Day 4 Text preprocessing
When working with data, a significant number of variables will be in some sort of text format. When you want to manipulate these variables, an easy approach would be exporting the data to MS Excel and then just performing those manipulations by hand. This is very time-consuming, though, and, hence, we rather recommend the R way which scales well and works fast for data sets of varying sizes.
Quick reminder: a string is an element of a character vector and can be created by simply wrapping some text in quotation marks:
string <- "Hi, how are you doing?"
vector_of_strings <- c("Hi, how are you doing?", "I'm doing well, HBY?", "Me too, thanks for asking.")Note that you can either wrap your text in double quotation marks and use single ones in the string and vice versa:
The stringr package (Wickham 2019) contains a multitude of commands (49 in total) that can be used to achieve a couple of things, mainly manipulating character vectors, and finding and matching patterns. These goals can also be achieved with base R functions, but stringr’s advantage is its consistency. The makers of stringr describe it as
A consistent, simple and easy-to-use set of wrappers around the fantastic
stringipackage. All function and argument names (and positions) are consistent, all functions deal withNA’s and zero-length vectors in the same way, and the output from one function is easy to feed into the input of another.
Every stringr function starts with str_ – which facilitates finding the proper command: just type str_ and RStudio’s auto-suggest function should take care of the rest (if it doesn’t pop up by itself, you can trigger it by hitting the tab key). Also, they take a vector of strings as their first argument, which facilitates using them in a %>%-pipeline and adding them to a mutate()-call.
One important component of stringr functions is regular expressions which will be introduced later as well.
4.1 Basic manipulations
In the following, we will introduce you to several different operations that can be performed on strings.
4.1.1 Changing the case of the words
A basic operation is changing words’ cases.
## [1] "hi, how are you doing?" "i'm doing well, hby?"
## [3] "me too, thanks for asking."## [1] "HI, HOW ARE YOU DOING?" "I'M DOING WELL, HBY?"
## [3] "ME TOO, THANKS FOR ASKING."## [1] "Hi, How Are You Doing?" "I'm Doing Well, Hby?"
## [3] "Me Too, Thanks For Asking."## [1] "Hi, how are you doing?" "I'm doing well, hby?"
## [3] "Me too, thanks for asking."4.1.2 Determining a string’s length
Determining the string’s number of characters goes as follows:
## [1] 22 20 264.1.3 Extracting particular characters
Characters can be extracted (by position) using str_sub
## [1] "Hi, h" "I'm d" "Me to"## [1] "oing?" " HBY?" "king."You can also use str_sub() to replace strings. E.g., to replace the last character by a full stop, you can do the following:
## [1] "Hi, how are you doing." "I'm doing well, HBY."
## [3] "Me too, thanks for asking."However, in everyday use, you would probably go with str_replace() and regular expressions.
4.1.4 Concatenating strings
Similar to how c() puts together different elements (or vectors of length 1) and other vectors into a single vector, str_c() can be used to concatenate several strings into a single string. This can, for instance, be used to write some birthday invitations.
names <- c("Inger", "Peter", "Kalle", "Ingrid")
str_c("Hi", names, "I hope you're doing well. As per this letter, I invite you to my birthday party.")## [1] "HiIngerI hope you're doing well. As per this letter, I invite you to my birthday party."
## [2] "HiPeterI hope you're doing well. As per this letter, I invite you to my birthday party."
## [3] "HiKalleI hope you're doing well. As per this letter, I invite you to my birthday party."
## [4] "HiIngridI hope you're doing well. As per this letter, I invite you to my birthday party."Well, this looks kind of ugly, as there are no spaces, and commas are lacking as well. You can fix that by determining a separator using the sep argument.
str_c("Hi", names, "I hope you're doing well. As per this letter, I invite you to my birthday party.", sep = ", ")## [1] "Hi, Inger, I hope you're doing well. As per this letter, I invite you to my birthday party."
## [2] "Hi, Peter, I hope you're doing well. As per this letter, I invite you to my birthday party."
## [3] "Hi, Kalle, I hope you're doing well. As per this letter, I invite you to my birthday party."
## [4] "Hi, Ingrid, I hope you're doing well. As per this letter, I invite you to my birthday party."You could also collapse the strings contained in a vector together into one single string using the collapse argument.
## [1] "Inger, Peter, Kalle, Ingrid"This can also be achieved using the str_flatten() function.
## [1] "Inger, Peter, Kalle, Ingrid"4.1.5 Repetition
Repeating (or duplicating) strings is performed using str_dup(). The function takes two arguments: the string to be duplicated and the number of times.
## [1] "felixfelix"## [1] "felix" "felixfelix" "felixfelixfelix"## [1] "IngerInger" "PeterPeter" "KalleKalle" "IngridIngrid"## [1] "Inger" "PeterPeter"
## [3] "KalleKalleKalle" "IngridIngridIngridIngrid"4.1.6 Removing unnecessary whitespaces
Often text contains unnecessary whitespaces.
unnecessary_whitespaces <- c(" on the left", "on the right ", " on both sides ", " literally everywhere ")Removing the ones at the beginning of the end of a string can be accomplished using str_trim().
## [1] "on the left" "on the right "
## [3] "on both sides " "literally everywhere "## [1] " on the left" "on the right"
## [3] " on both sides" " literally everywhere"## [1] "on the left" "on the right"
## [3] "on both sides" "literally everywhere"str_trim() could not fix the last string though, where unnecessary whitespaces were also present in between words. Here, str_squish is more appropriate. It removes leading or trailing whitespaces as well as duplicated ones in between words.
## [1] "on the left" "on the right" "on both sides"
## [4] "literally everywhere"4.2 Regular expressions
Up to now, you have been introduced to the more basic functions of the stringr package. Those are useful, for sure, yet limited. However, to make use of the full potential of stringr, you will first have to acquaint yourself with regular expressions (also often abbreviated as “regex” with plural “regexes”).
Those regular expressions are patterns that can be used to describe certain strings. Exemplary use cases of regexes are the identification of phone numbers, email addresses, or whether a password you choose on a web page consists of enough characters, an uppercase character, and at least one special character. Hence, if you want to replace certain words with another one, you can write the proper regex and it will identify the strings you want to replace, and the stringr functions (i.e., str_replace()) will take care of the rest.
Before you dive into regexes, beware that they are quite complicated at the beginning5. Yet, mastering them is very rewarding and will pay off in the future.
4.2.1 Literal characters
The most basic regex patterns consist of literal characters only. str_view() tells you which parts of a string match a pattern is present in the element.
Note that regexes are case-sensitive.
They also match parts of words:
Moreover, they are “greedy,” they only match the first occurrence (in “Stockholm”):
This can be addressed in the stringr package by using str_._all() functions – but more on that later.
If you want to match multiple literal characters (or words, for that sake), you can connect them using the | meta character (more on meta characters later).
Every letter of the English alphabet (or number/or combination of those) can serve as a literal character. Those literal characters match themselves. This is, however, not the case with the other sort of characters, so-called meta characters.
4.2.2 Metacharacters
When using regexes, the following characters are considered meta characters and have a special meaning:
. \ | ( ) { } [ ] ^ $ - * + ?
4.2.2.1 The wildcard
Did you notice how we used the dot to refer to the entirety of the str_._all() functions? This is basically what the . meta-character does: it matches every character except for a new line. The first call extracts all function names from the stringr package, the second one shows the matches (i.e., the elements of the vector where it can find the pattern).
## [1] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [13] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [25] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [37] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [49] FALSE FALSE FALSE FALSEWell, as you can see, there are none. This is because the . can only replace one character. We need some sort of multiplier to find them. The ones available are:
?– zero or one*– zero or more+– one or more{n}– exactly n{n,}– n or more{n,m}– between n and m
In our case, the appropriate one is +:
## [1] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [13] FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE
## [25] TRUE FALSE FALSE FALSE TRUE FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## [37] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE
## [49] FALSE FALSE FALSE FALSEHowever, if you want to match the character “.”? This problem may arise when searching for clock time. A naive regex might look like this:
## [1] TRUE TRUE TRUEYet, it matches everything. We need some sort of literal dot. Here, the metacharacter \ comes in handy. By putting it in front of the metacharacter, it no longer has its special meaning and is interpreted as a literal character. This procedure is referred to as “escaping.” Hence, \ is also referred to as the “escape character.” Note that you will need to escape \ as well, and therefore it will look like this: \\..
## [1] FALSE FALSE TRUE4.2.3 Sets of characters
You can also define sets of multiple characters using the [ ] meta characters. This can be used to define multiple possible characters that can appear in the same place.
You can also define certain ranges of characters using the - metacharacter:
Same holds for numbers:
american_phone_number <- "(555) 555-1234"
str_view(american_phone_number, "\\([:digit:]{3}\\) [0-9]{3}-[0-9]{4}")There are also predefined sets of characters, for instance, digits or letters, which are called character classes. You can find them on the stringr cheatsheet.
Furthermore, you can put almost every meta character inside the square brackets without escaping them. This does not apply to the caret (^) in the first position, the dash -, the closing square bracket ], and the backslash \.
4.2.4 Anchors
There is also a way to define whether you want the pattern to be present in the beginning ^ or at the end $ of a string. sentences are a couple of (i.e., 720) predefined example sentences. If we were now interested in the number of sentences that begin with a “the,” we could write the following regex:
If we wanted to know how many start with a “The” and end with a full stop, we could do this one:
4.2.4.1 Boundaries
Note that right now, the regex also matches the sentence which starts with a “These.” To address this, we need to tell the machine that it should only accept a “The” if there starts a new word thereafter. In regex syntax, this is done using so-called boundaries. Those are defined as \b as a word boundary and \B as no word boundary. (Note that you will need an additional escape character as you will have to escape the escape character itself.)
In my example, we would include the former if we were to search for sentences that begin with a single “The” and the latter if we were to search for sentences that begin with a word that starts with a “The” but are not “The” – such as “These.”
4.2.4.2 Lookarounds
A final common task is to extract certain words or values based on what comes before or after them. Look at the following example:
Here, to identify the height in meters, the first task is to identify all the numbers that are followed by an “m”. The regex syntax for this looks like this: A(?=pattern) with A being the entity that is supposed to be found (hence, in this case, [0-9]+).
The second step now is to identify the centimeters. This could of course be achieved using the same regex and replacing m with cm. However, we can also harness a so-called negative look ahead A(?!pattern), a so-called look behind (?<=pattern)A. The negative counterpart, the negative look behind (?<!pattern)A could be used to extract the meters.
The negative lookahead returns everything that is not followed by the defined pattern. The look behind returns everything that is preceded by the pattern, the negative look behind returns everything that is not preceded by the pattern.
In the following, we demonstrate how you could extract the centimeters using negative look ahead and look behind.
4.3 More advanced string manipulation
Now that you have learned about regexes, you can unleash the full power of stringr.
The basic syntax of a stringr function looks as follows: str_.*(string, regex("")). Some stringr functions also have the suffix _all which implies that they operate not only on the first match (“greedy”) but on every match.
To demonstrate the different functions, we will again rely on the subset of example sentences.
4.3.1 Detect matches
str_detect can be used to determine whether a certain pattern is present in the string.
## [1] TRUE FALSE FALSE FALSE FALSE TRUE TRUE TRUE FALSE FALSEThis also works very well in a dplyr::filter() call. Finding all action movies in the IMDB data set can be solved like this:
## Rows: 1000 Columns: 12
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (5): Title, Genre, Description, Director, Actors
## dbl (7): Rank, Year, Runtime (Minutes), Rating, Votes, Revenue (Millions), M...
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.## # A tibble: 303 × 12
## Rank Title Genre Description Director Actors Year `Runtime (Minu…` Rating
## <dbl> <chr> <chr> <chr> <chr> <chr> <dbl> <dbl> <dbl>
## 1 1 Guardi… Acti… A group of… James G… Chris… 2014 121 8.1
## 2 5 Suicid… Acti… A secret g… David A… Will … 2016 123 6.2
## 3 6 The Gr… Acti… European m… Yimou Z… Matt … 2016 103 6.1
## 4 9 The Lo… Acti… A true-lif… James G… Charl… 2016 141 7.1
## 5 13 Rogue … Acti… The Rebel … Gareth … Felic… 2016 133 7.9
## 6 15 Coloss… Acti… Gloria is … Nacho V… Anne … 2016 109 6.4
## 7 18 Jason … Acti… The CIA's … Paul Gr… Matt … 2016 123 6.7
## 8 25 Indepe… Acti… Two decade… Roland … Liam … 2016 120 5.3
## 9 27 Bahuba… Acti… In ancient… S.S. Ra… Prabh… 2015 159 8.3
## 10 30 Assass… Acti… When Callu… Justin … Micha… 2016 115 5.9
## # … with 293 more rows, and 3 more variables: Votes <dbl>,
## # `Revenue (Millions)` <dbl>, Metascore <dbl>If you want to know whether there are multiple matches present in each string, you can use str_count. Here, it might be advisable to set the ignore_case option to TRUE:
## [1] 2 2 1 0 0 1 2 1 0 0If you want to locate the match in the string, use str_locate. This returns a matrix, which is a vector of multiple dimensions.
## start end
## [1,] 1 3
## [2,] 6 8
## [3,] 19 21
## [4,] NA NA
## [5,] NA NA
## [6,] 1 3
## [7,] 1 3
## [8,] 1 3
## [9,] NA NA
## [10,] NA NAMoreover, this is a good example for the greediness of stringr functions. Hence, it is advisable to use str_locate_all which returns a list with one matrix for each element of the original vector:
## [[1]]
## start end
## [1,] 1 3
## [2,] 25 27
##
## [[2]]
## start end
## [1,] 6 8
## [2,] 19 21
##
## [[3]]
## start end
## [1,] 19 214.3.2 Mutating strings
Mutating strings usually implies the replacement of certain elements (e.g., words) with other elements (or removing them, which is a special case of replacing them with nothing). In stringr this is performed using str_replace(string, pattern, replacement) and str_replace_all(string, pattern, replacement).
If we wanted, for instance, to replace the first occurrence of “m” letters with “meters,” we would go about this the following way:
## [1] "1meters30cm" "2meters01cm" "3meters10cm"Note that str_replace_all would have lead to the following outcome:
## [1] "1meters30cmeters" "2meters01cmeters" "3meters10cmeters"However, we also want to replace the “cm” with “centimeters,” hence, we can harness another feature of str_replace_all(), providing multiple replacements:
## [1] "1meters30centimeterseters" "2meters01centimeterseters"
## [3] "3meters10centimeterseters"What becomes obvious is that a “simple” regex containing just literal characters more often than not does not suffice. It will be your task to fix this. And while on it, you can also address the meter/meters problem – a “1” needs meter instead of meters. Another feature is that the replacements are performed in order. You can harness this for solving the problem.
4.3.3 Extracting text
str_extract(_all)() can be used to extract matching strings. In the mtcars data set, the first word describes the car brand. Here, we harness another regex, the \\w which stands for any word character. Its opponent is \\W for any non-word character.
mtcars %>%
rownames_to_column(var = "car_model") %>%
transmute(manufacturer = str_extract(car_model, "^\\w+\\b")) %>%
head(6)## manufacturer
## 1 Mazda
## 2 Mazda
## 3 Datsun
## 4 Hornet
## 5 Hornet
## 6 Valiant4.3.4 Split vectors
Another use case here would have been to split it into two columns: manufacturer and model. One approach would be to use str_split(). This function splits the string at every occurrence of the predefined pattern. In this example, we use a word boundary as the pattern:
## [[1]]
## [1] "Mazda" "RX4"
##
## [[2]]
## [1] "Mazda" "RX4" "Wag"
##
## [[3]]
## [1] "Datsun" "710"
##
## [[4]]
## [1] "Hornet" "4" "Drive"
##
## [[5]]
## [1] "Hornet" "Sportabout"
##
## [[6]]
## [1] "Valiant"This outputs a list containing the different singular words/special characters. This doesn’t make sense in this case. Here, however, the structure of the string is always roughly the same: “\[manufacturer\]\[ \]\[model description\]”. Moreover, the manufacturer is only one word. Hence, the task can be fixed by splitting the string after the first word, which should indicate the manufacturer. This can be accomplished using str_split_fixed(). Fixed means that the number of splits is predefined. This returns a matrix that can easily become a tibble.
str_split_fixed(manufacturer_model, "(?<=\\w)\\b", n = 2) %>%
as_tibble() %>%
rename(manufacturer = V1,
model = V2) %>%
mutate(model = str_squish(model))## Warning: The `x` argument of `as_tibble.matrix()` must have unique column names if `.name_repair` is omitted as of tibble 2.0.0.
## Using compatibility `.name_repair`.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was generated.## # A tibble: 32 × 2
## manufacturer model
## <chr> <chr>
## 1 Mazda "RX4"
## 2 Mazda "RX4 Wag"
## 3 Datsun "710"
## 4 Hornet "4 Drive"
## 5 Hornet "Sportabout"
## 6 Valiant ""
## 7 Duster "360"
## 8 Merc "240D"
## 9 Merc "230"
## 10 Merc "280"
## # … with 22 more rows4.4 Featurization of text
After having learned about the basics of string manipulation, we are now turning to how you can turn your collection of documents, your corpus, into a representation that lends itself nicely to quantitative analyses of text. There are a couple of packages around which you can use for text mining, such as quanteda (Benoit et al. 2018), tm (Feinerer, Hornik, and Meyer 2008), and tidytext (Silge and Robinson 2016), the latter being probably the most recent addition to them. A larger overview of relevant packages can be found on this CRAN Task View.
As you could probably tell from its name, tidytext obeys the tidy data principles6. “Every observation is a row” translates here to “every token has its own row” – “token” not necessarily relating to a singular term, but also so-called n-grams. In the following, we will demonstrate what text mining using tidy principles can look like in R. For this, we will first cover the preprocessing of text using tidy data principles. Thereafter, we will delve into more advanced preprocessing such as the lemmatization of words and part-of-speech (POS) tagging using spaCy (Honnibal and Montani 2017). Finally, different R packages are using different representations of text data. Depending on the task at hand, you will therefore have to be able to transform the data into the proper format. This will be covered in the final part.
4.4.1 Pre-processing with tidytext
The sotu package contains all of the so-called “State of the Union” addresses – the president gives them to the congress annually – since 1790.
library(sotu)
sotu_raw <- sotu_meta %>%
bind_cols(sotu_text) %>%
rename(text = `...6`) %>%
distinct(text, .keep_all = TRUE)
sotu_raw %>% glimpse()## Rows: 236
## Columns: 6
## $ president <chr> "George Washington", "George Washington", "George Washing…
## $ year <int> 1790, 1790, 1791, 1792, 1793, 1794, 1795, 1796, 1797, 179…
## $ years_active <chr> "1789-1793", "1789-1793", "1789-1793", "1789-1793", "1793…
## $ party <chr> "Nonpartisan", "Nonpartisan", "Nonpartisan", "Nonpartisan…
## $ sotu_type <chr> "speech", "speech", "speech", "speech", "speech", "speech…
## $ text <chr> "Fellow-Citizens of the Senate and House of Representativ…Now that the data are read in, we need to put them into the proper format and clean them. For this purpose, we take a look at the first entry of the tibble.
## [1] "Fellow-Citizens of the Senate and House of Representatives: \n\nI embrace with great satisfaction the opportunity which now presents itself of congratulating you on the present favorable prospects of our public affairs. The recent accession of the important state of North Carolina to the Constitution of the United States (of which official information has been received), the rising credit and respectability of our country, the general and increasing good will toward the government of the Union, an"4.4.1.1 unnest_tokens()
we will focus on the 20th-century SOTUs. Here, the dplyr::between() function comes in handy.
In a first step, we bring the data into a form that facilitates manipulation: a tibble. For this, we use tidytext’s unnest_tokens() function. It breaks the corpus up into tokens – the respective words. In English, words are separated by whitespace. Therefore, tokenization could also be achieved doing str_split(sep = " ").
`
library(tidytext)
toy_example <- tibble(
text = "Look, this is a brief example for how tokenization works."
)
toy_example %>%
pull(text) %>%
str_split(pattern = " ") ## [[1]]
## [1] "Look," "this" "is" "a" "brief"
## [6] "example" "for" "how" "tokenization" "works."## # A tibble: 10 × 1
## token
## <chr>
## 1 look
## 2 this
## 3 is
## 4 a
## 5 brief
## 6 example
## 7 for
## 8 how
## 9 tokenization
## 10 worksNote that unnest_tokens() already reduces complexity for us by removing the comma and the full-stop and making everything lower-case.
is_equal <- function(x, y) x == y
is_equal(
toy_example %>%
pull(text) %>%
str_split(pattern = " ") %>%
reduce(c) %>%
str_remove_all("[:punct:]") %>%
str_to_lower(),
toy_example %>%
unnest_tokens(output = token,
input = text) %>%
pull(token)
)## [1] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUEsotu_20cent_tokenized <- sotu_20cent_raw %>%
unnest_tokens(output = token, input = text)
glimpse(sotu_20cent_tokenized)## Rows: 911,321
## Columns: 6
## $ president <chr> "William McKinley", "William McKinley", "William McKinley…
## $ year <int> 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 190…
## $ years_active <chr> "1897-1901", "1897-1901", "1897-1901", "1897-1901", "1897…
## $ party <chr> "Republican", "Republican", "Republican", "Republican", "…
## $ sotu_type <chr> "written", "written", "written", "written", "written", "w…
## $ token <chr> "to", "the", "senate", "and", "house", "of", "representat…The new tibble consists of 911321 rows. Please note that usually, you have to put some sort of id column into your original tibble before tokenizing it, e.g., by giving each case – representing a document, or chapter, or whatever – a separate id (e.g., using tibble::rowid_to_column()). This does not apply here, because my original tibble came with a bunch of metadata (president, year, party) which serve as sufficient identifiers.
unnest_ngrams() can be used to split the text into ngrams.
## # A tibble: 1,822,315 × 6
## president year years_active party sotu_type ngrams
## <chr> <int> <chr> <chr> <chr> <chr>
## 1 William McKinley 1900 1897-1901 Republican written to the
## 2 William McKinley 1900 1897-1901 Republican written to the senate
## 3 William McKinley 1900 1897-1901 Republican written the senate
## 4 William McKinley 1900 1897-1901 Republican written the senate and
## 5 William McKinley 1900 1897-1901 Republican written senate and
## 6 William McKinley 1900 1897-1901 Republican written senate and house
## 7 William McKinley 1900 1897-1901 Republican written and house
## 8 William McKinley 1900 1897-1901 Republican written and house of
## 9 William McKinley 1900 1897-1901 Republican written house of
## 10 William McKinley 1900 1897-1901 Republican written house of representa…
## # … with 1,822,305 more rows4.4.1.2 Removal of unnecessary content
The next step is to remove stop words – they are not necessary for the analyses we want to perform. The stopwords (Benoit, Muhr, and Watanabe 2020) package has a nice list for English.
library(stopwords)
stopwords_vec <- stopwords(language = "en")
#stopwords(language = "de") # the german equivalent
#stopwords_getlanguages() # find the languages that are availableRemoving the stop words now is straight-forward:
Another thing we forgot to remove are digits. They do not matter for the analyses either:
sotu_20cent_tokenized_nostopwords_nonumbers <- sotu_20cent_tokenized_nostopwords %>%
filter(!str_detect(token, "[:digit:]"))The corpus now contains 19263 different tokens, the so-called “vocabulary.” 1848 tokens were removed from the vocuabulary. This translates to a signifiant reduction in corpus size though, the new tibble only consists of 464271 rows, basically a 50 percent reduction.
4.4.1.3 Stemming
To decrease the complexity of the vocabulary even further, we can reduce the tokens to their stem using the SnowballC package and its function wordStem():
## [1] "love" "love" "lover"sotu_20cent_tokenized_nostopwords_nonumbers_stemmed <- sotu_20cent_tokenized_nostopwords_nonumbers %>%
mutate(token_stemmed = wordStem(token, language = "en"))
#SnowballC::getStemLanguages() # if you want to know the abbreviations for other languages as wellMaybe we should also remove insignificant words, i.e., ones that appear less than 0.1 percent of the time.
sotu_20cent_tokenized_nostopwords_nonumbers_stemmed %>%
group_by(token) %>%
filter(n() > nrow(.)/10000)## # A tibble: 355,225 × 7
## # Groups: token [1,873]
## president year years_active party sotu_type token token_stemmed
## <chr> <int> <chr> <chr> <chr> <chr> <chr>
## 1 William McKinley 1900 1897-1901 Republican written senate senat
## 2 William McKinley 1900 1897-1901 Republican written house hous
## 3 William McKinley 1900 1897-1901 Republican written repre… repres
## 4 William McKinley 1900 1897-1901 Republican written old old
## 5 William McKinley 1900 1897-1901 Republican written new new
## 6 William McKinley 1900 1897-1901 Republican written centu… centuri
## 7 William McKinley 1900 1897-1901 Republican written begin begin
## 8 William McKinley 1900 1897-1901 Republican written last last
## 9 William McKinley 1900 1897-1901 Republican written sessi… session
## 10 William McKinley 1900 1897-1901 Republican written fifty fifti
## # … with 355,215 more rowsThese steps have brought down the vocabulary from 19263 to 19263.
4.4.1.4 In a nutshell
Well, all those things could also be summarized in one nice cleaning pipeline:
sotu_20cent_clean <- sotu_raw %>%
filter(between(year, 1900, 2000)) %>%
unnest_tokens(output = token, input = text) %>%
anti_join(get_stopwords(), by = c("token" = "word")) %>%
filter(!str_detect(token, "[:digit:]")) %>%
mutate(token = wordStem(token, language = "en")) %>%
group_by(token) %>%
filter(n() > nrow(.)/1000)Now we have created a nice tibble containing the SOTU addresses of the 20th century in a tidy format. This is a great point of departure for subsequent analyses.
4.5 Preprocessing with spaCy
Similar things (and more!) can also be achieved with spaCy (Honnibal and Montani 2017). spacyr (Benoit and Matsuo 2020) is an R wrapper around the spaCy Python package and, therefore, a bit tricky to install at first, you can find instructions here.
The functionalities spacyr offers you are the following7:
- parsing texts into tokens or sentences;
- lemmatizing tokens;
- parsing dependencies (to identify the grammatical structure of the sentence); and
- identifying, extracting, or consolidating token sequences that form named entities or noun phrases.
In brief, preprocessing with spacyr is computationally more expensive than using, for instance, tidytext, but will give you more accurate lemmatization instead of “stupid,” rule-based stemming.. Also, it allows you to break up documents into smaller entities, sentences, which might be more suitable, e.g., as input for classifiers (since sentences tend to be about one topic, they allow for more fine-grained analyses). Part-of-speech (POS) tagging provides you with the functions of the different terms within the sentence. This might prove useful for tasks such as sentiment analysis. The final task spacyr can help you with is Named Entity Recognition (NER) which can be used for tasks such as sampling relevant documents. Since it is a wrapper for a Python package, it requires a Python environment that is correctly set up and connected to RStudio. Setting this up is usually a bit finicky, you can find the instructions online.
4.5.1 Initializing spacy
Before using spacyr, it needs to be initialized. What happens during this process is that R opens a connection to Python so that it can then run the spacyr functions in Python’s spaCy. Once you have set up everything properly, you can initialize it using spacy_initialize(model). Different language models can be specified and an overview can be found here. Note that a process of spaCy is started when you spacy_initialize() and continues running in the background. Hence, once you don’t need it anymore, or want to load a different model, you should spacy_finalize().
## Found 'spacy_condaenv'. spacyr will use this environment## successfully initialized (spaCy Version: 3.3.0, language model: en_core_web_sm)## (python options: type = "condaenv", value = "spacy_condaenv")4.5.2 spacy_parse()
spacyr’s main function is spacy_parse(). It takes a character vector or TIF-compliant data frame. The latter is a tibble containing at least two columns, one named doc_id with unique document ids and one named text, containing the respective documents.
library(tif)
tif_toy_example <- tibble(
doc_id = "doc1",
text = "Look, this is a brief example for how tokenization works. This second sentence allows me to demonstrate another functionality of spacy."
)
tif_is_corpus_df(tif_toy_example)## [1] TRUEThe output of spacy_parse() looks as follows:
sotu_speeches_tif <- sotu_20cent_raw %>%
mutate(doc_id = str_c("sotu", year, sep = "_"))
sotu_parsed <- spacy_parse(sotu_speeches_tif %>% slice(1:3),
pos = TRUE,
tag = TRUE,
lemma = TRUE,
entity = TRUE,
dependency = TRUE,
nounphrase = TRUE,
multithread = TRUE)
sotu_parsed %>% head(10)## doc_id sentence_id token_id token lemma pos tag
## 1 sotu_1900 1 1 \n\n \n\n SPACE _SP
## 2 sotu_1900 1 2 To to ADP IN
## 3 sotu_1900 1 3 the the DET DT
## 4 sotu_1900 1 4 Senate Senate PROPN NNP
## 5 sotu_1900 1 5 and and CCONJ CC
## 6 sotu_1900 1 6 House House PROPN NNP
## 7 sotu_1900 1 7 of of ADP IN
## 8 sotu_1900 1 8 Representatives Representatives PROPN NNPS
## 9 sotu_1900 1 9 : : PUNCT :
## 10 sotu_1900 1 10 \n\n \n\n SPACE _SP
## head_token_id dep_rel entity nounphrase whitespace
## 1 2 dep FALSE
## 2 25 prep TRUE
## 3 4 det beg TRUE
## 4 2 pobj ORG_B end_root TRUE
## 5 4 cc TRUE
## 6 4 conj ORG_B beg_root TRUE
## 7 6 prep ORG_I TRUE
## 8 7 pobj ORG_I beg_root FALSE
## 9 2 punct TRUE
## 10 2 dep FALSENote that this is already fairly similar to the output of tidytext’s unnest_tokens() function. The advantages are that the lemmas are more accurate, that we have a new sub-entity – sentences –, and that there is now more information on the type and meanings of the words.
4.5.3 POS tags, NER, and noun phrases
The abbreviations in the pos column follow the format of Universal POS tags. Entities can be extracted by passing the parsed object on to entity_extract().
## doc_id sentence_id entity entity_type
## 1 sotu_1900 1 Senate ORG
## 2 sotu_1900 1 House_of_Representatives ORG
## 3 sotu_1900 1 the_new_century DATE
## 4 sotu_1900 1 Fifty_-_sixth DATE
## 5 sotu_1900 1 Congress ORG
## 6 sotu_1900 1 Republican NORP
## 7 sotu_1900 2 American NORP
## 8 sotu_1900 4 Constitution LAW
## 9 sotu_1900 6 one_hundred_and_twenty_-_four_years CARDINAL
## 10 sotu_1900 7 Sixth ORDINALThe following entities are recognized (overview taken from this article):
- PERSON: People, including fictional.
- NORP: Nationalities or religious or political groups.
- FAC: Buildings, airports, highways, bridges, etc.
- ORG: Companies, agencies, institutions, etc.
- GPE: Countries, cities, states.
- LOC: Non-GPE locations, mountain ranges, bodies of water.
- PRODUCT: Objects, vehicles, foods, etc. (Not services.)
- EVENT: Named hurricanes, battles, wars, sports events, etc.
- WORK_OF_ART: Titles of books, songs, etc.
- LAW: Named documents made into laws.
- LANGUAGE: Any named language.
- DATE: Absolute or relative dates or periods.
- TIME: Times smaller than a day.
- PERCENT: Percentage, including “%”.
- MONEY: Monetary values, including unit.
- QUANTITY: Measurements, as of weight or distance.
- ORDINAL: “first,” “second,” etc.
- CARDINAL: Numerals that do not fall under another type.
To properly represent entities in our corpus, you can use entity_consolidate(). This collapses words that belong to the same entity into single tokens (e.g., “the” “white” “house” becomes “the_white_house”).
## Note: removing head_token_id, dep_rel for named entities## doc_id sentence_id token_id token
## 1 sotu_1900 1 1 \n\n
## 2 sotu_1900 1 2 To
## 3 sotu_1900 1 3 the
## 4 sotu_1900 1 4 Senate
## 5 sotu_1900 1 5 and
## 6 sotu_1900 1 6 House_of_Representatives
## 7 sotu_1900 1 7 :
## 8 sotu_1900 1 8 \n\n
## 9 sotu_1900 1 9 At
## 10 sotu_1900 1 10 the
## lemma pos tag entity_type
## 1 \n\n SPACE _SP
## 2 to ADP IN
## 3 the DET DT
## 4 Senate ENTITY ENTITY ORG
## 5 and CCONJ CC
## 6 House_of_Representatives ENTITY ENTITY ORG
## 7 : PUNCT :
## 8 \n\n SPACE _SP
## 9 at ADP IN
## 10 the DET DTThe same can be performed with noun phrases.
## doc_id sentence_id nounphrase
## 1 sotu_1900 1 the_Senate
## 2 sotu_1900 1 House
## 3 sotu_1900 1 Representatives
## 4 sotu_1900 1 the_outgoing
## 5 sotu_1900 1 the_incoming
## 6 sotu_1900 1 the_new_century
## 7 sotu_1900 1 you
## 8 sotu_1900 1 the_last_session
## 9 sotu_1900 1 the_Fifty-sixth_Congress
## 10 sotu_1900 1 evidencesUsually, entities and noun phrases can give you a good idea of what texts are about. Therefore, you might want to only extract them without parsing the entire text.
