104659-14-015152                      193   1 74985 0.000013336
## 3802 0001104659-14-015152                      195   1 74985 0.000013336
## 3803 0001104659-14-015152                      196   1 74985 0.000013336
## 3804 0001104659-14-015152                      197   1 74985 0.000013336
## 3805 0001104659-14-015152                     1995   1 74985 0.000013336
## 3806 0001104659-14-015152                     1997   1 74985 0.000013336
## 3807 0001104659-14-015152                     1998   1 74985 0.000013336
## 3808 0001104659-14-015152                     19th   1 74985 0.000013336
## 3809 0001104659-14-015152                    2,009   1 74985 0.000013336
## 3810 0001104659-14-015152                    2,021   1 74985 0.000013336
## 3811 0001104659-14-015152                    2,169   1 74985 0.000013336
## 3812 0001104659-14-015152                    2,308   1 74985 0.000013336
## 3813 0001104659-14-015152                    2,370   1 74985 0.000013336
## 3814 0001104659-14-015152                    2,485   1 74985 0.000013336
## 3815 0001104659-14-015152                    2,702   1 74985 0.000013336
## 3816 0001104659-14-015152                      2.0   1 74985 0.000013336
## 3817 0001104659-14-015152                    2.028   1 74985 0.000013336
## 3818 0001104659-14-015152                     2.44   1 74985 0.000013336
## 3819 0001104659-14-015152                     2.73   1 74985 0.000013336
## 3820 0001104659-14-015152                     2.98   1 74985 0.000013336
## 3821 0001104659-14-015152                   20,000   1 74985 0.000013336
## 3822 0001104659-14-015152                  200,000   1 74985 0.000013336
## 3823 0001104659-14-015152                     2000   1 74985 0.000013336
## 3824 0001104659-14-015152                      201   1 74985 0.000013336
## 3825 0001104659-14-015152               2013steady   1 74985 0.000013336
## 3826 0001104659-14-015152                      202   1 74985 0.000013336
## 3827 0001104659-14-015152                     2022   1 74985 0.000013336
## 3828 0001104659-14-015152                     2023   1 74985 0.000013336
## 3829 0001104659-14-015152                      205   1 74985 0.000013336
## 3830 0001104659-14-015152                    20549   1 74985 0.000013336
## 3831 0001104659-14-015152                      207   1 74985 0.000013336
## 3832 0001104659-14-015152                      208   1 74985 0.000013336
## 3833 0001104659-14-015152                      209   1 74985 0.000013336
## 3834 0001104659-14-015152                      212   1 74985 0.000013336
## 3835 0001104659-14-015152                      213   1 74985 0.000013336
## 3836 0001104659-14-015152                      214   1 74985 0.000013336
## 3837 0001104659-14-015152                     2149   1 74985 0.000013336
## 3838 0001104659-14-015152                      215   1 74985 0.000013336
## 3839 0001104659-14-015152                      218   1 74985 0.000013336
## 3840 0001104659-14-015152                     22.7   1 74985 0.000013336
## 3841 0001104659-14-015152                      222   1 74985 0.000013336
## 3842 0001104659-14-015152                      224   1 74985 0.000013336
## 3843 0001104659-14-015152                     2244   1 74985 0.000013336
## 3844 0001104659-14-015152                     2262   1 74985 0.000013336
## 3845 0001104659-14-015152                      227   1 74985 0.000013336
## 3846 0001104659-14-015152                      228   1 74985 0.000013336
## 3847 0001104659-14-015152                      229   1 74985 0.000013336
## 3848 0001104659-14-015152                  229.405   1 74985 0.000013336
## 3849 0001104659-14-015152                     2296   1 74985 0.000013336
## 3850 0001104659-14-015152                     2297   1 74985 0.000013336
## 3851 0001104659-14-015152                     23.0   1 74985 0.000013336
## 3852 0001104659-14-015152                  232.405   1 74985 0.000013336
## 3853 0001104659-14-015152                      233   1 74985 0.000013336
## 3854 0001104659-14-015152                      234   1 74985 0.000013336
## 3855 0001104659-14-015152                      236   1 74985 0.000013336
## 3856 0001104659-14-015152                      238   1 74985 0.000013336
## 3857 0001104659-14-015152                     24.0   1 74985 0.000013336
## 3858 0001104659-14-015152                     24.6   1 74985 0.000013336
## 3859 0001104659-14-015152                     24.9   1 74985 0.000013336
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## 3861 0001104659-14-015152                      243   1 74985 0.000013336
## 3862 0001104659-14-015152                      244   1 74985 0.000013336
## 3863 0001104659-14-015152                      245   1 74985 0.000013336
## 3864 0001104659-14-015152                      247   1 74985 0.000013336
## 3865 0001104659-14-015152                      248   1 74985 0.000013336
## 3866 0001104659-14-015152                      249   1 74985 0.000013336
## 3867 0001104659-14-015152                     25.0   1 74985 0.000013336
## 3868 0001104659-14-015152                     25.5   1 74985 0.000013336
## 3869 0001104659-14-015152                     25.7   1 74985 0.000013336
## 3870 0001104659-14-015152                  251,000   1 74985 0.000013336
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## 3872 0001104659-14-015152                      256   1 74985 0.000013336
## 3873 0001104659-14-015152                      257   1 74985 0.000013336
## 3874 0001104659-14-015152                  257,000   1 74985 0.000013336
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## 3876 0001104659-14-015152                      259   1 74985 0.000013336
## 3877 0001104659-14-015152                  259,000   1 74985 0.000013336
## 3878 0001104659-14-015152                     26.3   1 74985 0.000013336
## 3879 0001104659-14-015152                      260   1 74985 0.000013336
## 3880 0001104659-14-015152                      261   1 74985 0.000013336
## 3881 0001104659-14-015152                      262   1 74985 0.000013336
## 3882 0001104659-14-015152                      263   1 74985 0.000013336
## 3883 0001104659-14-015152                      264   1 74985 0.000013336
## 3884 0001104659-14-015152                      265   1 74985 0.000013336
## 3885 0001104659-14-015152                     2654   1 74985 0.000013336
## 3886 0001104659-14-015152                      268   1 74985 0.000013336
## 3887 0001104659-14-015152                     27.2   1 74985 0.000013336
## 3888 0001104659-14-015152                      272   1 74985 0.000013336
## 3889 0001104659-14-015152                      273   1 74985 0.000013336
## 3890 0001104659-14-015152                     2737   1 74985 0.000013336
## 3891 0001104659-14-015152                      275   1 74985 0.000013336
## 3892 0001104659-14-015152                      277   1 74985 0.000013336
## 3893 0001104659-14-015152                      279   1 74985 0.000013336
## 3894 0001104659-14-015152                     28.7   1 74985 0.000013336
## 3895 0001104659-14-015152                      281   1 74985 0.000013336
## 3896 0001104659-14-015152                      282   1 74985 0.000013336
## 3897 0001104659-14-015152                      283   1 74985 0.000013336
## 3898 0001104659-14-015152                     2843   1 74985 0.000013336
## 3899 0001104659-14-015152                     29.0   1 74985 0.000013336
## 3900 0001104659-14-015152                     29.2   1 74985 0.000013336
## 3901 0001104659-14-015152                     29.9   1 74985 0.000013336
## 3902 0001104659-14-015152                      290   1 74985 0.000013336
## 3903 0001104659-14-015152                      291   1 74985 0.000013336
## 3904 0001104659-14-015152                     2921   1 74985 0.000013336
## 3905 0001104659-14-015152                      295   1 74985 0.000013336
## 3906 0001104659-14-015152                      297   1 74985 0.000013336
## 3907 0001104659-14-015152                     2979   1 74985 0.000013336
## 3908 0001104659-14-015152                      299   1 74985 0.000013336
## 3909 0001104659-14-015152            3,036,458,909   1 74985 0.000013336
## 3910 0001104659-14-015152                    3,729   1 74985 0.000013336
## 3911 0001104659-14-015152                    3,829   1 74985 0.000013336
## 3912 0001104659-14-015152                      3.5   1 74985 0.000013336
## 3913 0001104659-14-015152                     3.58   1 74985 0.000013336
## 3914 0001104659-14-015152                      3.6   1 74985 0.000013336
## 3915 0001104659-14-015152                     3.86   1 74985 0.000013336
## 3916 0001104659-14-015152                     3.92   1 74985 0.000013336
## 3917 0001104659-14-015152                     30.3   1 74985 0.000013336
## 3918 0001104659-14-015152                     30.6   1 74985 0.000013336
## 3919 0001104659-14-015152                  300,000   1 74985 0.000013336
## 3920 0001104659-14-015152                      301   1 74985 0.000013336
## 3921 0001104659-14-015152                      302   1 74985 0.000013336
## 3922 0001104659-14-015152                      303   1 74985 0.000013336
## 3923 0001104659-14-015152                      304   1 74985 0.000013336
## 3924 0001104659-14-015152                      305   1 74985 0.000013336
## 3925 0001104659-14-015152                     3063   1 74985 0.000013336
## 3926 0001104659-14-015152                      307   1 74985 0.000013336
## 3927 0001104659-14-015152                    307.1   1 74985 0.000013336
## 3928 0001104659-14-015152                      308   1 74985 0.000013336
## 3929 0001104659-14-015152                    308.3   1 74985 0.000013336
## 3930 0001104659-14-015152                      309   1 74985 0.000013336
## 3931 0001104659-14-015152                     31.3   1 74985 0.000013336
## 3932 0001104659-14-015152                      312   1 74985 0.000013336
## 3933 0001104659-14-015152                      314   1 74985 0.000013336
## 3934 0001104659-14-015152                      315   1 74985 0.000013336
## 3935 0001104659-14-015152                      316   1 74985 0.000013336
## 3936 0001104659-14-015152                      317   1 74985 0.000013336
## 3937 0001104659-14-015152                      318   1 74985 0.000013336
## 3938 0001104659-14-015152                      319   1 74985 0.000013336
## 3939 0001104659-14-015152                     32.2   1 74985 0.000013336
## 3940 0001104659-14-015152                      320   1 74985 0.000013336
## 3941 0001104659-14-015152                      321   1 74985 0.000013336
## 3942 0001104659-14-015152                      322   1 74985 0.000013336
## 3943 0001104659-14-015152                      324   1 74985 0.000013336
## 3944 0001104659-14-015152                      326   1 74985 0.000013336
## 3945 0001104659-14-015152                      327   1 74985 0.000013336
## 3946 0001104659-14-015152                      329   1 74985 0.000013336
## 3947 0001104659-14-015152                     33.0   1 74985 0.000013336
## 3948 0001104659-14-015152                     33.1   1 74985 0.000013336
## 3949 0001104659-14-015152                     33.6   1 74985 0.000013336
## 3950 0001104659-14-015152                      330   1 74985 0.000013336
## 3951 0001104659-14-015152                      331   1 74985 0.000013336
## 3952 0001104659-14-015152                      332   1 74985 0.000013336
## 3953 0001104659-14-015152                      333   1 74985 0.000013336
## 3954 0001104659-14-015152                     34.1   1 74985 0.000013336
## 3955 0001104659-14-015152                      340   1 74985 0.000013336
## 3956 0001104659-14-015152                      341   1 74985 0.000013336
## 3957 0001104659-14-015152                     3419   1 74985 0.000013336
## 3958 0001104659-14-015152                      346   1 74985 0.000013336
## 3959 0001104659-14-015152                      349   1 74985 0.000013336
## 3960 0001104659-14-015152                     3531   1 74985 0.000013336
## 3961 0001104659-14-015152                     3539   1 74985 0.000013336
## 3962 0001104659-14-015152                      357   1 74985 0.000013336
## 3963 0001104659-14-015152                      358   1 74985 0.000013336
## 3964 0001104659-14-015152                      367   1 74985 0.000013336
## 3965 0001104659-14-015152                      369   1 74985 0.000013336
## 3966 0001104659-14-015152                       37   1 74985 0.000013336
## 3967 0001104659-14-015152                     37.0   1 74985 0.000013336
## 3968 0001104659-14-015152                     37.5   1 74985 0.000013336
## 3969 0001104659-14-015152                     3710   1 74985 0.000013336
## 3970 0001104659-14-015152                      374   1 74985 0.000013336
## 3971 0001104659-14-015152                     3748   1 74985 0.000013336
## 3972 0001104659-14-015152                      376   1 74985 0.000013336
## 3973 0001104659-14-015152                     38.2   1 74985 0.000013336
## 3974 0001104659-14-015152                     38.7   1 74985 0.000013336
## 3975 0001104659-14-015152                      380   1 74985 0.000013336
## 3976 0001104659-14-015152                      384   1 74985 0.000013336
## 3977 0001104659-14-015152                      387   1 74985 0.000013336
## 3978 0001104659-14-015152                      388   1 74985 0.000013336
## 3979 0001104659-14-015152                     39.0   1 74985 0.000013336
## 3980 0001104659-14-015152                   39.745   1 74985 0.000013336
## 3981 0001104659-14-015152                      390   1 74985 0.000013336
## 3982 0001104659-14-015152                      394   1 74985 0.000013336
## 3983 0001104659-14-015152                      396   1 74985 0.000013336
## 3984 0001104659-14-015152                      397   1 74985 0.000013336
## 3985 0001104659-14-015152                 3ma40121   1 74985 0.000013336
## 3986 0001104659-14-015152                      4.0   1 74985 0.000013336
## 3987 0001104659-14-015152                      4.1   1 74985 0.000013336
## 3988 0001104659-14-015152                     4.30   1 74985 0.000013336
## 3989 0001104659-14-015152                      4.6   1 74985 0.000013336
## 3990 0001104659-14-015152                    4.725   1 74985 0.000013336
## 3991 0001104659-14-015152                     4.90   1 74985 0.000013336
## 3992 0001104659-14-015152                     40.6   1 74985 0.000013336
## 3993 0001104659-14-015152                    40.80   1 74985 0.000013336
## 3994 0001104659-14-015152                     4000   1 74985 0.000013336
## 3995 0001104659-14-015152                     4018   1 74985 0.000013336
## 3996 0001104659-14-015152                      403   1 74985 0.000013336
## 3997 0001104659-14-015152                      407   1 74985 0.000013336
## 3998 0001104659-14-015152                      408   1 74985 0.000013336
## 3999 0001104659-14-015152                   41,997   1 74985 0.000013336
## 4000 0001104659-14-015152                     41.9   1 74985 0.000013336
## 4001 0001104659-14-015152                      410   1 74985 0.000013336
## 4002 0001104659-14-015152                  417,000   1 74985 0.000013336
## 4003 0001104659-14-015152                      418   1 74985 0.000013336
## 4004 0001104659-14-015152                     42.5   1 74985 0.000013336
## 4005 0001104659-14-015152                     42.7   1 74985 0.000013336
## 4006 0001104659-14-015152                     4205   1 74985 0.000013336
## 4007 0001104659-14-015152                      422   1 74985 0.000013336
## 4008 0001104659-14-015152                      425   1 74985 0.000013336
## 4009 0001104659-14-015152                      427   1 74985 0.000013336
## 4010 0001104659-14-015152                     43.8   1 74985 0.000013336
## 4011 0001104659-14-015152                      434   1 74985 0.000013336
## 4012 0001104659-14-015152                     4352   1 74985 0.000013336
## 4013 0001104659-14-015152                     4354   1 74985 0.000013336
## 4014 0001104659-14-015152                       44   1 74985 0.000013336
## 4015 0001104659-14-015152                     44.1   1 74985 0.000013336
## 4016 0001104659-14-015152                     44.6   1 74985 0.000013336
## 4017 0001104659-14-015152                      440   1 74985 0.000013336
## 4018 0001104659-14-015152                     4488   1 74985 0.000013336
## 4019 0001104659-14-015152                    45.30   1 74985 0.000013336
## 4020 0001104659-14-015152                     45.4   1 74985 0.000013336
## 4021 0001104659-14-015152                     45.5   1 74985 0.000013336
## 4022 0001104659-14-015152                     4504   1 74985 0.000013336
## 4023 0001104659-14-015152                     46.8   1 74985 0.000013336
## 4024 0001104659-14-015152                     47.7   1 74985 0.000013336
## 4025 0001104659-14-015152                     48.4   1 74985 0.000013336
## 4026 0001104659-14-015152                    48.80   1 74985 0.000013336
## 4027 0001104659-14-015152                      480   1 74985 0.000013336
## 4028 0001104659-14-015152                     4825   1 74985 0.000013336
## 4029 0001104659-14-015152                    49.10   1 74985 0.000013336
## 4030 0001104659-14-015152                      490   1 74985 0.000013336
## 4031 0001104659-14-015152                      498   1 74985 0.000013336
## 4032 0001104659-14-015152                      5.1   1 74985 0.000013336
## 4033 0001104659-14-015152                      5.3   1 74985 0.000013336
## 4034 0001104659-14-015152                      5.5   1 74985 0.000013336
## 4035 0001104659-14-015152                     5.57   1 74985 0.000013336
## 4036 0001104659-14-015152                      5.6   1 74985 0.000013336
## 4037 0001104659-14-015152                     5.79   1 74985 0.000013336
## 4038 0001104659-14-015152                      501   1 74985 0.000013336
## 4039 0001104659-14-015152                   501610   1 74985 0.000013336
## 4040 0001104659-14-015152                   52,655   1 74985 0.000013336
## 4041 0001104659-14-015152                      520   1 74985 0.000013336
## 4042 0001104659-14-015152                     5227   1 74985 0.000013336
## 4043 0001104659-14-015152                     5278   1 74985 0.000013336
## 4044 0001104659-14-015152                      540   1 74985 0.000013336
## 4045 0001104659-14-015152                      542   1 74985 0.000013336
## 4046 0001104659-14-015152                       55   1 74985 0.000013336
## 4047 0001104659-14-015152                     55.3   1 74985 0.000013336
## 4048 0001104659-14-015152                      553   1 74985 0.000013336
## 4049 0001104659-14-015152                      568   1 74985 0.000013336
## 4050 0001104659-14-015152                     5723   1 74985 0.000013336
## 4051 0001104659-14-015152                      573   1 74985 0.000013336
## 4052 0001104659-14-015152                      574   1 74985 0.000013336
## 4053 0001104659-14-015152                     5822   1 74985 0.000013336
## 4054 0001104659-14-015152                     59.2   1 74985 0.000013336
## 4055 0001104659-14-015152                      590   1 74985 0.000013336
## 4056 0001104659-14-015152                    6,300   1 74985 0.000013336
## 4057 0001104659-14-015152                      6.0   1 74985 0.000013336
## 4058 0001104659-14-015152                     6.05   1 74985 0.000013336
## 4059 0001104659-14-015152                      6.1   1 74985 0.000013336
## 4060 0001104659-14-015152                      6.4   1 74985 0.000013336
## 4061 0001104659-14-015152                     6.52   1 74985 0.000013336
## 4062 0001104659-14-015152                      6.7   1 74985 0.000013336
## 4063 0001104659-14-015152                    6.875   1 74985 0.000013336
## 4064 0001104659-14-015152                      604   1 74985 0.000013336
## 4065 0001104659-14-015152                      605   1 74985 0.000013336
## 4066 0001104659-14-015152                     6056   1 74985 0.000013336
## 4067 0001104659-14-015152                     6073   1 74985 0.000013336
## 4068 0001104659-14-015152                       61   1 74985 0.000013336
## 4069 0001104659-14-015152                     6116   1 74985 0.000013336
## 4070 0001104659-14-015152                     6188   1 74985 0.000013336
## 4071 0001104659-14-015152                     6196   1 74985 0.000013336
## 4072 0001104659-14-015152                     6294   1 74985 0.000013336
## 4073 0001104659-14-015152                       63   1 74985 0.000013336
## 4074 0001104659-14-015152                      636   1 74985 0.000013336
## 4075 0001104659-14-015152                   64,000   1 74985 0.000013336
## 4076 0001104659-14-015152                      645   1 74985 0.000013336
## 4077 0001104659-14-015152                      649   1 74985 0.000013336
## 4078 0001104659-14-015152                   650212   1 74985 0.000013336
## 4079 0001104659-14-015152                      653   1 74985 0.000013336
## 4080 0001104659-14-015152                   653816   1 74985 0.000013336
## 4081 0001104659-14-015152                   653990   1 74985 0.000013336
## 4082 0001104659-14-015152                      655   1 74985 0.000013336
## 4083 0001104659-14-015152                     6571   1 74985 0.000013336
## 4084 0001104659-14-015152                      658   1 74985 0.000013336
## 4085 0001104659-14-015152                      659   1 74985 0.000013336
## 4086 0001104659-14-015152                     66.4   1 74985 0.000013336
## 4087 0001104659-14-015152                      665   1 74985 0.000013336
## 4088 0001104659-14-015152                     6653   1 74985 0.000013336
## 4089 0001104659-14-015152                     6693   1 74985 0.000013336
## 4090 0001104659-14-015152                      670   1 74985 0.000013336
## 4091 0001104659-14-015152                      675   1 74985 0.000013336
## 4092 0001104659-14-015152                     68.4   1 74985 0.000013336
## 4093 0001104659-14-015152                      680   1 74985 0.000013336
## 4094 0001104659-14-015152                       69   1 74985 0.000013336
## 4095 0001104659-14-015152                     69.3   1 74985 0.000013336
## 4096 0001104659-14-015152                      692   1 74985 0.000013336
## 4097 0001104659-14-015152                      694   1 74985 0.000013336
## 4098 0001104659-14-015152                     6989   1 74985 0.000013336
## 4099 0001104659-14-015152                      699   1 74985 0.000013336
## 4100 0001104659-14-015152                      7.4   1 74985 0.000013336
## 4101 0001104659-14-015152                     7.50   1 74985 0.000013336
## 4102 0001104659-14-015152               70,020,000   1 74985 0.000013336
## 4103 0001104659-14-015152                     7010   1 74985 0.000013336
## 4104 0001104659-14-015152                     7058   1 74985 0.000013336
## 4105 0001104659-14-015152                      709   1 74985 0.000013336
## 4106 0001104659-14-015152                     71.2   1 74985 0.000013336
## 4107 0001104659-14-015152                     71.6   1 74985 0.000013336
## 4108 0001104659-14-015152                     71.8   1 74985 0.000013336
## 4109 0001104659-14-015152                      716   1 74985 0.000013336
## 4110 0001104659-14-015152                     72.2   1 74985 0.000013336
## 4111 0001104659-14-015152                     7359   1 74985 0.000013336
## 4112 0001104659-14-015152                     7387   1 74985 0.000013336
## 4113 0001104659-14-015152                      743   1 74985 0.000013336
## 4114 0001104659-14-015152                     7461   1 74985 0.000013336
## 4115 0001104659-14-015152                     75.5   1 74985 0.000013336
## 4116 0001104659-14-015152                     75.9   1 74985 0.000013336
## 4117 0001104659-14-015152                      750   1 74985 0.000013336
## 4118 0001104659-14-015152                   75377a   1 74985 0.000013336
## 4119 0001104659-14-015152                       76   1 74985 0.000013336
## 4120 0001104659-14-015152                     76.4   1 74985 0.000013336
## 4121 0001104659-14-015152                     76.7   1 74985 0.000013336
## 4122 0001104659-14-015152                      763   1 74985 0.000013336
## 4123 0001104659-14-015152                     7672   1 74985 0.000013336
## 4124 0001104659-14-015152                     7717   1 74985 0.000013336
## 4125 0001104659-14-015152                      772   1 74985 0.000013336
## 4126 0001104659-14-015152                     7789   1 74985 0.000013336
## 4127 0001104659-14-015152                       79   1 74985 0.000013336
## 4128 0001104659-14-015152                     7953   1 74985 0.000013336
## 4129 0001104659-14-015152                      8.0   1 74985 0.000013336
## 4130 0001104659-14-015152                      8.2   1 74985 0.000013336
## 4131 0001104659-14-015152                      8.8   1 74985 0.000013336
## 4132 0001104659-14-015152                      800   1 74985 0.000013336
## 4133 0001104659-14-015152                     8055   1 74985 0.000013336
## 4134 0001104659-14-015152                      808   1 74985 0.000013336
## 4135 0001104659-14-015152                       82   1 74985 0.000013336
## 4136 0001104659-14-015152                      830   1 74985 0.000013336
## 4137 0001104659-14-015152                       85   1 74985 0.000013336
## 4138 0001104659-14-015152                      851   1 74985 0.000013336
## 4139 0001104659-14-015152                      856   1 74985 0.000013336
## 4140 0001104659-14-015152                      860   1 74985 0.000013336
## 4141 0001104659-14-015152                      863   1 74985 0.000013336
## 4142 0001104659-14-015152                      869   1 74985 0.000013336
## 4143 0001104659-14-015152                       87   1 74985 0.000013336
## 4144 0001104659-14-015152                      877   1 74985 0.000013336
## 4145 0001104659-14-015152                       88   1 74985 0.000013336
## 4146 0001104659-14-015152                     88.2   1 74985 0.000013336
## 4147 0001104659-14-015152                      890   1 74985 0.000013336
## 4148 0001104659-14-015152                      897   1 74985 0.000013336
## 4149 0001104659-14-015152                      898   1 74985 0.000013336
## 4150 0001104659-14-015152                     9.00   1 74985 0.000013336
## 4151 0001104659-14-015152                      9.2   1 74985 0.000013336
## 4152 0001104659-14-015152                      9.4   1 74985 0.000013336
## 4153 0001104659-14-015152                      9.7   1 74985 0.000013336
## 4154 0001104659-14-015152                      9.9   1 74985 0.000013336
## 4155 0001104659-14-015152                  900,000   1 74985 0.000013336
## 4156 0001104659-14-015152                   901036   1 74985 0.000013336
## 4157 0001104659-14-015152                      904   1 74985 0.000013336
## 4158 0001104659-14-015152                      920   1 74985 0.000013336
## 4159 0001104659-14-015152                      923   1 74985 0.000013336
## 4160 0001104659-14-015152                      925   1 74985 0.000013336
## 4161 0001104659-14-015152                      932   1 74985 0.000013336
## 4162 0001104659-14-015152                      936   1 74985 0.000013336
## 4163 0001104659-14-015152                      946   1 74985 0.000013336
## 4164 0001104659-14-015152                      951   1 74985 0.000013336
## 4165 0001104659-14-015152                     9522   1 74985 0.000013336
## 4166 0001104659-14-015152                      955   1 74985 0.000013336
## 4167 0001104659-14-015152                     9646   1 74985 0.000013336
## 4168 0001104659-14-015152                      968   1 74985 0.000013336
## 4169 0001104659-14-015152                   97,478   1 74985 0.000013336
## 4170 0001104659-14-015152                      981   1 74985 0.000013336
## 4171 0001104659-14-015152                      983   1 74985 0.000013336
## 4172 0001104659-14-015152                    99.01   1 74985 0.000013336
## 4173 0001104659-14-015152                     9901   1 74985 0.000013336
## 4174 0001104659-14-015152                     9924   1 74985 0.000013336
## 4175 0001104659-14-015152                       a2   1 74985 0.000013336
## 4176 0001104659-14-015152                       a3   1 74985 0.000013336
## 4177 0001104659-14-015152                      aa3   1 74985 0.000013336
## 4178 0001104659-14-015152                      abo   1 74985 0.000013336
## 4179 0001104659-14-015152                 absolute   1 74985 0.000013336
## 4180 0001104659-14-015152                 absorbed   1 74985 0.000013336
## 4181 0001104659-14-015152                      abu   1 74985 0.000013336
## 4182 0001104659-14-015152                    abuse   1 74985 0.000013336
## 4183 0001104659-14-015152                   accept   1 74985 0.000013336
## 4184 0001104659-14-015152               acceptable   1 74985 0.000013336
## 4185 0001104659-14-015152                 accessed   1 74985 0.000013336
## 4186 0001104659-14-015152               accidental   1 74985 0.000013336
## 4187 0001104659-14-015152              accommodate   1 74985 0.000013336
## 4188 0001104659-14-015152                accompany   1 74985 0.000013336
## 4189 0001104659-14-015152             accomplished   1 74985 0.000013336
## 4190 0001104659-14-015152            accomplishing   1 74985 0.000013336
## 4191 0001104659-14-015152         accountabilities   1 74985 0.000013336
## 4192 0001104659-14-015152              accountants   1 74985 0.000013336
## 4193 0001104659-14-015152                  accrues   1 74985 0.000013336
## 4194 0001104659-14-015152                 accruing   1 74985 0.000013336
## 4195 0001104659-14-015152              accumulates   1 74985 0.000013336
## 4196 0001104659-14-015152             accumulation   1 74985 0.000013336
## 4197 0001104659-14-015152                achieving   1 74985 0.000013336
## 4198 0001104659-14-015152              acquirement   1 74985 0.000013336
## 4199 0001104659-14-015152                acquitted   1 74985 0.000013336
## 4200 0001104659-14-015152                    acted   1 74985 0.000013336
## 4201 0001104659-14-015152                   acting   1 74985 0.000013336
## 4202 0001104659-14-015152         activitiescredit   1 74985 0.000013336
## 4203 0001104659-14-015152    activitiesderivatives   1 74985 0.000013336
## 4204 0001104659-14-015152           activitiesthey   1 74985 0.000013336
## 4205 0001104659-14-015152                   actors   1 74985 0.000013336
## 4206 0001104659-14-015152                   adding   1 74985 0.000013336
## 4207 0001104659-14-015152                additions   1 74985 0.000013336
## 4208 0001104659-14-015152                 additive   1 74985 0.000013336
## 4209 0001104659-14-015152                   adhere   1 74985 0.000013336
## 4210 0001104659-14-015152               administer   1 74985 0.000013336
## 4211 0001104659-14-015152              administers   1 74985 0.000013336
## 4212 0001104659-14-015152                advantage   1 74985 0.000013336
## 4213 0001104659-14-015152             advantageous   1 74985 0.000013336
## 4214 0001104659-14-015152                  advised   1 74985 0.000013336
## 4215 0001104659-14-015152               affiliated   1 74985 0.000013336
## 4216 0001104659-14-015152                 affinity   1 74985 0.000013336
## 4217 0001104659-14-015152                 affirmed   1 74985 0.000013336
## 4218 0001104659-14-015152                affirming   1 74985 0.000013336
## 4219 0001104659-14-015152                 afforded   1 74985 0.000013336
## 4220 0001104659-14-015152                  agencys   1 74985 0.000013336
## 4221 0001104659-14-015152           aggressiveness   1 74985 0.000013336
## 4222 0001104659-14-015152                    agree   1 74985 0.000013336
## 4223 0001104659-14-015152                    aimed   1 74985 0.000013336
## 4224 0001104659-14-015152                  akbanks   1 74985 0.000013336
## 4225 0001104659-14-015152                     akin   1 74985 0.000013336
## 4226 0001104659-14-015152                      ala   1 74985 0.000013336
## 4227 0001104659-14-015152                algorithm   1 74985 0.000013336
## 4228 0001104659-14-015152                 aligning   1 74985 0.000013336
## 4229 0001104659-14-015152                  alleges   1 74985 0.000013336
## 4230 0001104659-14-015152                allfirsts   1 74985 0.000013336
## 4231 0001104659-14-015152                allocates   1 74985 0.000013336
## 4232 0001104659-14-015152                allowable   1 74985 0.000013336
## 4233 0001104659-14-015152                     ally   1 74985 0.000013336
## 4234 0001104659-14-015152                    alter   1 74985 0.000013336
## 4235 0001104659-14-015152              alterations   1 74985 0.000013336
## 4236 0001104659-14-015152                  altered   1 74985 0.000013336
## 4237 0001104659-14-015152                alternate   1 74985 0.000013336
## 4238 0001104659-14-015152                 amenable   1 74985 0.000013336
## 4239 0001104659-14-015152                   amends   1 74985 0.000013336
## 4240 0001104659-14-015152            amortizations   1 74985 0.000013336
## 4241 0001104659-14-015152                 amortize   1 74985 0.000013336
## 4242 0001104659-14-015152                  amplify   1 74985 0.000013336
## 4243 0001104659-14-015152                ancillary   1 74985 0.000013336
## 4244 0001104659-14-015152                  angeles   1 74985 0.000013336
## 4245 0001104659-14-015152             announcement   1 74985 0.000013336
## 4246 0001104659-14-015152                  annuity   1 74985 0.000013336
## 4247 0001104659-14-015152                 answered   1 74985 0.000013336
## 4248 0001104659-14-015152             anticipating   1 74985 0.000013336
## 4249 0001104659-14-015152                antifraud   1 74985 0.000013336
## 4250 0001104659-14-015152                  antonio   1 74985 0.000013336
## 4251 0001104659-14-015152                     apbo   1 74985 0.000013336
## 4252 0001104659-14-015152                  appears   1 74985 0.000013336
## 4253 0001104659-14-015152             applications   1 74985 0.000013336
## 4254 0001104659-14-015152               appointing   1 74985 0.000013336
## 4255 0001104659-14-015152                 approves   1 74985 0.000013336
## 4256 0001104659-14-015152             approximates   1 74985 0.000013336
## 4257 0001104659-14-015152            approximating   1 74985 0.000013336
## 4258 0001104659-14-015152                      arb   1 74985 0.000013336
## 4259 0001104659-14-015152                arbitrage   1 74985 0.000013336
## 4260 0001104659-14-015152                 arbitral   1 74985 0.000013336
## 4261 0001104659-14-015152                    arena   1 74985 0.000013336
## 4262 0001104659-14-015152               argentinas   1 74985 0.000013336
## 4263 0001104659-14-015152                 argument   1 74985 0.000013336
## 4264 0001104659-14-015152                arguments   1 74985 0.000013336
## 4265 0001104659-14-015152                     arms   1 74985 0.000013336
## 4266 0001104659-14-015152                    arose   1 74985 0.000013336
## 4267 0001104659-14-015152                  arrange   1 74985 0.000013336
## 4268 0001104659-14-015152                 arriving   1 74985 0.000013336
## 4269 0001104659-14-015152                  article   1 74985 0.000013336
## 4270 0001104659-14-015152                ascertain   1 74985 0.000013336
## 4271 0001104659-14-015152                      ash   1 74985 0.000013336
## 4272 0001104659-14-015152                assigning   1 74985 0.000013336
## 4273 0001104659-14-015152               associates   1 74985 0.000013336
## 4274 0001104659-14-015152                 assuring   1 74985 0.000013336
## 4275 0001104659-14-015152                     asus   1 74985 0.000013336
## 4276 0001104659-14-015152               asymmetric   1 74985 0.000013336
## 4277 0001104659-14-015152               attainment   1 74985 0.000013336
## 4278 0001104659-14-015152                  attains   1 74985 0.000013336
## 4279 0001104659-14-015152               attempting   1 74985 0.000013336
## 4280 0001104659-14-015152                attention   1 74985 0.000013336
## 4281 0001104659-14-015152           attractiveness   1 74985 0.000013336
## 4282 0001104659-14-015152               attributed   1 74985 0.000013336
## 4283 0001104659-14-015152              attribution   1 74985 0.000013336
## 4284 0001104659-14-015152                  augment   1 74985 0.000013336
## 4285 0001104659-14-015152                augmented   1 74985 0.000013336
## 4286 0001104659-14-015152                austerity   1 74985 0.000013336
## 4287 0001104659-14-015152                   austin   1 74985 0.000013336
## 4288 0001104659-14-015152               australian   1 74985 0.000013336
## 4289 0001104659-14-015152                automated   1 74985 0.000013336
## 4290 0001104659-14-015152               automobile   1 74985 0.000013336
## 4291 0001104659-14-015152                 averaged   1 74985 0.000013336
## 4292 0001104659-14-015152                averaging   1 74985 0.000013336
## 4293 0001104659-14-015152                    avoid   1 74985 0.000013336
## 4294 0001104659-14-015152                avoidance   1 74985 0.000013336
## 4295 0001104659-14-015152                  awardsa   1 74985 0.000013336
## 4296 0001104659-14-015152                awardsone   1 74985 0.000013336
## 4297 0001104659-14-015152                     baa2   1 74985 0.000013336
## 4298 0001104659-14-015152                     baa3   1 74985 0.000013336
## 4299 0001104659-14-015152                    backs   1 