## doc_id
## 1 sotu_1900
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## text
## 1 Senate
## 2 House of Representatives
## 3 the new century
## 4 Fifty-sixth
## 5 Congress
## 6 Republican
## 7 American
## 8 Constitution
## 9 one hundred and twenty-four years
## 10 Sixth
## 11 Congress
## 12 November, 1800
## 13 the United States
## 14 5,308,483.It
## 15 76,304,799
## 16 sixteen
## 17 forty-five
## 18 909,050 square miles
## 19 3,846,595 square miles
## 20 Chinese
## 21 China
## 22 the past three years
## 23 Chinese
## 24 Chinese
## 25 China
## 26 all quarters
## 27 centuries
## 28 year
## 29 year
## 30 Chinese
## 31 several years
## 32 daily
## 33 Imperial
## 34 German
## 35 Boxers
## 36 the Yang-Tse
## 37 Peking
## 38 Palace
## 39 the Tsung-li Yamen
## 40 Boxer
## 41 Peking
## 42 Imperial
## 43 China
## 44 Empire
## 45 The United States
## 46 the earliest days
## 47 China
## 48 Chinese
## 49 Peking
## 50 the Imperial Government
## 51 China
## 52 China
## 53 1899
## 54 China
## 55 March 20, 1900
## 56 a year past
## 57 the Imperial Government
## 58 Imperial
## 59 Peking
## 60 the autumn of 1899
## 61 Chinese
## 62 Boxers
## 63 Boxers
## 64 Imperial
## 65 Peking
## 66 Manchuria
## 67 Russian
## 68 China
## 69 the early spring of this year
## 70 Chinese
## 71 the Chinese Government
## 72 Boxers
## 73 The United States
## 74 Philippines
## 75 Chinese
## 76 Taku
## 77 Peking
## 78 American
## 79 some four hundred
## 80 Peking
## 81 Taku
## 82 Chinese
## 83 American
## 84 China
## 85 Boxers
## 86 Two days later
## 87 Taku
## 88 Peking
## 89 Peking
## 90 the Pei-Ho
## 91 Langfang
## 92 American
## 93 June 19
## 94 Peking
## 95 twenty-four hours
## 96 the Tsung-li
## 97 the morning
## 98 German
## 99 Baron von Ketteler
## 100 Chinese
## 101 British
## 102 Four hundred
## 103 Two thousand
## 104 June 20
## 105 July 17
## 106 Conger
## 107 11
## 108 scarcely an hour
## 109 thousands
## 110 3-inch
## 111 five
## 112 Chinese
## 113 an hour
## 114 Austrian
## 115 Belgian
## 116 Italian
## 117 Dutch
## 118 Conger
## 119 British
## 120 British
## 121 Claude MacDonald
## 122 American
## 123 E. G. Squiers
## 124 Chinese
## 125 fifty-five
## 126 American
## 127 British
## 128 Russian
## 129 Myers
## 130 the United States Marine Corps
## 131 American
## 132 65
## 133 135
## 134 7
## 135 July 14
## 136 first
## 137 the Tsung-li Yamen
## 138 three
## 139 the Chinese Government
## 140 the Chinese Government
## 141 Imperial
## 142 Jung Lu
## 143 Imperial
## 144 Boxers
## 145 Imperial
## 146 the Empress Dowager
## 147 the Tsung-li
## 148 Chang Yen-hoon
## 149 Chinese
## 150 Washington
## 151 July 14
## 152 Chinese
## 153 Washington
## 154 Conger
## 155 State
## 156 Wu Ting-fang
## 157 Conger
## 158 Peking
## 159 July 18
## 160 first
## 161 a month
## 162 Taku
## 163 Governments
## 164 The United States
## 165 Philippines
## 166 some 5,000
## 167 first
## 168 General Chaffee
## 169 the end of July
## 170 Tientsin
## 171 the first days of August
## 172 Japanese
## 173 Russian
## 174 British
## 175 American
## 176 Yangtsun
## 177 Chinese
## 178 A few days later
## 179 the united forces
## 180 Tung Chow
## 181 August 14
## 182 The United States
## 183 Imperial
## 184 a few days before
## 185 Imperial
## 186 the night of the 13th
## 187 Throne
## 188 Imperial
## 189 Chi-li
## 190 American
## 191 hundreds
## 192 the United States
## 193 July 3
## 194 the latter quarters
## 195 Chinese
## 196 Chinese
## 197 American
## 198 China
## 199 the Government of the United States
## 200 China
## 201 Chinese
## 202 Governments
## 203 China
## 204 Peking
## 205 the Chinese Emperor
## 206 Russian
## 207 Imperial
## 208 Peking
## 209 Chinese
## 210 Imperial
## 211 Justice
## 212 China
## 213 October 18
## 214 Chinese
## 215 Majesty
## 216 China
## 217 Imperial
## 218 Earl Li
## 219 Hung Chang
## 220 Prince Ching
## 221 September 25
## 222 Conger
## 223 Rockhill
## 224 the United States
## 225 the Government of the French Republic
## 226 the Emperor's Government
## 227 Governments
## 228 Peking
## 229 China
## 230 Empire
## 231 China
## 232 Russia
## 233 the Court of Arbitration
## 234 The Hague
## 235 China
## 236 the Argentine Republic
## 237 June 2
## 238 Belgium
## 239 the International Convention of June,
## 240 1899
## 241 Africa
## 242 Senate
## 243 the Western Pacific
## 244 Brussels
## 245 December 11, 1900
## 246 Convention
## 247 Paris
## 248 March 20, 1883
## 249 South America
## 250 the past year
## 251 Two
## 252 Bolivia
## 253 April 24
## 254 the Post-Office Department
## 255 the same day
## 256 Senate
## 257 Brazil
## 258 Bolivia
## 259 Acre
## 260 December
## 261 1899
## 262 Brazil
## 263 Brazilian
## 264 Convention
## 265 May 24, 1897
## 266 1893
## 267 the Chilean Congress
## 268 the supplemental Commission
## 269 Congress
## 270 Colombia
## 271 1899
## 272 August
## 273 Marroquin
## 274 San Clemente
## 275 the United States
## 276 September 17
## 277 Costa Rica
## 278 Nicaragua
## 279 Cleveland
## 280 1888
## 281 American
## 282 E. P. Alexander
## 283 the Dominican Republic
## 284 the close of last year
## 285 Jimenez
## 286 January
## 287 American
## 288 Ozama
## 289 France
## 290 the past three years
## 291 American
## 292 One
## 293 French
## 294 one
## 295 more than one
## 296 Seine
## 297 Paris
## 298 the United States
## 299 one hundred and one
## 300 one hundred and twenty-one
## 301 France
## 302 American
## 303 grand prizes
## 304 240
## 305 597
## 306 776
## 307 541
## 308 322
## 309 2,476
## 310 France
## 311 Paris
## 312 the United States
## 313 Mint
## 314 Fourth of July
## 315 French
## 316 Prussia
## 317 One
## 318 Samoan
## 319 Tutuila
## 320 the United States
## 321 Pago-Pago
## 322 Imperial
## 323 Germany
## 324 German
## 325 the United States
## 326 the German Empire
## 327 the German Emperor
## 328 Great Britain
## 329 Southern Africa
## 330 one
## 331 Great Britain's
## 332 Portuguese South Africa
## 333 British
## 334 Southern Africa
## 335 British
## 336 Delagoa Bay
## 337 the British Government
## 338 American
## 339 Lynn Canal
## 340 October
## 341 1899
## 342 July
## 343 the Dominion Government
## 344 the Russo-American treaty
## 345 Alaska
## 346 Alaskan
## 347 one hundred and forty-first
## 348 Senate
## 349 some two years
## 350 more than 700 feet
## 351 R. H. May
## 352 the Guatemalan Government
## 353 George F. B. Jenner
## 354 British
## 355 Guatemala
## 356 143,750.73
## 357 American
## 358 Haiti
## 359 the Government of Honduras
## 360 Frank H. Pears
## 361 Honduras
## 362 10,000
## 363 Humbert
## 364 Italian
## 365 five
## 366 Italians
## 367 Tallulah
## 368 the Federal Government
## 369 Louisiana
## 370 the Italian Government
## 371 three
## 372 Italy
## 373 American
## 374 last year
## 375 Congress
## 376 the Federal Government
## 377 House
## 378 Italian
## 379 Congress
## 380 Italian
## 381 the United States
## 382 Japan
## 383 July 17, 1899
## 384 Japanese
## 385 Chinese
## 386 Japan
## 387 Peking
## 388 China
## 389 Japan
## 390 the Far East
## 391 Japan
## 392 the Japanese Government
## 393 Oregon
## 394 last summer
## 395 Japanese
## 396 the Pacific coast
## 397 California
## 398 Colorado
## 399 States
## 400 Mexico
## 401 two
## 402 Governments
## 403 the Supreme Court
## 404 the La Abra
## 405 Weil
## 406 first
## 407 403,030.08
## 408 Mexico
## 409 Convention
## 410 the United States
## 411 The Hague
## 412 September 4
## 413 the Convention for the Pacific Settlement of International Disputes
## 414 sixteen
## 415 the United States
## 416 Austria
## 417 Belgium
## 418 Denmark
## 419 England
## 420 France
## 421 Germany
## 422 Italy
## 423 Persia
## 424 Portugal
## 425 Roumania
## 426 Russia
## 427 Siam
## 428 Spain
## 429 Sweden
## 430 Norway
## 431 Netherlands
## 432 Japan
## 433 Convention
## 434 The Administrative Council of the Permanent Court of Arbitration
## 435 the International Arbitration Bureau
## 436 Article XXIII of the Convention
## 437 Court
## 438 Hon
## 439 Benjamin Harrison
## 440 Indiana
## 441 the United States
## 442 Hon
## 443 Melville W. Fuller
## 444 Illinois
## 445 the United States
## 446 Hon
## 447 John W. Griggs
## 448 New Jersey
## 449 the United States
## 450 Hon
## 451 George Gray
## 452 Delaware
## 453 the United States
## 454 Mosquito
## 455 Nicaragua
## 456 1899
## 457 American
## 458 Nicaraguan
## 459 second
## 460 British
## 461 San Juan
## 462 two
## 463 Governments
## 464 first
## 465 the Nicaraguan Government
## 466 British
## 467 the Central American States
## 468 the Maritime Canal Company
## 469 October
## 470 1899
## 471 Nicaragua
## 472 Eyre-Cragin
## 473 the State Department
## 474 the Nicaraguan Government
## 475 the United States
## 476 the United States
## 477 Congress
## 478 Senate
## 479 Great Britain
## 480 Convention
## 481 Portugal
## 482 Bay Railway
## 483 Berne
## 484 London
## 485 Great Britain
## 486 two
## 487 Convention of Extradition
## 488 Peru
## 489 Senate
## 490 the Peruvian Congress
## 491 Russia
## 492 American
## 493 Bering Sea
## 494 T. M. C. Asser
## 495 Netherlands
## 496 the Imperial Russian Government
## 497 Siberia
## 498 American
## 499 Manchuria
## 500 Spain
## 501 Spain
## 502 two
## 503 the Treaty of Peace
## 504 Philippine
## 505 Sulus
## 506 Spanish
## 507 Sibutd
## 508 Cagayan Sulu
## 509 Spain
## 510 third
## 511 Senate
## 512 Spain
## 513 Philippine
## 514 third
## 515 the United States
## 516 Spain
## 517 100,000
## 518 Article VII of the Treaty of Peace
## 519 Spain
## 520 the United States
## 521 Spain
## 522 Norway
## 523 the United States
## 524 Germany
## 525 Great Britain
## 526 the Samoan Islands
## 527 1899
## 528 American
## 529 Armenia
## 530 Majesty
## 531 American
## 532 Harpoot
## 533 Senate
## 534 Governments
## 535 one
## 536 Congress
## 537 third
## 538 Portugal
## 539 Italy
## 540 Germany
## 541 fourth
## 542 Nicaragua
## 543 Ecuador
## 544 the Dominican Republic
## 545 Great Britain
## 546 Trinidad
## 547 Denmark
## 548 St. Croix
## 549 Senate
## 550 Governments
## 551 the United States
## 552 Congress
## 553 Governments
## 554 American
## 555 Congress
## 556 the Western Hemisphere
## 557 Buffalo
## 558 next year
## 559 the United States
## 560 Latin-American
## 561 Congress
## 562 the City of Mexico
## 563 Buffalo
## 564 the Federal Government
## 565 The Bureau of the American Republics
## 566 the United States
## 567 Latin-American
## 568 the International Union
## 569 Bureau
## 570 another International American Congress
## 571 the City of Mexico
## 572 October, 1901
## 573 Bureau
## 574 ten years
## 575 congress
## 576 Latin-American
## 577 American
## 578 the Bureau of Foreign Commerce
## 579 Consular Reports
## 580 daily
## 581 January, 1898
## 582 the fiscal year ended June 30, 1900
## 583 79,527,060.18
## 584 the six preceding years
## 585 1894
## 586 1899
## 587 283,022,991.14
## 588 the year
## 589 567,240,851.89
## 590 487,713,791.71
## 591 the preceding year
## 592 27,036,389.41
## 593 295,327,926.76
## 594 21,890,765.25
## 595 1899
## 596 38,748,053.97
## 597 36,394,976.92
## 598 the previous year
## 599 the year
## 600 The War Department
## 601 the fiscal year 1900
## 602 134,774,767.78
## 603 95,066,486.69
## 604 1899
## 605 the Navy Department
## 606 55,953,077.72
## 607 the year 1900
## 608 63,942,104.25
## 609 the preceding year
## 610 7,989,026.53
## 611 Indians
## 612 1900 over 1899
## 613 1900
## 614 13,418,065.74
## 615 Treasury
## 616 56,544,556.06
## 617 Treasury
## 618 Treasury
## 619 the current fiscal year
## 620 580,000,000
## 621 500,000,000
## 622 80,000,000
## 623 Treasury
## 624 one
## 625 November 30
## 626 139,303,794.50
## 627 March 14
## 628 United States
## 629 150,000,000
## 630 289,303,794.50
## 631 November 30, 1899
## 632 296,495,301.55
## 633 November 30
## 634 70,090,073.15
## 635 22,957,300
## 636 the Division of Redemption
## 637 93,047,373.15
## 638 Congress
## 639 two
## 640 Treasury
## 641 the fiscal year
## 642 1891
## 643 2 per cent
## 644 25,364,500
## 645 November 30
## 646 23,458,100
## 647 March 14, 1900
## 648 2 per cent
## 649 thirty-year
## 650 3 per cent
## 651 1908
## 652 4
## 653 1907
## 654 5
## 655 1904
## 656 839,149,930
## 657 between March 14 and November 30
## 658 364,943,750
## 659 9,106,166
## 660 Treasury
## 661 February 1, 1904
## 662 more than seven million dollars
## 663 annually
## 664 February 1, 1904
## 665 July 1, 11907
## 666 annual
## 667 more than five millions
## 668 the thirteen months ending August 1, 1908
## 669 about one million
## 670 Treasury
## 671 1900
## 672 the national banking act
## 673 less than $25,000
## 674 three thousand
## 675 November 30
## 676 369
## 677 266
## 678 less than $50,000
## 679 103
## 680 50,000
## 681 Iowa
## 682 first
## 683 30
## 684 Texas
## 685 Oklahoma
## 686 Indian Territory
## 687 the United States
## 688 March 14 to November 30
## 689 77,889,570
## 690 all seasons
## 691 first
## 692 two billions of dollars
## 693 the fiscal year 1900
## 694 1,394,483,082
## 695 1899
## 696 167,459,780
## 697 1898
## 698 163,000,752
## 699 1897
## 700 343,489,526
## 701 1896
## 702 511,876,144
## 703 the United States
## 704 any previous year
## 705 1900
## 706 433,851,756
## 707 339,592,146
## 708 1899
## 709 28 per cent
## 710 1900
## 711 1899
## 712 the year
## 713 835,858,123
## 714 784,776,142
## 715 1899
## 716 the year
## 717 849,941,184
## 718 1899
## 719 152,792,695
## 720 the United States
## 721 1900
## 722 79,768,972
## 723 1899
## 724 1900
## 725 15.17 per cent
## 726 15.54 per cent
## 727 1899
## 728 21.09 per cent
## 729 1896
## 730 Congress
## 731 Spain
## 732 thirty millions of dollars
## 733 the past three years
## 734 about 9
## 735 American
## 736 Navy
## 737 the United States
## 738 6rst
## 739 Congress
## 740 American
## 741 1899
## 742 Navy
## 743 American
## 744 Congress
## 745 Treasury
## 746 annual
## 747 the Revenue-Cutter Service
## 748 Congress
## 749 Congress
## 750 State
## 751 the United States
## 752 Congress
## 753 Congress
## 754 Philippines
## 755 the Congress of the United States
## 756 the United States
## 757 Congress
## 758 Constitution
## 759 the United States
## 760 Congress
## 761 Congress
## 762 the spring of this year
## 763 the United States
## 764 March
## 765 Hon
## 766 William H. Taft
## 767 Ohio
## 768 Dean C. Worcester
## 769 Michigan
## 770 Hon
## 771 Luke I. Wright
## 772 Tennessee
## 773 Hon
## 774 Henry C. Ide
## 775 Vermont
## 776 Bernard Moses
## 777 California
## 778 April 7, 1900
## 779 Congress
## 780 5th
## 781 December
## 782 1899
## 783 1
## 784 Philippine
## 785 11
## 786 Hon
## 787 William H. Taft
## 788 Ohio
## 789 Dean C. Worcester
## 790 Michigan
## 791 Luke I. Wright
## 792 Tennessee
## 793 Hon
## 794 Henry C. Ide
## 795 Vermont
## 796 Bernard Moses
## 797 California
## 798 Philippine
## 799 Congress
## 800 Hon
## 801 William H. Taft
## 802 Executive Department
## 803 Commission
## 804 War
## 805 Manila
## 806 Philippine
## 807 first
## 808 the 1st day of September, 1900
## 809 War
## 810 Philippine
## 811 Congress
## 812 Commission
## 813 Commission
## 814 Commission
## 815 Commission
## 816 Commission
## 817 August 8, 1899
## 818 January 29, 1900
## 819 Honor Cayetano Arellano
## 820 Audiencia
## 821 Negros
## 822 July 22, 1899
## 823 Philippines
## 824 the previous Commission
## 825 Philippines
## 826 Commission
## 827 the National Government of the United States
## 828 Americans
## 829 the United States
## 830 Commission
## 831 Philippine
## 832 Indispensable
## 833 Commission
## 834 Philippine
## 835 Philippines
## 836 Paris
## 837 the United States
## 838 Commission
## 839 State
## 840 first
## 841 first
## 842 English
## 843 English
## 844 6
## 845 Commission
## 846 Congress
## 847 North American
## 848 Indians
## 849 the United States
## 850 the United States
## 851 Manila
## 852 the 13th of August, 1898
## 853 the American Army
## 854 the United States
## 855 the Philippine Islands
## 856 Philippine
## 857 American
## 858 Manila
## 859 the United States
## 860 Commission
## 861 General MacArthur
## 862 Philippines
## 863 June 21, 1900
## 864 Congress
## 865 Spanish
## 866 6,000,000
## 867 Commission
## 868 Filipinos
## 869 Congress
## 870 Philippine
## 871 Filipinos
## 872 first
## 873 Luzon
## 874 Mindanao
## 875 Negros
## 876 Filipinos
## 877 Puerto Rico
## 878 Congress
## 879 April 12, 1900
## 880 the 6th of November
## 881 Legislature
## 882 the first Monday of December
## 883 Congress
## 884 Interior
## 885 Puerto Rico
## 886 Puerto Rico
## 887 the United States
## 888 the 25th of July, 1900
## 889 Cuba
## 890 Military
## 891 the United States
## 892 April 20, 1898
## 893 Cuba
## 894 United States
## 895 Cuba
## 896 Cuba
## 897 the third Saturday of September
## 898 the year nineteen hundred
## 899 Havana
## 900 twelve o'clock noon
## 901 the first Monday of November
## 902 the year nineteen hundred
## 903 Cuba
## 904 the United States
## 905 Cuba
## 906 April 18, 1900
## 907 the 15th of September
## 908 5th
## 909 November, 1900
## 910 Cuba
## 911 the United States
## 912 first
## 913 Cuba
## 914 Cuba
## 915 the United States
## 916 Cuba
## 917 the United States the Government of
## 918 the United States
## 919 two
## 920 Cuba
## 921 Cuban
## 922 Congress
## 923 February 10, 1899
## 924 the United States
## 925 Hawaii
## 926 Manila
## 927 American
## 928 Asiatic
## 929 Orient
## 930 trans-Atlantic
## 931 Army
## 932 100,000
## 933 65,ooo
## 934 35,000
## 935 March 2, 1899
## 936 June
## 937 the Regular Army
## 938 2,447
## 939 29,025
## 940 1888
## 941 Board of Officers
## 942 Cleveland
## 943 Congress
## 944 the War Department
## 945 18,420
## 946 fifty-eight
## 947 the United States
## 948 Congress
## 949 More than $22,000,000
## 950 the Regular Army
## 951 26,000
## 952 Cuba
## 953 5,000 and 6,000
## 954 Puerto Rico
## 955 1,636
## 956 879
## 957 the Philippine Islands
## 958 45,000 to 60,000
## 959 the United States
## 960 about 60,000
## 961 Cuba
## 962 Philippines
## 963 100,000
## 964 Philippines
## 965 15,000
## 966 the Taft Commission
## 967 War
## 968 annual
## 969 Congress
## 970 Philippines
## 971 War
## 972 Army
## 973 Adjutant
## 974 Inspector-General's
## 975 Quartermaster's Department
## 976 Subsistence Department
## 977 Pay Department
## 978 Ordnance Department
## 979 Signal Corps
## 980 Army
## 981 the last year
## 982 the beginning of the fiscal year 1899, 1900
## 983 391
## 984 less than twelve months
## 985 the 15th of November, 1900
## 986 2,614
## 987 forty-four
## 988 1,801,524
## 989 the current fiscal year
## 990 about 4,ooo
## 991 daily
## 992 about three and a half millions
## 993 annual
## 994 the Postmaster-General
## 995 Congress
## 996 Navy
## 997 Philippines
## 998 China
## 999 Navy
## 1000 Congress
## 1001 David D. Porter
## 1002 Spain
## 1003 Congress
## 1004 Interior
## 1005 approximately 1,071,881,662 acres
## 1006 917,135,880 acres
## 1007 154,745,782 acres
## 1008 the year
## 1009 13,453,887.96 acres
## 1010 62,423.09 acres
## 1011 Indian
## 1012 4,271,474.80
## 1013 the preceding year
## 1014 the fiscal year
## 1015 4,379,758.10
## 1016 1,309,620.76
## 1017 the preceding year
## 1018 Congress
## 1019 June 30, 1900
## 1020 thirty-seven
## 1021 section 24
## 1022 the act of March 3, 1891
## 1023 46,425,529 acres
## 1024 the past year
## 1025 the Olympic Reserve
## 1026 Washington
## 1027 265,040 acres
## 1028 1,923,840 acres
## 1029 The Prescott Reserve
## 1030 Arizona
## 1031 10,240 acres
## 1032 423,680 acres
## 1033 the Big Horn Reserve
## 1034 Wyoming
## 1035 1,127,680 acres
## 1036 1,180,800 acres
## 1037 the Santa Ynez
## 1038 California
## 1039 145,000 acres
## 1040 this year
## 1041 October 10, 1900
## 1042 the Crow Creek Forest Reserve
## 1043 Wyoming
## 1044 56,320 acres
## 1045 the end of the fiscal year
## 1046 993,529
## 1047 2,010
## 1048 the fiscal year 1899
## 1049 the year
## 1050 45,344
## 1051 Army
## 1052 the year
## 1053 134,700,597.24
## 1054 Navy
## 1055 3,761,533.41
## 1056 138,462,130.65
## 1057 5,542,768.25
## 1058 Treasury
## 1059 the previous year's
## 1060 107,077.70
## 1061 684
## 1062 the year
## 1063 first
## 1064 Fifty-sixth
## 1065 Congress
## 1066 May 9, 1900
## 1067 250
## 1068 Interior
## 1069 between $3,000,000 and $4,000,000
## 1070 26,540
## 1071 the fiscal year ended June 30, 1900
## 1072 1,660
## 1073 682
## 1074 93
## 1075 19,988
## 1076 1,358,228.35
## 1077 1,247,827.58
## 1078 110,400.77
## 1079 Congress
## 1080 Interior
## 1081 Alaska
## 1082 July 7, 1898
## 1083 Congress
## 1084 April 30, 1900
## 1085 Territory
## 1086 Hawaiian
## 1087 the year 1896
## 1088 109,020
## 1089 31,019
## 1090 Americans
## 1091 8,485
## 1092 this year
## 1093 154,001
## 1094 1896
## 1095 44,981
## 1096 41.2 per cent
## 1097 Territorial
## 1098 April 30, 1900
## 1099 section 7
## 1100 Chapter 34 Of the Civil Laws of Hawaii
## 1101 Hawaii
## 1102 Congress
## 1103 Interior
## 1104 the Twelfth Census
## 1105 Congress
## 1106 each decade
## 1107 Bureau
## 1108 four
## 1109 the law of March 3, 1899
## 1110 the States and Territories
## 1111 Hawaiian
## 1112 Alaska
## 1113 the last decade
## 1114 January 1
## 1115 the Bureau of trained
## 1116 Congress
## 1117 Constitution
## 1118 The Department of Agriculture
## 1119 the past year
## 1120 the States and Territories
## 1121 the United States
## 1122 the year
## 1123 the States and Territories
## 1124 Paris
## 1125 December 5, 1898
## 1126 1
## 1127 eight-hour
## 1128 Congress
## 1129 the Philippine Islands
## 1130 November 30, 1900
## 1131 The United States Civil Service Commission
## 1132 the Civil Service Board
## 1133 the United States Philippine Commission
## 1134 the Philippine Islands
## 1135 Philippine
## 1136 the Civil Service Board
## 1137 Board
## 1138 United States Civil Service Commission
## 1139 The Civil Service Commission
## 1140 Congress
## 1141 Washington
## 1142 annually
## 1143 Congress
## 1144 Congress
## 1145 the American Bar Association
## 1146 John Marshall Day
## 1147 February 4, 1901
## 1148 Congress
## 1149 the Capital of the Republic
## 1150 1800
## 1151 the District of Columbia
## 1152 14,093
## 1153 278,718
## 1154 Washington
## 1155 3,210
## 1156 218,196
## 1157 Congress
## 1158 the Centennial Anniversary of the Establishment of the Seat of the Government
## 1159 the District of Columbia
## 1160 the 12th of December, 1900
## 1161 the anniversary day
## 1162 Senate
## 1163 House of Representatives
## 1164 the District of Columbia
## 1165 the Executive Mansion
## 1166 Senate
## 1167 House of Representatives
## 1168 the Hall of the House of Representatives
## 1169 the Corcoran Gallery of Art
## 1170 this era
## 1171 Senate
## 1172 House of Representatives
## 1173 Congress
## 1174 this year
## 1175 the sixth of September
## 1176 McKinley
## 1177 Pan-American Exposition
## 1178 Buffalo
## 1179 the fourteenth of that month
## 1180 the last seven
## 1181 American
## 1182 third
## 1183 American
## 1184 Lincoln
## 1185 Garfield
## 1186 Lincoln
## 1187 four years
## 1188 Garfield
## 1189 McKinley
## 1190 McKinley
## 1191 the United States
## 1192 first
## 1193 McKinley
## 1194 Army
## 1195 one
## 1196 one
## 1197 McKinley
## 1198 Lincoln
## 1199 one
## 1200 four years
## 1201 another four years
## 1202 McKinley
## 1203 New England
## 1204 the United States
## 1205 one
## 1206 one
## 1207 one
## 1208 State
## 1209 Congress
## 1210 Humbert
## 1211 Italy
## 1212 Congress
## 1213 Constitution
## 1214 the Federal Government
## 1215 American
## 1216 the last five years
## 1217 the latter half of the nineteenth century
## 1218 the beginning of the twentieth
## 1219 to-day
## 1220 America
## 1221 one
## 1222 1893
## 1223 this very year
## 1224 two
## 1225 American
## 1226 first
## 1227 first
## 1228 one
## 1229 State
## 1230 States
## 1231 State
## 1232 State
## 1233 State
## 1234 State
## 1235 Nation
## 1236 the National Government
## 1237 State
## 1238 Massachusetts
## 1239 Constitution
## 1240 the end of the eighteenth century
## 1241 the beginning of the twentieth century
## 1242 the day
## 1243 the National Government
## 1244 the Interstate-Commerce Act
## 1245 Congress
## 1246 Cabinet
## 1247 Commerce
## 1248 Industries
## 1249 Congress
## 1250 one
## 1251 the United States
## 1252 Chinese
## 1253 The National Government
## 1254 the Interstate Commerce Law
## 1255 eight-hour
## 1256 the United States Government
## 1257 excessive hours
## 1258 the District of Columbia
## 1259 Second
## 1260 Constitution
## 1261 State
## 1262 the National Government
## 1263 American
## 1264 First
## 1265 second
## 1266 American
## 1267 American
## 1268 American
## 1269 American
## 1270 American
## 1271 American
## 1272 first
## 1273 first
## 1274 Senate
## 1275 American
## 1276 Congress
## 1277 American
## 1278 Navy
## 1279 Ships
## 1280 the United States
## 1281 American
## 1282 American
## 1283 American
## 1284 fourteen
## 1285 American
## 1286 American
## 1287 American
## 1288 March 14, 1900
## 1289 the National Banking Law
## 1290 Congress
## 1291 Treasury
## 1292 1887
## 1293 the Interstate Commerce Act
## 1294 Nation
## 1295 Congress
## 1296 The Department of Agriculture
## 1297 the past fifteen years
## 1298 two
## 1299 the year
## 1300 the United States
## 1301 West
## 1302 the General Land Office
## 1303 the United States Geological Survey
## 1304 the Bureau of Forestry
## 1305 the United States
## 1306 the Bureau of Forestry
## 1307 the Department of Agriculture
## 1308 the Department of Agriculture
## 1309 Navy
## 1310 the United States
## 1311 the United States
## 1312 elk
## 1313 a few years
## 1314 hundreds
## 1315 the National Government
## 1316 the National Government
## 1317 State
## 1318 the National Government
## 1319 Ohio
## 1320 Mississippi
## 1321 the Atlantic States
## 1322 Asia
## 1323 Eastern
## 1324 Over two hundred millions
## 1325 many million acres
## 1326 arid land
## 1327 the Western States
## 1328 awaken
## 1329 years
## 1330 Nation
## 1331 States
## 1332 Hawaii
## 1333 American
## 1334 American
## 1335 Puerto Rico
## 1336 State
## 1337 the United States
## 1338 the United States
## 1339 Congress
## 1340 Puerto Rico
## 1341 Cuba
## 1342 Congress
## 1343 Cuba
## 1344 Antilles
## 1345 Cuba
## 1346 Cuban
## 1347 the United States
## 1348 Cuba
## 1349 Philippines
## 1350 Filipinos
## 1351 Philippines
## 1352 more than a thousand years
## 1353 thirty
## 1354 thirty generations ago
## 1355 Philippine
## 1356 Philippines
## 1357 Philippines
## 1358 first
## 1359 the Old World
## 1360 Indians
## 1361 the days
## 1362 Indian
## 1363 Indian
## 1364 Filipino
## 1365 Filipino
## 1366 Philippines
## 1367 one
## 1368 Philippines
## 1369 Congress
## 1370 years
## 1371 Philippines
## 1372 Hawaii
## 1373 Philippines
## 1374 Philippines
## 1375 Asia
## 1376 Congress
## 1377 American
## 1378 Isthmus
## 1379 North and South America
## 1380 the Pacific Coast
## 1381 the Gulf and South Atlantic States
## 1382 Great Britain
## 1383 Senate
## 1384 Isthmian
## 1385 Clayton-Bulwer
## 1386 American
## 1387 the United States
## 1388 any quarter
## 1389 Senate
## 1390 Congress
## 1391 Nation
## 1392 recent years
## 1393 Hague
## 1394 two
## 1395 Americas
## 1396 the United States
## 1397 Just seventy-eight years
## 1398 Monroe
## 1399 American
## 1400 European
## 1401 the Monroe Doctrine
## 1402 non-American
## 1403 American
## 1404 American
## 1405 the Old World
## 1406 one
## 1407 New World
## 1408 the past century
## 1409 Europe
## 1410 New World
## 1411 American
## 1412 Americas
## 1413 American
## 1414 non-American
## 1415 Cuba
## 1416 Americas
## 1417 Navy
## 1418 Philippines
## 1419 Puerto Rico
## 1420 the Isthmian Canal
## 1421 Navy
## 1422 American
## 1423 the Isthmian Canal
## 1424 Navy
## 1425 navy
## 1426 American
## 1427 the Monroe Doctrine
## 1428 the Western Hemisphere
## 1429 Navy
## 1430 Navy
## 1431 years
## 1432 Spain
## 1433 Manila
## 1434 Santiago
## 1435 two to fourteen years
## 1436 Navy
## 1437 1882
## 1438 Navy
## 1439 Hamilcar
## 1440 Tromp and Blake
## 1441 Congress
## 1442 Navy
## 1443 Navy
## 1444 Spain
## 1445 Navy
## 1446 the Spanish Navy
## 1447 Spanish
## 1448 Philippines
## 1449 Cuba
## 1450 Department
## 1451 Congress
## 1452 the Secretaries of the Navy
## 1453 Manila
## 1454 Santiago
## 1455 American
## 1456 1898
## 1457 Navy
## 1458 this year
## 1459 Battle
## 1460 Navy
## 1461 years
## 1462 Four thousand
## 1463 one thousand
## 1464 Annapolis
## 1465 Annapolis
## 1466 Navy
## 1467 seventeen
## 1468 nine
## 1469 eight
## 1470 two to four years
## 1471 the Naval Academy
## 1472 the General Board
## 1473 Navy
## 1474 This General Board
## 1475 first
## 1476 second
## 1477 The Naval Militia
## 1478 State
## 1479 the General Government
## 1480 a National Naval Reserve
## 1481 the Navy Department
## 1482 the Naval Academy
## 1483 the Naval Militia
## 1484 schooners
## 1485 American
## 1486 Army
## 1487 Army
## 1488 American
## 1489 Army
## 1490 the Civil War
## 1491 Army
## 1492 Navy
## 1493 Army
## 1494 Navy
## 1495 the War Department
## 1496 Army
## 1497 Army
## 1498 Army
## 1499 Navy
## 1500 Army
## 1501 Congress
## 1502 a year
## 1503 the Gulf Coast
## 1504 Pacific
## 1505 Atlantic
## 1506 the Great Lakes
## 1507 a couple of days'
## 1508 Army
## 1509 Navy
## 1510 American
## 1511 Congress
## 1512 second
## 1513 Army
## 1514 the present year
## 1515 three
## 1516 first
## 1517 four-year
## 1518 second
## 1519 third
## 1520 Army
## 1521 Army
## 1522 three
## 1523 Philippines
## 1524 the War Department
## 1525 the National Guard
## 1526 West Point
## 1527 American
## 1528 the National Guard of the several States
## 1529 Congress
## 1530 first
## 1531 Army
## 1532 the last three years
## 1533 Philippines
## 1534 Cuba
## 1535 Puerto Rico
## 1536 one
## 1537 united Nation
## 1538 one
## 1539 one
## 1540 North
## 1541 South
## 1542 the last three years
## 1543 East
## 1544 Asia
## 1545 the United States
## 1546 the Civil War
## 1547 Americans
## 1548 democratic
## 1549 American
## 1550 the District of Columbia
## 1551 the Civil Service Law
## 1552 Philippines
## 1553 Puerto Rico
## 1554 Army
## 1555 Navy
## 1556 Philippines
## 1557 Puerto Rico
## 1558 one
## 1559 1856
## 1560 recent years
## 1561 Congress
## 1562 American
## 1563 Congress
## 1564 Indian
## 1565 sixty thousand
## 1566 Indians
## 1567 the United States
## 1568 Indians
## 1569 Indian
## 1570 Indians
## 1571 Indians
## 1572 Indian
## 1573 Indian
## 1574 Indians
## 1575 Indian
## 1576 Indian
## 1577 Congress
## 1578 the St. Louis Exposition
## 1579 the Western Hemisphere
## 1580 one
## 1581 three
## 1582 St. Louis
## 1583 Missouri
## 1584 Exposition
## 1585 The National Government
## 1586 Charleston
## 1587 Exposition
## 1588 Congress
## 1589 Exposition
## 1590 the Charleston Exposition
## 1591 Cabinet
## 1592 Buffalo
## 1593 Charleston
## 1594 Congress
## 1595 Pan-American Exposition
## 1596 Buffalo
## 1597 Exposition
## 1598 Buffalo
## 1599 the United States
## 1600 Exposition
## 1601 the Western Hemisphere
## 1602 American
## 1603 the United States
## 1604 the Smithsonian Institution
## 1605 Congress
## 1606 Institution
## 1607 Institution
## 1608 North American
## 1609 the National