74985 0.000013336
## 4300 0001104659-14-015152                 backstop   1 74985 0.000013336
## 4301 0001104659-14-015152                      bad   1 74985 0.000013336
## 4302 0001104659-14-015152                  bahrain   1 74985 0.000013336
## 4303 0001104659-14-015152                 balanced   1 74985 0.000013336
## 4304 0001104659-14-015152                  bancorp   1 74985 0.000013336
## 4305 0001104659-14-015152              bankingasia   1 74985 0.000013336
## 4306 0001104659-14-015152                 bankings   1 74985 0.000013336
## 4307 0001104659-14-015152                      bar   1 74985 0.000013336
## 4308 0001104659-14-015152                  barnier   1 74985 0.000013336
## 4309 0001104659-14-015152                    bases   1 74985 0.000013336
## 4310 0001104659-14-015152                   basket   1 74985 0.000013336
## 4311 0001104659-14-015152                    batts   1 74985 0.000013336
## 4312 0001104659-14-015152                      bba   1 74985 0.000013336
## 4313 0001104659-14-015152                    bears   1 74985 0.000013336
## 4314 0001104659-14-015152                  beliefs   1 74985 0.000013336
## 4315 0001104659-14-015152                   beller   1 74985 0.000013336
## 4316 0001104659-14-015152             benchmarking   1 74985 0.000013336
## 4317 0001104659-14-015152               benefitted   1 74985 0.000013336
## 4318 0001104659-14-015152                   bernal   1 74985 0.000013336
## 4319 0001104659-14-015152                     bids   1 74985 0.000013336
## 4320 0001104659-14-015152              bifurcation   1 74985 0.000013336
## 4321 0001104659-14-015152                     bill   1 74985 0.000013336
## 4322 0001104659-14-015152                  billing   1 74985 0.000013336
## 4323 0001104659-14-015152                    block   1 74985 0.000013336
## 4324 0001104659-14-015152                   blower   1 74985 0.000013336
## 4325 0001104659-14-015152                     blue   1 74985 0.000013336
## 4326 0001104659-14-015152                    bondi   1 74985 0.000013336
## 4327 0001104659-14-015152                  bonuses   1 74985 0.000013336
## 4328 0001104659-14-015152                   booked   1 74985 0.000013336
## 4329 0001104659-14-015152                  borders   1 74985 0.000013336
## 4330 0001104659-14-015152                    borne   1 74985 0.000013336
## 4331 0001104659-14-015152                   boston   1 74985 0.000013336
## 4332 0001104659-14-015152                   bottom   1 74985 0.000013336
## 4333 0001104659-14-015152                 boundary   1 74985 0.000013336
## 4334 0001104659-14-015152                  briefed   1 74985 0.000013336
## 4335 0001104659-14-015152                   brings   1 74985 0.000013336
## 4336 0001104659-14-015152                 brinkema   1 74985 0.000013336
## 4337 0001104659-14-015152               broadening   1 74985 0.000013336
## 4338 0001104659-14-015152                   broken   1 74985 0.000013336
## 4339 0001104659-14-015152                buchwalds   1 74985 0.000013336
## 4340 0001104659-14-015152                 bulletin   1 74985 0.000013336
## 4341 0001104659-14-015152                   burden   1 74985 0.000013336
## 4342 0001104659-14-015152               burdensome   1 74985 0.000013336
## 4343 0001104659-14-015152           businessincome   1 74985 0.000013336
## 4344 0001104659-14-015152                   buyers   1 74985 0.000013336
## 4345 0001104659-14-015152                   bypass   1 74985 0.000013336
## 4346 0001104659-14-015152                      c.v   1 74985 0.000013336
## 4347 0001104659-14-015152               calculates   1 74985 0.000013336
## 4348 0001104659-14-015152             calculations   1 74985 0.000013336
## 4349 0001104659-14-015152               calibrated   1 74985 0.000013336
## 4350 0001104659-14-015152                   canary   1 74985 0.000013336
## 4351 0001104659-14-015152                   cancel   1 74985 0.000013336
## 4352 0001104659-14-015152               cancelable   1 74985 0.000013336
## 4353 0001104659-14-015152             cancellation   1 74985 0.000013336
## 4354 0001104659-14-015152                 captures   1 74985 0.000013336
## 4355 0001104659-14-015152                capturing   1 74985 0.000013336
## 4356 0001104659-14-015152                    carey   1 74985 0.000013336
## 4357 0001104659-14-015152                     cars   1 74985 0.000013336
## 4358 0001104659-14-015152                    carve   1 74985 0.000013336
## 4359 0001104659-14-015152              catastrophe   1 74985 0.000013336
## 4360 0001104659-14-015152       categoriesconsumer   1 74985 0.000013336
## 4361 0001104659-14-015152                 cautious   1 74985 0.000013336
## 4362 0001104659-14-015152                    cccit   1 74985 0.000013336
## 4363 0001104659-14-015152                       cd   1 74985 0.000013336
## 4364 0001104659-14-015152                    cease   1 74985 0.000013336
## 4365 0001104659-14-015152                   ceased   1 74985 0.000013336
## 4366 0001104659-14-015152                  censure   1 74985 0.000013336
## 4367 0001104659-14-015152                 centered   1 74985 0.000013336
## 4368 0001104659-14-015152           centralization   1 74985 0.000013336
## 4369 0001104659-14-015152                centrally   1 74985 0.000013336
## 4370 0001104659-14-015152                certified   1 74985 0.000013336
## 4371 0001104659-14-015152                cessation   1 74985 0.000013336
## 4372 0001104659-14-015152                     cfna   1 74985 0.000013336
## 4373 0001104659-14-015152                      cgc   1 74985 0.000013336
## 4374 0001104659-14-015152                   cgmhis   1 74985 0.000013336
## 4375 0001104659-14-015152                    cgmjs   1 74985 0.000013336
## 4376 0001104659-14-015152                    chair   1 74985 0.000013336
## 4377 0001104659-14-015152                  channel   1 74985 0.000013336
## 4378 0001104659-14-015152                  charles   1 74985 0.000013336
## 4379 0001104659-14-015152                  charter   1 74985 0.000013336
## 4380 0001104659-14-015152                 charters   1 74985 0.000013336
## 4381 0001104659-14-015152                    chase   1 74985 0.000013336
## 4382 0001104659-14-015152                  chesney   1 74985 0.000013336
## 4383 0001104659-14-015152                  chicago   1 74985 0.000013336
## 4384 0001104659-14-015152                  chinese   1 74985 0.000013336
## 4385 0001104659-14-015152                   choose   1 74985 0.000013336
## 4386 0001104659-14-015152                 choosing   1 74985 0.000013336
## 4387 0001104659-14-015152                    cited   1 74985 0.000013336
## 4388 0001104659-14-015152                   cities   1 74985 0.000013336
## 4389 0001104659-14-015152                claimants   1 74985 0.000013336
## 4390 0001104659-14-015152                clarifies   1 74985 0.000013336
## 4391 0001104659-14-015152               clarifying   1 74985 0.000013336
## 4392 0001104659-14-015152                   clause   1 74985 0.000013336
## 4393 0001104659-14-015152                clawbacks   1 74985 0.000013336
## 4394 0001104659-14-015152                  clayton   1 74985 0.000013336
## 4395 0001104659-14-015152                  closure   1 74985 0.000013336
## 4396 0001104659-14-015152                    cltvs   1 74985 0.000013336
## 4397 0001104659-14-015152                      cmi   1 74985 0.000013336
## 4398 0001104659-14-015152                 collapse   1 74985 0.000013336
## 4399 0001104659-14-015152            collateralize   1 74985 0.000013336
## 4400 0001104659-14-015152               collective   1 74985 0.000013336
## 4401 0001104659-14-015152                 collects   1 74985 0.000013336
## 4402 0001104659-14-015152                 colombia   1 74985 0.000013336
## 4403 0001104659-14-015152             combinations   1 74985 0.000013336
## 4404 0001104659-14-015152                 combines   1 74985 0.000013336
## 4405 0001104659-14-015152                 comments   1 74985 0.000013336
## 4406 0001104659-14-015152                 commerce   1 74985 0.000013336
## 4407 0001104659-14-015152                commingle   1 74985 0.000013336
## 4408 0001104659-14-015152             commissioner   1 74985 0.000013336
## 4409 0001104659-14-015152                   commit   1 74985 0.000013336
## 4410 0001104659-14-015152             communicated   1 74985 0.000013336
## 4411 0001104659-14-015152            communicating   1 74985 0.000013336
## 4412 0001104659-14-015152            communication   1 74985 0.000013336
## 4413 0001104659-14-015152                community   1 74985 0.000013336
## 4414 0001104659-14-015152                     comp   1 74985 0.000013336
## 4415 0001104659-14-015152              comparables   1 74985 0.000013336
## 4416 0001104659-14-015152               comparably   1 74985 0.000013336
## 4417 0001104659-14-015152              comparative   1 74985 0.000013336
## 4418 0001104659-14-015152                  compare   1 74985 0.000013336
## 4419 0001104659-14-015152                comparing   1 74985 0.000013336
## 4420 0001104659-14-015152              comparisons   1 74985 0.000013336
## 4421 0001104659-14-015152                compelled   1 74985 0.000013336
## 4422 0001104659-14-015152              compensated   1 74985 0.000013336
## 4423 0001104659-14-015152                 competes   1 74985 0.000013336
## 4424 0001104659-14-015152                competing   1 74985 0.000013336
## 4425 0001104659-14-015152            complementary   1 74985 0.000013336
## 4426 0001104659-14-015152                 complies   1 74985 0.000013336
## 4427 0001104659-14-015152            complimentary   1 74985 0.000013336
## 4428 0001104659-14-015152          comprehensively   1 74985 0.000013336
## 4429 0001104659-14-015152               compressed   1 74985 0.000013336
## 4430 0001104659-14-015152               comprising   1 74985 0.000013336
## 4431 0001104659-14-015152              computation   1 74985 0.000013336
## 4432 0001104659-14-015152             computations   1 74985 0.000013336
## 4433 0001104659-14-015152                concerned   1 74985 0.000013336
## 4434 0001104659-14-015152              conclusions   1 74985 0.000013336
## 4435 0001104659-14-015152              conditional   1 74985 0.000013336
## 4436 0001104659-14-015152              condominium   1 74985 0.000013336
## 4437 0001104659-14-015152                  confirm   1 74985 0.000013336
## 4438 0001104659-14-015152             confirmation   1 74985 0.000013336
## 4439 0001104659-14-015152             confiscation   1 74985 0.000013336
## 4440 0001104659-14-015152              conformance   1 74985 0.000013336
## 4441 0001104659-14-015152                conformed   1 74985 0.000013336
## 4442 0001104659-14-015152               conformity   1 74985 0.000013336
## 4443 0001104659-14-015152                confusion   1 74985 0.000013336
## 4444 0001104659-14-015152              conjunction   1 74985 0.000013336
## 4445 0001104659-14-015152             connectivity   1 74985 0.000013336
## 4446 0001104659-14-015152           conservatively   1 74985 0.000013336
## 4447 0001104659-14-015152             considerably   1 74985 0.000013336
## 4448 0001104659-14-015152           consolidations   1 74985 0.000013336
## 4449 0001104659-14-015152               consortium   1 74985 0.000013336
## 4450 0001104659-14-015152             conspiracies   1 74985 0.000013336
## 4451 0001104659-14-015152               constantly   1 74985 0.000013336
## 4452 0001104659-14-015152              constituted   1 74985 0.000013336
## 4453 0001104659-14-015152              constrained   1 74985 0.000013336
## 4454 0001104659-14-015152             constraining   1 74985 0.000013336
## 4455 0001104659-14-015152               constraint   1 74985 0.000013336
## 4456 0001104659-14-015152              constructed   1 74985 0.000013336
## 4457 0001104659-14-015152            consultations   1 74985 0.000013336
## 4458 0001104659-14-015152                  consume   1 74985 0.000013336
## 4459 0001104659-14-015152              consummated   1 74985 0.000013336
## 4460 0001104659-14-015152              contemplate   1 74985 0.000013336
## 4461 0001104659-14-015152             contemplated   1 74985 0.000013336
## 4462 0001104659-14-015152            contemplation   1 74985 0.000013336
## 4463 0001104659-14-015152                  contend   1 74985 0.000013336
## 4464 0001104659-14-015152                  content   1 74985 0.000013336
## 4465 0001104659-14-015152                 contents   1 74985 0.000013336
## 4466 0001104659-14-015152                 contests   1 74985 0.000013336
## 4467 0001104659-14-015152                  context   1 74985 0.000013336
## 4468 0001104659-14-015152                    conti   1 74985 0.000013336
## 4469 0001104659-14-015152             contingently   1 74985 0.000013336
## 4470 0001104659-14-015152                continual   1 74985 0.000013336
## 4471 0001104659-14-015152             continuation   1 74985 0.000013336
## 4472 0001104659-14-015152                 contrast   1 74985 0.000013336
## 4473 0001104659-14-015152                contrasts   1 74985 0.000013336
## 4474 0001104659-14-015152              contributes   1 74985 0.000013336
## 4475 0001104659-14-015152             contributory   1 74985 0.000013336
## 4476 0001104659-14-015152              controllers   1 74985 0.000013336
## 4477 0001104659-14-015152              convenience   1 74985 0.000013336
## 4478 0001104659-14-015152                converged   1 74985 0.000013336
## 4479 0001104659-14-015152              convergence   1 74985 0.000013336
## 4480 0001104659-14-015152               conversely   1 74985 0.000013336
## 4481 0001104659-14-015152              conversions   1 74985 0.000013336
## 4482 0001104659-14-015152              convertible   1 74985 0.000013336
## 4483 0001104659-14-015152                 converts   1 74985 0.000013336
## 4484 0001104659-14-015152               conveyance   1 74985 0.000013336
## 4485 0001104659-14-015152                  conveys   1 74985 0.000013336
## 4486 0001104659-14-015152              convictions   1 74985 0.000013336
## 4487 0001104659-14-015152                cooperate   1 74985 0.000013336
## 4488 0001104659-14-015152             coordination   1 74985 0.000013336
## 4489 0001104659-14-015152                   costly   1 74985 0.000013336
## 4490 0001104659-14-015152            counterclaims   1 74985 0.000013336
## 4491 0001104659-14-015152              counterpart   1 74985 0.000013336
## 4492 0001104659-14-015152                  creates   1 74985 0.000013336
## 4493 0001104659-14-015152                 creating   1 74985 0.000013336
## 4494 0001104659-14-015152                 credible   1 74985 0.000013336
## 4495 0001104659-14-015152                   crimes   1 74985 0.000013336
## 4496 0001104659-14-015152                   crises   1 74985 0.000013336
## 4497 0001104659-14-015152               crosspoint   1 74985 0.000013336
## 4498 0001104659-14-015152                curtailed   1 74985 0.000013336
## 4499 0001104659-14-015152                custodian   1 74985 0.000013336
## 4500 0001104659-14-015152              customarily   1 74985 0.000013336
## 4501 0001104659-14-015152                   dallas   1 74985 0.000013336
## 4502 0001104659-14-015152                   danger   1 74985 0.000013336
## 4503 0001104659-14-015152                     deal   1 74985 0.000013336
## 4504 0001104659-14-015152                    death   1 74985 0.000013336
## 4505 0001104659-14-015152                  debtors   1 74985 0.000013336
## 4506 0001104659-14-015152                    debts   1 74985 0.000013336
## 4507 0001104659-14-015152            decentralized   1 74985 0.000013336
## 4508 0001104659-14-015152                deceptive   1 74985 0.000013336
## 4509 0001104659-14-015152                  decides   1 74985 0.000013336
## 4510 0001104659-14-015152              declaration   1 74985 0.000013336
## 4511 0001104659-14-015152                dedicated   1 74985 0.000013336
## 4512 0001104659-14-015152            deductibility   1 74985 0.000013336
## 4513 0001104659-14-015152              deductibles   1 74985 0.000013336
## 4514 0001104659-14-015152                deducting   1 74985 0.000013336
## 4515 0001104659-14-015152                     deed   1 74985 0.000013336
## 4516 0001104659-14-015152                    deems   1 74985 0.000013336
## 4517 0001104659-14-015152                     deep   1 74985 0.000013336
## 4518 0001104659-14-015152              defacements   1 74985 0.000013336
## 4519 0001104659-14-015152                   defect   1 74985 0.000013336
## 4520 0001104659-14-015152                defending   1 74985 0.000013336
## 4521 0001104659-14-015152                    defer   1 74985 0.000013336
## 4522 0001104659-14-015152               deferrable   1 74985 0.000013336
## 4523 0001104659-14-015152                deficient   1 74985 0.000013336
## 4524 0001104659-14-015152                deflation   1 74985 0.000013336
## 4525 0001104659-14-015152                  defunct   1 74985 0.000013336
## 4526 0001104659-14-015152                  degrees   1 74985 0.000013336
## 4527 0001104659-14-015152                      del   1 74985 0.000013336
## 4528 0001104659-14-015152                    delay   1 74985 0.000013336
## 4529 0001104659-14-015152            deliberations   1 74985 0.000013336
## 4530 0001104659-14-015152        delinquencieshome   1 74985 0.000013336
## 4531 0001104659-14-015152 delinquenciesresidential   1 74985 0.000013336
## 4532 0001104659-14-015152               delivering   1 74985 0.000013336
## 4533 0001104659-14-015152                 delivers   1 74985 0.000013336
## 4534 0001104659-14-015152                demanding   1 74985 0.000013336
## 4535 0001104659-14-015152              demonstrate   1 74985 0.000013336
## 4536 0001104659-14-015152             demonstrated   1 74985 0.000013336
## 4537 0001104659-14-015152                   denise   1 74985 0.000013336
## 4538 0001104659-14-015152                  denotes   1 74985 0.000013336
## 4539 0001104659-14-015152                  denying   1 74985 0.000013336
## 4540 0001104659-14-015152                departure   1 74985 0.000013336
## 4541 0001104659-14-015152               dependable   1 74985 0.000013336
## 4542 0001104659-14-015152                depositor   1 74985 0.000013336
## 4543 0001104659-14-015152             derecognizes   1 74985 0.000013336
## 4544 0001104659-14-015152               derivation   1 74985 0.000013336
## 4545 0001104659-14-015152                   derive   1 74985 0.000013336
## 4546 0001104659-14-015152                 describe   1 74985 0.000013336
## 4547 0001104659-14-015152               describing   1 74985 0.000013336
## 4548 0001104659-14-015152             