Zoological Park
## 1610 the National Museum
## 1611 Congress
## 1612 the past fifty years
## 1613 over five thousand
## 1614 the United States
## 1615 Federal
## 1616 Congress
## 1617 one
## 1618 the United States
## 1619 the Western Hemisphere
## 1620 American
## 1621 the Census Office
## 1622 twelve years
## 1623 annual
## 1624 11,411,779
## 1625 1897
## 1626 3,923,727
## 1627 1901
## 1628 6,009
## 1629 three years
## 1630 6,000
## 1631 the current fiscal year
## 1632 8,600
## 1633 daily
## 1634 5,700,000
## 1635 one-third
## 1636 second
## 1637 second
## 1638 nearly three-fifths
## 1639 the last fiscal year
## 1640 only $4,294,445
## 1641 111,631,193
## 1642 Congress
## 1643 one-half
## 1644 second
## 1645 only one-third
## 1646 one-quarter
## 1647 The Post-Office Department
## 1648 Pacific
## 1649 China
## 1650 China
## 1651 1900
## 1652 China
## 1653 December
## 1654 the Chinese Government
## 1655 Chinese
## 1656 the 7th of last September
## 1657 China
## 1658 Congress
## 1659 the United States
## 1660 William Woodville Rockhill
## 1661 China
## 1662 China
## 1663 five years
## 1664 Peking
## 1665 a quarter
## 1666 the Emperor of China
## 1667 two years
## 1668 China
## 1669 China
## 1670 December, 1900
## 1671 China
## 1672 The Chinese Government
## 1673 Shanghai
## 1674 Tientsin
## 1675 China
## 1676 the Chinese Government
## 1677 the Shanghai River
## 1678 the United States
## 1679 China
## 1680 Empire
## 1681 China
## 1682 China
## 1683 China
## 1684 Empire
## 1685 Pan-American
## 1686 Congress
## 1687 Mexico
## 1688 Mexican
## 1689 the United States
## 1690 American
## 1691 Congress
## 1692 Weil
## 1693 Mexico
## 1694 Congress
## 1695 State
## 1696 Mexico
## 1697 Mexico
## 1698 Congress
## 1699 Mexico
## 1700 Queen Victoria
## 1701 the United States
## 1702 McKinley
## 1703 every quarter
## 1704 British
## 1705 Frederick
## 1706 Germany
## 1707 American
## 1708 Germany
## 1709 every quarter
## 1710 Senate
## 1711 House of Representatives
## 1712 two
## 1713 the last four years
## 1714 the Civil War
## 1715 the twentieth century
## 1716 the days
## 1717 Washington
## 1718 Lincoln
## 1719 over a century
## 1720 Congress
## 1721 first
## 1722 the past year
## 1723 State
## 1724 Congress
## 1725 Congress
## 1726 Constitution
## 1727 Congress
## 1728 Congress
## 1729 Congress
## 1730 Congress
## 1731 Constitution
## 1732 Congress
## 1733 the Department of Justice
## 1734 Congress
## 1735 One
## 1736 first
## 1737 American
## 1738 American
## 1739 One
## 1740 Congress
## 1741 Congress
## 1742 a century
## 1743 first
## 1744 Congress
## 1745 House
## 1746 Nation
## 1747 the National Government
## 1748 Nation
## 1749 Cabinet
## 1750 Senate
## 1751 Congress
## 1752 Senate
## 1753 Cuba
## 1754 May 20
## 1755 United States
## 1756 Cuban
## 1757 Cuba
## 1758 first
## 1759 Cuba
## 1760 Cuba
## 1761 Cuba
## 1762 Cuba
## 1763 Cuban
## 1764 the American Continent
## 1765 Great Britain
## 1766 Senate
## 1767 the United States
## 1768 State
## 1769 Blaine
## 1770 The last century
## 1771 The Hague
## 1772 the United States
## 1773 Mexico
## 1774 first
## 1775 The Hague Court
## 1776 last summer
## 1777 first
## 1778 the United States
## 1779 The Hague
## 1780 Congress
## 1781 Hawaiian
## 1782 Congress
## 1783 Panama
## 1784 French
## 1785 Colombia
## 1786 the twentieth century
## 1787 Administration
## 1788 America
## 1789 America
## 1790 America
## 1791 the United States
## 1792 the fall of 1901
## 1793 State
## 1794 California
## 1795 the Philippine Islands
## 1796 Hawaii
## 1797 Congress
## 1798 Pacific-cable
## 1799 Congress
## 1800 several years
## 1801 Congress
## 1802 first
## 1803 Congress
## 1804 Congress
## 1805 the Commercial Pacific Cable Company
## 1806 the U. S. S. Nero
## 1807 Congress
## 1808 China
## 1809 Grant
## 1810 first
## 1811 French
## 1812 Congress
## 1813 December
## 1814 1875
## 1815 1879
## 1816 second
## 1817 French
## 1818 Brest
## 1819 St. Pierre
## 1820 Cape Cod
## 1821 the Philippine Islands
## 1822 China
## 1823 British
## 1824 Manila
## 1825 Hongkong
## 1826 Pacific
## 1827 Honolulu
## 1828 the Philippine Islands
## 1829 a few months
## 1830 Congress
## 1831 Porto Rico
## 1832 July 4
## 1833 one hundred and twenty-sixth
## 1834 the Philippine Islands
## 1835 Mohammedan Moros
## 1836 Filipinos
## 1837 Filipino
## 1838 Japanese
## 1839 Philippine
## 1840 American
## 1841 Philippines
## 1842 Army
## 1843 Philippines
## 1844 thousand
## 1845 over one hundred thousand
## 1846 the Philippine Islands
## 1847 Army
## 1848 the Philippine Islands
## 1849 Filipinos
## 1850 Army
## 1851 Nation
## 1852 Army
## 1853 War
## 1854 last year
## 1855 Army
## 1856 West Point
## 1857 the National Guard
## 1858 House
## 1859 the National Guard
## 1860 the United States
## 1861 War
## 1862 first
## 1863 Navy
## 1864 Navy
## 1865 Navy
## 1866 Navy
## 1867 every year
## 1868 Army
## 1869 first
## 1870 first
## 1871 Navy
## 1872 Navy
## 1873 American
## 1874 Navy
## 1875 a thousand
## 1876 the Naval School
## 1877 Annapolis
## 1878 Annapolis
## 1879 Post-Office Department
## 1880 the Post-Office Department
## 1881 the fiscal year ending June 30
## 1882 121,848,047.26
## 1883 10,216,853.87
## 1884 the preceding year
## 1885 the year 1860
## 1886 8,518,067
## 1887 Congress
## 1888 ten per cent
## 1889 November 1, 1902
## 1890 11,650
## 1891 about one-third
## 1892 the United States
## 1893 Department
## 1894 10,748
## 1895 Congress
## 1896 Congress
## 1897 recent years
## 1898 West
## 1899 West
## 1900 One hundred
## 1901 one hundred and sixty acres
## 1902 ten acres
## 1903 Congress
## 1904 Congress
## 1905 Congress
## 1906 Alaska
## 1907 Alaska
## 1908 thirty-five years
## 1909 Alaska
## 1910 Alaska
## 1911 Alaskan
## 1912 the Commission of Fish and Fisheries
## 1913 Alaska
## 1914 Congress
## 1915 Congressional
## 1916 Alaska
## 1917 Indians
## 1918 Indian
## 1919 Indians
## 1920 Indian
## 1921 Indian
## 1922 Indians
## 1923 first
## 1924 Indian
## 1925 Indians
## 1926 Indian
## 1927 canoe building
## 1928 Indian
## 1929 English
## 1930 Indians
## 1931 recent years
## 1932 annual
## 1933 only ten inches
## 1934 Louisiana
## 1935 Texas
## 1936 South
## 1937 North
## 1938 East
## 1939 Congress
## 1940 the Smithsonian Institution
## 1941 Museum
## 1942 the National Government
## 1943 Washington
## 1944 Washington
## 1945 District
## 1946 Congress
## 1947 Washington
## 1948 the District of Columbia
## 1949 District
## 1950 1893
## 1951 August 1, 1901
## 1952 thousands
## 1953 Senate
## 1954 Departments
## 1955 Congress
## 1956 the year
## 1957 the District of Columbia
## 1958 Congress
## 1959 the White House
## 1960 Washington
## 1961 the University of Virginia
## 1962 Jefferson
## 1963 The White House
## 1964 Mount Vernon
## 1965 Nation
## 1966 Congress
## 1967 THEODORE ROOSEVELT
## ent_type start_id length
## 1 ORG 4 1
## 2 ORG 6 3
## 3 DATE 21 3
## 4 DATE 31 3
## 5 ORG 34 1
## 6 NORP 58 1
## 7 NORP 70 1
## 8 LAW 126 1
## 9 CARDINAL 164 7
## 10 ORDINAL 200 1
## 11 ORG 201 1
## 12 DATE 204 3
## 13 GPE 211 3
## 14 CARDINAL 215 1
## 15 CARDINAL 218 1
## 16 CARDINAL 223 1
## 17 CARDINAL 229 3
## 18 QUANTITY 238 3
## 19 QUANTITY 245 3
## 20 NORP 330 1
## 21 GPE 350 1
## 22 DATE 358 4
## 23 NORP 379 1
## 24 NORP 396 1
## 25 GPE 411 1
## 26 DATE 421 2
## 27 DATE 457 1
## 28 DATE 488 1
## 29 DATE 490 1
## 30 NORP 499 1
## 31 DATE 532 2
## 32 DATE 630 1
## 33 ORG 639 1
## 34 NORP 706 1
## 35 ORG 761 1
## 36 GPE 770 4
## 37 GPE 830 1
## 38 ORG 858 1
## 39 FAC 865 5
## 40 PERSON 875 1
## 41 ORG 879 1
## 42 ORG 901 1
## 43 GPE 935 1
## 44 GPE 948 1
## 45 GPE 974 3
## 46 DATE 978 3
## 47 GPE 985 1
## 48 NORP 1054 1
## 49 GPE 1088 1
## 50 ORG 1099 3
## 51 GPE 1107 1
## 52 GPE 1142 1
## 53 DATE 1147 1
## 54 GPE 1179 1
## 55 DATE 1260 4
## 56 DATE 1282 3
## 57 ORG 1292 3
## 58 ORG 1337 1
## 59 GPE 1361 1
## 60 DATE 1363 4
## 61 NORP 1406 1
## 62 PERSON 1420 1
## 63 ORG 1452 1
## 64 ORG 1457 1
## 65 LOC 1465 1
## 66 GPE 1472 1
## 67 NORP 1476 1
## 68 GPE 1489 1
## 69 DATE 1542 6
## 70 NORP 1565 1
## 71 ORG 1579 3
## 72 ORG 1592 1
## 73 GPE 1595 3
## 74 GPE 1611 1
## 75 NORP 1622 1
## 76 GPE 1633 1
## 77 GPE 1637 1
## 78 NORP 1643 1
## 79 CARDINAL 1653 3
## 80 GPE 1682 1
## 81 GPE 1726 1
## 82 NORP 1734 1
## 83 NORP 1748 1
## 84 GPE 1767 1
## 85 PERSON 1781 1
## 86 DATE 1789 3
## 87 GPE 1793 1
## 88 ORG 1806 1
## 89 LOC 1821 1
## 90 ORG 1823 4
## 91 GPE 1831 1
## 92 NORP 1926 1
## 93 DATE 1961 2
## 94 GPE 1981 1
## 95 TIME 1989 4
## 96 ORG 2016 4
## 97 TIME 2032 2
## 98 NORP 2038 1
## 99 PERSON 2041 3
## 100 NORP 2077 1
## 101 NORP 2106 1
## 102 CARDINAL 2122 2
## 103 CARDINAL 2132 2
## 104 DATE 2175 2
## 105 DATE 2178 2
## 106 PERSON 2183 1
## 107 DATE 2185 1
## 108 TIME 2188 3
## 109 CARDINAL 2243 1
## 110 QUANTITY 2245 3
## 111 CARDINAL 2279 1
## 112 NORP 2282 1
## 113 TIME 2287 2
## 114 NORP 2320 1
## 115 NORP 2322 1
## 116 NORP 2324 1
## 117 NORP 2327 1
## 118 PERSON 2355 1
## 119 NORP 2361 1
## 120 NORP 2370 1
## 121 PERSON 2374 2
## 122 NORP 2390 1
## 123 PERSON 2394 3
## 124 NORP 2418 1
## 125 CARDINAL 2440 3
## 126 NORP 2443 1
## 127 NORP 2445 1
## 128 NORP 2448 1
## 129 PERSON 2453 1
## 130 ORG 2456 5
## 131 NORP 2478 1
## 132 CARDINAL 2513 1
## 133 CARDINAL 2516 1
## 134 CARDINAL 2520 1
## 135 DATE 2531 2
## 136 ORDINAL 2537 1
## 137 ORG 2540 5
## 138 CARDINAL 2612 1
## 139 ORG 2625 3
## 140 ORG 2666 3
## 141 ORG 2691 1
## 142 PERSON 2707 2
## 143 ORG 2711 1
## 144 ORG 2719 1
## 145 ORG 2725 1
## 146 ORG 2741 3
## 147 ORG 2752 4
## 148 PERSON 2785 4
## 149 NORP 2791 1
## 150 GPE 2794 1
## 151 DATE 2805 2
## 152 NORP 2819 1
## 153 GPE 2822 1
## 154 PERSON 2833 1
## 155 ORG 2843 1
## 156 PERSON 2850 4
## 157 PERSON 2856 1
## 158 LOC 2862 1
## 159 DATE 2864 2
## 160 ORDINAL 2877 1
## 161 DATE 2913 2
## 162 GPE 2919 1
## 163 ORG 2932 1
## 164 GPE 2937 3
## 165 GPE 2946 1
## 166 CARDINAL 2955 2
## 167 ORDINAL 2963 1
## 168 ORG 2972 2
## 169 DATE 2977 4
## 170 GPE 2990 1
## 171 DATE 3025 5
## 172 NORP 3037 1
## 173 NORP 3039 1
## 174 NORP 3041 1
## 175 NORP 3044 1
## 176 GPE 3058 1
## 177 NORP 3063 1
## 178 DATE 3071 4
## 179 ORG 3091 3
## 180 GPE 3099 2
## 181 DATE 3110 2
## 182 GPE 3134 3
## 183 ORG 3189 1
## 184 DATE 3196 4
## 185 ORG 3210 1
## 186 TIME 3215 5
## 187 LOC 3323 1
## 188 ORG 3342 1
## 189 PERSON 3406 3
## 190 NORP 3424 1
## 191 CARDINAL 3430 1
## 192 GPE 3452 3
## 193 DATE 3475 2
## 194 DATE 3513 3
## 195 NORP 3519 1
## 196 NORP 3540 1
## 197 NORP 3568 1
## 198 GPE 3573 1
## 199 ORG 3596 6
## 200 GPE 3616 1
## 201 NORP 3619 1
## 202 ORG 3681 1
## 203 GPE 3695 1
## 204 GPE 3736 1
## 205 ORG 3761 3
## 206 NORP 3771 1
## 207 ORG 3779 1
## 208 GPE 3782 1
## 209 NORP 3827 1
## 210 ORG 3883 1
## 211 ORG 3906 1
## 212 GPE 3919 1
## 213 DATE 3930 2
## 214 NORP 3934 1
## 215 PERSON 3958 1
## 216 GPE 3994 1
## 217 ORG 4024 1
## 218 PERSON 4027 2
## 219 PERSON 4029 2
## 220 PERSON 4032 2
## 221 DATE 4044 2
## 222 PERSON 4076 1
## 223 PERSON 4081 1
## 224 GPE 4091 3
## 225 ORG 4102 6
## 226 ORG 4147 4
## 227 PERSON 4159 1
## 228 GPE 4180 1
## 229 GPE 4303 1
## 230 GPE 4324 1
## 231 GPE 4361 1
## 232 GPE 4388 1
## 233 ORG 4414 4
## 234 GPE 4419 2
## 235 GPE 4449 1
## 236 GPE 4466 3
## 237 DATE 4472 2
## 238 GPE 4565 1
## 239 LAW 4568 6
## 240 DATE 4574 1
## 241 LOC 4593 1
## 242 ORG 4610 1
## 243 LOC 4661 3
## 244 GPE 4672 1
## 245 DATE 4673 4
## 246 ORG 4680 1
## 247 GPE 4690 1
## 248 DATE 4691 4
## 249 LOC 4775 2
## 250 DATE 4783 3
## 251 CARDINAL 4800 1
## 252 GPE 4806 1
## 253 DATE 4808 2
## 254 ORG 4826 5
## 255 DATE 4851 3
## 256 ORG 4858 1
## 257 GPE 4865 1
## 258 GPE 4867 1
## 259 GPE 4872 1
## 260 DATE 4886 1
## 261 DATE 4888 1
## 262 GPE 4909 1
## 263 NORP 4929 1
## 264 ORG 4981 1
## 265 DATE 4983 4
## 266 DATE 5004 1
## 267 ORG 5011 3
## 268 ORG 5015 3
## 269 ORG 5027 1
## 270 GPE 5044 1
## 271 DATE 5050 1
## 272 DATE 5073 1
## 273 PERSON 5082 1
## 274 PERSON 5094 2
## 275 GPE 5117 3
## 276 DATE 5130 2
## 277 GPE 5144 2
## 278 GPE 5147 1
## 279 GPE 5155 1
## 280 DATE 5157 1
## 281 NORP 5166 1
## 282 PERSON 5170 3
## 283 GPE 5198 3
## 284 DATE 5202 5
## 285 PERSON 5213 1
## 286 DATE 5221 1
## 287 NORP 5232 1
## 288 GPE 5238 1
## 289 GPE 5263 1
## 290 DATE 5313 4
## 291 NORP 5337 1
## 292 CARDINAL 5491 1
## 293 NORP 5572 1
## 294 CARDINAL 5633 1
## 295 CARDINAL 5640 3
## 296 ORG 5663 1
## 297 GPE 5670 1
## 298 GPE 5694 3
## 299 CARDINAL 5724 4
## 300 CARDINAL 5730 6
## 301 GPE 5761 1
## 302 NORP 5804 1
## 303 GPE 5813 2
## 304 CARDINAL 5816 1
## 305 CARDINAL 5821 1
## 306 CARDINAL 5826 1
## 307 CARDINAL 5831 1
## 308 CARDINAL 5837 1
## 309 CARDINAL 5839 1
## 310 GPE 5895 1
## 311 GPE 5979 1
## 312 GPE 5991 3
## 313 ORG 6004 1
## 314 DATE 6028 3
## 315 NORP 6036 1
## 316 GPE 6073 1
## 317 CARDINAL 6078 1
## 318 NORP 6105 1
## 319 GPE 6132 1
## 320 GPE 6160 3
## 321 ORG 6166 3
## 322 ORG 6172 1
## 323 GPE 6180 1
## 324 NORP 6209 1
## 325 GPE 6262 3
## 326 GPE 6266 3
## 327 ORG 6284 3
## 328 GPE 6293 2
## 329 GPE 6300 2
## 330 CARDINAL 6317 1
## 331 GPE 6352 3
## 332 GPE 6371 3
## 333 NORP 6393 1
## 334 GPE 6408 2
## 335 NORP 6420 1
## 336 PERSON 6441 2
## 337 ORG 6466 3
## 338 NORP 6483 1
## 339 PERSON 6551 2
## 340 DATE 6561 1
## 341 DATE 6563 1
## 342 DATE 6572 1
## 343 ORG 6586 3
## 344 LAW 6688 5
## 345 GPE 6697 1
## 346 NORP 6714 1
## 347 CARDINAL 6720 6
## 348 ORG 6737 1
## 349 DATE 6739 3
## 350 QUANTITY 6809 4
## 351 PERSON 6818 3
## 352 ORG 6822 3
## 353 PERSON 6832 4
## 354 NORP 6837 1
## 355 GPE 6840 1
## 356 MONEY 6852 1
## 357 NORP 6861 1
## 358 GPE 6864 1
## 359 ORG 6884 4
## 360 PERSON 6898 3
## 361 GPE 6902 1
## 362 MONEY 6909 1
## 363 PERSON 6924 1
## 364 NORP 6946 1
## 365 CARDINAL 6975 1
## 366 NORP 6976 1
## 367 GPE 6978 1
## 368 ORG 6984 3
## 369 GPE 7019 1
## 370 ORG 7037 3
## 371 CARDINAL 7075 1
## 372 GPE 7079 1
## 373 NORP 7121 1
## 374 DATE 7137 2
## 375 ORG 7141 1
## 376 ORG 7160 3
## 377 ORG 7185 1
## 378 NORP 7254 1
## 379 ORG 7306 1
## 380 NORP 7314 1
## 381 GPE 7354 3
## 382 GPE 7437 1
## 383 DATE 7459 4
## 384 NORP 7475 1
## 385 NORP 7492 1
## 386 GPE 7494 1
## 387 GPE 7520 1
## 388 GPE 7538 1
## 389 GPE 7540 1
## 390 LOC 7583 3
## 391 GPE 7589 1
## 392 ORG 7604 3
## 393 GPE 7614 1
## 394 DATE 7623 2
## 395 NORP 7634 1
## 396 LOC 7636 3
## 397 GPE 7646 1
## 398 GPE 7648 1
## 399 GPE 7655 1
## 400 GPE 7699 1
## 401 CARDINAL 7706 1
## 402 ORG 7707 1
## 403 ORG 7727 3
## 404 EVENT 7739 3
## 405 PERSON 7743 1
## 406 ORDINAL 7755 1
## 407 MONEY 7759 1
## 408 GPE 7765 1
## 409 ORG 7783 1
## 410 GPE 7792 3
## 411 GPE 7822 2
## 412 DATE 7826 2
## 413 ORG 7835 9
## 414 CARDINAL 7845 1
## 415 GPE 7850 3
## 416 GPE 7854 1
## 417 GPE 7856 1
## 418 GPE 7858 1
## 419 GPE 7860 1
## 420 GPE 7862 1
## 421 GPE 7864 1
## 422 GPE 7866 1
## 423 GPE 7868 1
## 424 GPE 7870 1
## 425 GPE 7872 1
## 426 GPE 7874 1
## 427 GPE 7876 1
## 428 GPE 7878 1
## 429 GPE 7880 1
## 430 GPE 7882 1
## 431 GPE 7886 1
## 432 GPE 7888 1
## 433 ORG 7894 1
## 434 ORG 7897 9
## 435 ORG 7919 4
## 436 LAW 7927 5
## 437 ORG 7960 1
## 438 ORG 7962 1
## 439 PERSON 7964 2
## 440 GPE 7968 1
## 441 GPE 7974 3
## 442 ORG 7978 1
## 443 PERSON 7980 3
## 444 GPE 7985 1
## 445 GPE 7990 3
## 446 ORG 7994 1
## 447 PERSON 7996 3
## 448 GPE 8001 2
## 449 GPE 8007 3
## 450 ORG 8012 1
## 451 PERSON 8014 2
## 452 GPE 8018 1
## 453 GPE 8027 3
## 454 DATE 8041 1
## 455 GPE 8044 1
## 456 DATE 8047 1
## 457 NORP 8053 1
## 458 NORP 8065 1
## 459 ORDINAL 8116 1
## 460 NORP 8122 1
## 461 GPE 8125 2
## 462 CARDINAL 8133 1
## 463 ORG 8134 1
## 464 ORDINAL 8139 1
## 465 ORG 8169 3
## 466 NORP 8175 1
## 467 LOC 8191 4
## 468 ORG 8239 4
## 469 DATE 8251 1
## 470 DATE 8253 1
## 471 GPE 8258 1
## 472 ORG 8269 3
## 473 ORG 8291 3
## 474 ORG 8306 3
## 475 GPE 8326 3
## 476 GPE 8354 3
## 477 ORG 8369 1
## 478 ORG 8414 1
## 479 GPE 8418 2
## 480 ORG 8439 1
## 481 GPE 8455 1
## 482 PERSON 8465 2
## 483 ORG 8483 1
## 484 GPE 8501 1
## 485 GPE 8512 2
## 486 CARDINAL 8525 1
## 487 LAW 8532 3
## 488 GPE 8536 1
## 489 ORG 8541 1
## 490 ORG 8546 3
## 491 GPE 8573 1
## 492 NORP 8581 1
## 493 LOC 8586 2
## 494 PERSON 8592 4
## 495 GPE 8604 1
## 496 ORG 8611 4
## 497 LOC 8625 1
## 498 NORP 8627 1
## 499 GPE 8631 1
## 500 GPE 8651 1
## 501 GPE 8714 1
## 502 CARDINAL 8738 1
## 503 ORG 8746 4
## 504 NORP 8755 1
## 505 PRODUCT 8770 1
## 506 NORP 8779 1
## 507 GPE 8785 1
## 508 PERSON 8787 2
## 509 GPE 8800 1
## 510 ORDINAL 8834 1
## 511 ORG 8853 1
## 512 GPE 8856 1
## 513 NORP 8879 1
## 514 ORDINAL 8888 1
## 515 GPE 8924 3
## 516 GPE 8931 1
## 517 MONEY 8936 1
## 518 LAW 8963 7
## 519 GPE 8971 1
## 520 GPE 8975 3
## 521 GPE 8990 1
## 522 GPE 9009 1
## 523 GPE 9016 3
## 524 GPE 9020 1
## 525 GPE 9023 2
## 526 LOC 9034 3
## 527 DATE 9049 1
## 528 NORP 9066 1
## 529 GPE 9069 1
## 530 PERSON 9081 1
## 531 NORP 9100 1
## 532 ORG 9103 1
## 533 ORG 9112 1
## 534 ORG 9195 1
## 535 CARDINAL 9203 1
## 536 ORG 9224 1
## 537 ORDINAL 9233 1
## 538 GPE 9243 1
## 539 GPE 9246 1
## 540 GPE 9250 1
## 541 ORDINAL 9260 1
## 542 GPE 9270 1
## 543 GPE 9273 1
## 544 GPE 9276 3
## 545 GPE 9281 2
## 546 GPE 9289 1
## 547 GPE 9293 1
## 548 GPE 9300 2
## 549 ORG 9310 1
## 550 ORG 9315 1
## 551 GPE 9353 3
## 552 ORG 9368 1
## 553 PERSON 9414 1
## 554 NORP 9436 1
## 555 ORG 9448 1
## 556 LOC 9474 3
## 557 GPE 9481 1
## 558 DATE 9482 2
## 559 GPE 9490 3
## 560 NORP 9505 3
## 561 ORG 9522 1
## 562 GPE 9527 4
## 563 GPE 9545 1
## 564 ORG 9573 3
## 565 ORG 9598 6
## 566 GPE 9621 3
## 567 NORP 9626 3
## 568 ORG 9639 3
## 569 ORG 9644 1
## 570 ORG 9654 4
## 571 GPE 9664 4
## 572 DATE 9669 3
## 573 ORG 9674 1
## 574 DATE 9681 2
## 575 ORG 9692 1
## 576 NORP 9716 3
## 577 NORP 9884 1
## 578 ORG 9894 5
## 579 ORG 9972 2
## 580 DATE 9974 1
## 581 DATE 9992 3
## 582 DATE 10016 8
## 583 MONEY 10027 1
## 584 DATE 10030 4
## 585 DATE 10044 1
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## 593 MONEY 10117 1
## 594 MONEY 10123 1
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## 603 MONEY 10185 1
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## 623 ORG 10354 1
## 624 CARDINAL 10356 1
## 625 DATE 10365 2
## 626 MONEY 10369 1
## 627 DATE 10382 2
## 628 GPE 10405 2
## 629 MONEY 10426 1
## 630 MONEY 10431 1
## 631 DATE 10435 4
## 632 MONEY 10442 1
## 633 DATE 10463 2
## 634 MONEY 10467 1
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## 641 DATE 10575 3
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## 644 MONEY 10597 1
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## 649 DATE 10655 3
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## 653 DATE 10695 1
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## 655 DATE 10702 1
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## 659 MONEY 10752 1
## 660 ORG 10774 1
## 661 DATE 10786 4
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## 663 DATE 10800 1
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## 675 DATE 10956 2
## 676 CARDINAL 10959 1
## 677 CARDINAL 10965 1
## 678 MONEY 10969 4
## 679 CARDINAL 10975 1
## 680 MONEY 10980 1
## 681 GPE 11016 1
## 682 ORDINAL 11018 1
## 683 CARDINAL 11021 1
## 684 GPE 11029 1
## 685 GPE 11031 1
## 686 ORG 11033 2
## 687 GPE 11089 3
## 688 DATE 11115 5
## 689 MONEY 11122 1
## 690 DATE 11148 2
## 691 ORDINAL 11177 1
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## 693 DATE 11205 4
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## 695 DATE 11216 1
## 696 MONEY 11219 1
## 697 DATE 11224 1
## 698 MONEY 11227 1
## 699 DATE 11230 1
## 700 MONEY 11233 1
## 701 DATE 11238 1
## 702 MONEY 11241 1
## 703 GPE 11249 3
## 704 DATE 11266 3
## 705 DATE 11273 1
## 706 MONEY 11276 1
## 707 MONEY 11280 1
## 708 DATE 11282 1
## 709 MONEY 11287 3
## 710 DATE 11298 1
## 711 DATE 11304 1
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## 713 MONEY 11313 1
## 714 MONEY 11317 1
## 715 DATE 11319 1
## 716 DATE 11325 2
## 717 MONEY 11330 1
## 718 DATE 11335 1
## 719 MONEY 11338 1
## 720 GPE 11360 3
## 721 DATE 11373 1
## 722 MONEY 11380 1
## 723 DATE 11384 1
## 724 DATE 11410 1
## 725 MONEY 11412 3
## 726 MONEY 11421 3
## 727 DATE 11425 1
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## 729 DATE 11431 1
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## 731 GPE 11458 1
## 732 MONEY 11464 4
## 733 DATE 11531 4
## 734 CARDINAL 11537 2
## 735 NORP 11560 1
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## 737 GPE 11594 3
## 738 CARDINAL 11599 1
## 739 ORG 11698 1
## 740 NORP 11703 1
## 741 DATE 11732 1
## 742 ORG 11781 1
## 743 NORP 11798 1
## 744 ORG 11811 1
## 745 ORG 11822 1
## 746 DATE 11825 1
## 747 ORG 11832 5
## 748 ORG 11852 1
## 749 ORG 11964 1
## 750 ORG 11981 1
## 751 GPE 11992 3
## 752 ORG 12047 1
## 753 ORG 12077 1
## 754 GPE 12097 1
## 755 ORG 12118 6
## 756 GPE 12145 3
## 757 ORG 12172 1
## 758 LAW 12192 1
## 759 GPE 12201 3
## 760 ORG 12241 1
## 761 ORG 12256 1
## 762 DATE 12434 5
## 763 GPE 12450 3
## 764 DATE 12486 1
## 765 ORG 12494 1
## 766 PERSON 12496 3
## 767 GPE 12501 1
## 768 PERSON 12504 3
## 769 GPE 12509 1
## 770 ORG 12512 1
## 771 PERSON 12514 3
## 772 GPE 12519 1
## 773 ORG 12522 1
## 774 PERSON 12524 3
## 775 GPE 12529 1
## 776 PERSON 12533 2
## 777 GPE 12537 1
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## 779 ORG 12582 1
## 780 ORDINAL 12585 1
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## 782 DATE 12589 1
## 783 CARDINAL 12591 1
## 784 NORP 12597 1
## 785 CARDINAL 12600 1
## 786 ORG 12703 1
## 787 PERSON 12705 3
## 788 GPE 12710 1
## 789 PERSON 12713 3
## 790 GPE 12718 1
## 791 PERSON 12722 3
## 792 GPE 12727 1
## 793 ORG 12729 1
## 794 PERSON 12731 3
## 795 GPE 12736 1
## 796 PERSON 12740 2
## 797 GPE 12744 1
## 798 NORP 12749 1
## 799 ORG 12778 1
## 800 ORG 12797 1
## 801 PERSON 12799 3
## 802 ORG 12878 2
## 803 ORG 12882 1
## 804 EVENT 12890 1
## 805 GPE 12917 1
## 806 NORP 12936 1
## 807 ORDINAL 12997 1
## 808 DATE 13208 7
## 809 EVENT 13230 1
## 810 NORP 13241 1
## 811 ORG 13310 1
## 812 ORG 13428 1
## 813 ORG 13506 1
## 814 ORG 13623 1
## 815 ORG 13650 1
## 816 ORG 13679 1
## 817 DATE 13777 4
## 818 DATE 13798 4
## 819 PERSON 13816 3
## 820 PERSON 13823 1
## 821 GPE 13876 1
## 822 DATE 13898 4
## 823 GPE 13948 1
## 824 ORG 13966 3
## 825 GPE 13971 1
## 826 ORG 13985 1
## 827 ORG 14081 7
## 828 NORP 14268 1
## 829 GPE 14328 3
## 830 ORG 14383 1
## 831 NORP 14425 1
## 832 ORG 14459 1
## 833 ORG 14473 1
## 834 NORP 14625 1
## 835 GPE 14659 1
## 836 GPE 15071 1
## 837 GPE 15073 3
## 838 ORG 15166 1
## 839 ORG 15279 1
## 840 ORDINAL 15333 1
## 841 ORDINAL 15380 1
## 842 LANGUAGE 15440 1
## 843 LANGUAGE 15467 1
## 844 CARDINAL 15592 1
## 845 ORG 15713 1
## 846 ORG 15721 1
## 847 NORP 15728 2
## 848 NORP 15730 1
## 849 GPE 15814 3
## 850 GPE 15868 3
## 851 GPE 15888 1
## 852 DATE 15890 6
## 853 ORG 15940 3
## 854 GPE 15967 3
## 855 LOC 16003 3
## 856 NORP 16044 1
## 857 NORP 16061 1
## 858 GPE 16064 1
## 859 GPE 16079 3
## 860 ORG 16090 1
## 861 ORG 16100 2
## 862 GPE 16108 1
## 863 DATE 16111 4
## 864 ORG 16209 1
## 865 NORP 16264 1
## 866 MONEY 16282 1
## 867 ORG 16328 1
## 868 NORP 16345 1
## 869 ORG 16382 1
## 870 NORP 16393 1
## 871 NORP 16452 1
## 872 ORDINAL 16479 1
## 873 LOC 16513 1
## 874 GPE 16519 1
## 875 GPE 16521 1
## 876 NORP 16552 1
## 877 GPE 16611 2
## 878 ORG 16620 1
## 879 DATE 16622 4
## 880 DATE 16655 4
## 881 ORG 16671 1
## 882 DATE 16683 5
## 883 ORG 16698 1
## 884 ORG 16705 1
## 885 GPE 16712 2
## 886 GPE 16744 2
## 887 GPE 16747 3
## 888 DATE 16777 6
## 889 GPE 16795 1
## 890 GPE 16823 1
## 891 GPE 16834 3
## 892 DATE 16843 4
## 893 GPE 16859 1
## 894 GPE 16877 2
## 895 GPE 16933 1
## 896 GPE 17005 1
## 897 DATE 17007 5
## 898 DATE 17014 4
## 899 GPE 17031 1
## 900 TIME 17033 3
## 901 DATE 17037 5
## 902 DATE 17044 4
## 903 GPE 17059 1
## 904 GPE 17075 3
## 905 GPE 17090 1
## 906 DATE 17144 4
## 907 DATE 17159 4
## 908 ORDINAL 17170 1
## 909 DATE 17172 3
## 910 GPE 17194 1
## 911 GPE 17211 3
## 912 ORDINAL 17229 1
## 913 GPE 17238 1
## 914 GPE 17259 1
## 915 GPE 17261 3
## 916 GPE 17297 1
## 917 GPE 17299 6
## 918 GPE 17305 3
## 919 CARDINAL 17330 1
## 920 GPE 17344 1
## 921 NORP 17386 1
## 922 ORG 17497 1
## 923 DATE 17529 4
## 924 GPE 17542 3
## 925 GPE 17546 1
## 926 GPE 17551 1
## 927 NORP 17581 1
## 928 LOC 17608 1
## 929 LOC 17627 1
## 930 LOC 17634 3
## 931 ORG 17659 1
## 932 CARDINAL 17661 1
## 933 CARDINAL 17664 1
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## 935 DATE 17674 4
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## 938 CARDINAL 17700 1
## 939 CARDINAL 17703 1
## 940 DATE 17709 1
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## 942 GPE 17717 1
## 943 ORG 17746 1
## 944 ORG 17826 3
## 945 CARDINAL 17837 1
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## 947 GPE 17850 3
## 948 ORG 17873 1
## 949 MONEY 17875 4
## 950 ORG 17895 3
## 951 CARDINAL 17920 1
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## 953 CARDINAL 17950 3
## 954 GPE 18006 2
## 955 CARDINAL 18014 1
## 956 CARDINAL 18018 1
## 957 LOC 18042 3
## 958 CARDINAL 18065 3
## 959 GPE 18088 3
## 960 CARDINAL 18111 2
## 961 GPE 18120 1
## 962 GPE 18123 1
## 963 CARDINAL 18138 1
## 964 GPE 18154 1
## 965 CARDINAL 18157 1
## 966 ORG 18160 3
## 967 EVENT 18194 1
## 968 DATE 18197 1
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## 970 GPE 18240 1
## 971 EVENT 18264 1
## 972 ORG 18275 1
## 973 NORP 18281 1
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## 975 ORG 18293 3
## 976 ORG 18297 2
## 977 ORG 18300 2
## 978 ORG 18303 2
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## 980 ORG 18312 1
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## 986 CARDINAL 18433 1
## 987 DATE 18437 3
## 988 CARDINAL 18449 1
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## 990 CARDINAL 18480 2
## 991 DATE 18491 1
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## 993 DATE 18616 1
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## 995 ORG 18635 1
## 996 ORG 18682 1
## 997 GPE 18690 1
## 998 GPE 18696 1
## 999 ORG 18759 1
## 1000 ORG 18771 1
## 1001 PERSON 18789 3
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## 1005 QUANTITY 18870 3
## 1006 QUANTITY 18876 2
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## 1022 DATE 19007 7
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## 1028 QUANTITY 19047 2
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## 1031 QUANTITY 19060 2
## 1032 QUANTITY 19063 2
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## 1034 GPE 19073 1
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## 1040 DATE 19105 2
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## 1076 MONEY 19397 1
## 1077 MONEY 19403 1
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## 1082 DATE 19477 4
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## 1088 CARDINAL 19541 1
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## 1096 MONEY 19592 3
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## 1111 NORP 19885 1
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## 1116 ORG 20114 1
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## 1121 GPE 20271 3
## 1122 DATE 20286 2
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## 1124 GPE 20329 1
## 1125 DATE 20419 4
## 1126 CARDINAL 20424 1
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## 1128 ORG 20478 1
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## 1145 ORG 20901 4
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## 1150 DATE 20996 1
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## 1152 CARDINAL 21005 1
## 1153 CARDINAL 21012 1
## 1154 GPE 21020 1
## 1155 CARDINAL 21023 1
## 1156 CARDINAL 21030 1
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## 1160 DATE 21073 6
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## 1199 CARDINAL 666 1
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## 1205 CARDINAL 1353 1
## 1206 CARDINAL 1512 1
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## 1214 ORG 2007 3
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## 1224 CARDINAL 3494 1
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## 1226 ORDINAL 4084 1
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## 1234 ORG 4326 1
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## 1248 ORG 4661 1
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## 1250 CARDINAL 4717 1
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## 1255 TIME 5117 3
## 1256 ORG 5134 4
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## 1259 ORDINAL 5452 1
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## 1278 ORG 6979 1
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## 1281 NORP 7055 1
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## 1284 CARDINAL 7095 1
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## 1298 CARDINAL 7987 1
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## 1300 GPE 8115 3
## 1301 LOC 8329 1
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## 1307 ORG 8505 4
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## 1312 ORG 8713 1
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## 1314 CARDINAL 8841 1
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## 1316 ORG 9389 3
## 1317 ORG 9449 1
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## 1321 GPE 9540 3
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## 1341 GPE 10764 1
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## 1343 GPE 10798 1
## 1344 PRODUCT 10814 1
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## 1363 NORP 11849 1
## 1364 LANGUAGE 11912 1
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## 1369 ORG 12119 1
## 1370 DATE 12142 1
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## 1373 GPE 12350 1
## 1374 GPE 12357 1
## 1375 LOC 12361 1
## 1376 ORG 12396 1
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## 1388 DATE 12782 2
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## 1397 DATE 13053 5
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## 1400 NORP 13086 1
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## 1892 GPE 8090 3
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## 1931 DATE 9709 2
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## 1934 GPE 9868 1
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## 1936 LOC 9890 1
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## 1939 ORG 9956 1
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## 1941 ORG 9966 1
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## 1943 GPE 10100 1
## 1944 GPE 10141 1
## 1945 GPE 10167 1
## 1946 ORG 10176 1
## 1947 GPE 10198 1
## 1948 GPE 10252 4
## 1949 GPE 10273 1
## 1950 DATE 10309 1
## 1951 DATE 10316 4
## 1952 CARDINAL 10326 1
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## 1954 ORG 10436 1
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## 1957 GPE 10538 4
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## 1960 GPE 10610 1
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## 1962 PERSON 10656 1
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## 1964 PERSON 10694 2
## 1965 PERSON 10756 1
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## 1967 PERSON 10776 2## doc_id