descriptions   1 74985 0.000013336
## 4549 0001104659-14-015152             designations   1 74985 0.000013336
## 4550 0001104659-14-015152                     desk   1 74985 0.000013336
## 4551 0001104659-14-015152                 destined   1 74985 0.000013336
## 4552 0001104659-14-015152                detailing   1 74985 0.000013336
## 4553 0001104659-14-015152             deteriorates   1 74985 0.000013336
## 4554 0001104659-14-015152                 deterred   1 74985 0.000013336
## 4555 0001104659-14-015152                  devalue   1 74985 0.000013336
## 4556 0001104659-14-015152                 devalued   1 74985 0.000013336
## 4557 0001104659-14-015152                  devices   1 74985 0.000013336
## 4558 0001104659-14-015152                  devotes   1 74985 0.000013336
## 4559 0001104659-14-015152                    dfast   1 74985 0.000013336
## 4560 0001104659-14-015152                    dhabi   1 74985 0.000013336
## 4561 0001104659-14-015152            differentials   1 74985 0.000013336
## 4562 0001104659-14-015152                diligence   1 74985 0.000013336
## 4563 0001104659-14-015152                 dilution   1 74985 0.000013336
## 4564 0001104659-14-015152                 dilutive   1 74985 0.000013336
## 4565 0001104659-14-015152               diminished   1 74985 0.000013336
## 4566 0001104659-14-015152                   diners   1 74985 0.000013336
## 4567 0001104659-14-015152               diplomatic   1 74985 0.000013336
## 4568 0001104659-14-015152                directive   1 74985 0.000013336
## 4569 0001104659-14-015152                 disabled   1 74985 0.000013336
## 4570 0001104659-14-015152                disaffirm   1 74985 0.000013336
## 4571 0001104659-14-015152            disaggregated   1 74985 0.000013336
## 4572 0001104659-14-015152             disallowance   1 74985 0.000013336
## 4573 0001104659-14-015152               disclosing   1 74985 0.000013336
## 4574 0001104659-14-015152              discontinue   1 74985 0.000013336
## 4575 0001104659-14-015152              discounting   1 74985 0.000013336
## 4576 0001104659-14-015152                discounts   1 74985 0.000013336
## 4577 0001104659-14-015152                discusses   1 74985 0.000013336
## 4578 0001104659-14-015152                 disgorge   1 74985 0.000013336
## 4579 0001104659-14-015152                  disrupt   1 74985 0.000013336
## 4580 0001104659-14-015152          dissatisfaction   1 74985 0.000013336
## 4581 0001104659-14-015152            distinguishes   1 74985 0.000013336
## 4582 0001104659-14-015152                 distress   1 74985 0.000013336
## 4583 0001104659-14-015152               distribute   1 74985 0.000013336
## 4584 0001104659-14-015152              distributes   1 74985 0.000013336
## 4585 0001104659-14-015152                      div   1 74985 0.000013336
## 4586 0001104659-14-015152               divergence   1 74985 0.000013336
## 4587 0001104659-14-015152                diversify   1 74985 0.000013336
## 4588 0001104659-14-015152                diversion   1 74985 0.000013336
## 4589 0001104659-14-015152                   divest   1 74985 0.000013336
## 4590 0001104659-14-015152                divisions   1 74985 0.000013336
## 4591 0001104659-14-015152                 docserve   1 74985 0.000013336
## 4592 0001104659-14-015152              documentary   1 74985 0.000013336
## 4593 0001104659-14-015152                 dominant   1 74985 0.000013336
## 4594 0001104659-14-015152                       dr   1 74985 0.000013336
## 4595 0001104659-14-015152             dramatically   1 74985 0.000013336
## 4596 0001104659-14-015152                 drawdown   1 74985 0.000013336
## 4597 0001104659-14-015152                    draws   1 74985 0.000013336
## 4598 0001104659-14-015152                    drove   1 74985 0.000013336
## 4599 0001104659-14-015152                    drugs   1 74985 0.000013336
## 4600 0001104659-14-015152                      dta   1 74985 0.000013336
## 4601 0001104659-14-015152                   easing   1 74985 0.000013336
## 4602 0001104659-14-015152                economics   1 74985 0.000013336
## 4603 0001104659-14-015152               economists   1 74985 0.000013336
## 4604 0001104659-14-015152                  economy   1 74985 0.000013336
## 4605 0001104659-14-015152                education   1 74985 0.000013336
## 4606 0001104659-14-015152                     eesa   1 74985 0.000013336
## 4607 0001104659-14-015152                 effected   1 74985 0.000013336
## 4608 0001104659-14-015152                efficient   1 74985 0.000013336
## 4609 0001104659-14-015152                 egyptian   1 74985 0.000013336
## 4610 0001104659-14-015152                     eitf   1 74985 0.000013336
## 4611 0001104659-14-015152           electronically   1 74985 0.000013336
## 4612 0001104659-14-015152                  element   1 74985 0.000013336
## 4613 0001104659-14-015152                   eleven   1 74985 0.000013336
## 4614 0001104659-14-015152              elimination   1 74985 0.000013336
## 4615 0001104659-14-015152             eliminations   1 74985 0.000013336
## 4616 0001104659-14-015152                  emanate   1 74985 0.000013336
## 4617 0001104659-14-015152                emergency   1 74985 0.000013336
## 4618 0001104659-14-015152               empowering   1 74985 0.000013336
## 4619 0001104659-14-015152                  enables   1 74985 0.000013336
## 4620 0001104659-14-015152                 enabling   1 74985 0.000013336
## 4621 0001104659-14-015152             encompassing   1 74985 0.000013336
## 4622 0001104659-14-015152                encourage   1 74985 0.000013336
## 4623 0001104659-14-015152               encumbered   1 74985 0.000013336
## 4624 0001104659-14-015152                     ends   1 74985 0.000013336
## 4625 0001104659-14-015152                 enforces   1 74985 0.000013336
## 4626 0001104659-14-015152                enforcing   1 74985 0.000013336
## 4627 0001104659-14-015152               engagement   1 74985 0.000013336
## 4628 0001104659-14-015152                  england   1 74985 0.000013336
## 4629 0001104659-14-015152                   enjoin   1 74985 0.000013336
## 4630 0001104659-14-015152                   enrico   1 74985 0.000013336
## 4631 0001104659-14-015152                  ensures   1 74985 0.000013336
## 4632 0001104659-14-015152                 entrance   1 74985 0.000013336
## 4633 0001104659-14-015152                      eop   1 74985 0.000013336
## 4634 0001104659-14-015152                  equaled   1 74985 0.000013336
## 4635 0001104659-14-015152                    error   1 74985 0.000013336
## 4636 0001104659-14-015152                   errors   1 74985 0.000013336
## 4637 0001104659-14-015152                     errp   1 74985 0.000013336
## 4638 0001104659-14-015152                 escalate   1 74985 0.000013336
## 4639 0001104659-14-015152            establishment   1 74985 0.000013336
## 4640 0001104659-14-015152          estimatesincome   1 74985 0.000013336
## 4641 0001104659-14-015152 estimatessecuritizations   1 74985 0.000013336
## 4642 0001104659-14-015152                   evenly   1 74985 0.000013336
## 4643 0001104659-14-015152               evidencing   1 74985 0.000013336
## 4644 0001104659-14-015152                  evident   1 74985 0.000013336
## 4645 0001104659-14-015152               exacerbate   1 74985 0.000013336
## 4646 0001104659-14-015152                    exact   1 74985 0.000013336
## 4647 0001104659-14-015152                examining   1 74985 0.000013336
## 4648 0001104659-14-015152               excellence   1 74985 0.000013336
## 4649 0001104659-14-015152                excessive   1 74985 0.000013336
## 4650 0001104659-14-015152                exchanged   1 74985 0.000013336
## 4651 0001104659-14-015152              exercisable   1 74985 0.000013336
## 4652 0001104659-14-015152                exhausted   1 74985 0.000013336
## 4653 0001104659-14-015152                exhibited   1 74985 0.000013336
## 4654 0001104659-14-015152                 exhibits   1 74985 0.000013336
## 4655 0001104659-14-015152                existence   1 74985 0.000013336
## 4656 0001104659-14-015152                 expanded   1 74985 0.000013336
## 4657 0001104659-14-015152                expanding   1 74985 0.000013336
## 4658 0001104659-14-015152               expectancy   1 74985 0.000013336
## 4659 0001104659-14-015152               expedients   1 74985 0.000013336
## 4660 0001104659-14-015152             experiencing   1 74985 0.000013336
## 4661 0001104659-14-015152                  experts   1 74985 0.000013336
## 4662 0001104659-14-015152               expiredthe   1 74985 0.000013336
## 4663 0001104659-14-015152                  explain   1 74985 0.000013336
## 4664 0001104659-14-015152  exposuresredenomination   1 74985 0.000013336
## 4665 0001104659-14-015152              expressions   1 74985 0.000013336
## 4666 0001104659-14-015152                extending   1 74985 0.000013336
## 4667 0001104659-14-015152                  extends   1 74985 0.000013336
## 4668 0001104659-14-015152                extension   1 74985 0.000013336
## 4669 0001104659-14-015152               extracting   1 74985 0.000013336
## 4670 0001104659-14-015152               extraction   1 74985 0.000013336
## 4671 0001104659-14-015152            extraordinary   1 74985 0.000013336
## 4672 0001104659-14-015152             extrapolated   1 74985 0.000013336
## 4673 0001104659-14-015152                extremely   1 74985 0.000013336
## 4674 0001104659-14-015152                extremist   1 74985 0.000013336
## 4675 0001104659-14-015152                factually   1 74985 0.000013336
## 4676 0001104659-14-015152                   falcon   1 74985 0.000013336
## 4677 0001104659-14-015152                    falls   1 74985 0.000013336
## 4678 0001104659-14-015152                 families   1 74985 0.000013336
## 4679 0001104659-14-015152                      fas   1 74985 0.000013336
## 4680 0001104659-14-015152                   faster   1 74985 0.000013336
## 4681 0001104659-14-015152                      fat   1 74985 0.000013336
## 4682 0001104659-14-015152                    fdics   1 74985 0.000013336
## 4683 0001104659-14-015152                 feasible   1 74985 0.000013336
## 4684 0001104659-14-015152               ffieccross   1 74985 0.000013336
## 4685 0001104659-14-015152               fictitious   1 74985 0.000013336
## 4686 0001104659-14-015152              fiduciaries   1 74985 0.000013336
## 4687 0001104659-14-015152                fiduciary   1 74985 0.000013336
## 4688 0001104659-14-015152                   figure   1 74985 0.000013336
## 4689 0001104659-14-015152                   filers   1 74985 0.000013336
## 4690 0001104659-14-015152             finalization   1 74985 0.000013336
## 4691 0001104659-14-015152               finalizing   1 74985 0.000013336
## 4692 0001104659-14-015152                 finances   1 74985 0.000013336
## 4693 0001104659-14-015152            financingciti   1 74985 0.000013336
## 4694 0001104659-14-015152        financingciticorp   1 74985 0.000013336
## 4695 0001104659-14-015152                     find   1 74985 0.000013336
## 4696 0001104659-14-015152                  finding   1 74985 0.000013336
## 4697 0001104659-14-015152                firewalls   1 74985 0.000013336
## 4698 0001104659-14-015152               fitzsimons   1 74985 0.000013336
## 4699 0001104659-14-015152                      fix   1 74985 0.000013336
## 4700 0001104659-14-015152               flattening   1 74985 0.000013336
## 4701 0001104659-14-015152              flexibility   1 74985 0.000013336
## 4702 0001104659-14-015152                  floater   1 74985 0.000013336
## 4703 0001104659-14-015152               fluctuated   1 74985 0.000013336
## 4704 0001104659-14-015152                    focal   1 74985 0.000013336
## 4705 0001104659-14-015152                  focuses   1 74985 0.000013336
## 4706 0001104659-14-015152                     food   1 74985 0.000013336
## 4707 0001104659-14-015152                    force   1 74985 0.000013336
## 4708 0001104659-14-015152                 forecast   1 74985 0.000013336
## 4709 0001104659-14-015152              forecasting   1 74985 0.000013336
## 4710 0001104659-14-015152               foreclosed   1 74985 0.000013336
## 4711 0001104659-14-015152                  foresaw   1 74985 0.000013336
## 4712 0001104659-14-015152                 foreseen   1 74985 0.000013336
## 4713 0001104659-14-015152                    forex   1 74985 0.000013336
## 4714 0001104659-14-015152              forfeitures   1 74985 0.000013336
## 4715 0001104659-14-015152                   formed   1 74985 0.000013336
## 4716 0001104659-14-015152                  formula   1 74985 0.000013336
## 4717 0001104659-14-015152                formulaic   1 74985 0.000013336
## 4718 0001104659-14-015152                 formulas   1 74985 0.000013336
## 4719 0001104659-14-015152                forsaking   1 74985 0.000013336
## 4720 0001104659-14-015152                fostering   1 74985 0.000013336
## 4721 0001104659-14-015152               foundation   1 74985 0.000013336
## 4722 0001104659-14-015152                 founding   1 74985 0.000013336
## 4723 0001104659-14-015152                   frames   1 74985 0.000013336
## 4724 0001104659-14-015152                francisco   1 74985 0.000013336
## 4725 0001104659-14-015152                   frauds   1 74985 0.000013336
## 4726 0001104659-14-015152              frequencies   1 74985 0.000013336
## 4727 0001104659-14-015152                 frequent   1 74985 0.000013336
## 4728 0001104659-14-015152                fulfilled   1 74985 0.000013336
## 4729 0001104659-14-015152              functioning   1 74985 0.000013336
## 4730 0001104659-14-015152                  furnish   1 74985 0.000013336
## 4731 0001104659-14-015152              furtherance   1 74985 0.000013336
## 4732 0001104659-14-015152                 gardephe   1 74985 0.000013336
## 4733 0001104659-14-015152                 gasoline   1 74985 0.000013336
## 4734 0001104659-14-015152             generatemust   1 74985 0.000013336
## 4735 0001104659-14-015152                generates   1 74985 0.000013336
## 4736 0001104659-14-015152           geographically   1 74985 0.000013336
## 4737 0001104659-14-015152                getzville   1 74985 0.000013336
## 4738 0001104659-14-015152                   ginnie   1 74985 0.000013336
## 4739 0001104659-14-015152                   golden   1 74985 0.000013336
## 4740 0001104659-14-015152                   govern   1 74985 0.000013336
## 4741 0001104659-14-015152                  governs   1 74985 0.000013336
## 4742 0001104659-14-015152                       gp   1 74985 0.000013336
## 4743 0001104659-14-015152                  gradual   1 74985 0.000013336
## 4744 0001104659-14-015152            grandfathered   1 74985 0.000013336
## 4745 0001104659-14-015152              granularity   1 74985 0.000013336
## 4746 0001104659-14-015152                   ground   1 74985 0.000013336
## 4747 0001104659-14-015152                 grounded   1 74985 0.000013336
## 4748 0001104659-14-015152          groupsecurities   1 74985 0.000013336
## 4749 0001104659-14-015152         grouptransaction   1 74985 0.000013336
## 4750 0001104659-14-015152                  growing   1 74985 0.000013336
## 4751 0001104659-14-015152                      gse   1 74985 0.000013336
## 4752 0001104659-14-015152                    guide   1 74985 0.000013336
## 4753 0001104659-14-015152                    guise   1 74985 0.000013336
## 4754 0001104659-14-015152                       h8   1 74985 0.000013336
## 4755 0001104659-14-015152                  haircut   1 74985 0.000013336
## 4756 0001104659-14-015152                 haircuts   1 74985 0.000013336
## 4757 0001104659-14-015152                 hamilton   1 74985 0.000013336
## 4758 0001104659-14-015152                     hamp   1 74985 0.000013336
## 4759 0001104659-14-015152                     hand   1 74985 0.000013336
## 4760 0001104659-14-015152                     harm   1 74985 0.000013336
## 4761 0001104659-14-015152              headquarter   1 74985 0.000013336
## 4762 0001104659-14-015152            headquartered   1 74985 0.000013336
## 4763 0001104659-14-015152             headquarters   1 74985 0.000013336
## 4764 0001104659-14-015152                    heads   1 74985 0.000013336
## 4765 0001104659-14-015152              hellerstein   1 74985 0.000013336
## 4766 0001104659-14-015152              hereinafter   1 74985 0.000013336
## 4767 0001104659-14-015152                 herewith   1 74985 0.000013336
## 4768 0001104659-14-015152               highlights   1 74985 0.000013336
## 4769 0001104659-14-015152                   hinder   1 74985 0.000013336
## 4770 0001104659-14-015152                     hire   1 74985 0.000013336
## 4771 0001104659-14-015152              homebuilder   1 74985 0.000013336
## 4772 0001104659-14-015152                  horizon   1 74985 0.000013336
## 4773 0001104659-14-015152                 horizons   1 74985 0.000013336
## 4774 0001104659-14-015152                  hostile   1 74985 0.000013336
## 4775 0001104659-14-015152                  hosting   1 74985 0.000013336
## 4776 0001104659-14-015152                  houston   1 74985 0.000013336
## 4777 0001104659-14-015152                     hoyt   1 74985 0.000013336
## 4778 0001104659-14-015152               hundredths   1 74985 0.000013336
## 4779 0001104659-14-015152                     iasb   1 74985 0.000013336
## 4780 0001104659-14-015152                      ice   1 74985 0.000013336
## 4781 0001104659-14-015152               identifies   1 74985 0.000013336
## 4782 0001104659-14-015152                 identity   1 74985 0.000013336
## 4783 0001104659-14-015152            idiosyncratic   1 74985 0.000013336
## 4784 0001104659-14-015152                 ignoring   1 74985 0.000013336
## 4785 0001104659-14-015152                 illinois   1 74985 0.000013336
## 4786 0001104659-14-015152                  illness   1 74985 0.000013336
## 4787 0001104659-14-015152                      imf   1 74985 0.000013336
## 4788 0001104659-14-015152            immateriality   1 74985 0.000013336
## 4789 0001104659-14-015152                   impede   1 74985 0.000013336
## 4790 0001104659-14-015152               impediment   1 74985 0.000013336
## 4791 0001104659-14-015152               implements   1 74985 0.000013336
## 4792 0001104659-14-015152             implications   1 74985 0.000013336
## 4793 0001104659-14-015152                    imply   1 74985 0.000013336
## 4794 0001104659-14-015152                   import   1 74985 0.000013336
## 4795 0001104659-14-015152              impractical   1 74985 0.000013336
## 4796 0001104659-14-015152                 improves   1 74985 0.000013336
## 4797 0001104659-14-015152                imprudent   1 74985 0.000013336
## 4798 0001104659-14-015152                inability   1 74985 0.000013336
## 4799 0001104659-14-015152                    inand   1 74985 0.000013336
## 4800 0001104659-14-015152              incentivize   1 74985 0.000013336
## 4801 0001104659-14-015152             incidentally   1 74985 0.000013336
## 4802 0001104659-14-015152                inclusion   1 74985 0.000013336
## 4803 0001104659-14-015152               incomplete   1 74985 0.000013336
## 4804 0001104659-14-015152               increments   1 74985 0.000013336
## 4805 0001104659-14-015152                    indec   1 74985 0.000013336
## 4806 0001104659-14-015152                  indiaby   1 74985 0.000013336
## 4807 0001104659-14-015152           indiacomprised   1 74985 0.000013336
## 4808 0001104659-14-015152              indications   1 74985 0.000013336
## 4809 0001104659-14-015152               indicative   1 74985 0.000013336
## 4810 0001104659-14-015152               industrial   1 74985 0.000013336
## 4811 0001104659-14-015152              inefficient   1 74985 0.000013336
## 4812 0001104659-14-015152                inferring   1 74985 0.000013336
## 4813 0001104659-14-015152             inflationary   1 74985 0.000013336
## 4814 0001104659-14-015152                   inflow   1 74985 0.000013336
## 4815 0001104659-14-015152                influence   1 74985 0.000013336
## 4816 0001104659-14-015152            informational   1 74985 0.000013336
## 4817 0001104659-14-015152               injunction   1 74985 0.000013336
## 4818 0001104659-14-015152               innovation   1 74985 0.000013336
## 4819 0001104659-14-015152                  inquiry   1 74985 0.000013336
## 4820 0001104659-14-015152                      ins   1 74985 0.000013336
## 4821 0001104659-14-015152                 insiders   1 74985 0.000013336
## 4822 0001104659-14-015152            insignificant   1 74985 0.000013336
## 4823 0001104659-14-015152                inspector   1 74985 0.000013336
## 4824 0001104659-14-015152          instantaneously   1 74985 0.000013336
## 4825 0001104659-14-015152                institute   1 74985 0.000013336
## 4826 0001104659-14-015152               instituted   1 74985 0.000013336
## 4827 0001104659-14-015152                 insurers   1 74985 0.000013336
## 4828 0001104659-14-015152                  insures   1 74985 0.000013336
## 4829 0001104659-14-015152              intelligent   1 74985 0.000013336
## 4830 0001104659-14-015152                intensive   1 74985 0.000013336
## 4831 0001104659-14-015152                intention   1 74985 0.000013336
## 4832 0001104659-14-015152              intentional   1 74985 0.000013336
## 4833 0001104659-14-015152                    inter   1 74985 0.000013336
## 4834 0001104659-14-015152              interactive   1 74985 0.000013336
## 4835 0001104659-14-015152                interacts   1 74985 0.000013336
## 4836 0001104659-14-015152           interconnected   1 74985 0.000013336
## 4837 0001104659-14-015152       interconnectedness   1 74985 0.000013336
## 4838 0001104659-14-015152         intercontinental   1 74985 0.000013336
## 4839 0001104659-14-015152              interdealer   1 74985 0.000013336
## 4840 0001104659-14-015152        interdependencies   1 74985 0.000013336
## 4841 0001104659-14-015152               interested   1 74985 0.000013336
## 4842 0001104659-14-015152            interestsciti   1 74985 0.000013336
## 4843 0001104659-14-015152             intermediate   1 74985 0.000013336
## 4844 0001104659-14-015152             interpolated   1 74985 0.000013336
## 4845 0001104659-14-015152                interrupt   1 74985 0.000013336
## 4846 0001104659-14-015152            interruptions   1 74985 0.000013336
## 4847 0001104659-14-015152                 interval   1 74985 0.000013336
## 4848 0001104659-14-015152             intervention   1 74985 0.000013336
## 4849 0001104659-14-015152             intracompany   1 74985 0.000013336
## 4850 0001104659-14-015152               intrastate   1 74985 0.000013336
## 4851 0001104659-14-015152               introduces   1 74985 0.000013336
## 4852 0001104659-14-015152             introductory   1 74985 0.000013336
## 4853 0001104659-14-015152                intrusion   1 74985 0.000013336
## 4854 0001104659-14-015152                  inverse   1 74985 0.000013336
## 4855 0001104659-14-015152            investigating   1 74985 0.000013336
## 4856 0001104659-14-015152        investmentsequity   1 74985 0.000013336
## 4857 0001104659-14-015152                   invite   1 74985 0.000013336
## 4858 0001104659-14-015152              involuntary   1 74985 0.000013336
## 4859 0001104659-14-015152                  iranian   1 74985 0.000013336
## 4860 0001104659-14-015152              irrevocable   1 74985 0.000013336
## 4861 0001104659-14-015152                      irs   1 74985 0.000013336
## 4862 0001104659-14-015152                    isaac   1 74985 0.000013336
## 4863 0001104659-14-015152                     isda   1 74985 0.000013336
## 4864 0001104659-14-015152                  isdafix   1 74985 0.000013336
## 4865 0001104659-14-015152                   island   1 74985 0.000013336
## 4866 0001104659-14-015152                 isolated   1 74985 0.000013336
## 4867 0001104659-14-015152                      job   1 74985 0.000013336
## 4868 0001104659-14-015152                   joined   1 74985 0.000013336
## 4869 0001104659-14-015152                 jpmorgan   1 74985 0.000013336
## 4870 0001104659-14-015152                   judged   1 74985 0.000013336
## 4871 0001104659-14-015152             jurisdiction   1 74985 0.000013336
## 4872 0001104659-14-015152           jurisdictional   1 74985 0.000013336
## 4873 0001104659-14-015152                    kikos   1 74985 0.000013336
## 4874 0001104659-14-015152                    kinds   1 74985 0.000013336
## 4875 0001104659-14-015152                  kingdom   1 74985 0.000013336
## 4876 0001104659-14-015152                kirschner   1 74985 0.000013336
## 4877 0001104659-14-015152                knowingly   1 74985 0.000013336
## 4878 0001104659-14-015152                   koeltl   1 74985 0.000013336
## 4879 0001104659-14-015152                   kramer   1 74985 0.000013336
## 4880 0001104659-14-015152                    kuala   1 74985 0.000013336
## 4881 0001104659-14-015152                  labeled   1 74985 0.000013336
## 4882 0001104659-14-015152                    labor   1 74985 0.000013336
## 4883 0001104659-14-015152                    lacks   1 74985 0.000013336
## 4884 0001104659-14-015152                  laporte   1 74985 0.000013336
## 4885 0001104659-14-015152                   lapses   1 74985 0.000013336
## 4886 0001104659-14-015152                   latest   1 74985 0.000013336
## 4887 0001104659-14-015152                  lattice   1 74985 0.000013336
## 4888 0001104659-14-015152                 launched   1 74985 0.000013336
## 4889 0001104659-14-015152                  lawsuit   1 74985 0.000013336
## 4890 0001104659-14-015152                   laydon   1 74985 0.000013336
## 4891 0001104659-14-015152               leadership   1 74985 0.000013336
## 4892 0001104659-14-015152                    leave   1 74985 0.000013336
## 4893 0001104659-14-015152                  leaving   1 74985 0.000013336
## 4894 0001104659-14-015152              legislation   1 74985 0.000013336
## 4895 0001104659-14-015152             lendingcards   1 74985 0.000013336
## 4896 0001104659-14-015152              lengthening   1 74985 0.000013336
## 4897 0001104659-14-015152                  lengths   1 74985 0.000013336
## 4898 0001104659-14-015152                  lengthy   1 74985 0.000013336
## 4899 0001104659-14-015152                     leos   1 74985 0.000013336
## 4900 0001104659-14-015152                   lessen   1 74985 0.000013336
## 4901 0001104659-14-015152                  lessens   1 74985 0.000013336
## 4902 0001104659-14-015152               leveraging   1 74985 0.000013336
## 4903 0001104659-14-015152       liabilitiestrading   1 74985 0.000013336
## 4904 0001104659-14-015152                 licenses   1 74985 0.000013336
## 4905 0001104659-14-015152                 lifetime   1 74985 0.000013336
## 4906 0001104659-14-015152                 liikanen   1 74985 0.000013336
## 4907 0001104659-14-015152                   linear   1 74985 0.000013336
## 4908 0001104659-14-015152               liquidated   1 74985 0.000013336
## 4909 0001104659-14-015152          liquiditycredit   1 74985 0.000013336
## 4910 0001104659-14-015152                     lira   1 74985 0.000013336
## 4911 0001104659-14-015152                     list   1 74985 0.000013336
## 4912 0001104659-14-015152                  listing   1 74985 0.000013336
## 4913 0001104659-14-015152              litigations   1 74985 0.000013336
## 4914 0001104659-14-015152                      llc   1 74985 0.000013336
## 4915 0001104659-14-015152               loansstate   1 74985 0.000013336
## 4916 0001104659-14-015152                  locally   1 74985 0.000013336
## 4917 0001104659-14-015152                    locks   1 74985 0.000013336
## 4918 0001104659-14-015152                    logic   1 74985 0.000013336
## 4919 0001104659-14-015152                  londons   1 74985 0.000013336
## 4920 0001104659-14-015152                   lorenz   1 74985 0.000013336
## 4921 0001104659-14-015152                      los   1 74985 0.000013336
## 4922 0001104659-14-015152                  lowered   1 74985 0.000013336
## 4923 0001104659-14-015152                 lowering   1 74985 0.000013336
## 4924 0001104659-14-015152                  loyalty   1 74985 0.000013336
## 4925 0001104659-14-015152                  luggage   1 74985 0.000013336
## 4926 0001104659-14-015152                   lumpur   1 74985 0.000013336
## 4927 0001104659-14-015152            macroeconomic   1 74985 0.000013336
## 4928 0001104659-14-015152       magnitudegenerally   1 74985 0.000013336
## 4929 0001104659-14-015152                  mailing   1 74985 0.000013336
## 4930 0001104659-14-015152                 malaysia   1 74985 0.000013336
## 4931 0001104659-14-015152             malfunctions   1 74985 0.000013336
## 4932 0001104659-14-015152                   malice   1 74985 0.000013336
## 4933 0001104659-14-015152                 mandated   1 74985 0.000013336
## 4934 0001104659-14-015152                 mandates   1 74985 0.000013336
## 4935 0001104659-14-015152                mandating   1 74985 0.000013336
## 4936 0001104659-14-015152                   manila   1 74985 0.000013336
## 4937 0001104659-14-015152               manipulate   1 74985 0.000013336
## 4938 0001104659-14-015152                 marginal   1 74985 0.000013336
## 4939 0001104659-14-015152            marketsbrazil   1 74985 0.000013336
## 4940 0001104659-14-015152                  marrero   1 74985 0.000013336
## 4941 0001104659-14-015152                  matches   1 74985 0.000013336
## 4942 0001104659-14-015152                 matching   1 74985 0.000013336
## 4943 0001104659-14-015152                materials   1 74985 0.000013336
## 4944 0001104659-14-015152             mathematical   1 74985 0.000013336
## 4945 0001104659-14-015152           mattersforeign   1 74985 0.000013336
## 4946 0001104659-14-015152                 maturing   1 74985 0.000013336
## 4947 0001104659-14-015152                 maximize   1 74985 0.000013336
## 4948 0001104659-14-015152                      mba   1 74985 0.000013336
## 4949 0001104659-14-015152                       mc   1 74985 0.000013336
## 4950 0001104659-14-015152             meaningfully   1 74985 0.000013336
## 4951 0001104659-14-015152                mechanics   1 74985 0.000013336
## 4952 0001104659-14-015152                mechanism   1 74985 0.000013336
## 4953 0001104659-14-015152                    media   1 74985 0.000013336
## 4954 0001104659-14-015152                  medical   1 74985 0.000013336
## 4955 0001104659-14-015152                 meetings   1 74985 0.000013336
## 4956 0001104659-14-015152               memorandum   1 74985 0.000013336
## 4957 0001104659-14-015152                  mention   1 74985 0.000013336
## 4958 0001104659-14-015152               mercantile   1 74985 0.000013336
## 4959 0001104659-14-015152                    merge   1 74985 0.000013336
## 4960 0001104659-14-015152                   merged   1 74985 0.000013336
## 4961 0001104659-14-015152                   metric   1 74985 0.000013336
## 4962 0001104659-14-015152                mexicanos   1 74985 0.000013336
## 4963 0001104659-14-015152                  mexicos   1 74985 0.000013336
## 4964 0001104659-14-015152                 migrated   1 74985 0.000013336
## 4965 0001104659-14-015152                migration   1 74985 0.000013336
## 4966 0001104659-14-015152                  minimal   1 74985 0.000013336
## 4967 0001104659-14-015152                  minimis   1 74985 0.000013336
## 4968 0001104659-14-015152                 minimums   1 74985 0.000013336
## 4969 0001104659-14-015152                  minimus   1 74985 0.000013336
## 4970 0001104659-14-015152                   misled   1 74985 0.000013336
## 4971 0001104659-14-015152                   missed   1 74985 0.000013336
## 4972 0001104659-14-015152                misstated   1 74985 0.000013336
## 4973 0001104659-14-015152             misstatement   1 74985 0.000013336
## 4974 0001104659-14-015152             mixgeography   1 74985 0.000013336
## 4975 0001104659-14-015152                   mizuho   1 74985 0.000013336
## 4976 0001104659-14-015152                 moderate   1 74985 0.000013336
## 4977 0001104659-14-015152               moderation   1 74985 0.000013336
## 4978 0001104659-14-015152            modernization   1 74985 0.000013336
## 4979 0001104659-14-015152                   modest   1 74985 0.000013336
## 4980 0001104659-14-015152               monetizing   1 74985 0.000013336
## 4981 0001104659-14-015152                mortgaged   1 74985 0.000013336
## 4982 0001104659-14-015152           mortgagesstate   1 74985 0.000013336
## 4983 0001104659-14-015152                 movement   1 74985 0.000013336
## 4984 0001104659-14-015152                    moves   1 74985 0.000013336
## 4985 0001104659-14-015152                  msrsare   1 74985 0.000013336
## 4986 0001104659-14-015152                      mtm   1 74985 0.000013336
## 4987 0001104659-14-015152                  mueller   1 74985 0.000013336
## 4988 0001104659-14-015152            multidistrict   1 74985 0.000013336
## 4989 0001104659-14-015152              multifamily   1 74985 0.000013336
## 4990 0001104659-14-015152               multiplied   1 74985 0.000013336
## 4991 0001104659-14-015152               multiplier   1 74985 0.000013336
## 4992 0001104659-14-015152                   mumbai   1 74985 0.000013336
## 4993 0001104659-14-015152             municipality   1 74985 0.000013336
## 4994 0001104659-14-015152           n.a.additional   1 74985 0.000013336
## 4995 0001104659-14-015152            n.a.potential   1 74985 0.000013336
## 4996 0001104659-14-015152                      n.j   1 74985 0.000013336
## 4997 0001104659-14-015152                   naming   1 74985 0.000013336
## 4998 0001104659-14-015152                  nations   1 74985 0.000013336
## 4999 0001104659-14-015152                  natural   1 74985 0.000013336
## 5000 0001104659-14-015152                  nearest   1 74985 0.000013336
## 5001 0001104659-14-015152             necessitated   1 74985 0.000013336
## 5002 0001104659-14-015152               negligible   1 74985 0.000013336
## 5003 0001104659-14-015152                negotiate   1 74985 0.000013336
## 5004 0001104659-14-015152                  nominal   1 74985 0.000013336
## 5005 0001104659-14-015152               nomination   1 74985 0.000013336
## 5006 0001104659-14-015152            noncancelable   1 74985 0.000013336
## 5007 0001104659-14-015152            nonconforming   1 74985 0.000013336
## 5008 0001104659-14-015152          noncontributory   1 74985 0.000013336
## 5009 0001104659-14-015152            noncumulative   1 74985 0.000013336
## 5010 0001104659-14-015152            nonredeemable   1 74985 0.000013336
## 5011 0001104659-14-015152              nonstandard   1 74985 0.000013336
## 5012 0001104659-14-015152                 northern   1 74985 0.000013336
## 5013 0001104659-14-015152                  notches   1 74985 0.000013336
## 5014 0001104659-14-015152                notionals   1 74985 0.000013336
## 5015 0001104659-14-015152                  novated   1 74985 0.000013336
## 5016 0001104659-14-015152                  novelty   1 74985 0.000013336
## 5017 0001104659-14-015152                     novo   1 74985 0.000013336
## 5018 0001104659-14-015152                  numeric   1 74985 0.000013336
## 5019 0001104659-14-015152                       ny   1 74985 0.000013336
## 5020 0001104659-14-015152                    obama   1 74985 0.000013336
## 5021 0001104659-14-015152                 objector   1 74985 0.000013336
## 5022 0001104659-14-015152                objectors   1 74985 0.000013336
## 5023 0001104659-14-015152                  observe   1 74985 0.000013336
## 5024 0001104659-14-015152                 occasion   1 74985 0.000013336
## 5025 0001104659-14-015152                     occs   1 74985 0.000013336
## 5026 0001104659-14-015152             oceanografia   1 74985 0.000013336
## 5027 0001104659-14-015152                     oing   1 74985 0.000013336
## 5028 0001104659-14-015152                omissions   1 74985 0.000013336
## 5029 0001104659-14-015152                   onsite   1 74985 0.000013336
## 5030 0001104659-14-015152                   opened   1 74985 0.000013336
## 5031 0001104659-14-015152                 operated   1 74985 0.000013336
## 5032 0001104659-14-015152                operators   1 74985 0.000013336
## 5033 0001104659-14-015152                 opinions   1 74985 0.000013336
## 5034 0001104659-14-015152            opportunistic   1 74985 0.000013336
## 5035 0001104659-14-015152                  opposed   1 74985 0.000013336
## 5036 0001104659-14-015152                 opposite   1 74985 0.000013336
## 5037 0001104659-14-015152                      opt   1 74985 0.000013336
## 5038 0001104659-14-015152                    opted   1 74985 0.000013336
## 5039 0001104659-14-015152                   opting   1 74985 0.000013336
## 5040 0001104659-14-015152                   orally   1 74985 0.000013336
## 5041 0001104659-14-015152                 ordering   1 74985 0.000013336
## 5042 0001104659-14-015152                originate   1 74985 0.000013336
## 5043 0001104659-14-015152               originates   1 74985 0.000013336
## 5044 0001104659-14-015152                  orwhere   1 74985 0.000013336
## 5045 0001104659-14-015152                     osas   1 74985 0.000013336
## 5046 