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## text
## 1 the Senate
## 2 House
## 3 Representatives
## 4 the outgoing
## 5 the incoming
## 6 the new century
## 7 you
## 8 the last session
## 9 the Fifty-sixth Congress
## 10 evidences
## 11 every hand
## 12 national prosperity
## 13 proof
## 14 the growing strength
## 15 increasing power
## 16 good
## 17 Republican institutions
## 18 Your countrymen
## 19 you
## 20 felicitation
## 21 American liberty
## 22 that
## 23 it
## 24 the determination
## 25 it
## 26 any former period
## 27 our history
## 28 The Republic
## 29 the hearts
## 30 the people
## 31 The Constitution
## 32 few amendments
## 33 it
## 34 the hands
## 35 its authors
## 36 The additions
## 37 which
## 38 it
## 39 larger freedom
## 40 more extended citizenship
## 41 Popular government
## 42 its one hundred and twenty-four years
## 43 trial
## 44 its stability
## 45 security
## 46 its efficiency
## 47 the best instrument
## 48 national development
## 49 the best safeguard
## 50 human rights
## 51 the Sixth Congress
## 52 November
## 53 the population
## 54 the United States
## 55 we
## 56 sixteen States
## 57 we
## 58 our territory
## 59 909,050 square miles
## 60 It
## 61 3,846,595 square miles
## 62 Education
## 63 religion
## 64 morality
## 65 pace
## 66 our advancement
## 67 other directions
## 68 its power
## 69 the Government
## 70 its foundation principles
## 71 none
## 72 them
## 73 our new peoples
## 74 possessions
## 75 A nation
## 76 reverent
## 77 thanks
## 78 God
## 79 His guidance
## 80 the continuance
## 81 His care
## 82 favor
## 83 our foreign intercourse
## 84 the dominant question
## 85 the treatment
## 86 the Chinese problem
## 87 this
## 88 our relations
## 89 the powers
## 90 The recent troubles
## 91 China
## 92 the antiforeign agitation
## 93 which
## 94 the past three years
## 95 strength
## 96 the northern provinces
## 97 Their origin
## 98 the character
## 99 the Chinese races
## 100 the traditions
## 101 their Government
## 102 The Taiping rebellion
## 103 the opening
## 104 Chinese ports
## 105 foreign trade
## 106 settlement
## 107 the homogeneity
## 108 the seclusion
## 109 China
## 110 foreign activity
## 111 itself
## 112 all quarters
## 113 the coast
## 114 the great river arteries
## 115 the remoter districts
## 116 new ideas
## 117 new associations
## 118 a primitive people
## 119 which
## 120 centuries
## 121 a national policy
## 122 isolation
## 123 The telegraph
## 124 the railway
## 125 their land
## 126 the steamers
## 127 their waterways
## 128 the merchant
## 129 the missionary penetrating
## 130 year
## 131 the interior
## 132 the Chinese mind types
## 133 an alien invasion
## 134 the course
## 135 their national life
## 136 vague forebodings
## 137 disaster
## 138 their beliefs
## 139 their self-control
## 140 several years
## 141 the present troubles
## 142 all the resources
## 143 foreign diplomacy
## 144 moral demonstrations
## 145 the physical force
## 146 fleets
## 147 arms
## 148 due respect
## 149 the treaty rights
## 150 foreigners
## 151 satisfaction
## 152 the responsible authorities
## 153 the sporadic outrages
## 154 the persons
## 155 property
## 156 unoffending sojourners
## 157 which
## 158 time
## 159 time
## 160 widely separated points
## 161 the northern provinces
## 162 the case
## 163 the outbreaks
## 164 Sze-chuen
## 165 Shan-tung
## 166 Posting
## 167 antiforeign
## 168 placards
## 169 a daily occurrence
## 170 which
## 171 the repeated reprobation
## 172 the Imperial power
## 173 the ignorance
## 174 superstition
## 175 the masses
## 176 their accusations
## 177 their spirit
## 178 cumulative harm
## 179 They
## 180 no particular class
## 181 foreigners
## 182 they
## 183 everything
## 184 An outbreak
## 185 Shan-tung
## 186 which
## 187 German missionaries
## 188 the too natural result
## 189 these malevolent teachings
## 190 The posting
## 191 seditious placards
## 192 the utter destruction
## 193 foreigners
## 194 every foreign thing
## 195 Hostile demonstrations
## 196 the stranger
## 197 strength
## 198 organization
## 199 The sect
## 200 the Boxers
## 201 the provinces
## 202 the Yang-Tse
## 203 the collusion
## 204 many notable officials
## 205 some
## 206 the immediate councils
## 207 the Throne
## 208 itself
## 209 No foreigner's life
## 210 the protected treaty ports
## 211 No foreign interest
## 212 spoliation
## 213 The diplomatic representatives
## 214 the powers
## 215 Peking
## 216 vain
## 217 this movement
## 218 Protest
## 219 demand
## 220 demand
## 221 renewed protest
## 222 perfunctory edicts
## 223 the Palace
## 224 evasive and futile assurances
## 225 the Tsung-li Yamen
## 226 The circle
## 227 the Boxer influence
## 228 Peking
## 229 it
## 230 its spirit
## 231 the capital
## 232 itself
## 233 the Imperial forces
## 234 its doctrines
## 235 the immediate counselors
## 236 the Empress Dowager
## 237 full sympathy
## 238 the antiforeign movement
## 239 The increasing gravity
## 240 the conditions
## 241 China
## 242 the imminence
## 243 peril
## 244 our own diversified interests
## 245 the Empire
## 246 those
## 247 all the other treaty governments
## 248 this Government
## 249 it
## 250 The United States
## 251 the earliest days
## 252 foreign intercourse
## 253 China
## 254 a policy
## 255 peace
## 256 no occasions
## 257 the extension
## 258 lawful trade
## 259 the sovereignty
## 260 its Government
## 261 the fullest measure
## 262 protection
## 263 the lives
## 264 property
## 265 our law-abiding citizens
## 266 the exercise
## 267 their beneficent callings
## 268 the Chinese people
## 269 this
## 270 it
## 271 our purposes
## 272 favor
## 273 such course
## 274 united action
## 275 the powers
## 276 Peking
## 277 the administrative reforms
## 278 the Imperial Government
## 279 the integrity
## 280 China
## 281 which
## 282 we
## 283 the whole western world
## 284 these ends
## 285 I
## 286 the several powers
## 287 territory
## 288 spheres
## 289 influence
## 290 China
## 291 the circular proposals
## 292 them
## 293 declarations
## 294 their intentions
## 295 views
## 296 the desirability
## 297 the adoption
## 298 measures
## 299 the benefits
## 300 equality
## 301 treatment
## 302 all foreign trade
## 303 China
## 304 gratifying unanimity
## 305 the responses
## 306 this common policy
## 307 me
## 308 the successful termination
## 309 these negotiations proof
## 310 the friendly spirit
## 311 which
## 312 the various powers
## 313 the untrammeled development
## 314 commerce
## 315 industry
## 316 the Chinese Empire
## 317 a source
## 318 vast benefit
## 319 the whole commercial world
## 320 this conclusion
## 321 which
## 322 I
## 323 the gratification
## 324 a completed engagement
## 325 the interested powers
## 326 March
## 327 I
## 328 a potential factor
## 329 the abatement
## 330 the distrust
## 331 foreign purposes
## 332 which
## 333 a year past
## 334 the policy
## 335 the Imperial Government
## 336 the effective exertion
## 337 it
## 338 power
## 339 authority
## 340 the critical antiforeign movement
## 341 the northern provinces
## 342 the Manchu sentiment
## 343 confidence
## 344 the willingness
## 345 ability
## 346 the Imperial administration
## 347 the wrongs
## 348 the evils
## 349 we
## 350 the marine guard
## 351 which
## 352 Peking
## 353 the autumn
## 354 the protection
## 355 the legation
## 356 the earliest practicable moment
## 357 all pending questions
## 358 we
## 359 the ordinary resorts
## 360 diplomatic intercourse
## 361 The Chinese Government
## 362 the rising strength
## 363 the Boxers
## 364 a prey
## 365 internal dissensions
## 366 the unequal contest
## 367 the antiforeign influences
## 368 the ascendancy
## 369 the leadership
## 370 Prince Tuan
## 371 Organized armies
## 372 Boxers
## 373 which
## 374 the Imperial forces
## 375 the country
## 376 Peking
## 377 the coast
## 378 Manchuria
## 379 the Russian borders
## 380 their emissaries
## 381 northern China
## 382 Attacks
## 383 foreigners
## 384 destruction
## 385 their property
## 386 slaughter
## 387 native converts
## 388 all sides
## 389 The Tsung-li Yamen
## 390 hostile sympathies
## 391 no effective response
## 392 the appeals
## 393 the legations
## 394 this critical juncture
## 395 the early spring
## 396 this year
## 397 a proposal
## 398 the other powers
## 399 a combined fleet
## 400 Chinese waters
## 401 a moral demonstration
## 402 cover
## 403 which
## 404 the Chinese Government respect
## 405 foreign treaty rights
## 406 the suppression
## 407 the Boxers
## 408 The United States
## 409 the joint demonstration
## 410 the Philippines
## 411 all ships
## 412 that
## 413 service
## 414 the Chinese coast
## 415 A small force
## 416 marines
## 417 Taku
## 418 Peking
## 419 the protection
## 420 the American legation
## 421 Other powers
## 422 similar action
## 423 some four hundred men
## 424 the capital
## 425 legation guards
## 426 the peril
## 427 The legations
## 428 the development
## 429 the seditious movement
## 430 Peking
## 431 the need
## 432 increased provision
## 433 defense
## 434 it
## 435 preparations
## 436 progress
## 437 a larger expedition
## 438 the legation guards
## 439 an attempt
## 440 the foreign ships
## 441 a landing
## 442 Taku
## 443 a fire
## 444 the Chinese forts
## 445 The forts
## 446 the foreign vessels
## 447 no part
## 448 the attack
## 449 the ground
## 450 we
## 451 war
## 452 China
## 453 a hostile demonstration
## 454 the antiforeign elements
## 455 the Boxers
## 456 the relieving column
## 457 the Taku forts
## 458 a sanguinary conflict
## 459 Severance
## 460 communication
## 461 Peking
## 462 a combined force
## 463 additional guards
## 464 which
## 465 Peking
## 466 the Pei-Ho
## 467 Langfang
## 468 The isolation
## 469 the legations
## 470 The siege
## 471 the relief
## 472 the legations
## 473 undying history
## 474 all the stirring chapter
## 475 which
## 476 the heroism
## 477 the devoted band
## 478 the face
## 479 despair
## 480 that
## 481 their relievers
## 482 battle
## 483 suffering
## 484 the goal
## 485 it
## 486 a memory
## 487 which
## 488 my countrymen
## 489 the honor
## 490 our flag
## 491 the siege
## 492 the rescue
## 493 stout American hearts
## 494 fervent emulation
## 495 true men
## 496 other race
## 497 language
## 498 that
## 499 the cause
## 500 right
## 501 justice
## 502 June
## 503 the legations
## 504 An identical note
## 505 the
## 506 Yamen
## 507 each minister
## 508 Peking
## 509 a promised escort
## 510 twenty-four hours
## 511 time
## 512 they
## 513 prolongation
## 514 the time
## 515 which
## 516 an interview
## 517 the Tsung-li Yamen
## 518 the following day
## 519 No reply
## 520 the morning
## 521 the 2oth
## 522 the German minister
## 523 Baron von Ketteler
## 524 the Yamen
## 525 a response
## 526 oil
## 527 An attempt
## 528 the legation guard
## 529 his body
## 530 the Chinese
## 531 Armed forces
## 532 the legations
## 533 Their quarters
## 534 The mission compounds
## 535 their inmates
## 536 refuge
## 537 the British legation
## 538 all the other legations
## 539 guards
## 540 more effective defense
## 541 Four hundred persons
## 542 its narrow compass
## 543 Two thousand native converts
## 544 a nearby palace
## 545 protection
## 546 the foreigners
## 547 Lines
## 548 defense
## 549 trenches dug
## 550 barricades
## 551 preparations
## 552 a siege
## 553 which
## 554 June
## 555 July
## 556 Minister Conger
## 557 scarcely an hour
## 558 which
## 559 some part
## 560 our lines
## 561 some
## 562 the legations
## 563 a single shot
## 564 a general and continuous attack
## 565 the whole line
## 566 Artillery
## 567 the legations
## 568 the over-looking palace walls
## 569 thousands
## 570 3-inch shot
## 571 shell
## 572 some buildings
## 573 all
## 574 the balls
## 575 the ammunition
## 576 five quarts
## 577 Chinese bullets
## 578 an hour
## 579 one compound
## 580 recast
## 581 Attempts
## 582 the legations
## 583 neighboring houses
## 584 fire
## 585 the flames
## 586 Dutch legations
## 587 the aid
## 588 the native converts
## 589 the missionaries
## 590 whose helpful co
## 591 -
## 592 operation Mr. Conger
## 593 unstinted praise
## 594 the British legation
## 595 a veritable fortress
## 596 The British minister
## 597 Sir Claude MacDonald
## 598 general commander
## 599 the defense
## 600 the secretary
## 601 the American legation
## 602 chief
## 603 staff
## 604 life
## 605 ammunition
## 606 the incessant fire
## 607 the Chinese soldiery
## 608 attack
## 609 an occasional successful sortie
## 610 strategic advantage
## 611 that
## 612 fifty-five American, British, and Russian marines
## 613 Captain Myers
## 614 the United States Marine Corps
## 615 which
## 616 the capture
## 617 a formidable barricade
## 618 the wall
## 619 that
## 620 the American position
## 621 It
## 622 an invaluable acquisition
## 623 the water gate
## 624 which
## 625 the relief column
## 626 the siege
## 627 the defenders
## 628 disease
## 629 July
## 630 their first communication
## 631 the Tsung-li Yamen
## 632 whom
## 633 a message
## 634 a conference
## 635 which
## 636 Correspondence
## 637 a sort
## 638 armistice
## 639 which
## 640 the bombardment
## 641 the rifle fire
## 642 a time
## 643 no protection
## 644 whatever
## 645 any aid
## 646 the legations
## 647 a small supply
## 648 fruit
## 649 three sacks
## 650 flour
## 651 the only communication
## 652 the Chinese Government
## 653 the occasional delivery
## 654 dispatch
## 655 a telegram
## 656 the demands
## 657 the Tsung-li Yamen
## 658 the withdrawal
## 659 the legations
## 660 the coast
## 661 escort
## 662 the protestations
## 663 the Chinese Government
## 664 it
## 665 the legations
## 666 irresistible proof
## 667 the attacks
## 668 them
## 669 Imperial troops
## 670 the command
## 671 Jung Lu
## 672 the Imperial commander
## 673 chief
## 674 Decrees
## 675 the Boxers
## 676 them
## 677 tinder prominent Imperial officers
## 678 them
## 679 them
## 680 large sums
## 681 the name
## 682 the Empress Dowager
## 683 Members
## 684 the Tsung-li Yamen
## 685 who
## 686 protection
## 687 the foreigners
## 688 the distant provinces men
## 689 foreign sympathy
## 690 death
## 691 these
## 692 Chang Yen-hoon
## 693 formerly Chinese minister
## 694 Washington
## 695 the negotiation
## 696 the partial armistice
## 697 July
## 698 a proceeding
## 699 which
## 700 the representations
## 701 the Chinese envoy
## 702 Washington
## 703 the way
## 704 the conveyance
## 705 Mr. Conger
## 706 a test message
## 707 the Secretary
## 708 State
## 709 the kind offices
## 710 Minister Wu Ting-fang
## 711 Mr. Conger's reply
## 712 Peking
## 713 July
## 714 the same channel
## 715 the outside world
## 716 the first tidings
## 717 the inmates
## 718 the legations
## 719 succor
## 720 This news
## 721 the preparations
## 722 a joint relief expedition
## 723 numbers
## 724 the resistance
## 725 which
## 726 a month
## 727 Taku
## 728 the capital
## 729 Reinforcements
## 730 all the co-operating Governments
## 731 The United States contingent
## 732 the Philippines
## 733 this country
## 734 some 5,000 men
## 735 the able command
## 736 the lamented Colonel Liscurn
## 737 General Chaffee
## 738 the end
## 739 July
## 740 the movement
## 741 A severe conflict
## 742 Tientsin
## 743 which
## 744 Colonel Liscurn
## 745 The city
## 746 Its capture
## 747 the base
## 748 operations
## 749 which
## 750 the final advance
## 751 which
## 752 the first days
## 753 August
## 754 the expedition
## 755 Japanese, Russian, British, and American troops
## 756 the outset
## 757 Another battle
## 758 Yangtsun
## 759 the disheartened Chinese troops
## 760 little show
## 761 resistance
## 762 the important position
## 763 Ho-si-woo
## 764 A rapid march
## 765 the united forces
## 766 the populous city
## 767 Tung Chow
## 768 which
## 769 a contest
## 770 August
## 771 the capital
## 772 a brief conflict
## 773 the walls
## 774 the relief column
## 775 the legations
## 776 The United States soldiers
## 777 sailors
## 778 marines
## 779 officers
## 780 men
## 781 those distant climes
## 782 unusual surroundings
## 783 the same valor
## 784 discipline
## 785 good conduct
## 786 proof
## 787 the same high degree
## 788 intelligence
## 789 efficiency
## 790 which
## 791 them
## 792 every emergency
## 793 The Imperial family
## 794 the Government
## 795 The city
## 796 visible control
## 797 The remaining Imperial soldiery
## 798 the night
## 799 the 13th
## 800 a last attempt
## 801 which
## 802 It
## 803 the occupying forces
## 804 order
## 805 a provisional administration
## 806 the acute disturbances
## 807 the northern provinces
## 808 It
## 809 a relief
## 810 a pleasure
## 811 the loyal conduct
## 812 the viceroys
## 813 local authorities
## 814 the southern and eastern provinces
## 815 Their efforts
## 816 the pacific control
## 817 the vast populations
## 818 their rule
## 819 the scrupulous observance
## 820 foreign treaty rights
## 821 critical moments
## 822 they
## 823 the Throne
## 824 the protection
## 825 the legations
## 826 the restoration
## 827 communication
## 828 the assertion
## 829 the Imperial authority
## 830 the subversive elements
## 831 They
## 832 excellent relations
## 833 the official representatives
## 834 foreign powers
## 835 their kindly disposition
## 836 the success
## 837 the consuls
## 838 the missionaries
## 839 the interior
## 840 places
## 841 safety
## 842 this relation
## 843 the action
## 844 the consuls
## 845 Shan-tung
## 846 eastern Chi-li
## 847 the task
## 848 their energy
## 849 the cooperation
## 850 American and foreign naval commanders
## 851 hundreds
## 852 foreigners
## 853 those
## 854 other nationalities
## 855 ours
## 856 imminent peril
## 857 The policy
## 858 the United States
## 859 all this trying period
## 860 A circular note
## 861 the powers
## 862 our attitude
## 863 the condition
## 864 the north
## 865 virtual anarchy
## 866 which
## 867 the great provinces
## 868 the south
## 869 southeast
## 870 no share
## 871 we
## 872 the local authorities
## 873 the latter quarters
## 874 the Chinese people
## 875 whom
## 876 we
## 877 peace
## 878 friendship
## 879 Our declared aims
## 880 no war
## 881 the Chinese nation
## 882 We
## 883 the legitimate office
## 884 the imperiled legation
## 885 redress
## 886 wrongs
## 887 the safety
## 888 American life
## 889 property
## 890 China
## 891 a spread
## 892 the disorders
## 893 their recurrence
## 894 The policy
## 895 the Government
## 896 the United States
## 897 a solution
## 898 which
## 899 permanent safety
## 900 peace
## 901 China
## 902 Chinese territorial and administrative entity
## 903 all rights
## 904 friendly powers
## 905 treaty
## 906 international law
## 907 the world
## 908 the principle
## 909 equal and impartial trade
## 910 all parts
## 911 the Chinese Empire
## 912 those professions
## 913 which
## 914 it
## 915 the views
## 916 purposes
## 917 the other co-operating Governments
## 918 all our efforts
## 919 the anomalous situation
## 920 China
## 921 negotiations
## 922 a settlement
## 923 the earliest possible moment
## 924 the sacred duty
## 925 our legation
## 926 its dependents
## 927 we
## 928 active hostilities
## 929 our legation
## 930 an adequate guard
## 931 Peking
## 932 a channel
## 933 negotiation
## 934 settlement
## 935 others
## 936 the interested powers
## 937 Overtures
## 938 the empowered representatives
## 939 the Chinese Emperor
## 940 The Russian proposition
## 941 the restoration
## 942 the Imperial power
## 943 Peking
## 944 full consonance
## 945 our own desires
## 946 we
## 947 that effective reparation
## 948 wrongs
## 949 an enduring settlement
## 950 that
## 951 their recurrence
## 952 an authority
## 953 which
## 954 the Chinese nation
## 955 we
## 956 no jot
## 957 our undoubted right
## 958 exemplary and deterrent punishment
## 959 the responsible authors
## 960 abettors
## 961 the criminal acts
## 962 we
## 963 other nations
## 964 grievous injury
## 965 the real culprits
## 966 the evil counselors
## 967 who
## 968 the Imperial judgment
## 969 the sovereign authority
## 970 their own guilty ends
## 971 full expiation
## 972 the rational limits
## 973 retributive Justice
## 974 this
## 975 the initial condition
## 976 an acceptable settlement
## 977 China
## 978 the powers
## 979 I
## 980 my message
## 981 October
## 982 the Chinese Emperor
## 983 I
## 984 negotiations
## 985 we
## 986 Governments
## 987 Your Majesty's ability
## 988 power
## 989 the principal offenders
## 990 who
## 991 the foreigners
## 992 Your Majesty
## 993 whose rule
## 994 the purpose
## 995 China
## 996 concord
## 997 the world
## 998 hitherto
## 999 expression
## 1000 the welcome
## 1001 protection
## 1002 strangers
## 1003 a point
## 1004 departure
## 1005 the Imperial edict
## 1006 Earl Li Hung Chang
## 1007 Prince Ching
## 1008 plenipotentiaries
## 1009 a settlement
## 1010 the edict
## 1011 September
## 1012 certain high officials
## 1013 punishment
## 1014 this Government
## 1015 concert
## 1016 the other powers
## 1017 the opening
## 1018 negotiations
## 1019 which
## 1020 Mr. Conger
## 1021 Mr. Rockhill
## 1022 behalf
## 1023 the United States
## 1024 General bases
## 1025 negotiation
## 1026 the Government
## 1027 the French Republic
## 1028 certain reservations
## 1029 details
## 1030 our own circumstances
## 1031 similar reservations
## 1032 other powers
## 1033 discussion
## 1034 the progress
## 1035 the negotiations
## 1036 The disposition
## 1037 the Emperor's Government
## 1038 liability
## 1039 wrongs
## 1040 foreign Governments
## 1041 their nationals
## 1042 such additional designation
## 1043 the guilty persons
## 1044 the foreign ministers
## 1045 Peking
## 1046 a position
## 1047 hope
## 1048 a complete settlement
## 1049 all questions
## 1050 foreign rights
## 1051 residence
## 1052 intercourse
## 1053 terms
## 1054 equality
## 1055 all the world
## 1056 I
## 1057 the essential factors
## 1058 a durable adjustment
## 1059 the securement
## 1060 adequate guarantees
## 1061 liberty
## 1062 faith
## 1063 insecurity
## 1064 those natives
## 1065 who
## 1066 alien creeds
## 1067 a scarcely less effectual assault
## 1068 the rights
## 1069 foreign worship
## 1070 teaching
## 1071 the direct invasion
## 1072 The matter
## 1073 indemnity
## 1074 our wronged citizens
## 1075 a question
## 1076 grave concern
## 1077 money
## 1078 a sufficient reparation
## 1079 the ability
## 1080 China
## 1081 All the powers
## 1082 emphatic disclaimers
## 1083 any purpose
## 1084 aggrandizement
## 1085 the dismemberment
## 1086 the Empire
## 1087 I
## 1088 due compensation
## 1089 part
## 1090 increased guarantees
## 1091 security
## 1092 foreign rights
## 1093 immunities
## 1094 all
## 1095 the opening
## 1096 China
## 1097 the equal commerce
## 1098 all the world
## 1099 These views
## 1100 our representatives
## 1101 The Government
## 1102 Russia
## 1103 a suggestion
## 1104 the event
## 1105 protracted divergence
## 1106 views
## 1107 regard
## 1108 indemnities
## 1109 the matter
## 1110 the Court
## 1111 Arbitration
## 1112 The Hague
## 1113 I
## 1114 this
## 1115 high tribunal
## 1116 a solution
## 1117 the stability
## 1118 prosperity
## 1119 China
## 1120 itself
## 1121 the powers
## 1122 Ratifications
## 1123 a treaty
## 1124 extradition
## 1125 the Argentine Republic
## 1126 June
## 1127 the Austro-Hungarian Government
## 1128 the many cases
## 1129 that
## 1130 the arrest
## 1131 our naturalized citizens
## 1132 alleged evasion
## 1133 military service
## 1134 the provisions
## 1135 the treaty
## 1136 such persons
## 1137 military obligations
## 1138 it
## 1139 some instances
## 1140 those
## 1141 whose presence
## 1142 the community
## 1143 their origin
## 1144 a pernicious influence
## 1145 Representations
## 1146 this course
## 1147 its adoption
## 1148 We
## 1149 Belgium
## 1150 the International Convention
## 1151 June
## 1152 amendatory
## 1153 the previous Convention
## 1154 respect
## 1155 the regulation
## 1156 the liquor trade
## 1157 Africa
## 1158 Compliance
## 1159 the absence
## 1160 the advice
## 1161 consent
## 1162 the Senate thereto
## 1163 The principle
## 1164 the cordial sympathy
## 1165 this Government
## 1166 which
## 1167 the reversionary negotiations
## 1168 more drastic measures
## 1169 I
## 1170 its extension
## 1171 international agreement
## 1172 the restriction
## 1173 the liquor traffic
## 1174 all
## 1175 uncivilized peoples
## 1176 the Western Pacific
## 1177 A conference
## 1178 Brussels
## 1179 the Convention
## 1180 the protection
## 1181 industrial property
## 1182 Paris
## 1183 which
## 1184 delegates
## 1185 this country
## 1186 Any lessening
## 1187 the difficulties
## 1188 that
## 1189 our inventors
## 1190 patents
## 1191 their inventions
## 1192 our farmers
## 1193 manufacturers
## 1194 merchants
## 1195 the protection
## 1196 their trade-marks
## 1197 careful consideration
## 1198 your attention
## 1199 the results
## 1200 the conference
## 1201 the proper time
## 1202 the interest
## 1203 trade
## 1204 this country
## 1205 South America
## 1206 efforts
## 1207 the past year
## 1208 conventions
## 1209 the southern republics
## 1210 the enlargement
## 1211 postal facilities
## 1212 Two such agreements
## 1213 Bolivia
## 1214 April
## 1215 which
## 1216 the money-order system
## 1217 certain changes
## 1218 the Post-Office Department
## 1219 this Government
## 1220 A treaty
## 1221 extradition
## 1222 that country
## 1223 the same day
## 1224 the Senate
## 1225 A boundary dispute
## 1226 Brazil
## 1227 Bolivia
## 1228 the territory
## 1229 Acre
## 1230 a fair way
## 1231 friendly adjustment
## 1232 December
## 1233 a definite frontier
## 1234 its demarcation
## 1235 a joint commission
## 1236 Conditions
## 1237 Brazil
## 1238 our export trade
## 1239 that country
## 1240 marked contrast
## 1241 the favorable conditions
## 1242 which
## 1243 Brazilian products
## 1244 our markets
## 1245 Urgent representations
## 1246 that Government
## 1247 the subject
## 1248 some amelioration
## 1249 We
## 1250 the reciprocal justice
## 1251 good will
## 1252 that Government
## 1253 us
## 1254 a further improvement
## 1255 our commercial relations
## 1256 The Convention
## 1257 May
## 1258 the final settlement
## 1259 claims
## 1260 abeyance
## 1261 the dissolution
## 1262 the Commission
## 1263 length
## 1264 the Chilean Congress
## 1265 the supplemental Commission
## 1266 It
## 1267 the Congress
## 1268 the necessary expenses
## 1269 the Commission
## 1270 The insurrectionary movement
## 1271 which
## 1272 Colombia
## 1273 the latter part
## 1274 guerrillas
## 1275 some departments
## 1276 The executive power
## 1277 that Republic
## 1278 hands
## 1279 August
## 1280 the act
## 1281 Vice-President Marroquin
## 1282 the reins
## 1283 government
## 1284 the absence
## 1285 President San Clemente
## 1286 the capital
## 1287 The change
## 1288 no serious opposition
## 1289 the precedents
## 1290 such cases
## 1291 the United States minister
## 1292 relations
## 1293 the new defacto Government
## 1294 September
## 1295 It
## 1296 the residual questions
## 1297 Costa Rica
## 1298 Nicaragua
## 1299 the Award
## 1300 President Cleveland
## 1301 the choice
## 1302 an American engineer
## 1303 General E. P. Alexander
## 1304 umpire
## 1305 the disputed line
## 1306 His task
## 1307 the satisfaction
## 1308 both contestants
## 1309 A revolution
## 1310 the Dominican Republic
## 1311 the close
## 1312 last year
## 1313 the installation
## 1314 President Jimenez
## 1315 whose Government
## 1316 January
## 1317 final payment
## 1318 the American claim
## 1319 regard
## 1320 the Ozama bridge
## 1321 The year
## 1322 the exposition
## 1323 occasions
## 1324 the good will
## 1325 that
## 1326 this country
## 1327 France
## 1328 This great competition
## 1329 every nation
## 1330 natural productions
## 1331 industry
## 1332 science
## 1333 the arts
## 1334 generous rivalry
## 1335 a judgment
## 1336 that rivalry
## 1337 The extraordinary increase
## 1338 exportations
## 1339 this country
## 1340 the past three years
## 1341 the activity
## 1342 which
## 1343 our inventions
## 1344 wares
## 1345 new markets
## 1346 much interest
## 1347 the American exhibit
## 1348 every encouragement
## 1349 the way
## 1350 space
## 1351 facilities
## 1352 a whole
## 1353 every part
## 1354 It
## 1355 not an easy task
## 1356 exhibits
## 1357 that
## 1358 our diversified resources
## 1359 manufactures
## 1360 our national prosperity
## 1361 the incentive
## 1362 The dealer
## 1363 raw materials
## 1364 the user
## 1365 him
## 1366 the great factories
## 1367 the phenomenal demand
## 1368 their output
## 1369 home
## 1370 merit
## 1371 a profitable trade
## 1372 Appeals
## 1373 the patriotism
## 1374 exhibitors
## 1375 them
## 1376 outlays
## 1377 no immediate return
## 1378 This
## 1379 especially the case
## 1380 it
## 1381 an industrial sequence
## 1382 a class
## 1383 processes
## 1384 One manufacturer
## 1385 another
## 1386 times
## 1387 a promise
## 1388 a particular section
## 1389 it
## 1390 pressure
## 1391 trade orders
## 1392 a new quest
## 1393 The installation
## 1394 exhibits
## 1395 many obstacles
## 1396 unexpected cost
## 1397 The exposition
## 1398 the date
## 1399 its opening
## 1400 The French transportation lines
## 1401 offered freight
## 1402 Belated goods
## 1403 unfinished quarters
## 1404 whatever labor
## 1405 the prevailing confusion
## 1406 the task
## 1407 the Commission
## 1408 the fact
## 1409 the scheme
## 1410 classification
## 1411 it
## 1412 the entire exhibit
## 1413 any one country
## 1414 the same building
## 1415 more than one group
## 1416 exhibits
## 1417 the same part
## 1418 any building
## 1419 Our installations
## 1420 both sides
## 1421 the Seine
## 1422 widely remote suburbs
## 1423 Paris
## 1424 additional assistants
## 1425 the work
## 1426 supervision
## 1427 arrangement
## 1428 all these drawbacks
## 1429 the contribution
## 1430 the United States
## 1431 the largest foreign display
## 1432 place
## 1433 arrangement
## 1434 Our exhibits
## 1435 of one hundred and twenty-one classes
## 1436 the entire classification
## 1437 those
## 1438 any other nation
## 1439 total number
## 1440 they
## 1441 those
## 1442 France
## 1443 the attractive form
## 1444 which
## 1445 they
## 1446 secured general attention
## 1447 A criterion
## 1448 the extent
## 1449 success
## 1450 our participation
## 1451 the thoroughness
## 1452 which
## 1453 our exhibits
## 1454 the awards
## 1455 American exhibitors
## 1456 the international jury
## 1457 namely, grand prizes
## 1458 gold medals
## 1459 silver medals
## 1460 bronze medals
## 1461 honorable mentions
## 1462 all
## 1463 the greatest total number
## 1464 the exhibit
## 1465 any exhibiting nation
## 1466 the largest number
## 1467 each grade
## 1468 This significant recognition
## 1469 merit
## 1470 competition
## 1471 the chosen exhibits
## 1472 all other nations
## 1473 the hands
## 1474 juries
## 1475 tip
## 1476 representatives
## 1477 France
## 1478 other competing countries
## 1479 it
## 1480 us
## 1481 the front
## 1482 international questions
## 1483 supply
## 1484 demand
## 1485 the large proportion
## 1486 awards
## 1487 the classes
## 1488 art
## 1489 artistic manufactures
## 1490 unexpected proof
## 1491 the stimulation
## 1492 national culture
## 1493 the prosperity
## 1494 that
## 1495 natural productiveness
## 1496 industrial excellence
## 1497 the exposition
## 1498 international good
## 1499 The inauguration
## 1500 Paris
## 1501 the Lafayette Monument
## 1502 the school children
## 1503 the United States
## 1504 the designing
## 1505 a commemorative coin
## 1506 our Mint
## 1507 the presentation
## 1508 the first piece
## 1509 the President
## 1510 the Republic
## 1511 appropriate ceremonies
## 1512 the Fourth
## 1513 July
## 1514 the French capital
## 1515 Good
## 1516 our relations
## 1517 the German Empire
## 1518 An amicable adjustment
## 1519 the long-pending question
## 1520 the admission
## 1521 our life-insurance companies
## 1522 business
## 1523 Prussia
## 1524 the principal companies
## 1525 the way
## 1526 the others
## 1527 the privilege
## 1528 The settlement
## 1529 the Samoan problem
## 1530 which
## 1531 I
## 1532 my last message
## 1533 good results
## 1534 Peace
## 1535 the islands
## 1536 Tutuila
## 1537 a convenient administration
## 1538 that
## 1539 the confidence
## 1540 esteem
## 1541 the kindly disposed natives
## 1542 the direction
## 1543 the commander
## 1544 the United States naval station
## 1545 Pago-Pago
## 1546 An Imperial meat inspection law
## 1547 Germany
## 1548 it
## 1549 the inspections
## 1550 it
## 1551 certain products
## 1552 great uncertainty
## 1553 our well-nigh extinguished German trade
## 1554 meat products
## 1555 tinder
## 1556 its new burdens
## 1557 regulations
## 1558 which
## 1559 we
## 1560 the discriminations
## 1561 which
## 1562 the enforcement
## 1563 the old statutes
## 1564 The remaining link
## 1565 the new lines
## 1566 direct telegraphic communication
## 1567 the United States
## 1568 the German Empire
## 1569 a gratifying occasion
## 1570 exchange
## 1571 friendly congratulations
## 1572 the German Emperor
## 1573 Our friendly relations
## 1574 Great Britain
## 1575 The war
## 1576 Southern Africa
## 1577 important questions
## 1578 A condition
## 1579 international wars
## 1580 that
## 1581 one belligerent
## 1582 control
## 1583 the seas
## 1584 no ports
## 1585 shipping
## 1586 direct trade
## 1587 the territory
## 1588 Vexatious questions
## 1589 Great Britain's action
## 1590 respect
## 1591 neutral cargoes
## 1592 their own nature
## 1593 Portuguese South Africa
## 1594 the score
## 1595 probable or suspected ultimate destination
## 1596 the Boer States
## 1597 Such consignments
## 1598 British ships
## 1599 which
## 1600 alone direct trade
## 1601 our ports
## 1602 Southern Africa
## 1603 application
## 1604 a municipal law
## 1605 British vessels
## 1606 the enemy
## 1607 regard
## 1608 any contraband character
## 1609 the goods
## 1610 Delagoa Bay
## 1611 neutral bottoms
## 1612 the ground
## 1613 alleged destination
## 1614 enemy's country
## 1615 Appropriate representations
## 1616 our part
## 1617 the British Government
## 1618 all such goods
## 1619 the actual property
## 1620 American citizens
## 1621 the incident
## 1622 the satisfaction
## 1623 the immediately interested parties
## 1624 a broad settlement
## 1625 the question
## 1626 a neutral's right
## 1627 goods
## 1628 a neutral port
## 1629 a belligerent area
## 1630 The work
## 1631 certain provisional boundary points
## 1632 convenience
## 1633 administration
## 1634 the head
## 1635 Lynn Canal
## 1636 accordance
## 1637 the temporary arrangement
## 1638 October
## 1639 a joint survey
## 1640 July
## 1641 The modus vivendi
## 1642 friction
## 1643 the Dominion Government
## 1644 rules
## 1645 regulations
## 1646 our citizens
## 1647 the benefit
## 1648 the reciprocal stipulation
## 1649 the citizens
## 1650 subjects
## 1651 either power
## 1652 that arrangement
## 1653 the temporary jurisdiction
## 1654 no diminution
## 1655 the rights
## 1656 privileges
## 1657 they
## 1658 hitherto
## 1659 such an expedient
## 1660 the grave emergencies
## 1661 the situation
## 1662 it
## 1663 at best but an unsatisfactory makeshift
## 1664 which
## 1665 the speedy and complete establishment
## 1666 the frontier line
## 1667 which
## 1668 we
## 1669 the Russo-American treaty
## 1670 the cession
## 1671 Alaska
## 1672 this relation
## 1673 I
## 1674 the need
## 1675 the Alaskan boundary
## 1676 it
## 1677 the one hundred and forty-first meridian
## 1678 A convention
## 1679 that end
## 1680 the Senate
## 1681 some two years
## 1682 no action
## 1683 I
## 1684 a new convention
## 1685 a joint determination
## 1686 the meridian
## 1687 telegraphic observations
## 1688 These
## 1689 it
## 1690 more accurate and unquestionable results
## 1691 the sidereal methods
## 1692 which
## 1693 discrepant
## 1694 several points
## 1695 the line
## 1696 any place
## 1697 more than 700 feet
## 1698 The pending claim
## 1699 R. H. May
## 1700 the Guatemalan Government
## 1701 arbitration
## 1702 Mr. George F. B. Jenner
## 1703 British minister
## 1704 Guatemala
## 1705 who
## 1706 sole arbitrator
## 1707 gold
## 1708 the claimant
## 1709 Various American claims
## 1710 Haiti
## 1711 the resort
## 1712 arbitration
## 1713 the result
## 1714 negotiations
## 1715 the Government
## 1716 Honduras
## 1717 regard
## 1718 the indemnity
## 1719 the murder
## 1720 Frank H. Pears
## 1721 Honduras
## 1722 Government
## 1723 settlement
## 1724 the claim
## 1725 the heirs
## 1726 The assassination
## 1727 King Humbert
## 1728 sincere expressions
## 1729 sorrow
## 1730 this Government
## 1731 people
## 1732 occasion
## 1733 the Italian nation
## 1734 the high regard
## 1735 the memory
## 1736 the lamented ruler
## 1737 my last message
## 1738 I
## 1739 considerable length
## 1740 the lynching
## 1741 five Italians
## 1742 Tallulah
## 1743 the efforts
## 1744 the Federal Government
## 1745 the production
## 1746 evidence
## 1747 the authors
## 1748 this grievous offense
## 1749 our civilization
## 1750 the repeated inquests
## 1751 foot
## 1752 the authorities
## 1753 the State
## 1754 Louisiana
## 1755 no punishments
## 1756 Successive grand juries
## 1757 The representations
## 1758 the Italian Government
## 1759 the face
## 1760 this miscarriage
## 1761 the principle
## 1762 issue
## 1763 all consideration
## 1764 merely pecuniary indemnification
## 1765 this Government
## 1766 the three previous cases
## 1767 Italy
## 1768 the pledges
## 1769 existing treaty
## 1770 the justice
## 1771 which
## 1772 she
## 1773 regard
## 1774 her unfortunate countrymen
## 1775 our territory
## 1776 the same full measure
## 1777 she
## 1778 herself
## 1779 any American
## 1780 his reciprocal treaty rights
## 1781 I
## 1782 the urgent recommendations
## 1783 I
## 1784 the Congress
## 1785 the Federal courts jurisdiction
## 1786 this class
## 1787 international cases
## 1788 the ultimate responsibility
## 1789 the Federal Government
## 1790 I
## 1791 action
## 1792 the bills
## 1793 this
## 1794 which
## 1795 the Sen.
## 1796 House
## 1797 It
## 1798 us
## 1799 the statutory omission
## 1800 which
## 1801 such untoward results
## 1802 I
## 1803 the necessity
## 1804 the precedent
## 1805 legislation
## 1806 this character
## 1807 Its enactment
## 1808 a simple measure
## 1809 previsory justice
## 1810 the nations
## 1811 which
## 1812 we
## 1813 treaties
## 1814 reciprocal observance
## 1815 the Italian Government
## 1816 such action
## 1817 the primary
## 1818 the most essential element
## 1819 the disposal
## 1820 the Tallulah incident
## 1821 I
## 1822 accordance
## 1823 precedent
## 1824 view
## 1825 the improbability
## 1826 that particular case
## 1827 the bill
## 1828 Congress
## 1829 gracious provision
## 1830 indemnity
## 1831 the Italian sufferers
## 1832 the same form
## 1833 proportion
## 1834 my inaugural address
## 1835 I
## 1836 the general subject
## 1837 these words
## 1838 a great and civilized country
## 1839 the United States
## 1840 courts
## 1841 mobs
## 1842 the penalties
## 1843 the law
## 1844 The preservation
## 1845 public order
## 1846 the right
## 1847 discussion
## 1848 the integrity
## 1849 courts
## 1850 the orderly administration
## 1851 justice
## 1852 the rock
## 1853 safety
## 1854 which
## 1855 our Government
## 1856 This
## 1857 I
## 1858 the attention
## 1859 my countrymen
## 1860 this reproach
## 1861 our civilization
## 1862 The closing year
## 1863 a decided strengthening
## 1864 Japan's relations
## 1865 other states
## 1866 The development
## 1867 her independent judicial and administrative functions
## 1868 the treaties
## 1869 which
## 1870 effect
## 1871 international friction
## 1872 the competence
## 1873 the Japanese
## 1874 a foremost place
## 1875 modern peoples
## 1876 the treatment
## 1877 the difficult Chinese problems
## 1878 Japan
## 1879 harmonious concert
## 1880 the other powers
## 1881 the joint relief
## 1882 the beleaguered legations
## 1883 Peking
## 1884 an understanding
## 1885 a settlement
## 1886 the issues
## 1887 the powers
## 1888 China
## 1889 Japan's declarations
## 1890 favor
## 1891 the integrity
## 1892 the Chinese Empire
## 1893 the conservation
## 1894 open world trade therewith
## 1895 a factor
## 1896 the general interests
## 1897 peace
## 1898 order
## 1899 fair commerce
## 1900 the Far East
## 1901 the influence
## 1902 Japan
## 1903 The valuable aid
## 1904 kindly courtesies
## 1905 the Japanese Government
## 1906 naval officers
## 1907 the battle ship
## 1908 Oregon
## 1909 Complaint
## 1910 the discriminatory enforcement
## 1911 a bubonic quarantine
## 1912 Japanese
## 1913 the Pacific coast
## 1914 interference
## 1915 their travel
## 1916 California
## 1917 Colorado
## 1918 the health laws
## 1919 those States
## 1920 The latter restrictions
## 1921 a Federal court
## 1922 No recurrence
## 1923 either cause
## 1924 complaint
## 1925 No noteworthy incident
## 1926 our relations
## 1927 our important southern neighbor
## 1928 Commercial intercourse
## 1929 Mexico
## 1930 the two Governments
## 1931 no opportunity
## 1932 their mutual interests
## 1933 all practicable ways
## 1934 the declaration
## 1935 the Supreme Court
## 1936 the awards
## 1937 the late joint Commission
## 1938 the La Abra and Weil claims
## 1939 fraud
## 1940 the sum
## 1941 the first case
## 1942 Mexico
## 1943 the amount
## 1944 the Weil award
## 1945 manner
## 1946 A Convention
## 1947 the time
## 1948 the labors
## 1949 the United States
## 1950 (Water
## 1951 It
## 1952 satisfaction
## 1953 I
## 1954 the formal notification
## 1955 The Hague
## 1956 September
## 1957 the deposit
## 1958 ratifications
## 1959 the Convention
## 1960 the Pacific Settlement
## 1961 International Disputes
## 1962 sixteen powers
## 1963 the United States
## 1964 Austria
## 1965 Belgium
## 1966 Denmark
## 1967 England
## 1968 France
## 1969 Germany
## 1970 Italy
## 1971 Persia
## 1972 Portugal
## 1973 Roumania
## 1974 Russia
## 1975 Siam
## 1976 Spain
## 1977 Sweden
## 1978 Norway
## 1979 the Netherlands
## 1980 Japan
## 1981 the Convention
## 1982 The Administrative Council
## 1983 the Permanent Court
## 1984 Arbitration
## 1985 rules
## 1986 order
## 1987 a constitution
## 1988 the International Arbitration Bureau
## 1989 accordance
## 1990 the Convention
## 1991 the appointment
## 1992 each signatory power
## 1993 persons
## 1994 known competency
## 1995 questions
## 1996 international law
## 1997 arbitrators
## 1998 I
## 1999 members
## 2000 this Court, Hon
## 2001 Benjamin Harrison
## 2002 Indiana
## 2003 ex
## 2004 -
## 2005 President
## 2006 the United States
## 2007 Hon
## 2008 Melville W. Fuller
## 2009 Illinois
## 2010 Chief justice
## 2011 the United States
## 2012 Hon
## 2013 John W. Griggs
## 2014 New Jersey
## 2015 Attorney General
## 2016 the United States
## 2017 Hon
## 2018 George Gray
## 2019 Delaware
## 2020 a judge
## 2021 the circuit court
## 2022 the United States
## 2023 an incident
## 2024 the brief revolution
## 2025 the Mosquito district
## 2026 Nicaragua
## 2027 the insurgents
## 2028 American merchants duties
## 2029 imports
## 2030 the restoration
## 2031 order
## 2032 the Nicaraguan authorities
## 2033 a second payment
## 2034 such duties
## 2035 the ground
## 2036 they
## 2037 the titular Government
## 2038 their diversion
## 2039 the revolt
## 2040 This position
## 2041 us
## 2042 prolonged discussion
## 2043 a compromise
## 2044 which
## 2045 the amount
## 2046 the second payments
## 2047 the British consul
## 2048 San Juan del Norte
## 2049 trust
## 2050 the two Governments
## 2051 the first payments
## 2052 compulsion
## 2053 a de facto authority
## 2054 Agreement
## 2055 this
## 2056 the point
## 2057 the act
## 2058 the Nicaraguan Government
## 2059 the British consul
## 2060 the deposits
## 2061 the merchants
## 2062 differences
## 2063 the Central American States
## 2064 our ministers
## 2065 good offices
## 2066 an understanding
## 2067 The all-important matter
## 2068 an interoceanic canal
## 2069 a new phase
## 2070 its refusal
## 2071 the question
## 2072 the forfeiture
## 2073 the contract
## 2074 the Maritime Canal Company
## 2075 which
## 2076 alleged nonexecution
## 2077 October
## 2078 the Government
## 2079 Nicaragua
## 2080 that action
## 2081 the so styled Eyre-Cragin option void
## 2082 nonpayment
## 2083 the stipulated advance
## 2084 Protests
## 2085 relation
## 2086 these acts
## 2087 the State Department
## 2088 consideration
## 2089 itself
## 2090 existing engagements
## 2091 the Nicaraguan Government
## 2092 a disposition
## 2093 the canal question
## 2094 the way
## 2095 negotiations
## 2096 the United States
## 2097 measures
## 2098 the waterway
## 2099 Overtures
## 2100 a convention
## 2101 the building
## 2102 a canal
## 2103 the auspices
## 2104 the United States
## 2105 consideration
## 2106 the meantime
## 2107 the views
## 2108 the Congress
## 2109 the general subject
## 2110 the light
## 2111 the report
## 2112 the Commission
## 2113 the comparative merits
## 2114 the various trans-Isthmian ship-canal projects
## 2115 I
## 2116 the early attention
## 2117 the Senate
## 2118 the Convention
## 2119 Great Britain
## 2120 the construction
## 2121 such a canal
## 2122 any objection
## 2123 which
## 2124 the Convention
## 2125 the Clayton-Bulwer Treaty
## 2126 The long-standing contention
## 2127 Portugal
## 2128 the seizure
## 2129 the Delagoa Bay Railway
## 2130 a favorable award
## 2131 the tribunal
## 2132 arbitration
## 2133 Berne
## 2134 which
## 2135 it
## 2136 The amount
## 2137 the award
## 2138 which
## 2139 London
## 2140 arrangements
## 2141 the Governments
## 2142 the United States
## 2143 Great Britain
## 2144 its disposal
## 2145 the two Governments
## 2146 A lately signed Convention
## 2147 Extradition
## 2148 Peru
## 2149 the Senate
## 2150 the Peruvian Congress
## 2151 Another illustration
## 2152 the policy
## 2153 this Government
## 2154 international disputes
## 2155 impartial arbitration
## 2156 the agreement
## 2157 Russia
## 2158 the claims
## 2159 behalf
## 2160 American sealing vessels
## 2161 Bering Sea
## 2162 determination
## 2163 Mr. T. M. C. Asser
## 2164 a distinguished statesman
## 2165 jurist
## 2166 the Netherlands
## 2167 Thanks
## 2168 the Imperial Russian Government
## 2169 the kindly aid
## 2170 its authorities
## 2171 eastern Siberia
## 2172 American missionaries
## 2173 Manchuria
## 2174 Satisfactory progress
## 2175 the conclusion
## 2176 a general treaty
## 2177 friendship
## 2178 intercourse
## 2179 Spain
## 2180 replacement
## 2181 the old treaty
## 2182 which
## 2183 abeyance
## 2184 reason
## 2185 the late war
## 2186 A new convention
## 2187 extradition
## 2188 completion
## 2189 I
## 2190 a commercial arrangement
## 2191 I
## 2192 we
## 2193 any opportunity
## 2194 the cordial ties
## 2195 that
## 2196 us
## 2197 Spain
## 2198 the time
## 2199 our earliest independence
## 2200 the mutual benefits
## 2201 that commercial intercourse
## 2202 which
## 2203 the two countries
## 2204 the terms
## 2205 the Treaty
## 2206 Peace
## 2207 the line
## 2208 the ceded Philippine group
## 2209 the southwest
## 2210 several small islands
## 2211 the Sulus
## 2212 which
## 2213 Spanish control
## 2214 The occupation
## 2215 Sibutd
## 2216 Cagayan Sulu
## 2217 our naval forces
## 2218 a claim
## 2219 the part
## 2220 Spain
## 2221 the essential equity
## 2222 which
## 2223 order
## 2224 the defect
## 2225 the treaty
## 2226 all possible ground
## 2227 future misunderstanding
## 2228 the interpretation
## 2229 its third article
## 2230 I
## 2231 the negotiation
## 2232 a supplementary treaty
## 2233 which
## 2234 the Senate
## 2235 Spain
## 2236 all title
## 2237 claim
## 2238 title
## 2239 the islands
## 2240 any
## 2241 all islands
## 2242 the Philippine Archipelago
## 2243 the lines
## 2244 said third article
## 2245 all such islands
## 2246 the cession
## 2247 the archipelago
## 2248 they
## 2249 those lines
## 2250 consideration
## 2251 this cession
## 2252 the United States
## 2253 Spain
## 2254 the sum
## 2255 A bill
## 2256 the recommendation
## 2257 my last annual message
## 2258 appropriate legislation
## 2259 execution
## 2260 Article VII
## 2261 the Treaty
## 2262 Peace
## 2263 Spain
## 2264 which
## 2265 the United States
## 2266 the payment
## 2267 certain claims
## 2268 indemnity
## 2269 its citizens
## 2270 Spain
## 2271 I
## 2272 action
## 2273 this obligation
## 2274 The King
## 2275 Sweden
## 2276 Norway
## 2277 the joint invitation
## 2278 the United States
## 2279 Germany
## 2280 Great Britain
## 2281 claims
## 2282 losses
## 2283 the Samoan Islands
## 2284 the course
## 2285 military operations
## 2286 the disturbances
## 2287 Our claims
## 2288 the Government
## 2289 the Sultan
## 2290 reparation
## 2291 injuries
## 2292 American citizens
## 2293 Armenia
## 2294 promise
## 2295 early and satisfactory settlement
## 2296 His Majesty's good disposition
## 2297 this regard
## 2298 the issuance
## 2299 an irade
## 2300 the American college
## 2301 Harpoot
## 2302 The failure
## 2303 action
## 2304 the Senate
## 2305 its last session
## 2306 the commercial conventions
## 2307 its consideration
## 2308 approval
## 2309 the great pressure
## 2310 other legislative business
## 2311 much disappointment
## 2312 the agricultural and industrial interests
## 2313 the country
## 2314 which
## 2315 their provisions
## 2316 their ratification
## 2317 it
## 2318 additional articles
## 2319 the time
## 2320 that purpose
## 2321 This
## 2322 our part
## 2323 the other Governments
## 2324 the exception
## 2325 one convention
## 2326 respect
## 2327 which
## 2328 no formal reply
## 2329 my last communication
## 2330 the Congress
## 2331 this subject special commercial agreements
## 2332 the third section
## 2333 the tariff act
## 2334 Portugal
## 2335 Italy
## 2336 Germany
## 2337 Commercial conventions
## 2338 the general limitations
## 2339 the fourth section
## 2340 the same act
## 2341 Nicaragua
## 2342 Ecuador
## 2343 the Dominican Republic
## 2344 Great Britain
## 2345 behalf
## 2346 the island
## 2347 Trinidad
## 2348 Denmark
## 2349 behalf
## 2350 the island
## 2351 St. Croix
## 2352 These
## 2353 the Senate
## 2354 Negotiations
## 2355 other Governments
## 2356 progress
## 2357 the improvement
## 2358 security
## 2359 our commercial relations
## 2360 The policy
## 2361 reciprocity
## 2362 the principles
## 2363 international equity
## 2364 the people
## 2365 the United States
## 2366 no hesitation
## 2367 either branch
## 2368 the Congress
## 2369 it
## 2370 full effect
## 2371 \n\nThis Government desires
## 2372 the most just and amicable commercial relations
## 2373 all foreign countries
## 2374 the industrial rivalries
## 2375 the expansion
## 2376 international trade
## 2377 It
## 2378 the foreign Governments
## 2379 the same purpose
## 2380 some instances
## 2381 clamorous demands
## 2382 them
## 2383 legislation
## 2384 American interests
## 2385 these demands
## 2386 I
## 2387 the Congress
## 2388 the view
## 2389 such legislation
## 2390 the emergency
## 2391 The exposition
## 2392 the resources
## 2393 products
## 2394 the Western Hemisphere
## 2395 Buffalo
## 2396 important results
## 2397 the United States
## 2398 the other participating countries
## 2399 It
## 2400 the Latin-American States
## 2401 the liveliest interest
## 2402 the fact
## 2403 an International American Congress
## 2404 the City
## 2405 Mexico
## 2406 the exposition
## 2407 progress
## 2408 the hope
## 2409 a larger display
## 2410 Buffalo
## 2411 The work
## 2412 an exhibit
## 2413 our national resources
## 2414 satisfactory progress
## 2415 the direction
## 2416 different officials
## 2417 the Federal Government
## 2418 the various States
## 2419 the Union
## 2420 a disposition
## 2421 the most liberal participation
## 2422 the enterprise
## 2423 The Bureau
## 2424 the American Republics
## 2425 the happiest results
## 2426 the important work
## 2427 cordial relations
## 2428 the United States
## 2429 the Latin-American countries
## 2430 all
## 2431 which
## 2432 active members
## 2433 the International Union
## 2434 The Bureau
## 2435 the agreement
## 2436 another International American Congress
## 2437 which
## 2438 the City
## 2439 Mexico
## 2440 October
## 2441 The Bureau's future
## 2442 another term
## 2443 ten years
## 2444 the international compact
## 2445 the congress
## 2446 new lines
## 2447 work
## 2448 a general policy
## 2449 Its usefulness
## 2450 the interests
## 2451 Latin-American trade
## 2452 a gratifying development
## 2453 The practical utility
## 2454 the consular service
## 2455 a wide range
## 2456 information
## 2457 the industries
## 2458 commerce
## 2459 other countries
## 2460 the opportunities
## 2461 the sale
## 2462 our goods
## 2463 advance
## 2464 the notable expansion
## 2465 our foreign trade
## 2466 abundant evidence
## 2467 home
## 2468 the fact
## 2469 the Consular Reports
## 2470 our diplomatic representatives
## 2471 a considerable extent
## 2472 ways
## 2473 means
## 2474 a great variety
## 2475 manufactured goods
## 2476 which
## 2477 sale
## 2478 Testimony
## 2479 foreign observers
## 2480 the commercial efficiency
## 2481 the consular corps
## 2482 our own manufacturers
## 2483 exporters
## 2484 the value
## 2485 the services
## 2486 the printed reports
## 2487 the individual efforts
## 2488 consular officers
## 2489 American trade
## 2490 An increasing part
## 2491 the work
## 2492 the Bureau
## 2493 Foreign Commerce
## 2494 whose primary duty
## 2495 it
## 2496 the reports
## 2497 inquiries
## 2498 trade organizations
## 2499 business houses
## 2500 conditions
## 2501 various parts
## 2502 the world
## 2503 the smallness
## 2504 the force
## 2505 the work
## 2506 responses
## 2507 such promptitude
## 2508 accuracy
## 2509 flattering encomiums
## 2510 The experiment
## 2511 the Consular Reports
## 2512 immediate use
## 2513 trade bodies
## 2514 exporters
## 2515 the press
## 2516 which
## 2517 January
## 2518 general satisfaction
## 2519 It
## 2520 the surplus revenues
## 2521 the fiscal year
## 2522 the six preceding years
## 2523 we
## 2524 only deficits
## 2525 the aggregate
## 2526 which
## 2527 The receipts
## 2528 the year
## 2529 all sources
## 2530 postal revenues
## 2531 expenditures
## 2532 all purposes
## 2533 the administration
## 2534 the postal department
## 2535 The receipts
## 2536 customs
## 2537 an increase
## 2538 the preceding year
## 2539 The receipts
## 2540 internal revenue
## 2541 an increase
## 2542 The receipts
## 2543 miscellaneous sources
## 2544 the previous year
## 2545 It
## 2546 the year
## 2547 a considerable reduction
## 2548 the expenditures
## 2549 the Government
## 2550 The War Department expenditures
## 2551 the fiscal year
## 2552 a reduction
## 2553 those
## 2554 the Navy Department
## 2555 the expenditures
## 2556 the year
## 2557 the preceding year
## 2558 a decrease
## 2559 the expenditures
## 2560 account
## 2561 Indians
## 2562 a decrease
## 2563 the civil and miscellaneous expenses
## 2564 a reduction
## 2565 the excess
## 2566 revenues
## 2567 expenditures
## 2568 the Secretary
## 2569 the Treasury
## 2570 bonds
## 2571 other securities
## 2572 the sinking fund
## 2573 the amount
## 2574 The details
## 2575 the sinking fund
## 2576 the report
## 2577 the Secretary
## 2578 the Treasury
## 2579 which
## 2580 I
## 2581 The Secretary
## 2582 the Treasury
## 2583 the receipts
## 2584 the current fiscal year
## 2585 an excess
## 2586 revenues
## 2587 expenditures
## 2588 The present condition
## 2589 the Treasury
## 2590 undoubted strength
## 2591 The available cash balance
## 2592 November
## 2593 the form
## 2594 statement
## 2595 the financial law
## 2596 March
## 2597 the statement
## 2598 available cash gold coin
## 2599 bullion
## 2600 the redemption
## 2601 this form
## 2602 the cash balance
## 2603 the present gold reserve
## 2604 Such balance
## 2605 the general fund
## 2606 which
## 2607 the reserve and trust funds
## 2608 November
## 2609 gold coin
## 2610 bullion
## 2611 which
## 2612 gold certificates
## 2613 issue
## 2614 which
## 2615 Redemption
## 2616 bullion
## 2617 a total holding
## 2618 free gold
## 2619 It
## 2620 the duty
## 2621 I
## 2622 it
## 2623 the disposition
## 2624 the Congress
## 2625 whatever further legislation
## 2626 the continued parity
## 2627 all conditions
## 2628 our two forms
## 2629 metallic money
## 2630 silver
## 2631 gold
## 2632 Our surplus revenues
## 2633 the Secretary
## 2634 the Treasury
## 2635 the close
## 2636 the fiscal year
## 2637 the funded loan
## 2638 cent
## 2639 the sum
## 2640 November
## 2641 these bonds
## 2642 the amount
## 2643 which
## 2644 further redemptions
## 2645 the call
## 2646 the sinking fund
## 2647 The law
## 2648 March
## 2649 2 per cent thirty-year bonds
## 2650 gold coin
## 2651 the present standard value
## 2652 that portion
## 2653 the public debt
## 2654 cent
## 2655 the 4 percents
## 2656 the 5 percents
## 2657 which
## 2658 the date
## 2659 law
## 2660 The holders
## 2661 the old bonds
## 2662 them
## 2663 exchange
## 2664 March
## 2665 November
## 2666 the amount
## 2667 The net saving
## 2668 the Government
## 2669 these transactions
## 2670 Another effect
## 2671 the operation
## 2672 the Secretary
## 2673 the charge
## 2674 the Treasury
## 2675 the payment
## 2676 interest
## 2677 the dates
## 2678 refunding
## 2679 February
## 2680 the sum
## 2681 more than seven million dollars
## 2682 February
## 2683 July
## 2684 the annual interest charge
## 2685 the sum
## 2686 more than five millions
## 2687 the thirteen months
## 2688 The full details
## 2689 the refunding
## 2690 the annual report
## 2691 the Secretary
## 2692 the Treasury
## 2693 The beneficial effect
## 2694 the financial act
## 2695 it
## 2696 a modification
## 2697 the national banking act
## 2698 The provision
## 2699 the incorporation
## 2700 national banks
## 2701 a capital
## 2702 places
## 2703 three thousand inhabitants
## 2704 the extension
## 2705 banking facilities
## 2706 many small communities hitherto
## 2707 themselves
## 2708 banking institutions
## 2709 the national system
## 2710 the enactment
## 2711 the law
## 2712 November
## 2713 369 national banks
## 2714 which
## 2715 capital
## 2716 capital
## 2717 It
## 2718 the greater number
## 2719 banks
## 2720 the new law
## 2721 sections
## 2722 the need
## 2723 banking facilities
## 2724 Iowa
## 2725 30 banks
## 2726 the smaller class
## 2727 Texas
## 2728 Oklahoma
## 2729 Indian Territory
## 2730 the middle and western sections
## 2731 the country
## 2732 themselves
## 2733 the privileges
## 2734 the new law
## 2735 A large increase
## 2736 national bank-note circulation
## 2737 the provision
## 2738 the act
## 2739 which
## 2740 national banks
## 2741 circulating notes
## 2742 the par value
## 2743 the United States bonds
## 2744 .
## 2745 security
## 2746 cent
## 2747 The increase
## 2748 circulating notes
## 2749 March
## 2750 November
## 2751 The party
## 2752 power
## 2753 such legislation
## 2754 the currency
## 2755 the varying needs
## 2756 business
## 2757 all seasons
## 2758 all sections
## 2759 Our foreign trade
## 2760 a remarkable record
## 2761 commercial and industrial progress
## 2762 The total
## 2763 imports
## 2764 exports
## 2765 the first time
## 2766 the history
## 2767 the country
## 2768 two billions
## 2769 dollars
## 2770 The exports
## 2771 they
## 2772 the total
## 2773 the fiscal year
## 2774 an increase
## 2775 an increase
## 2776 The growth
## 2777 manufactures
## 2778 the United States
## 2779 the fact
## 2780 exports
## 2781 manufactured products
## 2782 those
## 2783 any previous year
## 2784 their value
## 2785 an increase
## 2786 28 per cent
## 2787 \n\nAgricultural products
## 2788 greater volume
## 2789 the total
## 2790 the year
## 2791 The imports
## 2792 the year
## 2793 an increase
## 2794 This increase
## 2795 materials
## 2796 manufacture
## 2797 response
## 2798 the rapid development
## 2799 manufacturing
## 2800 the United States
## 2801 use
## 2802 manufactures
## 2803 1900 material
## 2804 the value
## 2805 excess
## 2806 it
## 2807 a tendency
## 2808 decrease
## 2809 the importation
## 2810 articles
## 2811 consumption
## 2812 which
## 2813 cent
## 2814 the total imports
## 2815 cent
## 2816 cent
## 2817 I
## 2818 the Congress
## 2819 its present session
## 2820 the internal-revenue taxes
## 2821 the expenses
## 2822 the war
## 2823 Spain
## 2824 the sum
## 2825 thirty millions
## 2826 dollars
## 2827 This reduction
## 2828 the remission
## 2829 those taxes
## 2830 which experience
## 2831 the industries
## 2832 the people
## 2833 I
## 2834 whatever reduction
## 2835 the legacy tax
## 2836 bequests
## 2837 public uses
## 2838 a literary, educational, or charitable character
## 2839 \n\nAmerican vessels
## 2840 the past three years
## 2841 cent
## 2842 our exports
## 2843 imports
## 2844 Foreign ships
## 2845 part
## 2846 American trade
## 2847 The remarkable growth
## 2848 our steel industries
## 2849 the progress
## 2850 shipbuilding
## 2851 the domestic trade
## 2852 our steadily maintained expenditures
## 2853 the Navy
## 2854 an opportunity
## 2855 the United States
## 2856 the 6rst rank
## 2857 commercial maritime powers
## 2858 a proper national aspiration
## 2859 this
## 2860 the establishment
## 2861 healthy growth
## 2862 all our coasts
## 2863 a distinctive national industry
## 2864 the field
## 2865 the profitable employment
## 2866 labor
## 2867 capital
## 2868 It
## 2869 the transportation facilities
## 2870 freight charges
## 2871 the vast volume
## 2872 products
## 2873 the interior
## 2874 the seaboard
## 2875 export
## 2876 an arm
## 2877 the national defense
## 2878 which
## 2879 the founders
## 2880 the Government
## 2881 their successors
## 2882 immediate action
## 2883 the Congress
## 2884 measures
## 2885 American shipping
## 2886 foreign trade
## 2887 I
## 2888 attention
## 2889 the recommendations
## 2890 the subject
## 2891 previous messages
## 2892 the opinion
## 2893 the message
## 2894 I
## 2895 the judgment
## 2896 the country
## 2897 the policy
## 2898 aid
## 2899 our merchant marine
## 2900 which
## 2901 our commerce
## 2902 markets
## 2903 our sea-carrying capacity
## 2904 the products
## 2905 agriculture
## 2906 manufacture
## 2907 which
## 2908 the increase
## 2909 our Navy
## 2910 more work
## 2911 wages
## 2912 our countrymen
## 2913 a safeguard
## 2914 American interests
## 2915 every part
## 2916 the world
## 2917 The attention
## 2918 the Congress
## 2919 the recommendation
## 2920 the Secretary
## 2921 the Treasury
## 2922 his annual report
## 2923 legislation
## 2924 behalf
## 2925 the Revenue-Cutter Service
## 2926 favorable action
## 2927 my last annual message
## 2928 the Congress
## 2929 I
## 2930 attention
## 2931 the necessity
## 2932 early action
## 2933 such evils
## 2934 connection
## 2935 combinations
## 2936 capital
## 2937 trusts
## 2938 attention
## 2939 my discussion
## 2940 the subject
## 2941 that time
## 2942 which
## 2943 these words
## 2944 It
## 2945 uniformity
## 2946 legislation
## 2947 this subject
## 2948 the several States
## 2949 It
## 2950 such uniformity
## 2951 a wise and just discrimination
## 2952 what
## 2953 what
## 2954 business operations
## 2955 that
## 2956 the Congress
## 2957 the limitations
## 2958 its constitutional power
## 2959 an effective code
## 2960 State legislation
## 2961 a complete system
## 2962 laws
## 2963 the United States
## 2964 a general observance
## 2965 the salutary rules
## 2966 which
## 2967 I
## 2968 The whole question
## 2969 I
## 2970 no part
## 2971 it
## 2972 every phase
## 2973 it
## 2974 the studied deliberation
## 2975 the Congress
## 2976 wise and judicious action
## 2977 such combinations
## 2978 which
## 2979 Federal jurisdiction
## 2980 the Congress
## 2981 my last annual message
## 2982 I
## 2983 some length
## 2984 the condition
## 2985 affairs
## 2986 the Philippines
## 2987 you
## 2988 the grave responsibility
## 2989 the future government
## 2990 those islands
## 2991 the Congress
## 2992 the United States
## 2993 I
## 2994 that time
## 2995 a specific and final form
## 2996 government
## 2997 the territory
## 2998 the United States forces
## 2999 which
## 3000 insurrection
## 3001 the military arm
## 3002 I
## 3003 my purpose
## 3004 the Congress
## 3005 the formal expression
## 3006 its will
## 3007 the authority
## 3008 me
## 3009 the Constitution
## 3010 the statutes
## 3011 the sovereignty
## 3012 the United States
## 3013 those distant islands
## 3014 all other places
## 3015 our flag
## 3016 that end
## 3017 the disposal
## 3018 the army
## 3019 navy
## 3020 all the means
## 3021 which
## 3022 the liberality
## 3023 the Congress
## 3024 the people
## 3025 No contrary expression
## 3026 the will
## 3027 the Congress
## 3028 I
## 3029 the purpose
## 3030 the civil arm
## 3031 the accomplishment
## 3032 pacification
## 3033 the institution
## 3034 local governments
## 3035 the lines
## 3036 authority
## 3037 law
## 3038 Progress
## 3039 the hoped-for direction
## 3040 Our forces
## 3041 the greater part
## 3042 the islands
## 3043 the organized forces
## 3044 the insurgents
## 3045 order
## 3046 administrative regularity
## 3047 all quarters
## 3048 What opposition
## 3049 the most part
## 3050 no concerted plan
## 3051 strategic action
## 3052 the methods
## 3053 the traditions
## 3054 guerrilla warfare
## 3055 which
## 3056 the general control
## 3057 insecurity
## 3058 the populations
## 3059 that
## 3060 the good results
## 3061 our control
## 3062 the conferment
## 3063 them
## 3064 the fuller measures
## 3065 local self-government
## 3066 education
## 3067 industrial and agricultural development
## 3068 which
## 3069 we
## 3070 them
## 3071 the spring
## 3072 this year
## 3073 the effective opposition
## 3074 the dissatisfied Tagals
## 3075 the authority
## 3076 the United States
## 3077 the door
## 3078 the extension
## 3079 a stable administration
## 3080 the territory
## 3081 the Archipelago
## 3082 this
## 3083 I
## 3084 March
## 3085 last a civil Commission
## 3086 the Hon
## 3087 William H. Taft
## 3088 Ohio
## 3089 Prof. Dean C. Worcester
## 3090 Michigan
## 3091 the Hon
## 3092 Luke I. Wright
## 3093 Tennessee
## 3094 the Hon
## 3095 Henry C. Ide
## 3096 Vermont
## 3097 Prof. Bernard Moses
## 3098 California
## 3099 The aims
## 3100 their mission
## 3101 the scope
## 3102 their authority
## 3103 my instructions
## 3104 April
## 3105 the Secretary
## 3106 War
## 3107 them
## 3108 the message
## 3109 the Congress
## 3110 the 5th
## 3111 December
## 3112 the Philippine Islands
## 3113 the insurrection
## 3114 the military arm
## 3115 no reason
## 3116 steps
## 3117 time
## 3118 time
## 3119 governments
## 3120 their form
## 3121 territory
## 3122 our troops
## 3123 this end
## 3124 I
## 3125 the advisability
## 3126 the return
## 3127 the Commission
## 3128 the members
## 3129 the existing authorities
## 3130 this work
## 3131 the islands
## 3132 effect
## 3133 the intention
## 3134 I
## 3135 Hon
## 3136 William H. Taft
## 3137 Ohio
## 3138 Prof. Dean C. Worcester
## 3139 Michigan
## 3140 Non. Luke I. Wright
## 3141 Tennessee
## 3142 Hon
## 3143 Henry C. Ide
## 3144 Vermont
## 3145 Prof. Bernard Moses
## 3146 California
## 3147 Commissioners
## 3148 the Philippine Islands
## 3149 the work
## 3150 civil government
## 3151 the military authorities
## 3152 all respects
## 3153 any laws
## 3154 which
## 3155 Congress
## 3156 The Commissioners
## 3157 a board
## 3158 the Hon
## 3159 William H. Taft t
## 3160 president
## 3161 the board
## 3162 It
## 3163 the transfer
## 3164 authority
## 3165 military commanders
## 3166 civil officers
## 3167 a considerable period
## 3168 Its successful accomplishment
## 3169 the maintenance
## 3170 peace
## 3171 order
## 3172 the meantime
## 3173 the most perfect co
## 3174 -
## 3175 operation
## 3176 the civil and military authorities
## 3177 the islands
## 3178 both
## 3179 the transition period
## 3180 the same Executive Department
## 3181 The Commission
## 3182 the Secretary
## 3183 War
## 3184 all their action
## 3185 your approval
## 3186 control
## 3187 You
## 3188 the Commission
## 3189 the city
## 3190 Manila
## 3191 they
## 3192 their principal office
## 3193 the Military Governor
## 3194 the Philippine Islands
## 3195 whom
## 3196 you
## 3197 the same time
## 3198 them
## 3199 every assistance
## 3200 his power
## 3201 the performance
## 3202 their duties
## 3203 them
## 3204 too specific instructions
## 3205 they
## 3206 themselves
## 3207 the conditions
## 3208 needs
## 3209 the country
## 3210 their attention
## 3211 the first instance
## 3212 the establishment
## 3213 municipal governments
## 3214 which
## 3215 the natives
## 3216 the islands
## 3217 the cities
## 3218 the rural communities
## 3219 the opportunity
## 3220 their own local affairs
## 3221 the fullest extent
## 3222 which
## 3223 they
## 3224 the least degree
## 3225 supervision
## 3226 control
## 3227 which
## 3228 their capacities
## 3229 observation
## 3230 the workings
## 3231 native control show
## 3232 the maintenance
## 3233 law
## 3234 order
## 3235 loyalty
## 3236 The next subject
## 3237 order
## 3238 importance
## 3239 the organization
## 3240 government
## 3241 the larger administrative divisions
## 3242 counties
## 3243 departments
## 3244 provinces
## 3245 which
## 3246 the common interests
## 3247 many or several municipalities
## 3248 the same tribal lines
## 3249 the same natural geographical limits
## 3250 a common administration
## 3251 the Commission
## 3252 the opinion
## 3253 the condition
## 3254 affairs
## 3255 the islands
## 3256 the central administration
## 3257 military
## 3258 civil control
## 3259 they
## 3260 that conclusion
## 3261 you
## 3262 their recommendations
## 3263 the form
## 3264 central government
## 3265 the purpose
## 3266 the control
## 3267 the 1st day
## 3268 September
## 3269 the authority
## 3270 my approval
## 3271 the Secretary
## 3272 War
## 3273 that part
## 3274 the power
## 3275 government
## 3276 the Philippine Islands
## 3277 which
## 3278 a legislative nature
## 3279 the Military Governor
## 3280 the islands
## 3281 this Commission
## 3282 them
## 3283 the place
## 3284 stead
## 3285 the Military Governor
## 3286 such rules
## 3287 regulations
## 3288 you
## 3289 the establishment
## 3290 the civil central government
## 3291 the islands
## 3292 the last foregoing paragraph
## 3293 Congress
## 3294 Exercise
## 3295 this legislative authority
## 3296 the making
## 3297 rules
## 3298 orders
## 3299 the effect
## 3300 law
## 3301 the raising
## 3302 revenue
## 3303 taxes
## 3304 customs duties
## 3305 imposts
## 3306 public funds
## 3307 the islands
## 3308 an educational system
## 3309 t1he islands
## 3310 a system
## 3311 an efficient civil service
## 3312 courts
## 3313 municipal and departmental governments
## 3314 a civil nature
## 3315 which
## 3316 the Military Governor
## 3317 rules
## 3318 orders
## 3319 a legislative character
## 3320 The Commission
## 3321 power
## 3322 the same period
## 3323 such officers
## 3324 the judicial, educational, and civil-service systems
## 3325 the municipal and departmental governments
## 3326 the complete transfer
## 3327 control
## 3328 the Military Governor
## 3329 the chief executive head
## 3330 the government
## 3331 the islands
## 3332 the executive authority
## 3333 him
## 3334 the Commission
## 3335 the rules
## 3336 orders
## 3337 the Commission
## 3338 the exercise
## 3339 the legislative powers
## 3340 them
## 3341 the meantime
## 3342 the municipal and departmental governments
## 3343 the Military Governor
## 3344 his administrative supervision
## 3345 control
## 3346 your direction
## 3347 that supervision
## 3348 control
## 3349 the narrowest limits
## 3350 the requirement
## 3351 the powers
## 3352 government
## 3353 the municipalities
## 3354 departments
## 3355 law
## 3356 order
## 3357 individual freedom
## 3358 All legislative rules
## 3359 orders
## 3360 establishments
## 3361 government
## 3362 appointments
## 3363 the Commission
## 3364 effect
## 3365 such times
## 3366 they
## 3367 your approval
## 3368 action
## 3369 the Commission's reports
## 3370 which
## 3371 time
## 3372 time
## 3373 their action
## 3374 civil governments
## 3375 the direction
## 3376 the Commission
## 3377 such military posts
## 3378 garrisons
## 3379 forces
## 3380 the suppression
## 3381 insurrection
## 3382 brigandage
## 3383 the maintenance
## 3384 law
## 3385 order
## 3386 the Military Commander
## 3387 the military forces
## 3388 all times
## 3389 his orders
## 3390 the call
## 3391 the civil authorities
## 3392 the maintenance
## 3393 law
## 3394 order
## 3395 the enforcement
## 3396 their authority
## 3397 the establishment
## 3398 municipal governments
## 3399 the Commission
## 3400 the basis
## 3401 their work
## 3402 the governments
## 3403 the Military Governor
## 3404 his order
## 3405 August
## 3406 the report
## 3407 the board
## 3408 the Military Governor
## 3409 his order
## 3410 January
## 3411 a plan
## 3412 municipal government
## 3413 which
## 3414 His Honor Cayetano Arellano
## 3415 President
## 3416 the Audiencia
## 3417 chairman
## 3418 they
## 3419 the conclusions
## 3420 that board
## 3421 the weight
## 3422 consideration
## 3423 which
## 3424 the high character
## 3425 distinguished abilities
## 3426 its members
## 3427 the constitution
## 3428 departmental or provincial governments
## 3429 they
## 3430 especial attention
## 3431 the existing government
## 3432 the island
## 3433 Negros
## 3434 the approval
## 3435 the people
## 3436 that island
## 3437 the order
## 3438 the Military Governor
## 3439 July
## 3440 verifying
## 3441 the reports
## 3442 the successful working
## 3443 that government
## 3444 they
## 3445 the experience
## 3446 it
## 3447 the condition
## 3448 other portions
## 3449 the Philippines
## 3450 They
## 3451 themselves
## 3452 the fullest degree
## 3453 the conclusions
## 3454 the previous Commission
## 3455 the Philippines
## 3456 the distribution
## 3457 powers
## 3458 the governments
## 3459 the Commission
## 3460 the presumption
## 3461 favor
## 3462 the smaller subdivision
## 3463 all the powers
## 3464 which
## 3465 the municipal government
## 3466 that government
## 3467 all the powers
## 3468 a more general character
## 3469 which
## 3470 the departmental government
## 3471 that government
## 3472 the governmental system
## 3473 which
## 3474 the result
## 3475 the process
## 3476 the central government
## 3477 the islands
## 3478 the example
## 3479 the distribution
## 3480 the powers
## 3481 the States
## 3482 the National Government
## 3483 the United States
## 3484 no direct administration
## 3485 matters
## 3486 purely general concern
## 3487 only such supervision
## 3488 control
## 3489 local governments
## 3490 faithful and efficient administration
## 3491 local officers
## 3492 The many Different degrees
## 3493 civilization
## 3494 varieties
## 3495 custom
## 3496 capacity
## 3497 the people
## 3498 the different islands
## 3499 very definite instruction
## 3500 the part
## 3501 which
## 3502 the people
## 3503 the selection
## 3504 their own officers
## 3505 these general rules
## 3506 all cases
## 3507 the municipal officers
## 3508 who
## 3509 the local affairs
## 3510 the people
## 3511 the people
## 3512 officers
## 3513 more extended jurisdiction
## 3514 any way
## 3515 natives
## 3516 the islands
## 3517 they
## 3518 the duties
## 3519 they
## 3520 the offices
## 3521 preference
## 3522 any others
## 3523 It
## 3524 some offices
## 3525 the present
## 3526 Americans
## 3527 which
## 3528 a time
## 3529 natives
## 3530 the islands
## 3531 a system
## 3532 the merit
## 3533 fitness
## 3534 candidates
## 3535 civil office
## 3536 force
## 3537 An indispensable qualification
## 3538 all offices
## 3539 positions
## 3540 trust
## 3541 authority
## 3542 the islands
## 3543 absolute and unconditional loyalty
## 3544 the United States
## 3545 absolute and unhampered authority
## 3546 power
## 3547 any officer
## 3548 that standard
## 3549 all times
## 3550 the bands
## 3551 the central authority
## 3552 the islands
## 3553 all the forms
## 3554 government and administrative provisions
## 3555 which
## 3556 they
## 3557 the Commission
## 3558 mind
## 3559 the government
## 3560 which
## 3561 they
## 3562 our satisfaction
## 3563 the expression
## 3564 our theoretical views
## 3565 the happiness
## 3566 peace
## 3567 prosperity
## 3568 tile people
## 3569 the Philippine Islands
## 3570 the measures
## 3571 their customs
## 3572 their habits
## 3573 even heir prejudices
## 3574 the fullest extent
## 3575 the accomplishment
## 3576 the Indispensable requisites
## 3577 just and effective government
## 3578 the same time
## 3579 the Commission
## 3580 mind
## 3581 the people
## 3582 the islands
## 3583 certain great principles
## 3584 government
## 3585 which
## 3586 the basis
## 3587 our governmental system
## 3588 which
## 3589 we
## 3590 the rule
## 3591 law
## 3592 the maintenance
## 3593 individual freedom
## 3594 which
## 3595 they
## 3596 the experience
## 3597 us
## 3598 certain practical rules
## 3599 government
## 3600 which
## 3601 we
## 3602 the preservation
## 3603 these great principles
## 3604 liberty
## 3605 law
## 3606 these principles
## 3607 these rules
## 3608 government
## 3609 their islands
## 3610 the sake
## 3611 their liberty
## 3612 happiness
## 3613 they
## 3614 the customs
## 3615 laws
## 3616 procedure
## 3617 which
## 3618 they
## 3619 It
## 3620 the most enlightened thought
## 3621 the Philippine Islands
## 3622 the importance
## 3623 these principles
## 3624 rules
## 3625 they
## 3626 a short time
## 3627 every division
## 3628 branch
## 3629 the government
## 3630 the Philippines
## 3631 these inviolable rules
## 3632 no person
## 3633 life
## 3634 liberty
## 3635 property
## 3636 due process
## 3637 law
## 3638 private property
## 3639 public use
## 3640 just compensation
## 3641 all criminal prosecutions
## 3642 the right
## 3643 a speedy and public trial
## 3644 the nature
## 3645 cause
## 3646 the accusation
## 3647 the witnesses
## 3648 him
## 3649 compulsory process
## 3650 witnesses
## 3651 his favor
## 3652 the assistance
## 3653 counsel
## 3654 his defense
## 3655 excessive bail
## 3656 excessive fines
## 3657 cruel and unusual punishment
## 3658 no person
## 3659 jeopardy
## 3660 the same offense
## 3661 any criminal case
## 3662 a witness
## 3663 himself
## 3664 the right
## 3665 unreasonable searches
## 3666 seizures
## 3667 neither slavery
## 3668 involuntary servitude
## 3669 a punishment
## 3670 crime
## 3671 no bill
## 3672 attainder
## 3673 -
## 3674 post facto law
## 3675 no law
## 3676 the freedom
## 3677 speech
## 3678 the press
## 3679 the rights
## 3680 the people
## 3681 the Government
## 3682 a redress
## 3683 grievances
## 3684 no law
## 3685 an establishment
## 3686 religion
## 3687 the free exercise
## 3688 the free exercise
## 3689 enjoyment
## 3690 religious profession
## 3691 discrimination
## 3692 preference
## 3693 It
## 3694 the duty
## 3695 the Commission
## 3696 a thorough investigation
## 3697 the titles
## 3698 the large tracts
## 3699 land
## 3700 individuals
## 3701 religious orders
## 3702 the justice
## 3703 the claims
## 3704 complaints
## 3705 Stich landholders
## 3706 the people
## 3707 the island
## 3708 any part
## 3709 the people
## 3710 wise and peaceable measures
## 3711 a just settlement
## 3712 the controversies
## 3713 redress
## 3714 wrongs
## 3715 which
## 3716 strife
## 3717 bloodshed
## 3718 the past
## 3719 the performance
## 3720 this duty
## 3721 the Commission
## 3722 no injustice
## 3723 substantial rights
## 3724 equity
## 3725 , disregarding technicalities
## 3726 substantial right permits
## 3727 the following rules
## 3728 the Treaty
## 3729 Paris
## 3730 the United States
## 3731 the protection
## 3732 all rights
## 3733 property
## 3734 the islands
## 3735 the principle
## 3736 our own Government
## 3737 which
## 3738 the taking
## 3739 private property
## 3740 due process
## 3741 law
## 3742 the welfare
## 3743 the people
## 3744 the islands
## 3745 which
## 3746 a paramount consideration
## 3747 this rule
## 3748 property right
## 3749 it
## 3750 the public interest
## 3751 the people
## 3752 the islands
## 3753 claims
## 3754 property
## 3755 which
## 3756 the Commission
## 3757 disposition
## 3758 due legal procedure
## 3759 which
## 3760 full opportunity
## 3761 fair and impartial hearing
## 3762 judgment
## 3763 the same public interests
## 3764 the extinguishment
## 3765 property rights
## 3766 due compensation
## 3767 the public treasury
## 3768 no form
## 3769 religion
## 3770 no minister
## 3771 religion
## 3772 any community
## 3773 any citizen
## 3774 the islands
## 3775 the other hand
## 3776 no minister
## 3777 religion
## 3778 his calling
## 3779 the separation
## 3780 State
## 3781 Church
## 3782 It
## 3783 the duty
## 3784 the Commission
## 3785 they
## 3786 occasion
## 3787 the system
## 3788 education
## 3789 the military authorities
## 3790 this
## 3791 they
## 3792 first importance
## 3793 the extension
## 3794 a system
## 3795 primary education
## 3796 which
## 3797 all
## 3798 which
## 3799 the people
## 3800 the duties
## 3801 citizenship
## 3802 the ordinary avocations
## 3803 a civilized community
## 3804 This instruction
## 3805 the first instance
## 3806 every part
## 3807 the islands
## 3808 the language
## 3809 the people
## 3810 view
## 3811 the great number
## 3812 languages
## 3813 the different tribes
## 3814 it
## 3815 the prosperity
## 3816 the islands
## 3817 a common medium
## 3818 communication
## 3819 it
## 3820 this medium
## 3821 the English language
## 3822 Especial attention
## 3823 full opportunity
## 3824 all the people
## 3825 the islands
## 3826 the use
## 3827 the English language
## 3828 It
## 3829 the main changes
## 3830 which
## 3831 the system
## 3832 taxation
## 3833 the body
## 3834 the laws
## 3835 which
## 3836 the people
## 3837 such changes
## 3838 the military government
## 3839 the civil government
## 3840 which
## 3841 the auspices
## 3842 the Commission
## 3843 It
## 3844 the duty
## 3845 the Commission
## 3846 any further changes
## 3847 which
## 3848 they
## 3849 such changes
## 3850 your approval
## 3851 they
## 3852 mind
## 3853 taxes
## 3854 which
## 3855 6 penalize
## 3856 repress industry
## 3857 enterprise
## 3858 provisions
## 3859 taxation
## 3860 they
## 3861 the people
## 3862 they
## 3863 the fewest practicable subjects
## 3864 taxation
## 3865 which
## 3866 the general distribution
## 3867 the burden
## 3868 The main body
## 3869 the laws
## 3870 which
## 3871 the rights
## 3872 obligations
## 3873 the people
## 3874 as little interference
## 3875 Changes
## 3876 procedure
## 3877 the criminal laws
## 3878 speedy and impartial trials
## 3879 the same time
## 3880 respect
## 3881 individual rights
## 3882 the uncivilized tribes
## 3883 the islands
## 3884 the Commission
## 3885 the same course
## 3886 Congress
## 3887 the tribes
## 3888 our North American Indians
## 3889 their tribal organization
## 3890 government
## 3891 which
## 3892 those tribes
## 3893 peace
## 3894 a civilization
## 3895 which
## 3896 they
## 3897 Such tribal governments
## 3898 wise and firm regulation
## 3899 undue or petty interference, constant and active effort
## 3900 barbarous practices
## 3901 civilized customs
## 3902 all officers
## 3903 employees
## 3904 the United States
## 3905 military
## 3906 a sense
## 3907 the duty
## 3908 not merely the material
## 3909 the personal and social rights
## 3910 the people
## 3911 the islands
## 3912 them
## 3913 the same courtesy
## 3914 respect
## 3915 their personal dignity
## 3916 which
## 3917 the United States
## 3918 The articles
## 3919 capitulation
## 3920 the city
## 3921 Manila
## 3922 the 13th
## 3923 August
## 3924 these words
## 3925 This city
## 3926 its inhabitants
## 3927 its churches
## 3928 religious worship
## 3929 its educational establishments
## 3930 its private property
## 3931 all descriptions
## 3932 the special safeguard
## 3933 the faith
## 3934 honor
## 3935 the American Army
## 3936 I
## 3937 this pledge
## 3938 an obligation
## 3939 the Government
## 3940 the United States
## 3941 protection
## 3942 property
## 3943 life
## 3944 freedom
## 3945 guidance
## 3946 the paths
## 3947 peace
## 3948 prosperity
## 3949 all the people
## 3950 the Philippine Islands
## 3951 I
## 3952 this Commission
## 3953 the full performance
## 3954 this obligation
## 3955 which
## 3956 the honor
## 3957 conscience
## 3958 their country
## 3959 in the firm hope
## 3960 their labors
## 3961 all the inhabitants
## 3962 the Philippine Islands
## 3963 gratitude
## 3964 the day
## 3965 God
## 3966 victory
## 3967 American arms
## 3968 Manila
## 3969 their land
## 3970 the sovereignty
## 3971 the protection
## 3972 the people
## 3973 the United States
## 3974 the entrance
## 3975 the Commission
## 3976 its labors
## 3977 I
## 3978 General MacArthur
## 3979 the Military Governor
## 3980 the Philippines
## 3981 June
## 3982 a proclamation
## 3983 amnesty
## 3984 generous terms
## 3985 which
## 3986 the insurgents
## 3987 advantage
## 3988 them
## 3989 important leaders
## 3990 This Commission
## 3991 eminent citizens
## 3992 the diverse geographical and political interests
## 3993 the country
## 3994 their task
## 3995 the ripe fruits
## 3996 long and intelligent service
## 3997 educational, administrative, and judicial careers
## 3998 great progress
## 3999 the outset
## 4000 August
## 4001 it
## 4002 a preliminary report
## 4003 which
## 4004 the Congress
## 4005 which
## 4006 it
## 4007 the good effects
## 4008 returning order
## 4009 that business
## 4010 hostilities
## 4011 a larger area
## 4012 sugar cultivation
## 4013 the customs revenues
## 4014 any time
## 4015 the Spanish rule
## 4016 economy
## 4017 efficiency
## 4018 the military administration
## 4019 a surplus fund
## 4020 needed public improvements
## 4021 a stringent civil-service law
## 4022 preparation
## 4023 railroad communications
## 4024 rich districts
## 4025 a comprehensive scheme
## 4026 education
## 4027 the Commission
## 4028 more encouraging advance
## 4029 the benefits
## 4030 liberty
## 4031 good government
## 4032 the Filipinos
## 4033 the interest
## 4034 humanity
## 4035 the aim
## 4036 an enduring, self-supporting, and self-administering community
## 4037 those far eastern seas
## 4038 I
## 4039 the Congress
## 4040 whatever legislation
## 4041 respect
## 4042 the Philippine Islands
## 4043 these generous lines
## 4044 The fortune
## 4045 war
## 4046 this nation
## 4047 an unsought trust
## 4048 which
## 4049 this Government
## 4050 a moral as well as material responsibility
## 4051 these millions
## 4052 whom
## 4053 we
## 4054 an oppressive yoke
## 4055 I
## 4056 another occasion
## 4057 the Filipinos
## 4058 the wards
## 4059 the nation
## 4060 guardian
## 4061 it
## 4062 all
## 4063 those
## 4064 who
## 4065 our fostering care
## 4066 It
## 4067 our duty
## 4068 them
## 4069 our flag
## 4070 the mountains
## 4071 Luzon
## 4072 the fertile zones
## 4073 Mindanao
## 4074 Negros
## 4075 it
## 4076 home
## 4077 it
## 4078 the revered symbol
## 4079 liberty
## 4080 enlightenment
## 4081 progress
## 4082 every avenue
## 4083 development
## 4084 The Filipinos
## 4085 a race
## 4086 knowledge
## 4087 He
## 4088 who
## 4089 the teachings
## 4090 contemporaneous history
## 4091 view
## 4092 a limit
## 4093 the degree
## 4094 culture
## 4095 advancement
## 4096 the reach
## 4097 these people
## 4098 our duty
## 4099 them
## 4100 The civil government
## 4101 Puerto Rico
## 4102 the act
## 4103 the Congress
## 4104 successful operation
## 4105 The courts
## 4106 The Governor
## 4107 his associates
## 4108 Commendable success
## 4109 the 6th
## 4110 November
## 4111 a general election
## 4112 the island
## 4113 members
## 4114 the Legislature
## 4115 the body
## 4116 the first Monday
## 4117 December
## 4118 I
## 4119 that legislation
## 4120 the Congress
## 4121 the Secretary
## 4122 the Interior supervision
## 4123 the public lands
## 4124 Puerto Rico
## 4125 he
## 4126 the location
## 4127 quantity
## 4128 lands
## 4129 the title
## 4130 which
## 4131 the Crown
## 4132 Spain
## 4133 the date
## 4134 cession
## 4135 Puerto Rico
## 4136 the United States
## 4137 surveys
## 4138 the methods