0001104659-14-015152                      ots   1 74985 0.000013336
## 5047 0001104659-14-015152                 outlined   1 74985 0.000013336
## 5048 0001104659-14-015152                 outright   1 74985 0.000013336
## 5049 0001104659-14-015152               outsources   1 74985 0.000013336
## 5050 0001104659-14-015152              outsourcing   1 74985 0.000013336
## 5051 0001104659-14-015152                overdraft   1 74985 0.000013336
## 5052 0001104659-14-015152               overdrafts   1 74985 0.000013336
## 5053 0001104659-14-015152                 oversees   1 74985 0.000013336
## 5054 0001104659-14-015152                   owning   1 74985 0.000013336
## 5055 0001104659-14-015152                       pa   1 74985 0.000013336
## 5056 0001104659-14-015152                 packages   1 74985 0.000013336
## 5057 0001104659-14-015152                packaging   1 74985 0.000013336
## 5058 0001104659-14-015152                 pakistan   1 74985 0.000013336
## 5059 0001104659-14-015152                paragraph   1 74985 0.000013336
## 5060 0001104659-14-015152               paragraphs   1 74985 0.000013336
## 5061 0001104659-14-015152                parameter   1 74985 0.000013336
## 5062 0001104659-14-015152                     park   1 74985 0.000013336
## 5063 0001104659-14-015152                  parkway   1 74985 0.000013336
## 5064 0001104659-14-015152                parmalats   1 74985 0.000013336
## 5065 0001104659-14-015152                     pass   1 74985 0.000013336
## 5066 0001104659-14-015152                   passes   1 74985 0.000013336
## 5067 0001104659-14-015152                  passing   1 74985 0.000013336
## 5068 0001104659-14-015152                  passive   1 74985 0.000013336
## 5069 0001104659-14-015152                  patient   1 74985 0.000013336
## 5070 0001104659-14-015152                 patterns   1 74985 0.000013336
## 5071 0001104659-14-015152                  payouts   1 74985 0.000013336
## 5072 0001104659-14-015152                 pensions   1 74985 0.000013336
## 5073 0001104659-14-015152                  percent   1 74985 0.000013336
## 5074 0001104659-14-015152                perfectly   1 74985 0.000013336
## 5075 0001104659-14-015152              permanently   1 74985 0.000013336
## 5076 0001104659-14-015152               permission   1 74985 0.000013336
## 5077 0001104659-14-015152                     petr   1 74985 0.000013336
## 5078 0001104659-14-015152             philadelphia   1 74985 0.000013336
## 5079 0001104659-14-015152              philippines   1 74985 0.000013336
## 5080 0001104659-14-015152                 phillips   1 74985 0.000013336
## 5081 0001104659-14-015152               physically   1 74985 0.000013336
## 5082 0001104659-14-015152               placements   1 74985 0.000013336
## 5083 0001104659-14-015152                    plays   1 74985 0.000013336
## 5084 0001104659-14-015152                  pledges   1 74985 0.000013336
## 5085 0001104659-14-015152                 pledging   1 74985 0.000013336
## 5086 0001104659-14-015152                   pocket   1 74985 0.000013336
## 5087 0001104659-14-015152             policyholder   1 74985 0.000013336
## 5088 0001104659-14-015152                    pools   1 74985 0.000013336
## 5089 0001104659-14-015152                    poors   1 74985 0.000013336
## 5090 0001104659-14-015152               population   1 74985 0.000013336
## 5091 0001104659-14-015152                    posed   1 74985 0.000013336
## 5092 0001104659-14-015152                   posing   1 74985 0.000013336
## 5093 0001104659-14-015152               positively   1 74985 0.000013336
## 5094 0001104659-14-015152              possibility   1 74985 0.000013336
## 5095 0001104659-14-015152                   powers   1 74985 0.000013336
## 5096 0001104659-14-015152                practical   1 74985 0.000013336
## 5097 0001104659-14-015152            precautionary   1 74985 0.000013336
## 5098 0001104659-14-015152             precipitated   1 74985 0.000013336
## 5099 0001104659-14-015152              predominant   1 74985 0.000013336
## 5100 0001104659-14-015152               preemption   1 74985 0.000013336
## 5101 0001104659-14-015152                 prejudge   1 74985 0.000013336
## 5102 0001104659-14-015152                 prepared   1 74985 0.000013336
## 5103 0001104659-14-015152                 prepares   1 74985 0.000013336
## 5104 0001104659-14-015152                   prepay   1 74985 0.000013336
## 5105 0001104659-14-015152            prepaymentsin   1 74985 0.000013336
## 5106 0001104659-14-015152                prescribe   1 74985 0.000013336
## 5107 0001104659-14-015152               prescribes   1 74985 0.000013336
## 5108 0001104659-14-015152             prescriptive   1 74985 0.000013336
## 5109 0001104659-14-015152               preserving   1 74985 0.000013336
## 5110 0001104659-14-015152                 pressure   1 74985 0.000013336
## 5111 0001104659-14-015152              presumption   1 74985 0.000013336
## 5112 0001104659-14-015152                 pretrial   1 74985 0.000013336
## 5113 0001104659-14-015152                prevented   1 74985 0.000013336
## 5114 0001104659-14-015152               preventive   1 74985 0.000013336
## 5115 0001104659-14-015152               privileged   1 74985 0.000013336
## 5116 0001104659-14-015152                    probe   1 74985 0.000013336
## 5117 0001104659-14-015152                 problems   1 74985 0.000013336
## 5118 0001104659-14-015152                processor   1 74985 0.000013336
## 5119 0001104659-14-015152             professional   1 74985 0.000013336
## 5120 0001104659-14-015152                 profiles   1 74985 0.000013336
## 5121 0001104659-14-015152               prohibited   1 74985 0.000013336
## 5122 0001104659-14-015152              prohibiting   1 74985 0.000013336
## 5123 0001104659-14-015152               projecting   1 74985 0.000013336
## 5124 0001104659-14-015152            proliferation   1 74985 0.000013336
## 5125 0001104659-14-015152                prolonged   1 74985 0.000013336
## 5126 0001104659-14-015152                prominent   1 74985 0.000013336
## 5127 0001104659-14-015152               promissory   1 74985 0.000013336
## 5128 0001104659-14-015152                  promote   1 74985 0.000013336
## 5129 0001104659-14-015152                promoting   1 74985 0.000013336
## 5130 0001104659-14-015152                promotion   1 74985 0.000013336
## 5131 0001104659-14-015152                 promptly   1 74985 0.000013336
## 5132 0001104659-14-015152              promulgated   1 74985 0.000013336
## 5133 0001104659-14-015152           pronouncements   1 74985 0.000013336
## 5134 0001104659-14-015152                   proofs   1 74985 0.000013336
## 5135 0001104659-14-015152            proportionate   1 74985 0.000013336
## 5136 0001104659-14-015152          proportionately   1 74985 0.000013336
## 5137 0001104659-14-015152                 proposes   1 74985 0.000013336
## 5138 0001104659-14-015152              prosecution   1 74985 0.000013336
## 5139 0001104659-14-015152            prospectively   1 74985 0.000013336
## 5140 0001104659-14-015152                protected   1 74985 0.000013336
## 5141 0001104659-14-015152            protectionist   1 74985 0.000013336
## 5142 0001104659-14-015152              protections   1 74985 0.000013336
## 5143 0001104659-14-015152                 protects   1 74985 0.000013336
## 5144 0001104659-14-015152                    prove   1 74985 0.000013336
## 5145 0001104659-14-015152            provisionally   1 74985 0.000013336
## 5146 0001104659-14-015152               prudential   1 74985 0.000013336
## 5147 0001104659-14-015152                       ps   1 74985 0.000013336
## 5148 0001104659-14-015152                      psu   1 74985 0.000013336
## 5149 0001104659-14-015152                  publish   1 74985 0.000013336
## 5150 0001104659-14-015152               publishing   1 74985 0.000013336
## 5151 0001104659-14-015152                   pudong   1 74985 0.000013336
## 5152 0001104659-14-015152              purportedly   1 74985 0.000013336
## 5153 0001104659-14-015152                 purports   1 74985 0.000013336
## 5154 0001104659-14-015152             purposefully   1 74985 0.000013336
## 5155 0001104659-14-015152                  pursues   1 74985 0.000013336
## 5156 0001104659-14-015152                  pursuit   1 74985 0.000013336
## 5157 0001104659-14-015152                   pushed   1 74985 0.000013336
## 5158 0001104659-14-015152                  putable   1 74985 0.000013336
## 5159 0001104659-14-015152            qualification   1 74985 0.000013336
## 5160 0001104659-14-015152                qualifies   1 74985 0.000013336
## 5161 0001104659-14-015152              quantifying   1 74985 0.000013336
## 5162 0001104659-14-015152                questions   1 74985 0.000013336
## 5163 0001104659-14-015152                  quickly   1 74985 0.000013336
## 5164 0001104659-14-015152               quotations   1 74985 0.000013336
## 5165 0001104659-14-015152                    quote   1 74985 0.000013336
## 5166 0001104659-14-015152                racketeer   1 74985 0.000013336
## 5167 0001104659-14-015152                  raising   1 74985 0.000013336
## 5168 0001104659-14-015152                 randomly   1 74985 0.000013336
## 5169 0001104659-14-015152                   ranged   1 74985 0.000013336
## 5170 0001104659-14-015152              ratesassets   1 74985 0.000013336
## 5171 0001104659-14-015152         ratesliabilities   1 74985 0.000013336
## 5172 0001104659-14-015152                reacquire   1 74985 0.000013336
## 5173 0001104659-14-015152                  reacted   1 74985 0.000013336
## 5174 0001104659-14-015152                 reaction   1 74985 0.000013336
## 5175 0001104659-14-015152                    ready   1 74985 0.000013336
## 5176 0001104659-14-015152                  reality   1 74985 0.000013336
## 5177 0001104659-14-015152                realizing   1 74985 0.000013336
## 5178 0001104659-14-015152               reallocate   1 74985 0.000013336
## 5179 0001104659-14-015152                   realty   1 74985 0.000013336
## 5180 0001104659-14-015152           reasonableness   1 74985 0.000013336
## 5181 0001104659-14-015152             reassessment   1 74985 0.000013336
## 5182 0001104659-14-015152                rebalance   1 74985 0.000013336
## 5183 0001104659-14-015152               rebalanced   1 74985 0.000013336
## 5184 0001104659-14-015152              rebalancing   1 74985 0.000013336
## 5185 0001104659-14-015152                   rebate   1 74985 0.000013336
## 5186 0001104659-14-015152                  rebates   1 74985 0.000013336
## 5187 0001104659-14-015152         receivablesloans   1 74985 0.000013336
## 5188 0001104659-14-015152      receivablestroubled   1 74985 0.000013336
## 5189 0001104659-14-015152             receivership   1 74985 0.000013336
## 5190 0001104659-14-015152                recession   1 74985 0.000013336
## 5191 0001104659-14-015152          reconciliations   1 74985 0.000013336
## 5192 0001104659-14-015152               reconsider   1 74985 0.000013336
## 5193 0001104659-14-015152             reconsidered   1 74985 0.000013336
## 5194 0001104659-14-015152                recording   1 74985 0.000013336
## 5195 0001104659-14-015152              recoverable   1 74985 0.000013336
## 5196 0001104659-14-015152                 recovers   1 74985 0.000013336
## 5197 0001104659-14-015152                rectified   1 74985 0.000013336
## 5198 0001104659-14-015152               redeemable   1 74985 0.000013336
## 5199 0001104659-14-015152                 redeemed   1 74985 0.000013336
## 5200 0001104659-14-015152                redeeming   1 74985 0.000013336
## 5201 0001104659-14-015152             redesignated   1 74985 0.000013336
## 5202 0001104659-14-015152              redesigning   1 74985 0.000013336
## 5203 0001104659-14-015152               references   1 74985 0.000013336
## 5204 0001104659-14-015152               refinement   1 74985 0.000013336
## 5205 0001104659-14-015152               refraining   1 74985 0.000013336
## 5206 0001104659-14-015152                 refunded   1 74985 0.000013336
## 5207 0001104659-14-015152                 refusing   1 74985 0.000013336
## 5208 0001104659-14-015152                 register   1 74985 0.000013336
## 5209 0001104659-14-015152                 registry   1 74985 0.000013336
## 5210 0001104659-14-015152                regulates   1 74985 0.000013336
## 5211 0001104659-14-015152           rehabilitation   1 74985 0.000013336
## 5212 0001104659-14-015152            rehypothecate   1 74985 0.000013336
## 5213 0001104659-14-015152               reimburses   1 74985 0.000013336
## 5214 0001104659-14-015152                reinsured   1 74985 0.000013336
## 5215 0001104659-14-015152             reinvestment   1 74985 0.000013336
## 5216 0001104659-14-015152                relations   1 74985 0.000013336
## 5217 0001104659-14-015152                 reliably   1 74985 0.000013336
## 5218 0001104659-14-015152                   reload   1 74985 0.000013336
## 5219 0001104659-14-015152               relocating   1 74985 0.000013336
## 5220 0001104659-14-015152                     rely   1 74985 0.000013336
## 5221 0001104659-14-015152                remeasure   1 74985 0.000013336
## 5222 0001104659-14-015152            remeasurement   1 74985 0.000013336
## 5223 0001104659-14-015152              remeasuring   1 74985 0.000013336
## 5224 0001104659-14-015152              remediation   1 74985 0.000013336
## 5225 0001104659-14-015152                    remit   1 74985 0.000013336
## 5226 0001104659-14-015152                   remits   1 74985 0.000013336
## 5227 0001104659-14-015152               remittance   1 74985 0.000013336
## 5228 0001104659-14-015152                 renewals   1 74985 0.000013336
## 5229 0001104659-14-015152                  rentals   1 74985 0.000013336
## 5230 0001104659-14-015152                repairing   1 74985 0.000013336
## 5231 0001104659-14-015152              repatriated   1 74985 0.000013336
## 5232 0001104659-14-015152             repatriation   1 74985 0.000013336
## 5233 0001104659-14-015152                    repay   1 74985 0.000013336
## 5234 0001104659-14-015152                   repeal   1 74985 0.000013336
## 5235 0001104659-14-015152                 repeated   1 74985 0.000013336
## 5236 0001104659-14-015152              replacement   1 74985 0.000013336
## 5237 0001104659-14-015152                 replaces   1 74985 0.000013336
## 5238 0001104659-14-015152                replenish   1 74985 0.000013336
## 5239 0001104659-14-015152                    reply   1 74985 0.000013336
## 5240 0001104659-14-015152               reposition   1 74985 0.000013336
## 5241 0001104659-14-015152             repositories   1 74985 0.000013336
## 5242 0001104659-14-015152                repudiate   1 74985 0.000013336
## 5243 0001104659-14-015152                residence   1 74985 0.000013336
## 5244 0001104659-14-015152                 resigned   1 74985 0.000013336
## 5245 0001104659-14-015152                   resold   1 74985 0.000013336
## 5246 0001104659-14-015152       resourcescitigroup   1 74985 0.000013336
## 5247 0001104659-14-015152      resourcesregulatory   1 74985 0.000013336
## 5248 0001104659-14-015152               respecting   1 74985 0.000013336
## 5249 0001104659-14-015152                  respond   1 74985 0.000013336
## 5250 0001104659-14-015152           responsiveness   1 74985 0.000013336
## 5251 0001104659-14-015152                 restrain   1 74985 0.000013336
## 5252 0001104659-14-015152                 restrepo   1 74985 0.000013336
## 5253 0001104659-14-015152                 restrict   1 74985 0.000013336
## 5254 0001104659-14-015152              restricting   1 74985 0.000013336
## 5255 0001104659-14-015152             restructured   1 74985 0.000013336
## 5256 0001104659-14-015152                 retainer   1 74985 0.000013336
## 5257 0001104659-14-015152                  retired   1 74985 0.000013336
## 5258 0001104659-14-015152                  retrial   1 74985 0.000013336
## 5259 0001104659-14-015152                  retried   1 74985 0.000013336
## 5260 0001104659-14-015152                returning   1 74985 0.000013336
## 5261 0001104659-14-015152                   revert   1 74985 0.000013336
## 5262 0001104659-14-015152                 revising   1 74985 0.000013336
## 5263 0001104659-14-015152                  revoked   1 74985 0.000013336
## 5264 0001104659-14-015152                  rewards   1 74985 0.000013336
## 5265 0001104659-14-015152                  rigging   1 74985 0.000013336
## 5266 0001104659-14-015152                   rising   1 74985 0.000013336
## 5267 0001104659-14-015152               riskacross   1 74985 0.000013336
## 5268 0001104659-14-015152            riskcitigroup   1 74985 0.000013336
## 5269 0001104659-14-015152              riskcountry   1 74985 0.000013336
## 5270 0001104659-14-015152                riskgiips   1 74985 0.000013336
## 5271 0001104659-14-015152                riskloans   1 74985 0.000013336
## 5272 0001104659-14-015152             riskmortgage   1 74985 0.000013336
## 5273 0001104659-14-015152             risknational   1 74985 0.000013336
## 5274 0001104659-14-015152                  risknon   1 74985 0.000013336
## 5275 0001104659-14-015152              risktrading   1 74985 0.000013336
## 5276 0001104659-14-015152                   robust   1 74985 0.000013336
## 5277 0001104659-14-015152                 rollover   1 74985 0.000013336
## 5278 0001104659-14-015152                rollovers   1 74985 0.000013336
## 5279 0001104659-14-015152                  roughly   1 74985 0.000013336
## 5280 0001104659-14-015152                    round   1 74985 0.000013336
## 5281 0001104659-14-015152                     runs   1 74985 0.000013336
## 5282 0001104659-14-015152                      ryu   1 74985 0.000013336
## 5283 0001104659-14-015152                      s.a   1 74985 0.000013336
## 5284 0001104659-14-015152                  salomon   1 74985 0.000013336
## 5285 0001104659-14-015152               sammartino   1 74985 0.000013336
## 5286 0001104659-14-015152                sanctions   1 74985 0.000013336
## 5287 0001104659-14-015152             satisfaction   1 74985 0.000013336
## 5288 0001104659-14-015152                    scale   1 74985 0.000013336
## 5289 0001104659-14-015152                  scaling   1 74985 0.000013336
## 5290 0001104659-14-015152               scheduling   1 74985 0.000013336
## 5291 0001104659-14-015152                    score   1 74985 0.000013336
## 5292 0001104659-14-015152                scorecard   1 74985 0.000013336
## 5293 0001104659-14-015152                 seasoned   1 74985 0.000013336
## 5294 0001104659-14-015152               securitize   1 74985 0.000013336
## 5295 