## 4139 the disposition
## 4140 such lands
## 4141 law
## 4142 the 25th
## 4143 July
## 4144 I
## 4145 a call
## 4146 an election
## 4147 Cuba
## 4148 members
## 4149 a constitutional convention
## 4150 a constitution
## 4151 a basis
## 4152 a stable and independent government
## 4153 the island
## 4154 pursuance
## 4155 the Military Governor
## 4156 the following instructions
## 4157 the Congress
## 4158 the United States
## 4159 its joint resolution
## 4160 April
## 4161 the people
## 4162 the island
## 4163 Cuba
## 4164 right
## 4165 the United States
## 4166 any disposition
## 4167 intention
## 4168 sovereignty
## 4169 jurisdiction
## 4170 control
## 4171 the pacification
## 4172 its determination
## 4173 that
## 4174 the government
## 4175 control
## 4176 the island
## 4177 its people
## 4178 the people
## 4179 Cuba
## 4180 municipal governments
## 4181 their authority
## 4182 the suffrages
## 4183 the people
## 4184 laws
## 4185 manner
## 4186 the establishment
## 4187 a general government
## 4188 which
## 4189 sovereignty
## 4190 jurisdiction
## 4191 the island
## 4192 it
## 4193 a general election
## 4194 the island
## 4195 Cuba
## 4196 the third Saturday
## 4197 September
## 4198 the year
## 4199 delegates
## 4200 a convention
## 4201 the city
## 4202 Havana
## 4203 twelve o'clock
## 4204 the first Monday
## 4205 November
## 4206 the year
## 4207 a constitution
## 4208 the people
## 4209 Cuba
## 4210 a part
## 4211 the Government
## 4212 the United States
## 4213 the relations
## 4214 that Government
## 4215 the Government
## 4216 Cuba
## 4217 the election
## 4218 the people
## 4219 officers
## 4220 such constitution
## 4221 the transfer
## 4222 government
## 4223 the officers
## 4224 The election
## 4225 the several voting precincts
## 4226 the island
## 4227 pursuant to, the provisions
## 4228 the electoral law
## 4229 April
## 4230 the amendments
## 4231 The election
## 4232 the 15th
## 4233 September
## 4234 the convention
## 4235 the 5th
## 4236 November
## 4237 session
## 4238 the convention
## 4239 the Military Governor
## 4240 Cuba
## 4241 the following statement
## 4242 Military Governor
## 4243 the island
## 4244 the President
## 4245 the United States
## 4246 I
## 4247 this convention
## 4248 It
## 4249 your duty
## 4250 a constitution
## 4251 Cuba
## 4252 that
## 4253 what
## 4254 your opinion
## 4255 the relations
## 4256 Cuba
## 4257 the United States
## 4258 The constitution
## 4259 a stable, orderly, and free government
## 4260 you
## 4261 the relations
## 4262 which
## 4263 your opinion
## 4264 Cuba
## 4265 the United States
## 4266 the Government
## 4267 the United States
## 4268 such action
## 4269 its part
## 4270 a final and authoritative agreement
## 4271 the people
## 4272 the two countries
## 4273 the promotion
## 4274 their common interests
## 4275 All friends
## 4276 Cuba
## 4277 your deliberations
## 4278 the deepest interest
## 4279 you
## 4280 just conclusions
## 4281 the dignity
## 4282 which
## 4283 your proceedings
## 4284 the capacity
## 4285 the Cuban people
## 4286 representative government
## 4287 The fundamental distinction
## 4288 true representative government
## 4289 dictatorship
## 4290 the former every representative
## 4291 the people
## 4292 whatever office
## 4293 himself
## 4294 the limits
## 4295 his defined powers
## 4296 such restraint
## 4297 no free constitutional government
## 4298 the order
## 4299 which
## 4300 you
## 4301 you
## 4302 no duty
## 4303 no authority
## 4304 part
## 4305 the present government
## 4306 the island
## 4307 Your powers
## 4308 the terms
## 4309 that order
## 4310 the convention
## 4311 its labors
## 4312 I
## 4313 the Congress
## 4314 the constitution
## 4315 the convention
## 4316 its consideration
## 4317 such action
## 4318 it
## 4319 I
## 4320 the recommendation
## 4321 my special message
## 4322 February
## 4323 the necessity
## 4324 cable communication
## 4325 the United States
## 4326 Hawaii
## 4327 extension
## 4328 Manila
## 4329 circumstances
## 4330 this need
## 4331 Surveys
## 4332 the entire feasibility
## 4333 a chain
## 4334 cables
## 4335 which
## 4336 each stopping place
## 4337 American territory
## 4338 the system
## 4339 our own complete control
## 4340 Manila
## 4341 telegraphic reach
## 4342 connection
## 4343 the systems
## 4344 the Asiatic coast
## 4345 increased and profitable opportunities
## 4346 a more direct cable route
## 4347 our shores
## 4348 the Orient
## 4349 the trans
## 4350 -
## 4351 I
## 4352 attention
## 4353 this important matter
## 4354 The present strength
## 4355 the Army
## 4356 100,000 men
## 4357 65,ooo regulars
## 4358 35,000 volunteers
## 4359 the act
## 4360 March
## 4361 June
## 4362 the present volunteer force
## 4363 the Regular Army
## 4364 2,447 officers
## 4365 29,025 enlisted men
## 4366 a Board
## 4367 Officers
## 4368 President Cleveland
## 4369 a comprehensive scheme
## 4370 coast-defense fortifications
## 4371 which
## 4372 the outlay
## 4373 something
## 4374 over one hundred million dollars
## 4375 This plan
## 4376 the approval
## 4377 the Congress
## 4378 regular appropriations
## 4379 the work
## 4380 fortification
## 4381 More than sixty millions
## 4382 dollars
## 4383 a great number
## 4384 forts
## 4385 guns
## 4386 all the complicated and scientific machinery
## 4387 electrical appliances
## 4388 their use
## 4389 The proper care
## 4390 this defensive machinery
## 4391 men
## 4392 its use
## 4393 The number
## 4394 men
## 4395 this duty
## 4396 the War Department
## 4397 a minimum allowance
## 4398 fifty-eight or more military posts
## 4399 the United States
## 4400 the coast-defense fortifications
## 4401 The number
## 4402 these posts
## 4403 the Congress
## 4404 building
## 4405 equipment
## 4406 they
## 4407 the Regular Army
## 4408 The posts
## 4409 existence
## 4410 others
## 4411 provide
## 4412 accommodations
## 4413 require
## 4414 26,000 troops
## 4415 these posts
## 4416 our frontier
## 4417 important strategic points
## 4418 the occupation
## 4419 which
## 4420 We
## 4421 Cuba
## 4422 5,000 and 6,000 troops
## 4423 our troops
## 4424 that island
## 4425 the conclusion
## 4426 the labors
## 4427 the constitutional convention
## 4428 session
## 4429 a government
## 4430 the new constitution
## 4431 its stability
## 4432 Puerto Rico
## 4433 we
## 4434 the garrisons
## 4435 which
## 4436 879 native troops
## 4437 no room
## 4438 further reduction
## 4439 We
## 4440 a considerable force
## 4441 the Philippine Islands
## 4442 some time
## 4443 the best information
## 4444 we
## 4445 the immediate future
## 4446 45,000 to 60,000 men
## 4447 I
## 4448 the number
## 4449 the insurgents
## 4450 the authority
## 4451 the United States
## 4452 which
## 4453 indications
## 4454 It
## 4455 we
## 4456 an army
## 4457 present conditions
## 4458 Cuba
## 4459 the Philippines
## 4460 the President
## 4461 authority
## 4462 the force
## 4463 the present number
## 4464 this number authority
## 4465 native troops
## 4466 the Philippines
## 4467 which
## 4468 the Taft Commission
## 4469 guerrillas
## 4470 assassins
## 4471 ladrones
## 4472 our own soldiers
## 4473 The full discussion
## 4474 this subject
## 4475 the Secretary
## 4476 War
## 4477 his annual report
## 4478 your earnest attention
## 4479 I
## 4480 the recommendation
## 4481 my last annual message
## 4482 the Congress
## 4483 a special medal
## 4484 honor
## 4485 the volunteers
## 4486 regulars
## 4487 sailors
## 4488 marines
## 4489 duty
## 4490 the Philippines
## 4491 who
## 4492 the service
## 4493 their terms
## 4494 enlistment
## 4495 I
## 4496 the recommendation
## 4497 the Secretary
## 4498 War
## 4499 the detail
## 4500 oil officers
## 4501 the line
## 4502 the Army
## 4503 vacancies
## 4504 the Adjutant-General's Department
## 4505 Inspector-General's Department
## 4506 Quartermaster's Department
## 4507 Subsistence Department
## 4508 Pay Department
## 4509 Ordnance Department
## 4510 Signal Corps
## 4511 The Army
## 4512 its faithful and effective service
## 4513 active military operations
## 4514 the field
## 4515 the difficult work
## 4516 civil administration
## 4517 The continued and rapid growth
## 4518 the postal service
## 4519 a sure index
## 4520 the great and increasing business activity
## 4521 the country
## 4522 Its most striking new development
## 4523 the extension
## 4524 rural free delivery
## 4525 This
## 4526 the last year
## 4527 the beginning
## 4528 the fiscal year
## 4529 the number
## 4530 routes
## 4531 operation
## 4532 these
## 4533 the 15th
## 4534 November
## 4535 the number
## 4536 forty-four States
## 4537 Territories
## 4538 a population
## 4539 The number
## 4540 applications
## 4541 action
## 4542 all those
## 4543 the present time
## 4544 the close
## 4545 the current fiscal year
## 4546 about 4,ooo routes
## 4547 the daily delivery
## 4548 mails
## 4549 the scattered homes
## 4550 about three and a half millions
## 4551 rural population
## 4552 This service
## 4553 the isolation
## 4554 farm life
## 4555 good roads
## 4556 the dissemination
## 4557 general information
## 4558 Experience
## 4559 the apprehension
## 4560 it
## 4561 its general adoption
## 4562 it
## 4563 Its actual application
## 4564 it
## 4565 postal receipts
## 4566 reductions
## 4567 other branches
## 4568 the service
## 4569 the augmented revenues
## 4570 the accomplished savings
## 4571 the net cost
## 4572 The evidences
## 4573 these conclusions
## 4574 detail
## 4575 the annual report
## 4576 the Postmaster-General
## 4577 which
## 4578 its recommendations
## 4579 the consideration
## 4580 the Congress
## 4581 The full development
## 4582 this special service
## 4583 such a large outlay
## 4584 money
## 4585 it
## 4586 a careful study
## 4587 thorough understanding
## 4588 all
## 4589 that
## 4590 it
## 4591 \n\nVery efficient service
## 4592 the Navy
## 4593 connection
## 4594 the insurrection
## 4595 the Philippines
## 4596 the recent disturbance
## 4597 China
## 4598 A very satisfactory settlement
## 4599 the long-pending question
## 4600 the manufacture
## 4601 armor plate
## 4602 A reasonable price
## 4603 the necessity
## 4604 a Government armor plant
## 4605 I
## 4606 the recommendations
## 4607 the Secretary
## 4608 new vessels
## 4609 additional officers
## 4610 men
## 4611 which
## 4612 the required increase
## 4613 the Navy
## 4614 I
## 4615 the favorable action
## 4616 the Congress
## 4617 the measure
## 4618 the erection
## 4619 a statue
## 4620 the memory
## 4621 the late Admiral David D. Porter
## 4622 I
## 4623 the establishment
## 4624 a national naval reserve
## 4625 the grade
## 4626 vice
## 4627 -
## 4628 Provision
## 4629 the Secretary
## 4630 suitable rewards
## 4631 special merit
## 4632 Many officers
## 4633 who
## 4634 the most distinguished service
## 4635 the recent war
## 4636 Spain
## 4637 return
## 4638 no recognition
## 4639 the Congress
## 4640 The total area
## 4641 public lands
## 4642 the Secretary
## 4643 the Interior
## 4644 approximately 1,071,881,662 acres
## 4645 which
## 4646 917,135,880 acres
## 4647 154,745,782 acres
## 4648 various purposes
## 4649 The public lands
## 4650 the year amount
## 4651 13,453,887.96 acres
## 4652 62,423.09 acres
## 4653 Indian lands
## 4654 an increase
## 4655 4,271,474.80
## 4656 the preceding year
## 4657 The total receipts
## 4658 the sale
## 4659 public lands
## 4660 the fiscal year
## 4661 an increase
## 4662 the preceding year
## 4663 The results
## 4664 our forest policy
## 4665 its wisdom
## 4666 the necessity
## 4667 the interest
## 4668 the public
## 4669 its continuance
## 4670 increased appropriations
## 4671 the Congress
## 4672 the carrying
## 4673 the work
## 4674 June
## 4675 thirty-seven forest reserves
## 4676 Presidential proclamations
## 4677 section
## 4678 the act
## 4679 March
## 4680 an area
## 4681 46,425,529 acres
## 4682 the past year
## 4683 the Olympic Reserve
## 4684 the State
## 4685 Washington
## 4686 265,040 acres
## 4687 its present area
## 4688 1,923,840 acres
## 4689 The Prescott Reserve
## 4690 Arizona
## 4691 10,240 acres
## 4692 423,680 acres
## 4693 the Big Horn Reserve
## 4694 Wyoming
## 4695 1,127,680 acres
## 4696 1,180,800 acres
## 4697 A new reserve
## 4698 the Santa Ynez
## 4699 California
## 4700 an area
## 4701 145,000 acres
## 4702 this year
## 4703 October
## 4704 the Crow Creek Forest Reserve
## 4705 Wyoming
## 4706 an area
## 4707 56,320 acres
## 4708 the end
## 4709 the fiscal year
## 4710 the pension roll 993,529 names
## 4711 a net increase
## 4712 the fiscal year
## 4713 The number
## 4714 the rolls
## 4715 the year
## 4716 The amount
## 4717 Army pensions
## 4718 the year
## 4719 Navy pensions
## 4720 a total
## 4721 an unexpended balance
## 4722 the Treasury
## 4723 which
## 4724 an increase
## 4725 the previous year's expenditure
## 4726 684 names
## 4727 the rolls
## 4728 the year
## 4729 special acts
## 4730 the first session
## 4731 the Fifty-sixth Congress
## 4732 The act
## 4733 May
## 4734 other things
## 4735 an extension
## 4736 income
## 4737 widows
## 4738 annum
## 4739 The Secretary
## 4740 the Interior
## 4741 the operations
## 4742 this act
## 4743 the number
## 4744 persons
## 4745 it
## 4746 the increased annual payment
## 4747 pensions
## 4748 The Government
## 4749 the services
## 4750 its soldiers
## 4751 sailors
## 4752 pension payments
## 4753 precedent
## 4754 them
## 4755 their widows
## 4756 orphans
## 4757 26,540 letters patent
## 4758 reissues
## 4759 designs
## 4760 the fiscal year
## 4761 The number
## 4762 patents
## 4763 which
## 4764 The total receipts
## 4765 patents
## 4766 $1,358,228.35
## 4767 The expenditures
## 4768 a surplus
## 4769 The attention
## 4770 the Congress
## 4771 the report
## 4772 the Secretary
## 4773 the Interior
## 4774 the necessity
## 4775 the further establishment
## 4776 schools
## 4777 the Territory
## 4778 Alaska
## 4779 favorable action
## 4780 Much interesting information
## 4781 the report
## 4782 the Governor
## 4783 Hawaii
## 4784 the progress
## 4785 development
## 4786 the islands
## 4787 the period
## 4788 July
## 4789 the date
## 4790 the approval
## 4791 the joint resolution
## 4792 the Congress
## 4793 their annexation
## 4794 April
## 4795 the date
## 4796 the approval
## 4797 the act
## 4798 a government
## 4799 the Territory
## 4800 The last Hawaiian census
## 4801 the year
## 4802 a total population
## 4803 Which
## 4804 native Hawaiians
## 4805 The number
## 4806 Americans
## 4807 The results
## 4808 the Federal census
## 4809 the islands
## 4810 a total population
## 4811 an increase
## 4812 that
## 4813 cent
## 4814 progress
## 4815 the educational, agricultural, and railroad development
## 4816 the islands
## 4817 the Territorial act
## 4818 April
## 4819 section
## 4820 act repeals Chapter
## 4821 the Civil Laws
## 4822 Hawaii
## 4823 the Government
## 4824 the agricultural resources
## 4825 the Republic
## 4826 The Governor
## 4827 Hawaii
## 4828 legislation
## 4829 the development
## 4830 such water supply
## 4831 the public lands
## 4832 a view
## 4833 land settlement
## 4834 The earnest consideration
## 4835 the Congress
## 4836 this important recommendation
## 4837 others
## 4838 the report
## 4839 the Secretary
## 4840 the Interior
## 4841 The Director
## 4842 the Census
## 4843 the work
## 4844 connection
## 4845 the Twelfth Census
## 4846 This national undertaking
## 4847 the Congress
## 4848 the collection
## 4849 an aggregation
## 4850 statistical facts
## 4851 the industrial growth
## 4852 the country
## 4853 its manufacturing and mechanical resources
## 4854 its richness
## 4855 mines
## 4856 forests
## 4857 its agriculturists
## 4858 sociological conditions
## 4859 The labors
## 4860 the officials
## 4861 charge
## 4862 the Bureau
## 4863 the four important and most desired subjects
## 4864 population, agricultural, manufacturing, and vital statistics
## 4865 the limit
## 4866 the law
## 4867 March
## 4868 The field work incident
## 4869 the above inquiries
## 4870 a result
## 4871 the population
## 4872 the States
## 4873 Territories
## 4874 the Hawaiian Islands
## 4875 Alaska
## 4876 The growth
## 4877 population
## 4878 the last decade
## 4879 a greater numerical increase
## 4880 any previous census
## 4881 the history
## 4882 the country
## 4883 Bulletins
## 4884 the population
## 4885 States
## 4886 Territories
## 4887 minor civil divisions
## 4888 Several announcements
## 4889 this kind
## 4890 it
## 4891 the list
## 4892 January
## 4893 Other bulletins
## 4894 the results
## 4895 the manufacturing and agricultural inquiries
## 4896 the public
## 4897 circumstances
## 4898 The Director
## 4899 his ability
## 4900 the different branches
## 4901 the undertaking
## 4902 the allotted time
## 4903 himself
## 4904 the lack
## 4905 a trained force
## 4906 statistical work
## 4907 the question
## 4908 the interest
## 4909 economy
## 4910 a thorough execution
## 4911 the census work
## 4912 the Government
## 4913 a certain number
## 4914 experts
## 4915 the preliminary organization
## 4916 the taking
## 4917 the decennial census
## 4918 addition
## 4919 the advantage
## 4920 the field and office work
## 4921 the Bureau
## 4922 trained assistants
## 4923 the early completion
## 4924 this enormous undertaking
## 4925 I
## 4926 its present session apportion representation
## 4927 the several States
## 4928 the Constitution
## 4929 The Department
## 4930 Agriculture
## 4931 its work
## 4932 the past year
## 4933 new varieties
## 4934 seeds
## 4935 plants
## 4936 the States
## 4937 Territories
## 4938 research
## 4939 useful lines
## 4940 progress
## 4941 meteorological work
## 4942 lines
## 4943 wireless telegraphy
## 4944 ocean-going vessels
## 4945 continuing inquiry
## 4946 animal disease
## 4947 the extent
## 4948 character
## 4949 food adulteration
## 4950 plans
## 4951 the care
## 4952 preservation
## 4953 intelligent harvesting
## 4954 our woodlands
## 4955 soils
## 4956 that
## 4957 producers
## 4958 better knowledge
## 4959 conditions
## 4960 desert places
## 4961 grasses
## 4962 our
## 4963 regions
## 4964 Our island possessions
## 4965 their peoples
## 4966 the tropical products
## 4967 the United States
## 4968 Inquiry
## 4969 methods
## 4970 our roads
## 4971 the year
## 4972 help
## 4973 many localities
## 4974 scientific investigation
## 4975 material
## 4976 the States
## 4977 Territories
## 4978 Irrigation problems
## 4979 our semiarid regions
## 4980 careful and increased consideration
## 4981 An extensive exhibit
## 4982 Paris
## 4983 the products
## 4984 agriculture
## 4985 the peoples
## 4986 many countries
## 4987 the varied products
## 4988 our fields
## 4989 their comparative excellence
## 4990 The collection
## 4991 statistics
## 4992 our crops
## 4993 sources
## 4994 information
## 4995 the end
## 4996 producers
## 4997 the earliest advices
## 4998 crop conditions
## 4999 a time
## 5000 those
## 5001 whom
## 5002 it
## 5003 more appreciation
## 5004 the services
## 5005 the Department
## 5006 my annual message
## 5007 December
## 5008 attention
## 5009 the necessity
## 5010 some amendment
## 5011 the alien contract law
## 5012 important features
## 5013 the rightful application
## 5014 the eight-hour law
## 5015 the benefit
## 5016 labor
## 5017 the principle
## 5018 arbitration
## 5019 I
## 5020 these subjects
## 5021 the careful attention
## 5022 the Congress
## 5023 the best service
## 5024 the Philippine Islands
## 5025 I
## 5026 date
## 5027 November
## 5028 the following order
## 5029 The United States Civil Service Commission
## 5030 such assistance
## 5031 the Civil Service Board
## 5032 the act
## 5033 the United States Philippine Commission
## 5034 the establishment
## 5035 maintenance
## 5036 an honest and efficient civil service
## 5037 the Philippine Islands
## 5038 that purpose
## 5039 examinations
## 5040 the civil service
## 5041 the Philippine islands
## 5042 the request
## 5043 the Civil Service Board
## 5044 said islands
## 5045 such regulations
## 5046 the said Board
## 5047 the
## 5048 United States Civil Service Commission
## 5049 The Civil Service Commission
## 5050 its work
## 5051 want
## 5052 an adequate permanent force
## 5053 clerical and other assistance
## 5054 Its needs
## 5055 its report
## 5056 I
## 5057 attention
## 5058 the report
## 5059 the Congress
## 5060 this important bureau
## 5061 the public service
## 5062 which
## 5063 the qualifications
## 5064 character
## 5065 so large a number
## 5066 the officers
## 5067 employees
## 5068 the Government
## 5069 all needed appropriations
## 5070 promptness
## 5071 efficiency
## 5072 I
## 5073 the statement
## 5074 the heads
## 5075 all the Departments
## 5076 the urgent necessity
## 5077 a hall
## 5078 public records
## 5079 every departmental building
## 5080 Washington
## 5081 I
## 5082 the space
## 5083 official records
## 5084 the walls
## 5085 rooms
## 5086 shelves
## 5087 the middle floor space
## 5088 many rooms
## 5089 tile cases
## 5090 garrets
## 5091 basements
## 5092 which
## 5093 their accommodation
## 5094 them
## 5095 the inconvenience
## 5096 great danger
## 5097 fire
## 5098 the weight
## 5099 these records
## 5100 timbers
## 5101 their support
## 5102 a separate building
## 5103 the purpose
## 5104 the annually accumulating archives
## 5105 the several Executive Departments
## 5106 Such a hall
## 5107 a costly structure
## 5108 enlargement
## 5109 time
## 5110 time
## 5111 I
## 5112 the Congress
## 5113 early action
## 5114 this matter
## 5115 I
## 5116 the Congress
## 5117 a resolution
## 5118 a recent meeting
## 5119 the American Bar Association
## 5120 the proposed celebration
## 5121 John Marshall Day
## 5122 February
## 5123 Fitting exercises
## 5124 it
## 5125 the committee
## 5126 the Congress
## 5127 this movement
## 5128 the memory
## 5129 the great jurist
## 5130 The transfer
## 5131 the Government
## 5132 this city
## 5133 a fact
## 5134 great historical interest
## 5135 the people
## 5136 a feeling
## 5137 genuine pride
## 5138 the Capital
## 5139 the Republic
## 5140 It
## 5141 a matter
## 5142 interest
## 5143 this connection
## 5144 the population
## 5145 the District
## 5146 Columbia
## 5147 day
## 5148 it
## 5149 The population
## 5150 the city
## 5151 Washington
## 5152 day
## 5153 it
## 5154 The Congress
## 5155 an appropriate national celebration
## 5156 the Centennial Anniversary
## 5157 the Establishment
## 5158 the Seat
## 5159 the Government
## 5160 the District
## 5161 Columbia
## 5162 the committees
## 5163 it
## 5164 a programme
## 5165 the 12th
## 5166 December
## 5167 which date
## 5168 the anniversary day
## 5169 Deep interest
## 5170 the arrangements
## 5171 the celebration
## 5172 the members
## 5173 the committees
## 5174 the Senate
## 5175 House
## 5176 Representatives
## 5177 the committee
## 5178 Governors
## 5179 the President
## 5180 the committees
## 5181 the citizens
## 5182 inhabitants
## 5183 the District
## 5184 Columbia
## 5185 The programme
## 5186 addition
## 5187 a reception
## 5188 other exercises
## 5189 the Executive Mansion
## 5190 commemorative exercises
## 5191 the Senate
## 5192 House
## 5193 Representatives
## 5194 the Hall
## 5195 the House
## 5196 Representatives
## 5197 a reception
## 5198 the evening
## 5199 the Corcoran Gallery
## 5200 Art
## 5201 honor
## 5202 the Governors
## 5203 the States
## 5204 Territories
## 5205 our great prosperity
## 5206 we
## 5207 the danger
## 5208 it
## 5209 extravagance
## 5210 Government expenditures
## 5211 appropriations
## 5212 the chosen representatives
## 5213 the people
## 5214 I
## 5215 an example
## 5216 their legislation
## 5217 that wise economy
## 5218 which
## 5219 a season
## 5220 plenty husbands
## 5221 the future
## 5222 this era
## 5223 great business activity
## 5224 opportunity caution
## 5225 It
## 5226 strengthen, confidence
## 5227 It
## 5228 legitimate industrial and commercial expansion
## 5229 Our growing power
## 5230 it
## 5231 temptations
## 5232 perils
## 5233 constant vigilance
## 5234 It
## 5235 conflicts
## 5236 oppression
## 5237 the more effective maintenance
## 5238 those principles
## 5239 equality
## 5240 justice
## 5241 which
## 5242 our institutions
## 5243 happiness
## 5244 us
## 5245 mind
## 5246 the foundation
## 5247 our Government
## 5248 liberty
## 5249 WILLIAM MCKINLEY
## 5250 the Senate
## 5251 House
## 5252 Representatives
## 5253 The Congress
## 5254 the shadow
## 5255 a great calamity
## 5256 the sixth
## 5257 September
## 5258 President McKinley
## 5259 an anarchist
## 5260 the Pan-American Exposition
## 5261 Buffalo
## 5262 that city
## 5263 the fourteenth
## 5264 that month
## 5265 the last seven elected Presidents
## 5266 he
## 5267 who
## 5268 the bare recital
## 5269 this fact
## 5270 grave alarm
## 5271 all loyal American citizens
## 5272 the circumstances
## 5273 this
## 5274 the third assassination
## 5275 an American President
## 5276 a peculiarly sinister significance
## 5277 Both President Lincoln
## 5278 President Garfield
## 5279 assassins
## 5280 types
## 5281 history
## 5282 President Lincoln
## 5283 a victim
## 5284 the terrible passions
## 5285 four years
## 5286 civil war
## 5287 President Garfield
## 5288 the revengeful vanity
## 5289 a disappointed office-seeker
## 5290 President McKinley
## 5291 an utterly depraved criminal
## 5292 that body
## 5293 criminals
## 5294 who
## 5295 all governments
## 5296 who
## 5297 any form
## 5298 popular liberty
## 5299 it
## 5300 even the most just and liberal laws
## 5301 who
## 5302 the upright exponent
## 5303 a free people's sober will
## 5304 the tyrannical and irresponsible despot
## 5305 It
## 5306 the time
## 5307 President McKinley's death
## 5308 he
## 5309 the most widely loved man
## 5310 all the United States
## 5311 we
## 5312 any public man
## 5313 his position
## 5314 who
## 5315 the bitter animosities incident
## 5316 public life
## 5317 His political opponents
## 5318 the heartiest
## 5319 most generous tribute
## 5320 the broad kindliness
## 5321 nature
## 5322 the sweetness
## 5323 gentleness
## 5324 character
## 5325 which
## 5326 him
## 5327 his close associates
## 5328 a standard
## 5329 lofty integrity
## 5330 public life
## 5331 he
## 5332 the tender affections
## 5333 home virtues
## 5334 which
## 5335 the make-up
## 5336 national character
## 5337 the great war
## 5338 the Union
## 5339 he
## 5340 an example
## 5341 all our people
## 5342 his conduct
## 5343 the most sacred and intimate of home relations
## 5344 no personal hatred
## 5345 him
## 5346 he
## 5347 aught
## 5348 consideration
## 5349 the welfare
## 5350 others
## 5351 No one
## 5352 him
## 5353 who
## 5354 him
## 5355 public or private life
## 5356 The defenders
## 5357 those murderous criminals
## 5358 who
## 5359 their criminality
## 5360 it
## 5361 political ends
## 5362 wealth
## 5363 irresponsible power
## 5364 this assassination
## 5365 even this base apology
## 5366 President McKinley
## 5367 a man
## 5368 moderate means
## 5369 a man
## 5370 whose stock
## 5371 the sturdy tillers
## 5372 the soil
## 5373 who
## 5374 himself
## 5375 the wage-workers
## 5376 who
## 5377 the Army
## 5378 a private soldier
## 5379 Wealth
## 5380 the President
## 5381 the honest toil
## 5382 which
## 5383 moderate gains
## 5384 a lifetime
## 5385 unremitting labor
## 5386 the service
## 5387 the public
## 5388 power
## 5389 the sense
## 5390 power
## 5391 the hands
## 5392 any one individual
## 5393 The blow
## 5394 tyranny
## 5395 wealth
## 5396 It
## 5397 the strongest champions
## 5398 the wage-worker
## 5399 the most faithful representatives
## 5400 the system
## 5401 public rights
## 5402 representative government
## 5403 who
## 5404 public office
## 5405 President McKinley
## 5406 that political office
## 5407 which
## 5408 the entire people
## 5409 no President
## 5410 not even Lincoln
## 5411 himself
## 5412 the well thought-out wishes
## 5413 the people
## 5414 his one anxiety
## 5415 every crisis
## 5416 closest touch
## 5417 the people
## 5418 what
## 5419 they
## 5420 expression
## 5421 their thought
## 5422 aright
## 5423 He
## 5424 the Presidency
## 5425 the majority
## 5426 our citizens
## 5427 the majority
## 5428 our farmers
## 5429 wage-workers
## 5430 he
## 5431 their interests
## 5432 four years
## 5433 They
## 5434 themselves
## 5435 close and intimate touch
## 5436 him
## 5437 They
## 5438 he
## 5439 all their ideals
## 5440 aspirations
## 5441 that
## 5442 they
## 5443 him
## 5444 another four years
## 5445 them
## 5446 this
## 5447 the man
## 5448 whom
## 5449 the assassin
## 5450 nothing
## 5451 the Judas-like infamy
## 5452 his act
## 5453 he
## 5454 advantage
## 5455 an occasion
## 5456 the President
## 5457 the people
## 5458 the hand
## 5459 him
## 5460 kindly and brotherly fellowship
## 5461 he
## 5462 the noble and generous confidence
## 5463 the victim
## 5464 an opportunity
## 5465 the fatal blow
## 5466 no baser deed
## 5467 all the annals
## 5468 crime
## 5469 The shock
## 5470 the grief
## 5471 the country
## 5472 the minds
## 5473 all
## 5474 who
## 5475 the dark days
## 5476 the President
## 5477 life
## 5478 death
## 5479 the light
## 5480 the kindly eyes
## 5481 the breath
## 5482 the lips
## 5483 that
## 5484 mortal agony
## 5485 no words
## 5486 forgiveness
## 5487 his murderer
## 5488 love
## 5489 his friends
## 5490 trust
## 5491 the will
## 5492 Such a death
## 5493 the glory
## 5494 such a life
## 5495 us
## 5496 infinite sorrow
## 5497 such pride
## 5498 what
## 5499 he
## 5500 his own personal character
## 5501 we
## 5502 the blow
## 5503 him
## 5504 the Nation
## 5505 We
## 5506 a good and great President
## 5507 who
## 5508 we
## 5509 we
## 5510 the splendid achievements
## 5511 his life
## 5512 the grand heroism
## 5513 which
## 5514 he
## 5515 his death
## 5516 we
## 5517 the man
## 5518 the Nation
## 5519 the harm
## 5520 our gravest apprehensions
## 5521 our wisest and most resolute action
## 5522 This criminal
## 5523 a professed anarchist
## 5524 the teachings
## 5525 professed anarchists
## 5526 the reckless utterances
## 5527 those
## 5528 who
## 5529 the stump
## 5530 the public press
## 5531 the dark and evil spirits
## 5532 malice
## 5533 greed
## 5534 envy
## 5535 sullen hatred
## 5536 The wind
## 5537 the men
## 5538 who
## 5539 such doctrines
## 5540 they
## 5541 their share
## 5542 responsibility
## 5543 the whirlwind
## 5544 that
## 5545 This
## 5546 the deliberate demagogue
## 5547 the exploiter
## 5548 sensationalism
## 5549 the crude and foolish visionary
## 5550 who
## 5551 whatever reason
## 5552 crime
## 5553 aimless discontent
## 5554 The blow
## 5555 this President
## 5556 all Presidents
## 5557 every symbol
## 5558 government
## 5559 President McKinley
## 5560 the embodiment
## 5561 the popular will
## 5562 the Nation
## 5563 the forms
## 5564 law
## 5565 a New England town meeting
## 5566 similar fashion
## 5567 the embodiment
## 5568 the law-abiding purpose
## 5569 practice
## 5570 the people
## 5571 the town
## 5572 no conceivable theory
## 5573 the murder
## 5574 the President
## 5575 inequalities
## 5576 the social order
## 5577 the murder
## 5578 all the freemen
## 5579 a town meeting
## 5580 a protest
## 5581 that social inequality
## 5582 which
## 5583 a malefactor
## 5584 jail
## 5585 Anarchy
## 5586 an expression
## 5587 "social discontent
## 5588 pockets
## 5589 wife-beating
## 5590 The anarchist
## 5591 especially the anarchist
## 5592 the United States
## 5593 merely one type
## 5594 he
## 5595 the same depravity
## 5596 a greater degree
## 5597 The man
## 5598 who
## 5599 anarchy
## 5600 any shape
## 5601 fashion
## 5602 the man
## 5603 who
## 5604 anarchists
## 5605 their deeds
## 5606 himself
## 5607 the fact
## 5608 The anarchist
## 5609 a criminal
## 5610 whose perverted instincts
## 5611 him
## 5612 confusion
## 5613 chaos
## 5614 the most beneficent form
## 5615 social order
## 5616 His protest
## 5617 concern
## 5618 workingmen
## 5619 its impudent falsity
## 5620 the political institutions
## 5621 this country
## 5622 opportunity
## 5623 every honest and intelligent son
## 5624 toil
## 5625 the door
## 5626 hope
## 5627 him
## 5628 The anarchist
## 5629 not merely the enemy
## 5630 system
## 5631 progress
## 5632 the deadly foe
## 5633 liberty
## 5634 ever anarchy
## 5635 its triumph
## 5636 one red moment
## 5637 ages
## 5638 the gloomy night
## 5639 despotism
## 5640 the anarchist
## 5641 himself
## 5642 he
## 5643 his doctrines
## 5644 we
## 5645 one particle more concern
## 5646 any ordinary murderer
## 5647 He
## 5648 the victim
## 5649 social or political injustice
## 5650 no wrongs
## 5651 his case
## 5652 The cause
## 5653 his criminality
## 5654 his own evil passions
## 5655 the evil conduct
## 5656 those
## 5657 who
## 5658 him
## 5659 any failure
## 5660 others
## 5661 the State
## 5662 justice
## 5663 him
## 5664 his
## 5665 He
## 5666 a malefactor
## 5667 nothing
## 5668 He
## 5669 no sense
## 5670 no shape
## 5671 way
## 5672 a "product
## 5673 social conditions
## 5674 a highwayman
## 5675 the fact
## 5676 an unarmed man
## 5677 a purse
## 5678 It
## 5679 a travesty
## 5680 the great and holy names
## 5681 liberty
## 5682 freedom
## 5683 them
## 5684 such a cause
## 5685 No man
## 5686 body
## 5687 men
## 5688 anarchistic doctrines
## 5689 the murder
## 5690 some specified private individual
## 5691 Anarchistic speeches
## 5692 writings
## 5693 meetings
## 5694 I
## 5695 the Congress
## 5696 the exercise
## 5697 its wise discretion
## 5698 it
## 5699 consideration
## 5700 the coming
## 5701 this country
## 5702 anarchists
## 5703 persons
## 5704 principles
## 5705 all government
## 5706 the murder
## 5707 those
## 5708 authority
## 5709 Such individuals
## 5710 those
## 5711 who
## 5712 open meeting
## 5713 the murder
## 5714 King Humbert
## 5715 Italy
## 5716 a crime
## 5717 the law
## 5718 their rigorous punishment
## 5719 They
## 5720 those
## 5721 them
## 5722 this country
## 5723 they
## 5724 the country
## 5725 they
## 5726 provision
## 5727 the punishment
## 5728 those
## 5729 who
## 5730 No matter
## 5731 the wisest thought
## 5732 the Congress
## 5733 The Federal courts
## 5734 jurisdiction
## 5735 any man
## 5736 who
## 5737 the President
## 5738 any man
## 5739 who
## 5740 the Constitution
## 5741 law
## 5742 line
## 5743 succession
## 5744 the Presidency
## 5745 the punishment
## 5746 an unsuccessful attempt
## 5747 the enormity
## 5748 the offense
## 5749 our institutions
## 5750 Anarchy
## 5751 a crime
## 5752 the whole human race
## 5753 all mankind
## 5754 the anarchist
## 5755 His crime
## 5756 an offense
## 5757 the law
## 5758 nations
## 5759 piracy
## 5760 that form
## 5761 man-stealing
## 5762 the slave trade
## 5763 it
## 5764 far blacker infamy
## 5765 It
## 5766 treaties
## 5767 all civilized powers
## 5768 Such treaties
## 5769 the Federal Government
## 5770 the power
## 5771 the crime
## 5772 A grim commentary
## 5773 the folly
## 5774 the anarchist position
## 5775 the attitude
## 5776 the law
## 5777 who
## 5778 the life
## 5779 the President
## 5780 The people
## 5781 him
## 5782 limb
## 5783 limb
## 5784 it
## 5785 the law
## 5786 he
## 5787 his behalf
## 5788 his deed
## 5789 behalf
## 5790 the people
## 5791 the Government
## 5792 the Government
## 5793 its full police power
## 5794 him
## 5795 instant death
## 5796 the hands
## 5797 the people
## 5798 his deed
## 5799 not the slightest dislocation
## 5800 our governmental system
## 5801 a recurrence
## 5802 such deeds
## 5803 it
## 5804 the direction
## 5805 harshness
## 5806 the forces
## 5807 order
## 5808 No man
## 5809 President
## 5810 any fear
## 5811 his personal safety
## 5812 the risk
## 5813 the President's life
## 5814 it
## 5815 the office
## 5816 men
## 5817 a spirit
## 5818 which
## 5819 them
## 5820 every friend
## 5821 disorder
## 5822 This great country
## 5823 anarchy
## 5824 anarchists
## 5825 a serious menace
## 5826 its institutions
## 5827 they
## 5828 their own ruin
## 5829 every active or passive sympathizer
## 5830 their doctrines
## 5831 The American people
## 5832 wrath
## 5833 their wrath
## 5834 it
## 5835 a consuming flame
## 5836 the last five years
## 5837 business confidence
## 5838 the nation
## 5839 its present abounding prosperity
## 5840 Such prosperity
## 5841 law
## 5842 it
## 5843 it
## 5844 mischievous laws
## 5845 the hand
## 5846 the Lord
## 5847 any country
## 5848 flood
## 5849 drought
## 5850 human wisdom
## 5851 the calamity
## 5852 no law
## 5853 us
## 5854 the consequences
## 5855 our own folly
## 5856 The men
## 5857 who
## 5858 the men
## 5859 who
## 5860 gains
## 5861 genuine work
## 5862 head
## 5863 hand
## 5864 any form
## 5865 a source
## 5866 menace
## 5867 themselves
## 5868 others
## 5869 the business world
## 5870 its head
## 5871 it
## 5872 what
## 5873 legislation
## 5874 Fundamentally the welfare
## 5875 each citizen
## 5876 therefore the welfare
## 5877 the aggregate
## 5878 citizens
## 5879 which
## 5880 the nation
## 5881 individual thrift
## 5882 energy
## 5883 resolution
## 5884 intelligence
## 5885 Nothing
## 5886 the place
## 5887 this individual capacity
## 5888 wise legislation
## 5889 honest and intelligent administration
## 5890 it
## 5891 the fullest scope
## 5892 the largest opportunity
## 5893 good effect
## 5894 The tremendous and highly complex industrial development
## 5895 which
## 5896 ever accelerated rapidity
## 5897 the latter half
## 5898 the nineteenth century
## 5899 us
## 5900 face
## 5901 face
## 5902 the beginning
## 5903 the twentieth
## 5904 very serious social problems
## 5905 The old laws
## 5906 the old customs
## 5907 which
## 5908 almost the binding force
## 5909 law
## 5910 the accumulation
## 5911 distribution
## 5912 wealth
## 5913 the industrial changes
## 5914 which
## 5915 the productive power
## 5916 mankind
## 5917 they
## 5918 The growth
## 5919 cities
## 5920 comparison
## 5921 the growth
## 5922 the country
## 5923 the upbuilding
## 5924 the great industrial centers
## 5925 a startling increase
## 5926 the aggregate
## 5927 wealth
## 5928 the number
## 5929 very large individual
## 5930 very large corporate, fortunes
## 5931 The creation
## 5932 these great corporate fortunes
## 5933 the tariff
## 5934 any other governmental action
## 5935 natural causes
## 5936 the business world
## 5937 other countries
## 5938 they
## 5939 The process
## 5940 much antagonism
## 5941 a great part
## 5942 which
## 5943 warrant
## 5944 It
## 5945 the contrary
## 5946 the average man
## 5947 the wage-worker
## 5948 the farmer
## 5949 the small trader
## 5950 this country
## 5951 the present time
## 5952 abuses
## 5953 the accumulation
## 5954 wealth
## 5955 it
## 5956 a fortune
## 5957 legitimate business
## 5958 the person
## 5959 condition
## 5960 immense incidental benefits
## 5961 others
## 5962 Successful enterprise
## 5963 the type
## 5964 which
## 5965 all mankind
## 5966 the conditions
## 5967 great prizes
## 5968 the rewards
## 5969 success
## 5970 The captains
## 5971 industry
## 5972 who
## 5973 the railway systems
## 5974 this continent
## 5975 who
## 5976 our commerce
## 5977 who
## 5978 our manufactures
## 5979 the whole
## 5980 great good
## 5981 our people
## 5982 them
## 5983 the material development
## 5984 which
## 5985 we
## 5986 place
## 5987 we
## 5988 the immense importance
## 5989 this material development
## 5990 the public good
## 5991 the strong and forceful men
## 5992 whom
## 5993 the success
## 5994 business operations
## 5995 The slightest study
## 5996 business conditions
## 5997 anyone
## 5998 a judgment
## 5999 the personal equation
## 6000 the most important factor
## 6001 a business operation
## 6002 the business ability
## 6003 the man
## 6004 the head
## 6005 any business concern
## 6006 the factor
## 6007 which
## 6008 the gulf
## 6009 striking success
## 6010 hopeless failure
## 6011 An additional reason
## 6012 caution
## 6013 corporations
## 6014 the international commercial conditions
## 6015 day
## 6016 The same business conditions
## 6017 which
## 6018 the great aggregations
## 6019 corporate and individual wealth
## 6020 them
## 6021 international Commercial competition
## 6022 Business concerns
## 6023 which
## 6024 the largest means
## 6025 their disposal
## 6026 the ablest men
## 6027 those
## 6028 which
## 6029 the lead
## 6030 the strife
## 6031 commercial supremacy
## 6032 the nations
## 6033 the world
## 6034 America
## 6035 that commanding position
## 6036 the international business world
## 6037 which
## 6038 we
## 6039 hers
## 6040 It
## 6041 the utmost importance
## 6042 this position
## 6043 a time
## 6044 the overflowing abundance
## 6045 our own natural resources
## 6046 the skill
## 6047 business energy
## 6048 mechanical aptitude
## 6049 our people
## 6050 foreign markets
## 6051 such conditions
## 6052 it
## 6053 cramp
## 6054 the youthful strength
## 6055 our Nation
## 6056 it
## 6057 ignorant violence
## 6058 the interests
## 6059 one set
## 6060 men
## 6061 the interests
## 6062 all
## 6063 The fundamental rule
## 6064 our national life
## 6065 --the rule
## 6066 which
## 6067 all others
## 6068 the whole
## 6069 the long run
## 6070 we
## 6071 exceptions
## 6072 times
## 6073 prosperity
## 6074 some
## 6075 times
## 6076 adversity
## 6077 some
## 6078 others
## 6079 a period
## 6080 good times
## 6081 all
## 6082 them
## 6083 a period
## 6084 hard times
## 6085 all
## 6086 the stress
## 6087 a greater or less degree
## 6088 It
## 6089 any proof
## 6090 this statement
## 6091 the memory
## 6092 the lean years
## 6093 which
## 6094 we
## 6095 them
## 6096 the conditions
## 6097 this very year
## 6098 which
## 6099 Disaster
## 6100 great business enterprises
## 6101 its effects
## 6102 the men
## 6103 the top
## 6104 It
## 6105 it
## 6106 everybody
## 6107 it
## 6108 The capitalist
## 6109 his luxuries
## 6110 the wage-worker
## 6111 even bare necessities
## 6112 The mechanism
## 6113 modern business
## 6114 extreme care
## 6115 it
## 6116 a spirit
## 6117 rashness
## 6118 ignorance
## 6119 those
## 6120 who
## 6121 it
## 6122 the great industrial combinations
## 6123 which
## 6124 technical inaccuracy
## 6125 trusts
## 6126 hatred
## 6127 fear
## 6128 These
## 6129 precisely the two emotions
## 6130 ignorance
## 6131 which
## 6132 men
## 6133 the exercise
## 6134 cool and steady judgment
## 6135 new industrial conditions
## 6136 the whole history
## 6137 the world
## 6138 legislation
## 6139 calm inquiry
## 6140 sober self-restraint
## 6141 the legislation
## 6142 the trusts
## 6143 it
## 6144 accordance
## 6145 a well-known sociological law
## 6146 the ignorant or reckless agitator
## 6147 the really effective friend
## 6148 the evils
## 6149 which
## 6150 he
## 6151 business interests
## 6152 the Government
## 6153 crude and ill-considered legislation
## 6154 what
## 6155 the risk
## 6156 such far-reaching national disaster
## 6157 it
## 6158 nothing
## 6159 The men
## 6160 who
## 6161 the undesirable serve
## 6162 the allies
## 6163 the forces
## 6164 which
## 6165 they
## 6166 war
## 6167 they
## 6168 those
## 6169 who
## 6170 rational fashion
## 6171 what
## 6172 the wrongs
## 6173 what extent
## 6174 what manner
## 6175 it
## 6176 remedies
## 6177 All this
## 6178 it
## 6179 real and grave evils
## 6180 the chief
## 6181 over-capitalization
## 6182 its many baleful consequences
## 6183 a resolute and practical effort
## 6184 these evils
## 6185 a widespread conviction
## 6186 the minds
## 6187 the American people
## 6188 the great corporations
## 6189 trusts
## 6190 their features
## 6191 tendencies
## 6192 the general welfare
## 6193 This springs
## 6194 no spirit
## 6195 envy
## 6196 lack
## 6197 pride
## 6198 the great industrial achievements
## 6199 that
## 6200 this country
## 6201 the head
## 6202 the nations
## 6203 commercial supremacy
## 6204 It
## 6205 a lack
## 6206 intelligent appreciation
## 6207 the necessity
## 6208 meeting
## 6209 conditions
## 6210 trade
## 6211 new methods
## 6212 ignorance
## 6213 the fact
## 6214 combination
## 6215 capital
## 6216 the effort
## 6217 great things
## 6218 the world's progress
## 6219 great things
## 6220 It
## 6221 sincere conviction
## 6222 combination
## 6223 concentration
## 6224 reasonable limits
## 6225 my judgment
## 6226 this conviction
## 6227 It
## 6228 no limitation
## 6229 property rights
## 6230 freedom
## 6231 contract
## 6232 men
## 6233 Government
## 6234 the privilege
## 6235 business
## 6236 corporate form
## 6237 which
## 6238 them
## 6239 individual responsibility
## 6240 them
## 6241 their enterprises
## 6242 the capital
## 6243 the public
## 6244 they
## 6245 absolutely truthful representations
## 6246 the value
## 6247 the property
## 6248 which
## 6249 the capital
## 6250 Corporations
## 6251 interstate commerce
## 6252 they
## 6253 a license
## 6254 the public injury
## 6255 It
## 6256 the aim
## 6257 those
## 6258 who
## 6259 social- betterment
## 6260 the business world
## 6261 crimes
## 6262 cunning
## 6263 the entire body politic
## 6264 crimes
## 6265 violence
## 6266 Great corporations
## 6267 they
## 6268 our institutions
## 6269 it
## 6270 our right
## 6271 our duty
## 6272 they
## 6273 harmony
## 6274 these institutions
## 6275 the great industrial combinations
## 6276 knowledge
## 6277 the facts
## 6278 publicity
## 6279 the interest
## 6280 the public
## 6281 the Government
## 6282 the right
## 6283 the workings
## 6284 the great corporations
## 6285 interstate business
## 6286 Publicity
## 6287 the only sure remedy
## 6288 which
## 6289 we
## 6290 What further remedies
## 6291 the way
## 6292 governmental regulation
## 6293 taxation
## 6294 publicity
## 6295 process
## 6296 law
## 6297 the course
## 6298 administration
## 6299 The first requisite
## 6300 knowledge
## 6301 knowledge
## 6302 which
## 6303 the world
## 6304 \n\nArtificial bodies
## 6305 corporations
## 6306 joint stock
## 6307 other associations
## 6308 any statutory law
## 6309 their existence
## 6310 privileges
## 6311 proper governmental supervision
## 6312 full and accurate information
## 6313 their operations
## 6314 reasonable intervals
## 6315 The large corporations
## 6316 trusts
## 6317 one State
## 6318 business
## 6319 many States
## 6320 very little business
## 6321 the State
## 6322 they
## 6323 utter lack
## 6324 uniformity
## 6325 the State laws
## 6326 them
## 6327 no State
## 6328 any exclusive interest
## 6329 power
## 6330 their acts
## 6331 it
## 6332 practice
## 6333 adequate regulation
## 6334 State action
## 6335 the interest
## 6336 the whole people
## 6337 the Nation
## 6338 the power
## 6339 the States
## 6340 the matter
## 6341 itself
## 6342 power
## 6343 supervision
## 6344 regulation
## 6345 all corporations
## 6346 an interstate business
## 6347 This
## 6348 the corporation
## 6349 a portion
## 6350 its wealth
## 6351 the existence
## 6352 some monopolistic element
## 6353 tendency
## 6354 its business
## 6355 no hardship
## 6356 such supervision
## 6357 banks
## 6358 it
## 6359 their case
## 6360 it
## 6361 a simple matter
## 6362 course
## 6363 it
## 6364 supervision
## 6365 corporations
## 6366 the National Government
## 6367 the case
## 6368 the supervision
## 6369 them
## 6370 a State
## 6371 Massachusetts
## 6372 order
## 6373 excellent results
## 6374 the Constitution
## 6375 the end
## 6376 the eighteenth century
## 6377 no human wisdom
## 6378 the sweeping changes
## 6379 industrial and political conditions
## 6380 which
## 6381 place
## 6382 the beginning
## 6383 the twentieth century
## 6384 that time
## 6385 it
## 6386 a matter
## 6387 course
## 6388 the several States
## 6389 the proper authorities
## 6390 the comparatively insignificant and strictly localized corporate bodies
## 6391 the day
## 6392 The conditions
## 6393 wholly different and wholly different action
## 6394 I
## 6395 a law
## 6396 which
## 6397 the National Government
## 6398 control
## 6399 the lines
## 6400 the experience
## 6401 the passage
## 6402 administration
## 6403 the Interstate-Commerce Act
## 6404 the judgment
## 6405 the Congress
## 6406 it
## 6407 the constitutional power
## 6408 such an act
## 6409 a constitutional amendment
## 6410 the power
## 6411 a Cabinet officer
## 6412 Secretary
## 6413 Commerce
## 6414 Industries
## 6415 the bill
## 6416 the last session
## 6417 the Congress
## 6418 It
## 6419 his province
## 6420 commerce
## 6421 its broadest sense
## 6422 many other things
## 6423 whatever
## 6424 labor
## 6425 all matters
## 6426 the great business corporations
## 6427 our merchant marine
## 6428 The course
## 6429 one phase
## 6430 what
## 6431 a comprehensive and far-reaching scheme
## 6432 constructive statesmanship
## 6433 the purpose
## 6434 our markets
## 6435 our business interests
## 6436 a safe basis
## 6437 our new position
## 6438 the international industrial world
## 6439 the rights
## 6440 wage-worker
## 6441 capitalist
## 6442 investor
## 6443 private citizen
## 6444 equity
## 6445 man
## 6446 man
## 6447 this Republic
## 6448 the sole exception
## 6449 the farming interest
## 6450 no one matter
## 6451 such vital moment
## 6452 our whole people
## 6453 the welfare
## 6454 the wage-workers
## 6455 the farmer
## 6456 the wage-worker
## 6457 it
## 6458 all others
## 6459 It
## 6460 a matter
## 6461 hearty congratulation
## 6462 the whole wages
## 6463 day
## 6464 the United States
## 6465 our history
## 6466 any other country
## 6467 The standard
## 6468 living
## 6469 Every effort
## 6470 legislator
## 6471 administrator
## 6472 the permanency
## 6473 this condition
## 6474 things
## 6475 its improvement
## 6476 our labor
## 6477 the tariff
## 6478 it
## 6479 it
## 6480 the presence
## 6481 this country
## 6482 any laborers
## 6483 contract
## 6484 those
## 6485 who
## 6486 a standard
## 6487 they
## 6488 our men
## 6489 the labor market
## 6490 them
## 6491 a lower level
## 6492 I
## 6493 it
## 6494 this end
## 6495 view
## 6496 immediately the law
## 6497 Chinese laborers
## 6498 it
## 6499 order
## 6500 its enforcement
## 6501 The National Government
## 6502 the highest quality
## 6503 service
## 6504 its employees
## 6505 return
## 6506 it
## 6507 a good employer
## 6508 possible legislation
## 6509 connection
## 6510 the Interstate Commerce Law
## 6511 which
## 6512 the efforts
## 6513 different States
## 6514 the competition
## 6515 convict contract labor
## 6516 the open labor market
## 6517 the conditions
## 6518 Government work
## 6519 provision
## 6520 the enforcement
## 6521 the eight-hour law
## 6522 all industries
## 6523 the United States Government women
## 6524 children
## 6525 excessive hours
## 6526 labor
## 6527 night work
## 6528 work
## 6529 unsanitary conditions
## 6530 The Government
## 6531 its contracts
## 6532 all work
## 6533 "fair" conditions
## 6534 addition
## 6535 a high standard
## 6536 it
## 6537 proper inspection
## 6538 the subcontractors
## 6539 The Government
## 6540 all night work
## 6541 women
## 6542 children
## 6543 excessive overtime
## 6544 Columbia
## 6545 a powerful indirect aid
## 6546 such laws
## 6547 provision
## 6548 the inhabited alleys
## 6549 the existence
## 6550 which
## 6551 a reproach
## 6552 our Capital city
## 6553 minor streets
## 6554 the inhabitants
## 6555 conditions
## 6556 health
## 6557 morals
## 6558 American wage-workers
## 6559 their heads
## 6560 their hands
## 6561 they
## 6562 a keen pride
## 6563 what
## 6564 they
## 6565 the reward
## 6566 they
## 6567 a perfect job
## 6568 This
## 6569 the great secret
## 6570 our success
## 6571 competition
## 6572 the labor
## 6573 foreign countries
## 6574 The most vital problem
## 6575 which
## 6576 that matter
## 6577 the problem
## 6578 which
## 6579 one side
## 6580 the betterment
## 6581 social conditions
## 6582 large cities
## 6583 another side
## 6584 that tangle
## 6585 far-reaching questions
## 6586 which
## 6587 we
## 6588 we
## 6589 labor
## 6590 The chief factor
## 6591 the success
## 6592 each man
## 6593 wage-worker
## 6594 farmer
## 6595 the sum total
## 6596 his own individual qualities
## 6597 abilities
## 6598 this
## 6599 the power
## 6600 combination
## 6601 association
## 6602 others
## 6603 associations
## 6604 unions
## 6605 wage-workers
## 6606 forethought
## 6607 they
## 6608 insistence
## 6609 their own rights
## 6610 law-abiding respect
## 6611 the rights
## 6612 others
## 6613 The display
## 6614 these qualities
## 6615 such bodies
## 6616 a duty
## 6617 the nation
## 6618 the associations
## 6619 themselves
## 6620 many cases
## 6621 action
## 6622 the Government
## 6623 order
## 6624 the rights
## 6625 interests
## 6626 all
## 6627 our Constitution
## 6628 much more scope
## 6629 such action
## 6630 the State
## 6631 the municipality
## 6632 the nation
## 6633 points
## 6634 those
## 6635 the National Government
## 6636 all
## 6637 the rule
## 6638 brotherhood
## 6639 the indispensable prerequisite
## 6640 success
## 6641 the kind
## 6642 national life
## 6643 which
## 6644 we
## 6645 Each man
## 6646 himself
## 6647 he
## 6648 no outside help
## 6649 him
## 6650 each man
## 6651 he
## 6652 his brother's keeper
## 6653 no man
## 6654 who
## 6655 advantage
## 6656 himself
## 6657 anyone
## 6658 times
## 6659 each
## 6660 times
## 6661 the helping hand
## 6662 him
## 6663 aid
## 6664 the form
## 6665 a man
## 6666 himself
## 6667 we
## 6668 ourselves
## 6669 the work
## 6670 that
## 6671 common interest
## 6672 all
## 6673 Our present immigration laws
## 6674 We
## 6675 every honest and efficient immigrant
## 6676 an American citizen
## 6677 every immigrant
## 6678 who
## 6679 who
## 6680 a strong body
## 6681 a stout heart
## 6682 a good head
## 6683 a resolute purpose
## 6684 his duty
## 6685 every way
## 6686 his children
## 6687 law-abiding and God-fearing members
## 6688 the community
## 6689 a comprehensive law
## 6690 the object
## 6691 a threefold improvement
## 6692 our present system
## 6693 we
## 6694 absolutely not only all persons
## 6695 who
## 6696 believers
## 6697 anarchistic principles
## 6698 members
## 6699 anarchistic societies
## 6700 all persons
## 6701 who
## 6702 a low moral tendency
## 6703 unsavory reputation
## 6704 This
## 6705 we
## 6706 a more thorough system
## 6707 inspection
## 6708 examination
## 6709 our immigration ports
## 6710 The second object
## 6711 a proper immigration law
## 6712 educational test
## 6713 American institutions
## 6714 American citizens
## 6715 This
## 6716 all anarchists
## 6717 them
## 6718 the intelligent criminal class
## 6719 it
## 6720 what
## 6721 point
## 6722 the sum
## 6723 ignorance
## 6724 the envy
## 6725 suspicion
## 6726 malignant passion
## 6727 hatred
## 6728 order
## 6729 which anarchistic sentiment
## 6730 all persons
## 6731 who
## 6732 a certain standard
## 6733 economic fitness
## 6734 our industrial field
## 6735 competitors
## 6736 American labor
## 6737 proper proof
## 6738 personal capacity
## 6739 an American living
## 6740 enough money
## 6741 a decent start
## 6742 American conditions
## 6743 This
## 6744 the influx
## 6745 cheap labor
## 6746 the resulting competition
## 6747 which
## 6748 rise
## 6749 bitterness
## 6750 American industrial life
## 6751 it
## 6752 the springs
## 6753 the pestilential social conditions
## 6754 our great cities
## 6755 anarchistic organizations
## 6756 their greatest possibility
## 6757 growth
## 6758 \n\nBoth the educational and economic tests
## 6759 a wise immigration law
## 6760 the general body politic
## 6761 A very close supervision
## 6762 the steamship companies
## 6763 which
## 6764 the immigrants
## 6765 they
## 6766 a strict accountability
## 6767 any infraction
## 6768 the law
## 6769 general acquiescence
## 6770 our present tariff system
## 6771 a national policy
## 6772 The first requisite
## 6773 our prosperity
## 6774 the continuity
## 6775 stability
## 6776 this economic policy
## 6777 Nothing
## 6778 the business interests
## 6779 the country
## 6780 any general tariff change
## 6781 this time
## 6782 apprehension
## 6783 uncertainty
## 6784 what
## 6785 we
## 6786 the interest
## 6787 our commercial and material well-being
## 6788 Our experience
## 6789 the past
## 6790 sweeping revisions
## 6791 the tariff
## 6792 conditions
## 6793 closely approaching panic
## 6794 the business world
## 6795 it
## 6796 the stability
## 6797 our economic system
## 6798 a supplementary system
## 6799 reciprocal benefit
## 6800 obligation
## 6801 other nations
## 6802 Such reciprocity
## 6803 an incident
## 6804 result
## 6805 the firm establishment
## 6806 preservation
## 6807 our present economic policy
## 6808 It
## 6809 the present tariff law
## 6810 Reciprocity
## 6811 the handmaiden
## 6812 protection
## 6813 Our first duty
## 6814 the protection
## 6815 the tariff
## 6816 every case
## 6817 it
## 6818 that reciprocity
## 6819 it
## 6820 injury
## 6821 our home industries
## 6822 this
## 6823 the individual case
## 6824 every application
## 6825 our tariff policy
## 6826 our shifting national needs
## 6827 the cardinal fact
## 6828 the duties
## 6829 the point
## 6830 that
## 6831 the difference
## 6832 the labor cost
## 6833 The well-being
## 6834 the wage-worker
## 6835 a prime consideration
## 6836 our entire policy
## 6837 economic legislation
## 6838 this proviso
## 6839 the proper protection
## 6840 our industrial well-being
## 6841 home
## 6842 the principle
## 6843 reciprocity
## 6844 our hearty support
## 6845 The phenomenal growth
## 6846 our export trade
## 6847 the urgency
## 6848 the need
## 6849 wider markets
## 6850 a liberal policy
## 6851 foreign nations
## 6852 Whatever
## 6853 the way
## 6854 trade restrictions
## 6855 The customers
## 6856 whom
## 6857 we
## 6858 our surplus products
## 6859 the long run
## 6860 those surplus products
## 6861 us
## 6862 something
## 6863 return
## 6864 Their ability
## 6865 our products
## 6866 our tariff
## 6867 us
## 6868 them
## 6869 those products
## 6870 which
## 6871 we
## 6872 harm
## 6873 our own industries
## 6874 labor
## 6875 the use
## 6876 which
## 6877 marked benefit
## 6878 us
## 6879 It
## 6880 we
## 6881 the high level
## 6882 our present prosperity
## 6883 We
## 6884 the point
## 6885 the development
## 6886 our interests
## 6887 we
## 6888 our own markets
## 6889 a constantly growing surplus
## 6890 which
## 6891 we
## 6892 markets
## 6893 these markets
## 6894 we
## 6895 existing duties
## 6896 any case
## 6897 they
## 6898 the purpose
## 6899 protection
## 6900 any case
## 6901 the article
## 6902 the duty
## 6903 revenue
## 6904 us
## 6905 something
## 6906 exchange
## 6907 what
## 6908 we
## 6909 The cordial relations
## 6910 other nations
## 6911 which
## 6912 the course
## 6913 our own interests
## 6914 The natural line
## 6915 development
## 6916 a policy
## 6917 reciprocity
## 6918 connection
## 6919 those
## 6920 our productions
## 6921 which
## 6922 all
## 6923 the support
## 6924 them
## 6925 a sound basis
## 6926 those others
## 6927 economic causes
## 6928 we
## 6929 the reach
## 6930 successful competition
## 6931 I
## 6932 the attention
## 6933 the Senate
## 6934 the reciprocity treaties
## 6935 it
## 6936 my predecessor
## 6937 The condition
## 6938 the American merchant marine
## 6939 immediate remedial action
## 6940 the Congress
## 6941 It
## 6942 us
## 6943 a Nation
## 6944 our merchant marine
## 6945 comparison
## 6946 that
## 6947 other nations
## 6948 which
## 6949 we
## 6950 other forms
## 6951 business
## 6952 We
## 6953 conditions
## 6954 which
## 6955 only a trifling portion
## 6956 our great commerce
## 6957 our own ships
## 6958 this state
## 6959 things
## 6960 our shipping interests
## 6961 it
## 6962 benefit
## 6963 all
## 6964 who
## 6965 the permanent establishment
## 6966 a wider market
## 6967 American products
## 6968 an auxiliary force
## 6969 the Navy
## 6970 Ships
## 6971 their own countries
## 6972 railroads
## 6973 their terminal points
## 6974 Shipping lines
## 6975 the principal countries
## 6976 which
## 6977 we
## 6978 dealings
## 6979 political as well as commercial benefit
## 6980 every standpoint
## 6981 it
## 6982 the United States
## 6983 the ships
## 6984 competing nations
## 6985 the distribution
## 6986 our goods
## 6987 It
## 6988 American goods
## 6989 American-built ships
## 6990 present American shipping
## 6991 certain great disadvantages
## 6992 competition
## 6993 the shipping
## 6994 foreign countries
## 6995 the fast foreign steamships
## 6996 a speed
## 6997 fourteen knots
## 6998 all our ships
## 6999 sailing vessels
## 7000 steamers
## 7001 cargo carriers
## 7002 slow speed and mail carriers
## 7003 high speed
## 7004 the fact
## 7005 the original cost
## 7006 American ships
## 7007 the case
## 7008 the wages
## 7009 American officers
## 7010 seamen
## 7011 those
## 7012 the officers
## 7013 seamen
## 7014 foreign competing countries
## 7015 the standard
## 7016 our ships
## 7017 the standard
## 7018 the ships
## 7019 our commercial rivals
## 7020 Our Government
## 7021 such action
## 7022 these inequalities
## 7023 The American merchant marine
## 7024 the ocean
## 7025 The Act
## 7026 March
## 7027 gold
## 7028 the standard money
## 7029 a parity
## 7030 all forms
## 7031 money
## 7032 use
## 7033 us
## 7034 The price
## 7035 our Government bonds
## 7036 the world's market
## 7037 the price
## 7038 similar obligations
## 7039 other nations
## 7040 a flattering tribute
## 7041 our public credit
## 7042 it
## 7043 the National Banking Law
## 7044 sufficient liberty
## 7045 the proper exercise
## 7046 the banking function
## 7047 need
## 7048 better safeguards
## 7049 the deranging influence
## 7050 commercial crises
## 7051 financial panics
## 7052 the currency
## 7053 the country
## 7054 the demands
## 7055 our domestic trade
## 7056 commerce
## 7057 The collections
## 7058 duties
## 7059 imports
## 7060 internal taxes
## 7061 the ordinary expenditures
## 7062 the Government
## 7063 the reduced army expenditures
## 7064 The utmost care
## 7065 the revenues
## 7066 any possibility
## 7067 a deficit
## 7068 any such contingency
## 7069 which
## 7070 the revenues
## 7071 the limit
## 7072 our actual needs
## 7073 his report
## 7074 the Congress
## 7075 the Secretary
## 7076 the Treasury
## 7077 all these questions
## 7078 length
## 7079 I
## 7080 your attention
## 7081 the report
## 7082 recommendations
## 7083 I
## 7084 special attention
## 7085 the need
## 7086 strict economy
## 7087 expenditures
## 7088 The fact
## 7089 our national needs
## 7090 us
## 7091 whatever
## 7092 our well-being
## 7093 us
## 7094 our national resources
## 7095 each
## 7096 us
## 7097 his private resources
## 7098 scrupulous avoidance
## 7099 anything
## 7100 wasteful or reckless expenditure
## 7101 avoidance
## 7102 money
## 7103 what
## 7104 we
## 7105 our income
## 7106 the point
## 7107 our needs
## 7108 that
## 7109 a measure
## 7110 the regulation
## 7111 interstate railways
## 7112 the Interstate Commerce Act
## 7113 The cardinal provisions
## 7114 that act
## 7115 railway rates
## 7116 all shippers
## 7117 localities
## 7118 commodities
## 7119 equal treatment
## 7120 A commission
## 7121 what
## 7122 the necessary powers
## 7123 the provisions
## 7124 this act
## 7125 That law
## 7126 an experiment
## 7127 Experience
## 7128 the wisdom
## 7129 its purposes
## 7130 some
## 7131 its requirements
## 7132 the means
## 7133 the enforcement
## 7134 its provisions
## 7135 Those
## 7136 who
## 7137 the management
## 7138 the railways allege
## 7139 established rates
## 7140 rebates
## 7141 similar devices
## 7142 these preferences
## 7143 favor
## 7144 the large shipper
## 7145 they
## 7146 business
## 7147 the smaller competitor
## 7148 many rates
## 7149 many others
## 7150 gross preferences
## 7151 both localities
## 7152 commodities
## 7153 the other hand
## 7154 the railways
## 7155 the law
## 7156 its very terms
## 7157 these illegal practices
## 7158 depriving carriers
## 7159 that right
## 7160 concerted action
## 7161 which
## 7162 they
## 7163 non-discriminating rates
## 7164 The act
## 7165 The railway
## 7166 a public servant
## 7167 Its rates
## 7168 all shippers
## 7169 The Government
## 7170 it
## 7171 its jurisdiction
## 7172 this
## 7173 a speedy, inexpensive, and effective remedy
## 7174 that end
## 7175 the same time
## 7176 it
## 7177 our railways
## 7178 the arteries
## 7179 which
## 7180 the commercial lifeblood
## 7181 this Nation
## 7182 Nothing
## 7183 the enactment
## 7184 legislation
## 7185 which
## 7186 the development
## 7187 operation
## 7188 these commercial agencies
## 7189 The subject
## 7190 great importance
## 7191 the earnest attention
## 7192 the Congress
## 7193 The Department
## 7194 Agriculture
## 7195 the past fifteen years
## 7196 its work
## 7197 economic lines
## 7198 results
## 7199 real value
## 7200 domestic and foreign trade
## 7201 It
## 7202 new fields
## 7203 it
## 7204 touch
## 7205 all sections
## 7206 our country
## 7207 the island groups
## 7208 that
## 7209 our jurisdiction
## 7210 whose people
## 7211 agriculture
## 7212 a livelihood
## 7213 It
## 7214 the world
## 7215 grains
## 7216 grasses
## 7217 fruits
## 7218 vegetables
## 7219 introduction
## 7220 localities
## 7221 the several States
## 7222 Territories
## 7223 they
## 7224 our resources
## 7225 scientific attention
## 7226 soil survey
## 7227 possible new crops
## 7228 breeding
## 7229 new varieties
## 7230 plants
## 7231 experimental shipments
## 7232 animal industry
## 7233 applied chemistry
## 7234 very practical aid
## 7235 our farming and stock-growing interests
## 7236 The products
## 7237 the farm
## 7238 an unprecedented place
## 7239 our export trade
## 7240 the year
## 7241 that
## 7242 Public opinion
## 7243 the United States
## 7244 a just appreciation
## 7245 the value
## 7246 forests
## 7247 natural growth
## 7248 The great part
## 7249 them
## 7250 the creation
## 7251 maintenance
## 7252 the national wealth
## 7253 Wise forest protection
## 7254 the withdrawal
## 7255 forest resources
## 7256 wood
## 7257 water
## 7258 grass
## 7259 their full share
## 7260 the welfare
## 7261 the people
## 7262 the contrary
## 7263 the assurance
## 7264 larger and more certain supplies
## 7265 The fundamental idea
## 7266 forestry
## 7267 the perpetuation
## 7268 forests
## 7269 use
## 7270 Forest protection
## 7271 an end
## 7272 itself
## 7273 it
## 7274 a means
## 7275 the resources
## 7276 our country
## 7277 the industries
## 7278 which
## 7279 them
## 7280 The preservation
## 7281 our forests
## 7282 an imperative business necessity
## 7283 We
## 7284 whatever
## 7285 the forest
## 7286 way
## 7287 agriculture
## 7288 our well
## 7289 The practical usefulness
## 7290 the national forest reserves
## 7291 the mining
## 7292 grazing
## 7293 irrigation
## 7294 other interests
## 7295 the regions
## 7296 which
## 7297 the reserves
## 7298 a widespread demand
## 7299 the people
## 7300 the West
## 7301 their protection
## 7302 extension
## 7303 The forest reserves
## 7304 still greater use
## 7305 the future
## 7306 the past
## 7307 Additions
## 7308 them
## 7309 their usefulness
## 7310 a thoroughly business-like management
## 7311 the protection
## 7312 the forest reserves
## 7313 the General Land Office
## 7314 the mapping
## 7315 description
## 7316 their timber
## 7317 the United States Geological Survey
## 7318 the preparation
## 7319 plans
## 7320 their conservative use
## 7321 the Bureau
## 7322 Forestry
## 7323 which
## 7324 the general advancement
## 7325 practical forestry
## 7326 the United States
## 7327 These various functions
## 7328 the Bureau
## 7329 Forestry
## 7330 which
## 7331 they
## 7332 The present diffusion
## 7333 responsibility
## 7334 every standpoint
## 7335 It
## 7336 effective co
## 7337 -
## 7338 operation
## 7339 the Government
## 7340 the men
## 7341 who
## 7342 the resources
## 7343 the reserves
## 7344 which
## 7345 the interests
## 7346 both
## 7347 The scientific bureaus
## 7348 the Department
## 7349 Agriculture
## 7350 The President
## 7351 law
## 7352 the power
## 7353 lands
## 7354 use
## 7355 forest reserves
## 7356 the Department
## 7357 Agriculture
## 7358 He
## 7359 such power
## 7360 the case
## 7361 lands
## 7362 the Departments
## 7363 War
## 7364 the Navy
## 7365 The wise administration
## 7366 the forest reserves
## 7367 the interests
## 7368 which
## 7369 water
## 7370 those
## 7371 which
## 7372 wood
## 7373 grass
## 7374 The water supply
## 7375 itself
## 7376 the forest
## 7377 the arid region
## 7378 it
## 7379 water
## 7380 land
## 7381 which
## 7382 production
## 7383 The western half
## 7384 the United States
## 7385 a population
## 7386 that
## 7387 our whole country
## 7388 day
## 7389 the waters
## 7390 that
## 7391 waste
## 7392 irrigation
## 7393 The forest and water problems
## 7394 the most vital internal questions
## 7395 the United States
## 7396 the forest reserves
## 7397 preserves
## 7398 the wild forest creatures
## 7399 All
## 7400 the reserves
## 7401 fires
## 7402 them
## 7403 special protection
## 7404 the great injury
## 7405 live stock
## 7406 sheep
## 7407 The increase
## 7408 deer
## 7409 elk
## 7410 other animals
## 7411 the Yellowstone Park
## 7412 what
## 7413 other mountain forests
## 7414 law
## 7415 Some
## 7416 these areas
## 7417 surface vegetation
## 7418 the ground breeding birds
## 7419 grouse
## 7420 quail
## 7421 many mammals
## 7422 deer
## 7423 the same time
## 7424 the water-storing capacity
## 7425 the surface
## 7426 floods
## 7427 times
## 7428 rain
## 7429 the flow
## 7430 streams
## 7431 rains
## 7432 cases
## 7433 natural conditions
## 7434 a few years
## 7435 vegetation
## 7436 the ground
## 7437 birds
## 7438 deer
## 7439 hundreds
## 7440 persons
## 7441 the immediate neighborhood
## 7442 the privilege
## 7443 camping
## 7444 the forest reserves
## 7445 perpetual protection
## 7446 the native fauna
## 7447 flora
## 7448 refuge
## 7449 our rapidly diminishing wild animals
## 7450 the larger kinds
## 7451 the ever-increasing numbers
## 7452 men
## 7453 women
## 7454 who
## 7455 rest
## 7456 health
## 7457 recreation
## 7458 the splendid forests
## 7459 flower-clad meadows
## 7460 our mountains
## 7461 The forest reserves
## 7462 the use
## 7463 benefit
## 7464 our people
## 7465 a whole
## 7466 the shortsighted greed
## 7467 The forests
## 7468 natural reservoirs
## 7469 the streams
## 7470 flood
## 7471 them
## 7472 drought
## 7473 they
## 7474 the use
## 7475 waters
## 7476 They
## 7477 the soil
## 7478 washing
## 7479 the storage reservoirs
## 7480 silt
## 7481 Forest conservation
## 7482 an essential condition
## 7483 water conservation
## 7484 The forests
## 7485 the waters
## 7486 the arid region
## 7487 Great storage works
## 7488 the flow
## 7489 streams
## 7490 the flood waters
## 7491 Their construction
## 7492 an undertaking
## 7493 private effort
## 7494 it
## 7495 the individual States
## 7496 Far-reaching interstate problems
## 7497 the resources
## 7498 single States
## 7499 It
## 7500 a national function
## 7501 some
## 7502 its features
## 7503 It
## 7504 the National Government
## 7505 the streams
## 7506 rivers
## 7507 the arid region
## 7508 engineering works
## 7509 water storage
## 7510 the humid region
## 7511 engineering works
## 7512 another kind
## 7513 The storing
## 7514 the floods
## 7515 reservoirs
## 7516 the headwaters
## 7517 our rivers
## 7518 an enlargement
## 7519 our present policy
## 7520 river control
## 7521 which
## 7522 levees
## 7523 the lower reaches
## 7524 the same streams
## 7525 The Government
## 7526 these reservoirs
## 7527 it
## 7528 other public works
## 7529 their purpose
## 7530 the flow
## 7531 streams
## 7532 the water
## 7533 the channels
## 7534 the dry season
## 7535 the same course
## 7536 the same laws
## 7537 the natural flow
## 7538 The reclamation
## 7539 the unsettled arid public lands
## 7540 a different problem
## 7541 it
## 7542 the flow
## 7543 streams
## 7544 The object
## 7545 the Government
## 7546 the land
## 7547 settlers
## 7548 who
## 7549 homes
## 7550 it
## 7551 this object water
## 7552 their reach
## 7553 The pioneer settlers
## 7554 the arid public domain
## 7555 their homes
## 7556 streams
## 7557 which
## 7558 they
## 7559 themselves
## 7560 the water
## 7561 their holdings
## 7562 Such opportunities
## 7563 vast areas
## 7564 public land
## 7565 which
## 7566 homestead settlement
## 7567 reservoirs
## 7568 main-line canals
## 7569 private enterprise
## 7570 the National Government
## 7571 The lands
## 7572 them
## 7573 the Government
## 7574 actual settlers
## 7575 the cost
## 7576 construction
## 7577 the land
## 7578 The distribution
## 7579 the water
## 7580 the division
## 7581 the streams
## 7582 irrigators
## 7583 the settlers
## 7584 themselves
## 7585 conformity
## 7586 State laws
## 7587 interference
## 7588 those laws
## 7589 vested fights
## 7590 The policy
## 7591 the National Government
## 7592 irrigation
## 7593 the several States
## 7594 Territories
## 7595 such manner
## 7596 the people
## 7597 the local communities
## 7598 themselves
## 7599 needed reforms
## 7600 the State laws
## 7601 regulations
## 7602 irrigation
## 7603 The reclamation
## 7604 settlement
## 7605 the arid lands
## 7606 every portion
## 7607 our country
## 7608 the settlement
## 7609 the Ohio and Mississippi valleys
## 7610 prosperity
## 7611 the Atlantic States
## 7612 The increased demand
## 7613 manufactured articles
## 7614 industrial production
## 7615 wider home markets
## 7616 the trade
## 7617 Asia
## 7618 the larger food supplies
## 7619 Western competition
## 7620 Eastern agriculture
## 7621 the products
## 7622 irrigation
## 7623 upbuilding local centers
## 7624 mining and other industries
## 7625 which
## 7626 existence
## 7627 Our people
## 7628 a whole
## 7629 successful home-making
## 7630 another name
## 7631 the upbuilding
## 7632 the nation
## 7633 The necessary foundation
## 7634 the inauguration
## 7635 the policy
## 7636 It
## 7637 a great deal
## 7638 what
## 7639 what
## 7640 the early efforts
## 7641 which
## 7642 necessity
## 7643 character
## 7644 the very beginning
## 7645 the Government
## 7646 shadow
## 7647 doubt
## 7648 its intention
## 7649 this policy
## 7650 lines
## 7651 the broadest public interest
## 7652 No reservoir
## 7653 canal
## 7654 selfish personal or local interests
## 7655 accordance
## 7656 the advice
## 7657 trained experts
## 7658 long investigation
## 7659 the locality
## 7660 all the conditions
## 7661 the work
## 7662 the greatest usefulness
## 7663 the community
## 7664 a whole
## 7665 no extravagance
## 7666 the believers
## 7667 the need
## 7668 irrigation
## 7669 their cause
## 7670 it
## 7671 it
## 7672 the least taint
## 7673 excessive or reckless expenditure
## 7674 the public moneys
## 7675 Whatever
## 7676 the nation
## 7677 the extension
## 7678 irrigation
## 7679 the condition
## 7680 those
## 7681 irrigated land
## 7682 We
## 7683 the starting point
## 7684 this development
## 7685 Over two hundred millions
## 7686 private capital
## 7687 the construction
## 7688 irrigation works
## 7689 many million acres
## 7690 arid land
## 7691 A high degree
## 7692 enterprise
## 7693 ability
## 7694 the work
## 7695 itself
## 7696 reference
## 7697 the laws
## 7698 thereto
## 7699 The security
## 7700 value
## 7701 the homes
## 7702 the stability
## 7703 titles
## 7704 water
## 7705 the majority
## 7706 these rest
## 7707 the uncertain foundation
## 7708 court decisions
## 7709 ordinary suits
## 7710 law
## 7711 a few creditable exceptions
## 7712 the arid States
## 7713 the certain and just division
## 7714 streams
## 7715 times
## 7716 scarcity
## 7717 Lax
## 7718 laws
## 7719 it
## 7720 rights
## 7721 water
## 7722 excess
## 7723 actual uses
## 7724 necessities
## 7725 many streams
## 7726 private ownership
## 7727 a control
## 7728 ownership
## 7729 Whoever
## 7730 a stream
## 7731 the land
## 7732 it
## 7733 the doctrine
## 7734 private ownership
## 7735 water
## 7736 land
## 7737 enduring wrong
## 7738 The recognition
## 7739 such ownership
## 7740 which
## 7741 the arid regions
## 7742 way
## 7743 a more enlightened and larger recognition
## 7744 the rights
## 7745 the public
## 7746 the control
## 7747 disposal
## 7748 the public water supplies
## 7749 Laws
## 7750 conditions
## 7751 humid regions
## 7752 water
## 7753 it
## 7754 no proper application
## 7755 a dry country
## 7756 the arid States
## 7757 the only right
## 7758 water
## 7759 which
## 7760 that
## 7761 use
## 7762 irrigation
## 7763 this right
## 7764 the land
## 7765 inseparable therefrom
## 7766 perpetual water rights
## 7767 others
## 7768 users
## 7769 compensation
## 7770 the public
## 7771 all the objections
## 7772 which
## 7773 perpetual franchises
## 7774 the public utilities
## 7775 cities
## 7776 the Western States
## 7777 this
## 7778 their constitutions
## 7779 the doctrine
## 7780 perpetual State ownership
## 7781 water
## 7782 The benefits
## 7783 which
## 7784 the unaided development
## 7785 the past
## 7786 the nation's aid
## 7787 co
## 7788 -
## 7789 operation
## 7790 the more difficult and important work
## 7791 Laws
## 7792 homes
## 7793 those
## 7794 which
## 7795 the water supply
## 7796 they
## 7797 the sanction
## 7798 the irrigators
## 7799 reforms
## 7800 they
## 7801 the enlightenment
## 7802 the people
## 7803 The larger development
## 7804 which
## 7805 every arid
## 7806 State
## 7807 the determination
## 7808 its irrigation system
## 7809 justice
## 7810 effectiveness
## 7811 that
## 7812 any country
## 7813 the civilized world
## 7814 Nothing
## 7815 isolated communities
## 7816 everything
## 7817 what
## 7818 We
## 7819 a new and momentous question
## 7820 the pregnant years
## 7821 institutions
## 7822 what
## 7823 we
## 7824 not only the present but future generations
## 7825 Our aim
## 7826 the largest area
## 7827 land
## 7828 homes
## 7829 the largest number
## 7830 people
## 7831 this new industry
## 7832 the best possible social and industrial conditions
## 7833 this
## 7834 we
## 7835 the existing situation
## 7836 ourselves
## 7837 the best experience
## 7838 the time
## 7839 the solution
## 7840 its problems
## 7841 A careful study
## 7842 the Nation
## 7843 the States
## 7844 the irrigation laws
## 7845 conditions
## 7846 it
## 7847 the Nation
## 7848 the several arid States
## 7849 proportion
## 7850 these States
## 7851 their legislation
## 7852 administration
## 7853 themselves
## 7854 it
## 7855 Hawaii
## 7856 our aim
## 7857 the Territory
## 7858 the traditional American lines
## 7859 We
## 7860 a region
## 7861 large estates
## 7862 cheap labor
## 7863 we
## 7864 a healthy American community
## 7865 men
## 7866 who
## 7867 themselves
## 7868 the farms
## 7869 they
## 7870 All our legislation
## 7871 the islands
## 7872 this end
## 7873 view
## 7874 the well-being
## 7875 the average home-maker
## 7876 the true test
## 7877 the healthy development
## 7878 the islands
## 7879 The land policy
## 7880 our homestead system
## 7881 It
## 7882 a pleasure
## 7883 it
## 7884 Puerto Rico
## 7885 any State
## 7886 Territory
## 7887 our continental limits
## 7888 The island
## 7889 it
## 7890 Its people
## 7891 liberty
## 7892 order
## 7893 the protection
## 7894 the United States
## 7895 this fact
## 7896 we
## 7897 them
## 7898 ourselves
## 7899 Their material welfare
## 7900 the welfare
## 7901 any other portion
## 7902 our country
## 7903 We
## 7904 them
## 7905 the great gift
## 7906 free access
## 7907 their products
## 7908 the markets
## 7909 the United States
## 7910 I
## 7911 the attention
## 7912 the Congress
## 7913 the need
## 7914 legislation
## 7915 the public lands
## 7916 Puerto Rico
## 7917 Cuba
## 7918 such progress
## 7919 the independent government
## 7920 the island
## 7921 a firm footing
## 7922 the present session
## 7923 the Congress
## 7924 this
## 7925 an accomplished fact
## 7926 Cuba
## 7927 her own mistress
## 7928 the beautiful Queen
## 7929 the Antilles
## 7930 she
## 7931 this new page
## 7932 her destiny
## 7933 we
## 7934 our heartiest greetings
## 7935 good wishes
## 7936 I
## 7937 the question
## 7938 reciprocity
## 7939 the case
## 7940 Cuba
## 7941 weighty reasons
## 7942 morality
## 7943 national interest
## 7944 the policy
## 7945 a peculiar application
## 7946 I
## 7947 your attention
## 7948 the wisdom
## 7949 the vital need
## 7950 a substantial reduction
## 7951 the tariff duties
## 7952 Cuban imports
## 7953 the United States
## 7954 Cuba
## 7955 her constitution
## 7956 what
## 7957 we
## 7958 she
## 7959 international matters
## 7960 closer and more friendly relations
## 7961 us
## 7962 any other power
## 7963 we
## 7964 every consideration
## 7965 honor
## 7966 expediency
## 7967 commercial measures
## 7968 the interest
## 7969 her material well-being
## 7970 the Philippines
## 7971 our problem
## 7972 They
## 7973 very rich tropical islands
## 7974 many varying tribes
## 7975 widely different stages
## 7976 progress
## 7977 civilization
## 7978 Our earnest effort
## 7979 these people
## 7980 difficult path
## 7981 that
## 7982 self-government
## 7983 We
## 7984 our administration
## 7985 the islands
## 7986 our Nation
## 7987 it
## 7988 the highest benefit
## 7989 the Filipinos
## 7990 themselves
## 7991 an earnest
## 7992 what
## 7993 we
## 7994 we
## 7995 what
## 7996 we
## 7997 Already a greater measure
## 7998 material prosperity
## 7999 governmental honesty
## 8000 efficiency
## 8001 the Philippines
## 8002 their history
## 8003 It
## 8004 no light task
## 8005 a nation
## 8006 the temperamental qualities
## 8007 which
## 8008 the institutions
## 8009 free government
## 8010 an empty mockery
## 8011 Our people
## 8012 themselves
## 8013 more than a thousand years
## 8014 they
## 8015 themselves
## 8016 this end
## 8017 What
## 8018 us
## 8019 thirty generations
## 8020 we
## 8021 another race
## 8022 hand
## 8023 large portions
## 8024 that race
## 8025 the point
## 8026 which
## 8027 our ancestors
## 8028 the Philippine people
## 8029 we
## 8030 both patience
## 8031 strength
## 8032 forbearance
## 8033 steadfast resolution
## 8034 Our aim
## 8035 We
## 8036 the islanders
## 8037 what
## 8038 tropic peoples
## 8039 even the best foreign governments
## 8040 We
## 8041 them
## 8042 what
## 8043 any people
## 8044 the tropics
## 8045 them
## 8046 self-government
## 8047 the fashion
## 8048 the really free nations
## 8049 History
## 8050 a single instance
## 8051 which
## 8052 a masterful race
## 8053 ours
## 8054 the exigencies
## 8055 war
## 8056 possession
## 8057 an alien land
## 8058 its inhabitants
## 8059 the disinterested zeal
## 8060 their progress
## 8061 our people
## 8062 the Philippines
## 8063 the islands
## 8064 this time
## 8065 they
## 8066 a welter
## 8067 murderous anarchy
## 8068 Such desertion
## 8069 duty
## 8070 our part
## 8071 a crime
## 8072 humanity
## 8073 The character
## 8074 Governor Taft
## 8075 his associates
## 8076 subordinates
## 8077 a proof
## 8078 the sincerity
## 8079 our effort
## 8080 the islanders
## 8081 a constantly increasing measure
## 8082 self-government
## 8083 they
## 8084 themselves
## 8085 it
## 8086 the civil government
## 8087 an appointment
## 8088 the islands
## 8089 any reference
## 8090 considerations
## 8091 political influence
## 8092 aught
## 8093 the fitness
## 8094 the man
## 8095 the needs
## 8096 the service
## 8097 our anxiety
## 8098 the welfare
## 8099 progress
## 8100 the Philippines
## 8101 we
## 8102 them
## 8103 local self-government
## 8104 It
## 8105 this side
## 8106 our error
## 8107 No competent observer
## 8108 the facts
## 8109 a desire
## 8110 the welfare
## 8111 the natives
## 8112 we
## 8113 We
## 8114 the very verge
## 8115 safety
## 8116 hastening
## 8117 the process
## 8118 a single step
## 8119 advance
## 8120 crime
## 8121 We
## 8122 the natives
## 8123 the power
## 8124 themselves
## 8125 We
## 8126 their sakes
## 8127 it
## 8128 us
## 8129 a great burden
## 8130 the slightest fear
## 8131 our
## 8132 them
## 8133 all the liberty
## 8134 which
## 8135 they
## 8136 The only fear
## 8137 test
## 8138 our overanxiety
## 8139 we
## 8140 them
## 8141 a degree
## 8142 independence
## 8143 which
## 8144 they
## 8145 reaction
## 8146 disaster
## 8147 any reasonable hope
## 8148 a given district
## 8149 the people
## 8150 themselves
## 8151 self-government
## 8152 that district
## 8153 a locality
## 8154 self-government
## 8155 which
## 8156 it
## 8157 it
## 8158 certain cases
## 8159 it
## 8160 the inhabitants
## 8161 themselves
## 8162 it
## 8163 such instances
## 8164 other words
## 8165 the slightest chance
## 8166 a sufficiently humanitarian spirit
## 8167 The danger
## 8168 the opposite direction
## 8169 troubles
## 8170 the islands
## 8171 The insurrection
## 8172 an affair
## 8173 local banditti
## 8174 marauders
## 8175 who
## 8176 no higher regard
## 8177 the brigands
## 8178 portions
## 8179 the Old World
## 8180 Encouragement
## 8181 these insurrectors
## 8182 the same footing
## 8183 encouragement
## 8184 hostile Indians
## 8185 the days
## 8186 we
## 8187 Indian wars
## 8188 our aim
## 8189 the Indian
## 8190 who
## 8191 the fullest and amplest consideration
## 8192 it
## 8193 we
## 8194 no weakness
## 8195 he
## 8196 the warpath
## 8197 we
## 8198 it
## 8199 we
## 8200 our own traditions
## 8201 the demands
## 8202 civilization
## 8203 humanity
## 8204 we
## 8205 everything
## 8206 our power
## 8207 the Filipino
## 8208 who
## 8209 we
## 8210 the sternest measures
## 8211 the Filipino
## 8212 who
## 8213 the path
## 8214 the insurrecto
## 8215 the ladrone
## 8216 The heartiest praise
## 8217 large numbers
## 8218 the natives
## 8219 the islands
## 8220 their steadfast loyalty
## 8221 The Macabebes
## 8222 their courage
## 8223 devotion
## 8224 the flag
## 8225 I
## 8226 the Secretary
## 8227 War
## 8228 some systematic action
## 8229 the way
## 8230 those
## 8231 these men
## 8232 who
## 8233 the service
## 8234 the families
## 8235 those
## 8236 who
## 8237 The time
## 8238 additional legislation
## 8239 the Philippines
## 8240 Nothing
## 8241 the islands
## 8242 industrial enterprises
## 8243 Nothing
## 8244 them
## 8245 them
## 8246 industrial development
## 8247 The connection
## 8248 idleness
## 8249 mischief
## 8250 the opportunity
## 8251 remunerative work
## 8252 the surest preventatives
## 8253 war
## 8254 no business man
## 8255 the Philippines
## 8256 it
## 8257 his interest
## 8258 it
## 8259 the interest
## 8260 the islands
## 8261 he
## 8262 It
## 8263 the Congress
## 8264 laws
## 8265 which
## 8266 the resources
## 8267 the islands
## 8268 franchises
## 8269 limited terms
## 8270 years
## 8271 companies
## 8272 business
## 8273 them
## 8274 every encouragement
## 8275 the incoming
## 8276 business men
## 8277 every kind
## 8278 this
## 8279 a wrong
## 8280 the Philippines
## 8281 The franchises
## 8282 the business
## 8283 regulations
## 8284 which
## 8285 the islands
## 8286 any kind
## 8287 improper exploitation
## 8288 the vast natural wealth
## 8289 the islands
## 8290 the capital
## 8291 it
## 8292 the opportunity
## 8293 The field
## 8294 individual enterprise
## 8295 which
## 8296 the real factor
## 8297 the development
## 8298 every region
## 8299 which
## 8300 our flag
## 8301 It
## 8302 suitable laws
## 8303 general transportation
## 8304 mining
## 8305 banking
## 8306 currency
## 8307 homesteads
## 8308 the use
## 8309 ownership
## 8310 the lands
## 8311 timber
## 8312 These laws
## 8313 free play
## 8314 industrial enterprise
## 8315 the commercial development
## 8316 which
## 8317 the people
## 8318 the islands
## 8319 the best proofs
## 8320 the sincerity
## 8321 our desire
## 8322 them
## 8323 I
## 8324 your attention
## 8325 the crying need
## 8326 a cable
## 8327 Hawaii
## 8328 the Philippines
## 8329 the Philippines
## 8330 Asia
## 8331 We
## 8332 the construction
## 8333 such a cable
## 8334 It
## 8335 political and military considerations
## 8336 the Congress
## 8337 the construction
## 8338 a Government cable
## 8339 an arrangement
## 8340 which
## 8341 advantages
## 8342 those
## 8343 a Government cable
## 8344 the Government
## 8345 contract
## 8346 a private cable company
## 8347 \n\nNo single great material work
## 8348 which
## 8349 this continent
## 8350 such consequence
## 8351 the American people
## 8352 the building
## 8353 a canal
## 8354 the Isthmus
## 8355 North and South America
## 8356 Its importance
## 8357 the Nation
## 8358 no means
## 8359 its material effects
## 8360 our business prosperity
## 8361 view
## 8362 these effects
## 8363 it
## 8364 the last degree
## 8365 us
## 8366 it
## 8367 its beneficial effects