0001104659-14-015152             securitizers   1 74985 0.000013336
## 5296 0001104659-14-015152                segregate   1 74985 0.000013336
## 5297 0001104659-14-015152                selective   1 74985 0.000013336
## 5298 0001104659-14-015152               semiannual   1 74985 0.000013336
## 5299 0001104659-14-015152             semiannually   1 74985 0.000013336
## 5300 0001104659-14-015152                  sending   1 74985 0.000013336
## 5301 0001104659-14-015152                    sends   1 74985 0.000013336
## 5302 0001104659-14-015152                sentiment   1 74985 0.000013336
## 5303 0001104659-14-015152                    seoul   1 74985 0.000013336
## 5304 0001104659-14-015152                separated   1 74985 0.000013336
## 5305 0001104659-14-015152               separating   1 74985 0.000013336
## 5306 0001104659-14-015152               separation   1 74985 0.000013336
## 5307 0001104659-14-015152                servicers   1 74985 0.000013336
## 5308 0001104659-14-015152        servicesinsurance   1 74985 0.000013336
## 5309 0001104659-14-015152       servicesinvestment   1 74985 0.000013336
## 5310 0001104659-14-015152                   setoff   1 74985 0.000013336
## 5311 0001104659-14-015152                  setters   1 74985 0.000013336
## 5312 0001104659-14-015152                 settling   1 74985 0.000013336
## 5313 0001104659-14-015152                  seybert   1 74985 0.000013336
## 5314 0001104659-14-015152                      sft   1 74985 0.000013336
## 5315 0001104659-14-015152     shareholderrelations   1 74985 0.000013336
## 5316 0001104659-14-015152                    shell   1 74985 0.000013336
## 5317 0001104659-14-015152             shortcomings   1 74985 0.000013336
## 5318 0001104659-14-015152               shortfalls   1 74985 0.000013336
## 5319 0001104659-14-015152                  shortly   1 74985 0.000013336
## 5320 0001104659-14-015152                  showing   1 74985 0.000013336
## 5321 0001104659-14-015152               signatures   1 74985 0.000013336
## 5322 0001104659-14-015152          significant.the   1 74985 0.000013336
## 5323 0001104659-14-015152                    signs   1 74985 0.000013336
## 5324 0001104659-14-015152                 simmtech   1 74985 0.000013336
## 5325 0001104659-14-015152                 simplify   1 74985 0.000013336
## 5326 0001104659-14-015152                     site   1 74985 0.000013336
## 5327 0001104659-14-015152                  sizable   1 74985 0.000013336
## 5328 0001104659-14-015152                  skilled   1 74985 0.000013336
## 5329 0001104659-14-015152                      sky   1 74985 0.000013336
## 5330 0001104659-14-015152                 slowdown   1 74985 0.000013336
## 5331 0001104659-14-015152                     slrs   1 74985 0.000013336
## 5332 0001104659-14-015152                 smallest   1 74985 0.000013336
## 5333 0001104659-14-015152                   snyder   1 74985 0.000013336
## 5334 0001104659-14-015152                  society   1 74985 0.000013336
## 5335 0001104659-14-015152                    sound   1 74985 0.000013336
## 5336 0001104659-14-015152                soundness   1 74985 0.000013336
## 5337 0001104659-14-015152                     span   1 74985 0.000013336
## 5338 0001104659-14-015152                 spanning   1 74985 0.000013336
## 5339 0001104659-14-015152                    speak   1 74985 0.000013336
## 5340 0001104659-14-015152              specialties   1 74985 0.000013336
## 5341 0001104659-14-015152                specifics   1 74985 0.000013336
## 5342 0001104659-14-015152                specifies   1 74985 0.000013336
## 5343 0001104659-14-015152                   speeds   1 74985 0.000013336
## 5344 0001104659-14-015152                   speedy   1 74985 0.000013336
## 5345 0001104659-14-015152                    spend   1 74985 0.000013336
## 5346 0001104659-14-015152                    split   1 74985 0.000013336
## 5347 0001104659-14-015152              sponsorship   1 74985 0.000013336
## 5348 0001104659-14-015152                 sporadic   1 74985 0.000013336
## 5349 0001104659-14-015152                     spur   1 74985 0.000013336
## 5350 0001104659-14-015152                stabilize   1 74985 0.000013336
## 5351 0001104659-14-015152              stabilizing   1 74985 0.000013336
## 5352 0001104659-14-015152                    stage   1 74985 0.000013336
## 5353 0001104659-14-015152                    stamp   1 74985 0.000013336
## 5354 0001104659-14-015152                   stands   1 74985 0.000013336
## 5355 0001104659-14-015152                  stating   1 74985 0.000013336
## 5356 0001104659-14-015152               steepening   1 74985 0.000013336
## 5357 0001104659-14-015152                 sterling   1 74985 0.000013336
## 5358 0001104659-14-015152              stipulation   1 74985 0.000013336
## 5359 0001104659-14-015152             stipulations   1 74985 0.000013336
## 5360 0001104659-14-015152                   stocks   1 74985 0.000013336
## 5361 0001104659-14-015152                     stop   1 74985 0.000013336
## 5362 0001104659-14-015152                   stored   1 74985 0.000013336
## 5363 0001104659-14-015152                   stream   1 74985 0.000013336
## 5364 0001104659-14-015152             streamlining   1 74985 0.000013336
## 5365 0001104659-14-015152                 stronger   1 74985 0.000013336
## 5366 0001104659-14-015152                  student   1 74985 0.000013336
## 5367 0001104659-14-015152                    study   1 74985 0.000013336
## 5368 0001104659-14-015152             subcustodian   1 74985 0.000013336
## 5369 0001104659-14-015152             subdivisions   1 74985 0.000013336
## 5370 0001104659-14-015152                subjected   1 74985 0.000013336
## 5371 0001104659-14-015152               subjecting   1 74985 0.000013336
## 5372 0001104659-14-015152                 sublease   1 74985 0.000013336
## 5373 0001104659-14-015152               subsegment   1 74985 0.000013336
## 5374 0001104659-14-015152  subsidiariesconstraints   1 74985 0.000013336
## 5375 0001104659-14-015152         subsidiarization   1 74985 0.000013336
## 5376 0001104659-14-015152                subsidies   1 74985 0.000013336
## 5377 0001104659-14-015152               subsidized   1 74985 0.000013336
## 5378 0001104659-14-015152                substance   1 74985 0.000013336
## 5379 0001104659-14-015152              substandard   1 74985 0.000013336
## 5380 0001104659-14-015152           substantiating   1 74985 0.000013336
## 5381 0001104659-14-015152              substantive   1 74985 0.000013336
## 5382 0001104659-14-015152         substitutability   1 74985 0.000013336
## 5383 0001104659-14-015152               substitute   1 74985 0.000013336
## 5384 0001104659-14-015152              substitutes   1 74985 0.000013336
## 5385 0001104659-14-015152                 subtopic   1 74985 0.000013336
## 5386 0001104659-14-015152                subtopics   1 74985 0.000013336
## 5387 0001104659-14-015152                successor   1 74985 0.000013336
## 5388 0001104659-14-015152                  suggest   1 74985 0.000013336
## 5389 0001104659-14-015152                     sums   1 74985 0.000013336
## 5390 0001104659-14-015152                 superior   1 74985 0.000013336
## 5391 0001104659-14-015152                supervise   1 74985 0.000013336
## 5392 0001104659-14-015152             supervisions   1 74985 0.000013336
## 5393 0001104659-14-015152            supplementing   1 74985 0.000013336
## 5394 0001104659-14-015152               suppressed   1 74985 0.000013336
## 5395 0001104659-14-015152               surcharges   1 74985 0.000013336
## 5396 0001104659-14-015152                  surplus   1 74985 0.000013336
## 5397 0001104659-14-015152              surrounding   1 74985 0.000013336
## 5398 0001104659-14-015152             surveillance   1 74985 0.000013336
## 5399 0001104659-14-015152                 surveyed   1 74985 0.000013336
## 5400 0001104659-14-015152                surviving   1 74985 0.000013336
## 5401 0001104659-14-015152              susceptible   1 74985 0.000013336
## 5402 0001104659-14-015152               suspicious   1 74985 0.000013336
## 5403 0001104659-14-015152                    swain   1 74985 0.000013336
## 5404 0001104659-14-015152                 swaption   1 74985 0.000013336
## 5405 0001104659-14-015152                 sweeping   1 74985 0.000013336
## 5406 0001104659-14-015152                    swiss   1 74985 0.000013336
## 5407 0001104659-14-015152                   symbol   1 74985 0.000013336
## 5408 0001104659-14-015152            symmetrically   1 74985 0.000013336
## 5409 0001104659-14-015152                 symmetry   1 74985 0.000013336
## 5410 0001104659-14-015152                  tabular   1 74985 0.000013336
## 5411 0001104659-14-015152                     tail   1 74985 0.000013336
## 5412 0001104659-14-015152                 tailored   1 74985 0.000013336
## 5413 0001104659-14-015152                takeovers   1 74985 0.000013336
## 5414 0001104659-14-015152                  talents   1 74985 0.000013336
## 5415 0001104659-14-015152                 targeted   1 74985 0.000013336
## 5416 0001104659-14-015152                targeting   1 74985 0.000013336
## 5417 0001104659-14-015152                     tarp   1 74985 0.000013336
## 5418 0001104659-14-015152                     task   1 74985 0.000013336
## 5419 0001104659-14-015152                     team   1 74985 0.000013336
## 5420 0001104659-14-015152              temporarily   1 74985 0.000013336
## 5421 0001104659-14-015152                 tendency   1 74985 0.000013336
## 5422 0001104659-14-015152                  tenored   1 74985 0.000013336
## 5423 0001104659-14-015152                   tenors   1 74985 0.000013336
## 5424 0001104659-14-015152                   termed   1 74985 0.000013336
## 5425 0001104659-14-015152                     text   1 74985 0.000013336
## 5426 0001104659-14-015152                   the100   1 74985 0.000013336
## 5427 0001104659-14-015152              theoretical   1 74985 0.000013336
## 5428 0001104659-14-015152                  thereto   1 74985 0.000013336
## 5429 0001104659-14-015152                thereunto   1 74985 0.000013336
## 5430 0001104659-14-015152                   thinly   1 74985 0.000013336
## 5431 0001104659-14-015152              threatening   1 74985 0.000013336
## 5432 0001104659-14-015152                   thrift   1 74985 0.000013336
## 5433 0001104659-14-015152                  thrifts   1 74985 0.000013336
## 5434 0001104659-14-015152                   ticker   1 74985 0.000013336
## 5435 0001104659-14-015152                    tigar   1 74985 0.000013336
## 5436 0001104659-14-015152                tightened   1 74985 0.000013336
## 5437 0001104659-14-015152                  tighter   1 74985 0.000013336
## 5438 0001104659-14-015152                     tobs   1 74985 0.000013336
## 5439 0001104659-14-015152                tolerance   1 74985 0.000013336
## 5440 0001104659-14-015152                   topics   1 74985 0.000013336
## 5441 0001104659-14-015152               trademarks   1 74985 0.000013336
## 5442 0001104659-14-015152                   trader   1 74985 0.000013336
## 5443 0001104659-14-015152                 tranched   1 74985 0.000013336
## 5444 0001104659-14-015152            transactional   1 74985 0.000013336
## 5445 0001104659-14-015152             transferable   1 74985 0.000013336
## 5446 0001104659-14-015152               transferor   1 74985 0.000013336
## 5447 0001104659-14-015152                transform   1 74985 0.000013336
## 5448 0001104659-14-015152           transformation   1 74985 0.000013336
## 5449 0001104659-14-015152            transitioning   1 74985 0.000013336
## 5450 0001104659-14-015152               translates   1 74985 0.000013336
## 5451 0001104659-14-015152             transmission   1 74985 0.000013336
## 5452 0001104659-14-015152                travelers   1 74985 0.000013336
## 5453 0001104659-14-015152               treasurers   1 74985 0.000013336
## 5454 0001104659-14-015152                   treats   1 74985 0.000013336
## 5455 0001104659-14-015152                   treaty   1 74985 0.000013336
## 5456 0001104659-14-015152                tribunals   1 74985 0.000013336
## 5457 0001104659-14-015152               triggering   1 74985 0.000013336
## 5458 0001104659-14-015152                     true   1 74985 0.000013336
## 5459 0001104659-14-015152                 trustees   1 74985 0.000013336
## 5460 0001104659-14-015152           trustscitibank   1 74985 0.000013336
## 5461 0001104659-14-015152             trustsmaster   1 74985 0.000013336
## 5462 0001104659-14-015152                  turkish   1 74985 0.000013336
## 5463 0001104659-14-015152                  turmoil   1 74985 0.000013336
## 5464 0001104659-14-015152                unaccrued   1 74985 0.000013336
## 5465 0001104659-14-015152               unadjusted   1 74985 0.000013336
## 5466 0001104659-14-015152           unavailability   1 74985 0.000013336
## 5467 0001104659-14-015152              unavailable   1 74985 0.000013336
## 5468 0001104659-14-015152                 uncapped   1 74985 0.000013336
## 5469 0001104659-14-015152                uncleared   1 74985 0.000013336
## 5470 0001104659-14-015152            uncollectable   1 74985 0.000013336
## 5471 0001104659-14-015152            uncollectible   1 74985 0.000013336
## 5472 0001104659-14-015152              uncommitted   1 74985 0.000013336
## 5473 0001104659-14-015152              underserved   1 74985 0.000013336
## 5474 0001104659-14-015152              undersigned   1 74985 0.000013336
## 5475 0001104659-14-015152               understand   1 74985 0.000013336
## 5476 0001104659-14-015152                undertake   1 74985 0.000013336
## 5477 0001104659-14-015152              undisclosed   1 74985 0.000013336
## 5478 0001104659-14-015152                  undrawn   1 74985 0.000013336
## 5479 0001104659-14-015152              unfavorable   1 74985 0.000013336
## 5480 0001104659-14-015152               unforeseen   1 74985 0.000013336
## 5481 0001104659-14-015152                 unhedged   1 74985 0.000013336
## 5482 0001104659-14-015152                  uniform   1 74985 0.000013336
## 5483 0001104659-14-015152                   unlike   1 74985 0.000013336
## 5484 0001104659-14-015152             unparalleled   1 74985 0.000013336
## 5485 0001104659-14-015152         unpredictability   1 74985 0.000013336
## 5486 0001104659-14-015152                unrelated   1 74985 0.000013336
## 5487 0001104659-14-015152              unscheduled   1 74985 0.000013336
## 5488 0001104659-14-015152            unsecuritized   1 74985 0.000013336
## 5489 0001104659-14-015152                 unstable   1 74985 0.000013336
## 5490 0001104659-14-015152               unsuitable   1 74985 0.000013336
## 5491 0001104659-14-015152                 untested   1 74985 0.000013336
## 5492 0001104659-14-015152                unwilling   1 74985 0.000013336
## 5493 0001104659-14-015152            unwillingness   1 74985 0.000013336
## 5494 0001104659-14-015152                 upcoming   1 74985 0.000013336
## 5495 0001104659-14-015152                 updating   1 74985 0.000013336
## 5496 0001104659-14-015152                uploading   1 74985 0.000013336
## 5497 0001104659-14-015152                  urgency   1 74985 0.000013336
## 5498 0001104659-14-015152             utilizations   1 74985 0.000013336
## 5499 0001104659-14-015152                   vacate   1 74985 0.000013336
## 5500 0001104659-14-015152                  vacated   1 74985 0.000013336
## 5501 0001104659-14-015152                    vadas   1 74985 0.000013336
## 5502 0001104659-14-015152                  vehicle   1 74985 0.000013336
## 5503 0001104659-14-015152                   vendor   1 74985 0.000013336
## 5504 0001104659-14-015152                    verbs   1 74985 0.000013336
## 5505 0001104659-14-015152                 vertical   1 74985 0.000013336
## 5506 0001104659-14-015152                       vi   1 74985 0.000013336
## 5507 0001104659-14-015152              viesbalance   1 74985 0.000013336
## 5508 0001104659-14-015152            viesliquidity   1 74985 0.000013336
## 5509 0001104659-14-015152                    views   1 74985 0.000013336
## 5510 0001104659-14-015152                 vintages   1 74985 0.000013336
## 5511 0001104659-14-015152                 violated   1 74985 0.000013336
## 5512 0001104659-14-015152                virtually   1 74985 0.000013336
## 5513 0001104659-14-015152                  viruses   1 74985 0.000013336
## 5514 0001104659-14-015152                    visas   1 74985 0.000013336
## 5515 0001104659-14-015152              voluntarily   1 74985 0.000013336
## 5516 0001104659-14-015152                      vtn   1 74985 0.000013336
## 5517 0001104659-14-015152               vulnerable   1 74985 0.000013336
## 5518 0001104659-14-015152                     wage   1 74985 0.000013336
## 5519 0001104659-14-015152                  waivers   1 74985 0.000013336
## 5520 0001104659-14-015152                     wake   1 74985 0.000013336
## 5521 0001104659-14-015152                      war   1 74985 0.000013336
## 5522 0001104659-14-015152              warehousing   1 74985 0.000013336
## 5523 0001104659-14-015152                  warrant   1 74985 0.000013336
## 5524 0001104659-14-015152                    watch   1 74985 0.000013336
## 5525 0001104659-14-015152                   wealth   1 74985 0.000013336
## 5526 0001104659-14-015152                     week   1 74985 0.000013336
## 5527 0001104659-14-015152                   weekly   1 74985 0.000013336
## 5528 0001104659-14-015152                    weeks   1 74985 0.000013336
## 5529 0001104659-14-015152                  weights   1 74985 0.000013336
## 5530 0001104659-14-015152                  welfare   1 74985 0.000013336
## 5531 0001104659-14-015152                     west   1 74985 0.000013336
## 5532 0001104659-14-015152                    wharf   1 74985 0.000013336
## 5533 0001104659-14-015152                  whistle   1 74985 0.000013336
## 5534 0001104659-14-015152                   widens   1 74985 0.000013336
## 5535 0001104659-14-015152                   window   1 74985 0.000013336
## 5536 0001104659-14-015152                withdrawn   1 74985 0.000013336
## 5537 0001104659-14-015152              withholding   1 74985 0.000013336
## 5538 0001104659-14-015152                    words   1 74985 0.000013336
## 5539 0001104659-14-015152                worsening   1 74985 0.000013336
## 5540 0001104659-14-015152                    wrong   1 74985 0.000013336
## 5541 0001104659-14-015152               wrongdoing   1 74985 0.000013336
## 5542 0001104659-14-015152              www.sec.gov   1 74985 0.000013336
## 5543 0001104659-14-015152                    xviii   1 74985 0.000013336

Sentiment

Sentiment works similarly to stopwords, except we are identifying words with specific, useful meanings
- We can grab off-the-shelf sentiment measures using get_sentiments() from tidytext

get_sentiments("afinn") %>%
  group_by(value) %>%
  slice(1) %>%
  ungroup()

## # A tibble: 11 x 2
##    word         value
##    <chr>        <dbl>
##  1 bastard         -5
##  2 ass             -4
##  3 abhor           -3
##  4 abandon         -2
##  5 absentee        -1
##  6 some kind        0
##  7 aboard           1
##  8 abilities        2
##  9 admire           3
## 10 amazing          4
## 11 breathtaking     5

get_sentiments("bing") %>%
  group_by(sentiment) %>%
  slice(1) %>%
  ungroup()

## # A tibble: 2 x 2
##   word    sentiment
##   <chr>   <chr>    
## 1 2-faces negative 
## 2 abound  positive

Sentiment

get_sentiments("nrc") %>%
  group_by(sentiment) %>%
  slice(1) %>%
  ungroup()

## # A tibble: 10 x 2
##    word        sentiment   
##    <chr>       <chr>       
##  1 abandoned   anger       
##  2 abundance   anticipation
##  3 aberration  disgust     
##  4 abandon     fear        
##  5 absolution  joy         
##  6 abandon     negative    
##  7 abba        positive    
##  8 abandon     sadness     
##  9 abandonment surprise    
## 10 abacus      trust

Loughran & McDonald dictionary – finance specific, targeted at annual reports

get_sentiments("loughran") %>%
  group_by(sentiment) %>%
  slice(1) %>%
  ungroup()

## # A tibble: 6 x 2
##   word           sentiment   
##   <chr>          <chr>       
## 1 abide          constraining
## 2 abovementioned litigious   
## 3 abandon        negative    
## 4 able           positive    
## 5 aegis          superfluous 
## 6 abeyance       uncertainty

Merging in sentiment data

tf_sent <- tf %>% left_join(get_sentiments("loughran"))

## Joining, by = "word"

tf_sent[1:5,]

##                     ID   word   n total          tf   sentiment
## 1 0001104659-14-015152   citi 826 74985 0.011015536        <NA>
## 2 0001104659-14-015152   2013 743 74985 0.009908648        <NA>
## 3 0001104659-14-015152 credit 704 74985 0.009388544        <NA>
## 4 0001104659-14-015152  citis 660 74985 0.008801760        <NA>
## 5 0001104659-14-015152   risk 624 74985 0.008321664 uncertainty

tf_sent[!is.na(tf_sent$sentiment),][1:5,]

##                      ID          word   n total          tf   sentiment
## 5  0001104659-14-015152          risk 624 74985 0.008321664 uncertainty
## 28 0001104659-14-015152          loss 267 74985 0.003560712    negative
## 29 0001104659-14-015152        losses 265 74985 0.003534040    negative
## 36 0001104659-14-015152 approximately 232 74985 0.003093952 uncertainty
## 37 0001104659-14-015152    regulatory 216 74985 0.002880576   litigious

Summarizing document sentiment

tf_sent %>%
  spread(sentiment, tf, fill=0) %>%
  select(constraining, litigious, negative, positive, superfluous, uncertainty) %>%
  colSums()

## constraining    litigious     negative     positive  superfluous  uncertainty 
##  0.013242649  0.020750817  0.034780289  0.007054744  0.000373408  0.025325065

visualizing sentiment

Visualizing a document as a word cloud

quanteda provides textplot_wordcloud()
cast_dfm() converts tidy term frequencies to Quanteda
There are also the wordcloud and wordcloud2 packages for this

corp <- cast_dfm(tf, ID, word, n)
textplot_wordcloud(dfm(corp), color = RColorBrewer::brewer.pal(9, "Set1"))

Another reason to use stopwords

Without removing stopwords, the word cloud shows almost nothing useful

corp_no_stop <- cast_dfm(tf_no_stop, ID, word, n)
textplot_wordcloud(dfm(corp_no_stop), color = RColorBrewer::brewer.pal(9, "Set1"))

R Practice 3

Using the same data as before, we will explore
- Readability
- Sentiment
- Word clouds
Note: Due to missing packages, you will need to run the code in RStudio, not in the DataCamp light console
Do exercises 6 through 8 in today’s practice file
- R Practice
- Shortlink: rmc.link/420r7

For next week

For next week:
- Finish the third assignment
  - Submit on eLearn
- Datacamp
  - Do the assigned chapter on text analysis
- Start on the group project

Packages used for these slides

Custom code

library(knitr)
library(kableExtra)
html_df <- function(text, cols=NULL, col1=FALSE, full=F) {
  if(!length(cols)) {
    cols=colnames(text)
  }
  if(!col1) {
    kable(text,"html", col.names = cols, align = c("l",rep('c',length(cols)-1))) %>%
      kable_styling(bootstrap_options = c("striped","hover"), full_width=full)
  } else {
    kable(text,"html", col.names = cols, align = c("l",rep('c',length(cols)-1))) %>%
      kable_styling(bootstrap_options = c("striped","hover"), full_width=full) %>%
      column_spec(1,bold=T)
  }
}

cryptoMC <- function(name) {
  if (exists(name)) {
    get(name)
  } else{
  html <- getURL(paste('https://coinmarketcap.com/currencies/',name,'/',sep=''))
  xpath <- '//*[@id="__next"]/div[1]/div[2]/div[1]/div[2]/div[1]/div/div[2]/span[1]/span[1]/text()'
  doc = htmlParse(html, asText=TRUE)
  plain.text <- xpathSApply(doc, xpath, xmlValue)
  assign(name, gsub("\n","",gsub(" ", "", paste(plain.text, collapse = ""), fixed = TRUE), fixed = TRUE),envir = .GlobalEnv)
  get(name)
  }
}

# Create a plot of the top words by sentiment
tf_sent %>%
  filter(!is.na(sentiment)) %>%
  group_by(sentiment) %>%
  arrange(desc(n)) %>%
  mutate(row = row_number()) %>%
  filter(row < 10) %>%
  ungroup() %>%
  mutate(word = reorder(word, n)) %>%
  ggplot(aes(y=n, x=word)) + geom_col() + theme(axis.text.x = element_text(angle=90, hjust=1)) + 
  facet_wrap(~sentiment, ncol=3, scales="free_x")

ACCT 420: Textual analysis

Session 7

Dr. Richard M. Crowley

Front matter

Learning objectives

Datacamp

Textual data and textual analysis

Review of Session 6

Why is textual analysis harder?

Structured data

Unstructured data

Some ideas of what we can do

Where might we encounter text data in business

Natural Language Processing (NLP)

NLP in everyday life

Case: How leveraging NLP helps call centers

Consider

Working with 1 text file

Before we begin: Special characters

Loading in text data from files

Loading from other file types

Loading from other file types

Example using html

Automating crypto pricing in a document

Basic text functions in R

Subsetting text

Transforming text

Examples: Case

Examples: paste

Transforming text

Transforming text

Example: Splitting text

Finding phrases in text

Finding phrases in text

Example: Finding phrases

Example: Finding phrases

R Practice

Pattern matching

Finding patterns in the text (regex)

Regex example

Breaking down the example

Breaking down the example

Useful regex components: Content

Example: Regex content

Example: Regex content

Useful regex components: Form

Useful regex components: Form

Example: Regexes on real estate firm names

Why is regex so important?

Some extras

Expanding usage

Expanding usage

R Practice 2

Readability and Sentiment

Readability

Readability: Flesch Kincaid

Readability: Fog

Readability: Coleman-Liau

Converting text to words

The details

The details

Word case

The Curse of dimensionality

Stopwords

Applying stopwords to a corpus

Converting to term frequency

Sentiment

Sentiment

Merging in sentiment data

Summarizing document sentiment

visualizing sentiment

Visualizing a document as a word cloud

Another reason to use stopwords

R Practice 3

End matter

For next week

Packages used for these slides

Custom code

Examples: `paste`