## 8368 the Pacific Coast
## 8369 the Gulf and South Atlantic States
## 8370 it
## 8371 other sections
## 8372 It
## 8373 a work
## 8374 which
## 8375 it
## 8376 the interest
## 8377 the entire country
## 8378 it
## 8379 those great works
## 8380 which
## 8381 only a great nation
## 8382 prospects
## 8383 success
## 8384 which
## 8385 permanent assets
## 8386 the nation's material interests
## 8387 its constructive ability
## 8388 I
## 8389 you
## 8390 our negotiations
## 8391 this subject
## 8392 Great Britain
## 8393 both sides
## 8394 a spirit
## 8395 friendliness
## 8396 will
## 8397 the Senate
## 8398 a treaty
## 8399 which
## 8400 us
## 8401 preparations
## 8402 an Isthmian canal
## 8403 any time
## 8404 which
## 8405 this Nation
## 8406 it
## 8407 connection
## 8408 the canal
## 8409 this treaty
## 8410 the old Clayton-Bulwer treaty
## 8411 the base
## 8412 the construction
## 8413 maintenance
## 8414 a necessarily American ship canal
## 8415 It
## 8416 the United States
## 8417 the work
## 8418 building
## 8419 the responsibility
## 8420 the canal
## 8421 its neutral use
## 8422 all nations
## 8423 terms
## 8424 equality
## 8425 the guaranty
## 8426 interference
## 8427 any outside nation
## 8428 any quarter
## 8429 The signed treaty
## 8430 the Senate
## 8431 the Congress
## 8432 effect
## 8433 the advantages
## 8434 it
## 8435 us
## 8436 the building
## 8437 the canal
## 8438 The true end
## 8439 every great and free people
## 8440 self-respecting peace
## 8441 this Nation
## 8442 sincere and cordial friendship
## 8443 all others
## 8444 the entire world
## 8445 recent years
## 8446 wars
## 8447 the great civilized powers
## 8448 Wars
## 8449 barbarous or semi-barbarous peoples
## 8450 an entirely different category
## 8451 a most regrettable but necessary international police duty
## 8452 which
## 8453 the sake
## 8454 the welfare
## 8455 mankind
## 8456 Peace
## 8457 certainty
## 8458 both sides
## 8459 it
## 8460 more and more the civilized peoples
## 8461 the wicked folly
## 8462 war
## 8463 that condition
## 8464 just and intelligent regard
## 8465 the rights
## 8466 others
## 8467 which
## 8468 the end
## 8469 we
## 8470 world-wide peace
## 8471 The peace conference
## 8472 The Hague
## 8473 definite expression
## 8474 this hope
## 8475 belief
## 8476 a stride
## 8477 their attainment
## 8478 \n\nThis same peace conference
## 8479 our statement
## 8480 the Monroe Doctrine
## 8481 the purposes
## 8482 aims
## 8483 the conference
## 8484 The Monroe Doctrine
## 8485 the cardinal feature
## 8486 the foreign policy
## 8487 all the nations
## 8488 the two Americas
## 8489 it
## 8490 the United States
## 8491 Just seventy-eight years
## 8492 President Monroe
## 8493 his Annual Message
## 8494 The American continents
## 8495 subjects
## 8496 future colonization
## 8497 any European power
## 8498 other words
## 8499 the Monroe Doctrine
## 8500 a declaration
## 8501 no territorial aggrandizement
## 8502 any non-American power
## 8503 the expense
## 8504 any American power
## 8505 American soil
## 8506 It
## 8507 no wise
## 8508 any nation
## 8509 the Old World
## 8510 it
## 8511 cover
## 8512 any aggression
## 8513 one New World power
## 8514 the expense
## 8515 It
## 8516 a step
## 8517 a long step
## 8518 the universal peace
## 8519 the world
## 8520 the possibility
## 8521 permanent peace
## 8522 this hemisphere
## 8523 the past century
## 8524 other influences
## 8525 the permanence
## 8526 independence
## 8527 the smaller states
## 8528 Europe
## 8529 the Monroe Doctrine
## 8530 we
## 8531 independence
## 8532 permanence
## 8533 the New World nations
## 8534 This doctrine
## 8535 nothing
## 8536 the commercial relations
## 8537 any American power
## 8538 it
## 8539 truth
## 8540 each
## 8541 them
## 8542 it
## 8543 other words
## 8544 it
## 8545 a guaranty
## 8546 the commercial independence
## 8547 the Americas
## 8548 We
## 8549 this doctrine
## 8550 any exclusive commercial dealings
## 8551 any other American state
## 8552 We
## 8553 any state
## 8554 punishment
## 8555 it
## 8556 itself
## 8557 that punishment
## 8558 the form
## 8559 the acquisition
## 8560 territory
## 8561 any non-American power
## 8562 Our attitude
## 8563 Cuba
## 8564 a sufficient guaranty
## 8565 our own good faith
## 8566 We
## 8567 not the slightest desire
## 8568 any territory
## 8569 the expense
## 8570 any
## 8571 our neighbors
## 8572 We
## 8573 them
## 8574 hand
## 8575 all
## 8576 us
## 8577 we
## 8578 the good fortune
## 8579 any
## 8580 them
## 8581 we
## 8582 their material prosperity
## 8583 political stability
## 8584 any
## 8585 them
## 8586 industrial or political chaos
## 8587 We
## 8588 any Old World military power
## 8589 this continent
## 8590 a military power
## 8591 ourselves
## 8592 The peoples
## 8593 the Americas
## 8594 their own salvation
## 8595 their own way
## 8596 The work
## 8597 the Navy
## 8598 No one point
## 8599 our policy
## 8600 this
## 8601 the honor
## 8602 material welfare
## 8603 all
## 8604 the peace
## 8605 our nation
## 8606 the future
## 8607 we
## 8608 it
## 8609 we
## 8610 we
## 8611 international duties
## 8612 international rights
## 8613 our flag
## 8614 the Philippines
## 8615 Puerto Rico
## 8616 we
## 8617 the Isthmian Canal
## 8618 we
## 8619 a thoroughly trained Navy
## 8620 adequate size
## 8621 all time
## 8622 the idea
## 8623 our nation
## 8624 those
## 8625 whose sons
## 8626 the sea
## 8627 ships
## 8628 our commerce
## 8629 foreign bottoms
## 8630 we
## 8631 war craft
## 8632 it
## 8633 Inasmuch
## 8634 the American people
## 8635 no thought
## 8636 the path
## 8637 which
## 8638 they
## 8639 view
## 8640 the fact
## 8641 the building
## 8642 the Isthmian Canal
## 8643 the matters
## 8644 which
## 8645 the whole people
## 8646 it
## 8647 our Navy
## 8648 the highest state
## 8649 efficiency
## 8650 our growing needs
## 8651 any way
## 8652 a provocation
## 8653 war
## 8654 an adequate and highly trained navy
## 8655 the best guaranty
## 8656 war
## 8657 the cheapest and most effective peace insurance
## 8658 The cost
## 8659 such a navy
## 8660 the very lightest premium
## 8661 peace
## 8662 which
## 8663 this nation
## 8664 Probably no other great nation
## 8665 the world
## 8666 peace
## 8667 we
## 8668 a single civilized power
## 8669 which
## 8670 anything
## 8671 whatever
## 8672 aggressiveness
## 8673 our part
## 8674 All
## 8675 we
## 8676 peace
## 8677 this end
## 8678 we
## 8679 the same respect
## 8680 our rights
## 8681 others
## 8682 which
## 8683 we
## 8684 their rights
## 8685 return
## 8686 fair treatment
## 8687 us
## 8688 the safety
## 8689 the American people
## 8690 Our people
## 8691 the Monroe Doctrine
## 8692 it
## 8693 the peace
## 8694 the Western Hemisphere
## 8695 The Navy
## 8696 us
## 8697 the only means
## 8698 our insistence
## 8699 the Monroe Doctrine
## 8700 anything
## 8701 a subject
## 8702 derision
## 8703 whatever nation
## 8704 it
## 8705 We
## 8706 the peace
## 8707 which
## 8708 the just man
## 8709 the peace
## 8710 terms
## 8711 ignominy
## 8712 the craven
## 8713 the weakling
## 8714 It
## 8715 a navy
## 8716 war
## 8717 The ships
## 8718 the men
## 8719 advance
## 8720 Some auxiliary vessels
## 8721 makeshifts
## 8722 which
## 8723 default
## 8724 the minor work
## 8725 a proportion
## 8726 raw men
## 8727 their shortcomings
## 8728 the skill
## 8729 their fellows
## 8730 the efficient fighting force
## 8731 the Navy
## 8732 an equal opponent
## 8733 the war ships
## 8734 that
## 8735 the officers
## 8736 men
## 8737 who
## 8738 years
## 8739 faithful performance
## 8740 sea duty
## 8741 their formidable but complex and delicate weapons
## 8742 the highest efficiency
## 8743 the late war
## 8744 Spain
## 8745 the ships
## 8746 that
## 8747 the decisive blows
## 8748 Manila
## 8749 Santiago
## 8750 two to fourteen years
## 8751 they
## 8752 they
## 8753 the men
## 8754 the conning towers
## 8755 the gun turrets
## 8756 the engine-rooms
## 8757 long years
## 8758 practice
## 8759 sea
## 8760 their duty
## 8761 Our present Navy
## 8762 that period
## 8763 our Navy
## 8764 a collection
## 8765 antiquated wooden ships
## 8766 place
## 8767 modern war vessels
## 8768 the galleys
## 8769 Alcibiades
## 8770 Hamilcar
## 8771 the ships
## 8772 Tromp
## 8773 Blake
## 8774 that time
## 8775 we
## 8776 men
## 8777 a modern man
## 8778 war
## 8779 the wise legislation
## 8780 the Congress
## 8781 the successful administration
## 8782 a succession
## 8783 patriotic Secretaries
## 8784 the Navy
## 8785 both political parties
## 8786 the work
## 8787 the Navy
## 8788 ships
## 8789 any
## 8790 the world
## 8791 their kind
## 8792 what
## 8793 these ships
## 8794 sea
## 8795 squadrons
## 8796 the men
## 8797 them
## 8798 the best possible service
## 8799 them
## 8800 The result
## 8801 the short war
## 8802 Spain
## 8803 which
## 8804 such rapidity
## 8805 the infinitely greater preparedness
## 8806 our Navy
## 8807 the Spanish Navy
## 8808 the fullest honor
## 8809 the men
## 8810 who
## 8811 the ships
## 8812 which
## 8813 the Spanish sea forces
## 8814 the Philippines
## 8815 Cuba
## 8816 we
## 8817 an equal meed
## 8818 praise
## 8819 those
## 8820 whom
## 8821 neither blow
## 8822 The Congressmen
## 8823 who
## 8824 years
## 8825 advance
## 8826 the money
## 8827 the ships
## 8828 the guns
## 8829 the armor-plate
## 8830 the Department officials
## 8831 the business men
## 8832 wage-workers
## 8833 who
## 8834 what
## 8835 the Congress
## 8836 the Secretaries
## 8837 the Navy
## 8838 who
## 8839 the appropriations
## 8840 finally the officers
## 8841 who
## 8842 fair weather
## 8843 foul
## 8844 actual sea service
## 8845 the crews
## 8846 the ships
## 8847 no war
## 8848 sight
## 8849 all
## 8850 a full share
## 8851 the glory
## 8852 Manila
## 8853 Santiago
## 8854 the respect
## 8855 every true American
## 8856 those
## 8857 who
## 8858 such signal triumph
## 8859 our country
## 8860 It
## 8861 which
## 8862 us
## 8863 the overwhelming triumph
## 8864 we
## 8865 forethought
## 8866 preparation
## 8867 disaster
## 8868 us
## 8869 triumph
## 8870 the fault
## 8871 those
## 8872 whom
## 8873 the accident
## 8874 events
## 8875 supreme command
## 8876 the moment
## 8877 those
## 8878 who
## 8879 advance
## 8880 no cessation
## 8881 the work
## 8882 our Navy
## 8883 So far ingenuity
## 8884 a substitute
## 8885 the great war craft
## 8886 whose hammering guns
## 8887 the mastery
## 8888 the high seas
## 8889 It
## 8890 several additional Battle ships
## 8891 heavy armored cruisers
## 8892 auxiliary and lighter craft
## 8893 proportion
## 8894 the exact numbers
## 8895 character
## 8896 I
## 8897 you
## 8898 the report
## 8899 the Secretary
## 8900 the Navy
## 8901 something
## 8902 we
## 8903 additional ships
## 8904 this
## 8905 additional officers
## 8906 men
## 8907 battle ships
## 8908 cruisers
## 8909 them
## 8910 the expectation
## 8911 them
## 8912 they
## 8913 actual war
## 8914 folly
## 8915 it
## 8916 a crime
## 8917 the Nation
## 8918 any war ship
## 8919 a competent enemy
## 8920 those
## 8921 it
## 8922 years
## 8923 actual sea service
## 8924 incessant gunnery practice
## 8925 merely disaster
## 8926 the bitterest shame
## 8927 humiliation
## 8928 Four thousand additional seamen
## 8929 one thousand additional marines
## 8930 an increase
## 8931 the officers
## 8932 a large addition
## 8933 the classes
## 8934 Annapolis
## 8935 one small matter
## 8936 which
## 8937 connection
## 8938 Annapolis
## 8939 The pretentious and unmeaning title
## 8940 "naval cadet
## 8941 the title
## 8942 midshipman
## 8943 historic association
## 8944 time
## 8945 peace
## 8946 a war ship
## 8947 it
## 8948 it
## 8949 any emergency
## 8950 The officers
## 8951 men
## 8952 blue water
## 8953 it
## 8954 they
## 8955 their duties
## 8956 they
## 8957 The big vessels
## 8958 squadrons
## 8959 battle ships
## 8960 the necessary proportion
## 8961 cruisers
## 8962 scouts
## 8963 The torpedo boats
## 8964 the younger officers
## 8965 such manner
## 8966 responsibility
## 8967 the emergencies
## 8968 actual warfare
## 8969 Every detail
## 8970 which
## 8971 a civilian
## 8972 the officer
## 8973 his special duty
## 8974 the sea service
## 8975 all
## 8976 gunnery practice
## 8977 It
## 8978 our Navy
## 8979 adequate size
## 8980 it
## 8981 that ship
## 8982 ship
## 8983 it
## 8984 efficiency
## 8985 any navy
## 8986 the world
## 8987 This
## 8988 highly drilled crews
## 8989 officers
## 8990 this
## 8991 turn
## 8992 continuous and progressive instruction
## 8993 target practice
## 8994 ship handling
## 8995 squadron tactics
## 8996 general discipline
## 8997 Our ships
## 8998 squadrons
## 8999 harbors
## 9000 anchor
## 9001 The resulting wear
## 9002 engines
## 9003 hulls
## 9004 a battle ship
## 9005 long training
## 9006 officers
## 9007 men
## 9008 the results
## 9009 the other hand
## 9010 how excellent condition
## 9011 it
## 9012 the crew
## 9013 We
## 9014 seventeen battle ships
## 9015 which
## 9016 actual service
## 9017 two to four years
## 9018 it
## 9019 at least that time
## 9020 the men
## 9021 them
## 9022 It
## 9023 vast concern
## 9024 we
## 9025 crews
## 9026 the vessels
## 9027 the time
## 9028 they
## 9029 Good ships
## 9030 good guns
## 9031 good weapons
## 9032 the best weapons
## 9033 useless save
## 9034 the hands
## 9035 men
## 9036 who
## 9037 them
## 9038 The men
## 9039 a thorough and well-planned system
## 9040 progressive instruction
## 9041 the recruiting
## 9042 still greater vigor
## 9043 Every effort
## 9044 the main function
## 9045 the officer
## 9046 the command
## 9047 men
## 9048 The leading graduates
## 9049 the Naval Academy
## 9050 the combatant branches
## 9051 the line
## 9052 marines
## 9053 the essentials
## 9054 success
## 9055 the General Board
## 9056 which
## 9057 the central office
## 9058 a growing staff
## 9059 a proper war efficiency
## 9060 a proper efficiency
## 9061 the whole Navy
## 9062 the Secretary
## 9063 This General Board
## 9064 the creation
## 9065 a general staff
## 9066 the official
## 9067 then the general recognition
## 9068 our altered conditions
## 9069 a Nation
## 9070 the true meaning
## 9071 a great war fleet
## 9072 which
## 9073 the best men
## 9074 the best ships
## 9075 The Naval Militia forces
## 9076 State organizations
## 9077 coast service
## 9078 event
## 9079 war
## 9080 they
## 9081 the inner line
## 9082 defense
## 9083 They
## 9084 hearty encouragement
## 9085 the General Government
## 9086 addition
## 9087 we
## 9088 a National Naval Reserve
## 9089 the direction
## 9090 the Navy Department
## 9091 the call
## 9092 the Chief Executive
## 9093 war
## 9094 It
## 9095 a real auxiliary
## 9096 the naval seagoing peace establishment
## 9097 material
## 9098 our ships
## 9099 time
## 9100 war
## 9101 It
## 9102 graduates
## 9103 the Naval Academy
## 9104 graduates
## 9105 the Naval Militia
## 9106 officers
## 9107 crews
## 9108 coast-line steamers
## 9109 longshore schooners
## 9110 fishing vessels
## 9111 steam yachts
## 9112 the coast population
## 9113 such centers
## 9114 stations
## 9115 light-houses
## 9116 The American people
## 9117 an adequate navy
## 9118 their minds
## 9119 a secondary position
## 9120 international affairs
## 9121 It
## 9122 no surer way
## 9123 national disaster
## 9124 It
## 9125 our Army
## 9126 its present size
## 9127 this time
## 9128 it
## 9129 it
## 9130 the highest point
## 9131 efficiency
## 9132 The individual units
## 9133 who
## 9134 officers
## 9135 enlisted men
## 9136 this Army
## 9137 we
## 9138 good reason
## 9139 those
## 9140 any other army
## 9141 the entire world
## 9142 It
## 9143 our duty
## 9144 their training
## 9145 a kind
## 9146 the highest possible expression
## 9147 power
## 9148 these units
## 9149 combination
## 9150 The conditions
## 9151 modern war
## 9152 an infinitely heavier demand
## 9153 the individual character
## 9154 capacity
## 9155 the officer
## 9156 the enlisted man
## 9157 it
## 9158 men
## 9159 effect
## 9160 the fighting
## 9161 extended order
## 9162 which
## 9163 each man
## 9164 himself
## 9165 the same time act
## 9166 combination
## 9167 others
## 9168 whom
## 9169 he
## 9170 the old-fashioned elbow-to-elbow touch
## 9171 such conditions
## 9172 a few men
## 9173 the highest excellence
## 9174 many men
## 9175 the special skill
## 9176 which
## 9177 the result
## 9178 special training
## 9179 men
## 9180 exceptional physique
## 9181 morale
## 9182 the most valuable fighting man
## 9183 the rifleman
## 9184 who
## 9185 a skillful and daring rider
## 9186 The proportion
## 9187 our cavalry regiments
## 9188 The American cavalryman
## 9189 equal facility
## 9190 foot
## 9191 horseback
## 9192 the best type
## 9193 soldier
## 9194 general purposes
## 9195 the world
## 9196 The ideal cavalryman
## 9197 the present day
## 9198 a man
## 9199 who
## 9200 foot
## 9201 the best infantryman
## 9202 who
## 9203 addition
## 9204 the care
## 9205 management
## 9206 his horse
## 9207 his ability
## 9208 horseback
## 9209 A general staff
## 9210 the present staff and supply departments
## 9211 they
## 9212 details
## 9213 the line
## 9214 the men
## 9215 a while
## 9216 their line duties
## 9217 It
## 9218 the senior grades
## 9219 the Army
## 9220 men
## 9221 who
## 9222 the positions
## 9223 the mere fact
## 9224 seniority
## 9225 A system
## 9226 which
## 9227 an elimination grade
## 9228 grade
## 9229 those
## 9230 who
## 9231 the best service
## 9232 the next grade
## 9233 Justice
## 9234 the veterans
## 9235 the Civil War
## 9236 who
## 9237 the Army
## 9238 the matter
## 9239 retirements
## 9240 they
## 9241 law
## 9242 the same privileges
## 9243 their comrades
## 9244 the Navy
## 9245 The process
## 9246 elimination
## 9247 the least fit
## 9248 a manner
## 9249 that
## 9250 it
## 9251 political or social pressure
## 9252 behalf
## 9253 any candidate
## 9254 each man
## 9255 his own merits
## 9256 Pressure
## 9257 the promotion
## 9258 civil officials
## 9259 political reasons
## 9260 it
## 9261 behalf
## 9262 officers
## 9263 the Army
## 9264 Navy
## 9265 Every promotion
## 9266 every detail
## 9267 the War Department
## 9268 regard
## 9269 the good
## 9270 the service
## 9271 the capacity
## 9272 merit
## 9273 the man
## 9274 himself
## 9275 No pressure
## 9276 any kind
## 9277 the least effect
## 9278 any question
## 9279 promotion
## 9280 detail
## 9281 reason
## 9282 such pressure
## 9283 the instigation
## 9284 the officer
## 9285 it
## 9286 him
## 9287 our Army
## 9288 we
## 9289 rewards
## 9290 duties
## 9291 the simple ground
## 9292 those
## 9293 who
## 9294 their own merits
## 9295 the rewards
## 9296 them
## 9297 those
## 9298 who
## 9299 the duties
## 9300 them
## 9301 Every effort
## 9302 the Army
## 9303 a constantly increasing state
## 9304 efficiency
## 9305 actual service
## 9306 no work
## 9307 that
## 9308 the line
## 9309 such service
## 9310 The paper work
## 9311 the Army
## 9312 the Navy
## 9313 What
## 9314 proved power
## 9315 command
## 9316 capacity
## 9317 the field
## 9318 Constant care
## 9319 dry rot
## 9320 the transportation and commissary departments
## 9321 Our Army
## 9322 it
## 9323 the higher officers
## 9324 the lower officers
## 9325 the enlisted men
## 9326 a chance
## 9327 manoeuvres
## 9328 mass
## 9329 a comparatively large scale
## 9330 time
## 9331 need
## 9332 no amount
## 9333 individual excellence
## 9334 the paralysis
## 9335 which
## 9336 inability
## 9337 a coherent whole
## 9338 skillful and daring leadership
## 9339 The Congress
## 9340 means
## 9341 it
## 9342 field exercises
## 9343 at least a division
## 9344 regulars
## 9345 if possible also a division
## 9346 national guardsmen
## 9347 These exercises
## 9348 the form
## 9349 field manoeuvres
## 9350 the Gulf Coast
## 9351 the Pacific
## 9352 Atlantic Sea- board
## 9353 the region
## 9354 the Great Lakes
## 9355 the army corps
## 9356 some inland point
## 9357 some point
## 9358 the water
## 9359 a couple
## 9360 days' journey
## 9361 some other point
## 9362 actual handling
## 9363 men
## 9364 masses
## 9365 they
## 9366 it
## 9367 the higher officers
## 9368 their duties
## 9369 A great debt
## 9370 the public
## 9371 the men
## 9372 the Army
## 9373 Navy
## 9374 They
## 9375 them
## 9376 the highest point
## 9377 efficiency
## 9378 they
## 9379 any demand
## 9380 them
## 9381 the interests
## 9382 the Nation
## 9383 the honor
## 9384 the flag
## 9385 The individual American enlisted man
## 9386 a more formidable fighting man
## 9387 the regular
## 9388 any other army
## 9389 Every consideration
## 9390 him
## 9391 the highest standard
## 9392 usefulness
## 9393 him
## 9394 It
## 9395 the Congress
## 9396 the pay
## 9397 enlisted men
## 9398 second and subsequent enlistments
## 9399 the increased value
## 9400 the veteran soldier
## 9401 the act
## 9402 the Army
## 9403 the present year
## 9404 The three prime reforms
## 9405 all
## 9406 them
## 9407 literally inestimable value
## 9408 the substitution
## 9409 four-year details
## 9410 the line
## 9411 permanent appointments
## 9412 the so-called staff divisions
## 9413 second, the establishment
## 9414 a corps
## 9415 artillery
## 9416 a chief
## 9417 the head
## 9418 the establishment
## 9419 a maximum and minimum limit
## 9420 the Army
## 9421 It
## 9422 the improvement
## 9423 the efficiency
## 9424 our Army
## 9425 which
## 9426 these three reforms
## 9427 part
## 9428 The reorganization
## 9429 the act
## 9430 The improved conditions
## 9431 the Philippines
## 9432 the War Department
## 9433 the military charge
## 9434 our revenue
## 9435 the number
## 9436 soldiers
## 9437 this number
## 9438 the minimum
## 9439 the maximum limit
## 9440 law
## 9441 need
## 9442 supplementary legislation
## 9443 Thorough military education
## 9444 addition
## 9445 the regulars
## 9446 the advantages
## 9447 this education
## 9448 the officers
## 9449 the National Guard
## 9450 others
## 9451 civil life
## 9452 who
## 9453 themselves
## 9454 possible military duty
## 9455 The officers
## 9456 the chance
## 9457 themselves
## 9458 study
## 9459 the higher branches
## 9460 this art
## 9461 West Point
## 9462 the education
## 9463 the kind
## 9464 men
## 9465 who
## 9466 actual field service
## 9467 too much stress
## 9468 mathematics
## 9469 the right
## 9470 entry
## 9471 a corps d'elite
## 9472 The typical American officer
## 9473 the best kind
## 9474 a good mathematician
## 9475 he
## 9476 himself
## 9477 others
## 9478 boldness
## 9479 fertility
## 9480 resource
## 9481 every emergency
## 9482 Action
## 9483 reference
## 9484 the militia
## 9485 the raising
## 9486 volunteer forces
## 9487 Our militia law
## 9488 The organization
## 9489 armament
## 9490 the National Guard
## 9491 the several States
## 9492 which
## 9493 militia
## 9494 the appropriations
## 9495 the Congress
## 9496 those
## 9497 the regular forces
## 9498 The obligations
## 9499 duties
## 9500 the Guard
## 9501 time
## 9502 war
## 9503 a system
## 9504 law
## 9505 which
## 9506 the method
## 9507 procedure
## 9508 volunteer forces
## 9509 advance
## 9510 It
## 9511 the excitement
## 9512 haste
## 9513 impending war
## 9514 this
## 9515 the arrangements
## 9516 Provision
## 9517 the first volunteer organizations
## 9518 the training
## 9519 those citizens
## 9520 who
## 9521 experience
## 9522 arms
## 9523 the selection
## 9524 advance
## 9525 the officers
## 9526 any force
## 9527 which
## 9528 careful selection
## 9529 the kind
## 9530 the outbreak
## 9531 war
## 9532 the Army
## 9533 a mere instrument
## 9534 destruction
## 9535 the last three years
## 9536 the Philippines
## 9537 Cuba
## 9538 Puerto Rico
## 9539 it
## 9540 itself
## 9541 a most potent implement
## 9542 the upbuilding
## 9543 a peaceful civilization
## 9544 No other citizens
## 9545 the Republic
## 9546 the veterans
## 9547 the survivors
## 9548 those
## 9549 who
## 9550 the Union
## 9551 They
## 9552 the one deed
## 9553 which
## 9554 our history
## 9555 nothing
## 9556 their steadfast prowess
## 9557 the greatest crisis
## 9558 our history
## 9559 all our annals
## 9560 our great experiment
## 9561 popular freedom
## 9562 self-government
## 9563 a gloomy failure
## 9564 they
## 9565 us
## 9566 a united Nation
## 9567 they
## 9568 us
## 9569 a heritage
## 9570 the memory
## 9571 the mighty deeds
## 9572 which
## 9573 the Nation
## 9574 We
## 9575 one Nation
## 9576 fact
## 9577 name
## 9578 we
## 9579 our devotion
## 9580 the flag
## 9581 which
## 9582 the symbol
## 9583 national greatness
## 9584 unity
## 9585 the very completeness
## 9586 our union
## 9587 us
## 9588 all
## 9589 every part
## 9590 the country
## 9591 glory
## 9592 the valor
## 9593 the sons
## 9594 the North
## 9595 the sons
## 9596 the South
## 9597 the times
## 9598 that
## 9599 men's souls
## 9600 The men
## 9601 who
## 9602 the last three years
## 9603 the East
## 9604 the West Indies
## 9605 the mainland
## 9606 Asia
## 9607 this remembrance
## 9608 any serious crisis
## 9609 the United States
## 9610 the great mass
## 9611 its fighting men
## 9612 the volunteer soldiery
## 9613 who
## 9614 a permanent profession
## 9615 the military career
## 9616 such a crisis
## 9617 the deathless memories
## 9618 the Civil War
## 9619 Americans
## 9620 the lift
## 9621 lofty purpose
## 9622 which
## 9623 those
## 9624 whose fathers
## 9625 the forefront
## 9626 the battle
## 9627 The merit system
## 9628 appointments
## 9629 its essence
## 9630 the common school system
## 9631 itself
## 9632 It
## 9633 clerical and other positions
## 9634 the duties
## 9635 all applicants
## 9636 a fair field
## 9637 no favor
## 9638 each
## 9639 his merits
## 9640 he
## 9641 them
## 9642 practical test
## 9643 Written competitive examinations
## 9644 the only available means
## 9645 many cases
## 9646 this system
## 9647 other cases
## 9648 laborers
## 9649 a system
## 9650 registration
## 9651 course
## 9652 places
## 9653 the written competitive examination
## 9654 others
## 9655 it
## 9656 no means
## 9657 an ideal solution
## 9658 existing political conditions
## 9659 it
## 9660 an imperfect
## 9661 the best present means
## 9662 satisfactory results
## 9663 the conditions
## 9664 the application
## 9665 the merit system
## 9666 its fullest and widest sense
## 9667 the gain
## 9668 the Government
## 9669 The navy-yards and postal service illustrate
## 9670 any other branches
## 9671 the Government
## 9672 the great gain
## 9673 economy
## 9674 efficiency
## 9675 honesty
## 9676 the enforcement
## 9677 this principle
## 9678 I
## 9679 the passage
## 9680 a law
## 9681 which
## 9682 the classified service
## 9683 the District
## 9684 Columbia
## 9685 the President
## 9686 it
## 9687 my judgment
## 9688 all laws
## 9689 the temporary employment
## 9690 clerks
## 9691 a provision
## 9692 they
## 9693 the Civil Service Law
## 9694 It
## 9695 this system
## 9696 home
## 9697 it
## 9698 it
## 9699 our insular possessions
## 9700 Not an office
## 9701 the Philippines
## 9702 Puerto Rico
## 9703 any regard
## 9704 the man's partisan affiliations
## 9705 services
## 9706 any regard
## 9707 the political, social, or personal influence
## 9708 which
## 9709 he
## 9710 his command
## 9711 heed
## 9712 absolutely nothing
## 9713 the man's own character
## 9714 capacity
## 9715 the needs
## 9716 the service
## 9717 The administration
## 9718 these islands
## 9719 the suspicion
## 9720 partisan politics
## 9721 the administration
## 9722 the Army
## 9723 Navy
## 9724 All
## 9725 that
## 9726 we
## 9727 the public servant
## 9728 the Philippines
## 9729 Puerto Rico
## 9730 he
## 9731 honor
## 9732 his country
## 9733 the way
## 9734 which
## 9735 he
## 9736 that country's rule
## 9737 the peoples
## 9738 who
## 9739 it
## 9740 This
## 9741 all
## 9742 that
## 9743 we
## 9744 we
## 9745 The merit system
## 9746 one method
## 9747 honest and efficient administration
## 9748 the Government
## 9749 the long run
## 9750 the sole justification
## 9751 any type
## 9752 government
## 9753 its proving
## 9754 itself
## 9755 The consular service
## 9756 the provisions
## 9757 a law
## 9758 which
## 9759 existing conditions
## 9760 The interest
## 9761 so many commercial bodies
## 9762 the country
## 9763 the reorganization
## 9764 the service
## 9765 your attention
## 9766 Several bills
## 9767 a new consular service
## 9768 recent years
## 9769 the Congress
## 9770 They
## 9771 the just principle
## 9772 appointments
## 9773 the service
## 9774 a practical test
## 9775 the applicant's fitness
## 9776 promotions
## 9777 trustworthiness
## 9778 adaptability
## 9779 zeal
## 9780 the performance
## 9781 duty
## 9782 the tenure
## 9783 office
## 9784 partisan considerations
## 9785 The guardianship
## 9786 foreign commerce
## 9787 the protection
## 9788 American citizens
## 9789 foreign countries
## 9790 lawful pursuit
## 9791 their affairs
## 9792 the maintenance
## 9793 the dignity
## 9794 the nation
## 9795 it
## 9796 our consuls
## 9797 men
## 9798 character
## 9799 knowledge
## 9800 enterprise
## 9801 It
## 9802 the service
## 9803 a standard
## 9804 excellence
## 9805 the principles
## 9806 the bills
## 9807 the Congress
## 9808 this subject
## 9809 law
## 9810 my judgment
## 9811 the time
## 9812 we
## 9813 our minds
## 9814 the Indian
## 9815 an individual
## 9816 a member
## 9817 a tribe
## 9818 The General Allotment Act
## 9819 a mighty pulverizing engine
## 9820 the tribal mass
## 9821 It
## 9822 the family
## 9823 the individual
## 9824 its provisions
## 9825 some sixty thousand Indians
## 9826 citizens
## 9827 the United States
## 9828 We
## 9829 the tribal funds
## 9830 them
## 9831 what allotment
## 9832 the tribal lands
## 9833 they
## 9834 individual holdings
## 9835 a transition period
## 9836 which
## 9837 the funds
## 9838 many cases
## 9839 trust
## 9840 This
## 9841 the case
## 9842 the lands
## 9843 A stop
## 9844 the indiscriminate permission
## 9845 Indians
## 9846 their allotments
## 9847 The effort
## 9848 the Indian work
## 9849 any other man
## 9850 his own ground
## 9851 The marriage laws
## 9852 the Indians
## 9853 those
## 9854 the whites
## 9855 the schools
## 9856 the education
## 9857 The need
## 9858 higher education
## 9859 the Indians
## 9860 the reservations care
## 9861 the teaching
## 9862 the needs
## 9863 the particular Indian
## 9864 no use
## 9865 agriculture
## 9866 a country
## 9867 cattle raising
## 9868 the Indian
## 9869 a stock grower
## 9870 The ration system
## 9871 which
## 9872 the reservation system
## 9873 the Indians
## 9874 It
## 9875 pauperism
## 9876 industry
## 9877 It
## 9878 an effectual barrier
## 9879 It
## 9880 a greater or less degree
## 9881 tribes
## 9882 reservations
## 9883 everything
## 9884 The Indian
## 9885 an individual
## 9886 the white man
## 9887 the change
## 9888 treatment
## 9889 inevitable hardships
## 9890 every effort
## 9891 these hardships
## 9892 we
## 9893 them
## 9894 the change
## 9895 a continuous reduction
## 9896 the number
## 9897 agencies
## 9898 the aboriginal races
## 9899 few things
## 9900 them
## 9901 the terrible physical and moral degradation
## 9902 the liquor traffic
## 9903 We
## 9904 all
## 9905 we
## 9906 our own Indian tribes
## 9907 this evil
## 9908 international agreement
## 9909 this same end
## 9910 races
## 9911 we
## 9912 exclusive control
## 9913 every effort
## 9914 it
## 9915 I
## 9916 the most cordial support
## 9917 the Congress
## 9918 the people
## 9919 the St. Louis Exposition
## 9920 the One Hundredth Anniversary
## 9921 the Louisiana Purchase
## 9922 This purchase
## 9923 the greatest instance
## 9924 expansion
## 9925 our history
## 9926 It
## 9927 we
## 9928 a great continental republic
## 9929 the foremost power
## 9930 the Western Hemisphere
## 9931 It
## 9932 three or four great landmarks
## 9933 our history
## 9934 the great turning points
## 9935 our development
## 9936 It
## 9937 all our people
## 9938 heartiest good will
## 9939 it
## 9940 the citizens
## 9941 St. Louis
## 9942 Missouri
## 9943 all the adjacent region
## 9944 every aid
## 9945 the celebration
## 9946 our annals
## 9947 We
## 9948 foreign nations
## 9949 the deep interest
## 9950 our country
## 9951 this Exposition
## 9952 its importance
## 9953 every standpoint
## 9954 they
## 9955 its success
## 9956 The National Government
## 9957 a full and complete set
## 9958 exhibits
## 9959 The people
## 9960 Charleston
## 9961 great energy
## 9962 civic spirit
## 9963 an Exposition
## 9964 which
## 9965 the present session
## 9966 the Congress
## 9967 I
## 9968 this Exposition
## 9969 the good will
## 9970 the people
## 9971 It
## 9972 all the encouragement
## 9973 that
## 9974 it
## 9975 The managers
## 9976 the Charleston Exposition
## 9977 the Cabinet officers
## 9978 the Government exhibits
## 9979 which
## 9980 Buffalo
## 9981 the necessary expenses
## 9982 I
## 9983 the responsibility
## 9984 this
## 9985 I
## 9986 it
## 9987 Charleston
## 9988 her
## 9989 her praiseworthy effort
## 9990 my opinion
## 9991 the management
## 9992 all these expenses
## 9993 I
## 9994 the Congress
## 9995 the small sum
## 9996 this purpose
## 9997 The Pan-American Exposition
## 9998 Buffalo
## 9999 the artistic standpoint
## 10000 this Exposition
## 10001 a high degree
## 10002 Buffalo
## 10003 the United States
## 10004 The terrible tragedy
## 10005 the President's assassination
## 10006 its
## 10007 a financial success
## 10008 The Exposition
## 10009 harmony
## 10010 the trend
## 10011 our public policy
## 10012 it
## 10013 an effort
## 10014 closer touch
## 10015 all the peoples
## 10016 the Western Hemisphere
## 10017 them
## 10018 an increasing sense
## 10019 unity
## 10020 Such an effort
## 10021 a genuine service
## 10022 the entire American public
## 10023 The advancement
## 10024 the highest interests
## 10025 national science
## 10026 learning
## 10027 the custody
## 10028 objects
## 10029 art
## 10030 the valuable results
## 10031 scientific expeditions
## 10032 the United States
## 10033 the Smithsonian Institution
## 10034 furtherance
## 10035 its declared purpose
## 10036 the "increase
## 10037 diffusion
## 10038 knowledge
## 10039 men
## 10040 Congress
## 10041 time
## 10042 time
## 10043 it
## 10044 other important functions
## 10045 Such trusts
## 10046 the Institution
## 10047 notable fidelity
## 10048 no halt
## 10049 the work
## 10050 the Institution
## 10051 accordance
## 10052 the plans
## 10053 which
## 10054 its Secretary
## 10055 the preservation
## 10056 the vanishing races
## 10057 great North American animals
## 10058 the National Zoological Park
## 10059 The urgent needs
## 10060 the National Museum
## 10061 the favorable consideration
## 10062 the Congress
## 10063 Perhaps the most characteristic educational movement
## 10064 the past fifty years
## 10065 that
## 10066 which
## 10067 the modern public library
## 10068 it
## 10069 broad and active service
## 10070 over five thousand public libraries
## 10071 the United States
## 10072 the product
## 10073 this period
## 10074 addition
## 10075 material
## 10076 they
## 10077 organization
## 10078 improvement
## 10079 method
## 10080 co
## 10081 -
## 10082 operation
## 10083 greater efficiency
## 10084 the material
## 10085 they
## 10086 it
## 10087 avoidance
## 10088 unnecessary duplication
## 10089 process
## 10090 the cost
## 10091 its administration
## 10092 these efforts
## 10093 they
## 10094 assistance
## 10095 the Federal library
## 10096 which
## 10097 still the Library
## 10098 Congress
## 10099 the one national library
## 10100 the United States
## 10101 books
## 10102 the Western Hemisphere
## 10103 purchase
## 10104 exchange
## 10105 the operation
## 10106 the copyright law
## 10107 this library
## 10108 a unique opportunity
## 10109 the libraries
## 10110 this country
## 10111 American scholarship
## 10112 service
## 10113 the highest importance
## 10114 It
## 10115 a building
## 10116 which
## 10117 library uses
## 10118 Resources
## 10119 which
## 10120 the collection
## 10121 it
## 10122 the apparatus
## 10123 service
## 10124 its effective use
## 10125 its bibliographic work
## 10126 it
## 10127 merely a center
## 10128 research
## 10129 the chief factor
## 10130 great co-operative efforts
## 10131 the diffusion
## 10132 knowledge
## 10133 the advancement
## 10134 the sake
## 10135 good administration
## 10136 sound economy
## 10137 the advancement
## 10138 science
## 10139 the Census Office
## 10140 a permanent Government bureau
## 10141 This
## 10142 better, cheaper, and more satisfactory work
## 10143 the interest
## 10144 our business
## 10145 statistic, economic, and social science
## 10146 The remarkable growth
## 10147 the postal service
## 10148 the fact
## 10149 its revenues
## 10150 its expenditures
## 10151 twelve years
## 10152 Its progressive development
## 10153 outlay
## 10154 this period
## 10155 business energy
## 10156 prosperity
## 10157 its receipts
## 10158 its expenses
## 10159 the annual deficit
## 10160 the success
## 10161 rural free delivery
## 10162 actual experience
## 10163 its benefits
## 10164 the demand
## 10165 its extension
## 10166 It
## 10167 the great agricultural population
## 10168 the improvement
## 10169 the service
## 10170 The number
## 10171 rural routes
## 10172 operation
## 10173 practically all
## 10174 three years
## 10175 6,000 applications
## 10176 action
## 10177 It
## 10178 the number
## 10179 operation
## 10180 the close
## 10181 the current fiscal year
## 10182 The mail
## 10183 the doors
## 10184 our people
## 10185 who
## 10186 distant offices
## 10187 one-third
## 10188 all that portion
## 10189 the country
## 10190 which
## 10191 it
## 10192 this kind
## 10193 service
## 10194 The full measure
## 10195 postal progress
## 10196 which
## 10197 the heavy burden
## 10198 the Government
## 10199 the intrenched and well-understood abuses
## 10200 which
## 10201 connection
## 10202 second-class mail matter
## 10203 The extent
## 10204 this burden
## 10205 it
## 10206 the second-class matter
## 10207 nearly three-fifths
## 10208 the weight
## 10209 all the mail
## 10210 it
## 10211 the last fiscal year
## 10212 the aggregate postal revenue
## 10213 the pound rate
## 10214 postage
## 10215 which
## 10216 the large loss
## 10217 which
## 10218 the Congress
## 10219 the purpose
## 10220 the dissemination
## 10221 public information
## 10222 the legitimate newspapers
## 10223 periodicals
## 10224 the law
## 10225 no just exception
## 10226 That expense
## 10227 the recognized and accepted cost
## 10228 a liberal public policy
## 10229 a justifiable end
## 10230 the matter
## 10231 which
## 10232 the privileged rate
## 10233 the intent
## 10234 the law
## 10235 admission
## 10236 an evasion
## 10237 its require
## 10238 merits
## 10239 lax construction
## 10240 The proportion
## 10241 such wrongly included matter
## 10242 postal experts
## 10243 one-half
## 10244 the whole volume
## 10245 second-class mail
## 10246 it
## 10247 only one-third
## 10248 one-quarter
## 10249 the magnitude
## 10250 the burden
## 10251 The Post-Office Department
## 10252 the abuses
## 10253 a stricter application
## 10254 the law
## 10255 it
## 10256 its effort
## 10257 the rapid growth
## 10258 our power
## 10259 our interests
## 10260 the Pacific
## 10261 whatever
## 10262 China
## 10263 the keenest national concern
## 10264 us
## 10265 The general terms
## 10266 the settlement
## 10267 the questions
## 10268 the antiforeign uprisings
## 10269 China
## 10270 a joint note
## 10271 China
## 10272 the representatives
## 10273 the injured powers
## 10274 December
## 10275 the Chinese Government
## 10276 protracted conferences
## 10277 the plenipotentiaries
## 10278 the several powers
## 10279 a final protocol
## 10280 the Chinese plenipotentiaries
## 10281 the 7th
## 10282 last September
## 10283 the measures
## 10284 China
## 10285 compliance
## 10286 the demands
## 10287 the joint note
## 10288 their satisfaction therewith
## 10289 It
## 10290 the Congress
## 10291 a report
## 10292 the plenipotentiary
## 10293 behalf
## 10294 the United States
## 10295 whom
## 10296 high praise
## 10297 the tact
## 10298 good judgment
## 10299 energy
## 10300 he
## 10301 an exceptionally difficult and delicate task
## 10302 The agreement
## 10303 disposes
## 10304 a manner
## 10305 the powers
## 10306 the various grounds
## 10307 complaint
## 10308 better future relations
## 10309 China
## 10310 the powers
## 10311 Reparation
## 10312 China
## 10313 the murder
## 10314 foreigners
## 10315 the uprising
## 10316 punishment
## 10317 the officials
## 10318 rank
## 10319 the outbreak
## 10320 Official examinations
## 10321 a period
## 10322 five years
## 10323 all cities
## 10324 which
## 10325 foreigners
## 10326 edicts
## 10327 all officials
## 10328 the future safety
## 10329 foreigners
## 10330 the suppression
## 10331 violence
## 10332 them
## 10333 Provisions
## 10334 the future safety
## 10335 the foreign representatives
## 10336 Peking
## 10337 their exclusive use
## 10338 a quarter
## 10339 the city
## 10340 which
## 10341 the powers
## 10342 which
## 10343 they
## 10344 permanent military guards
## 10345 the military works
## 10346 the capital
## 10347 the sea
## 10348 the temporary maintenance
## 10349 foreign military posts
## 10350 this line
## 10351 An edict
## 10352 the Emperor
## 10353 China
## 10354 two years
## 10355 the importation
## 10356 arms
## 10357 ammunition
## 10358 China
## 10359 China
## 10360 adequate indemnities
## 10361 the states
## 10362 societies
## 10363 individuals
## 10364 the losses
## 10365 them
## 10366 the expenses
## 10367 the military expeditions
## 10368 the various powers
## 10369 life
## 10370 order
## 10371 the provisions
## 10372 the joint note
## 10373 December
## 10374 China
## 10375 the treaties
## 10376 commerce
## 10377 navigation
## 10378 such other steps
## 10379 the purpose
## 10380 foreign trade
## 10381 the foreign powers
## 10382 The Chinese Government
## 10383 the work
## 10384 the water
## 10385 Shanghai
## 10386 Tientsin
## 10387 the centers
## 10388 foreign trade
## 10389 central and northern China
## 10390 an international conservancy board
## 10391 which
## 10392 the Chinese Government
## 10393 the improvement
## 10394 the Shanghai River
## 10395 the control
## 10396 its navigation
## 10397 the same line
## 10398 commercial advantages
## 10399 a revision
## 10400 the present tariff
## 10401 imports
## 10402 the purpose
## 10403 ad valorem duties
## 10404 an expert
## 10405 the part
## 10406 the United States
## 10407 this work
## 10408 A list
## 10409 articles
## 10410 duty
## 10411 flour
## 10412 cereals
## 10413 rice
## 10414 gold
## 10415 coin
## 10416 bullion
## 10417 the settlement
## 10418 these troubles
## 10419 our Government
## 10420 moderation
## 10421 an adjustment
## 10422 which
## 10423 the welfare
## 10424 China
## 10425 a more beneficial intercourse
## 10426 the Empire
## 10427 the modern world
## 10428 the critical period
## 10429 revolt
## 10430 massacre
## 10431 we
## 10432 our full share
## 10433 safe-guarding life
## 10434 property
## 10435 the national interest
## 10436 honor
## 10437 It
## 10438 us
## 10439 these paths
## 10440 what
## 10441 our power
## 10442 feelings
## 10443 good will
## 10444 no effort
## 10445 the great policy
## 10446 full and fair intercourse
## 10447 China
## 10448 the nations
## 10449 a footing
## 10450 equal rights
## 10451 advantages
## 10452 all
## 10453 We
## 10454 the "open door
## 10455 all
## 10456 that
## 10457 it
## 10458 not merely the procurement
## 10459 enlarged commercial opportunities
## 10460 the coasts
## 10461 access
## 10462 the interior
## 10463 the waterways
## 10464 which
## 10465 China
## 10466 the people
## 10467 China
## 10468 peaceful and friendly community
## 10469 trade
## 10470 all the peoples
## 10471 the earth
## 10472 the work
## 10473 fruition
## 10474 the attainment
## 10475 this purpose
## 10476 we
## 10477 parity
## 10478 treatment
## 10479 the conventions
## 10480 the Empire
## 10481 our trade
## 10482 our citizens
## 10483 those
## 10484 all other powers
## 10485 We
## 10486 lively interest
## 10487 keen hopes
## 10488 beneficial results
## 10489 the proceedings
## 10490 the Pan-American Congress
## 10491 the invitation
## 10492 Mexico
## 10493 the Mexican capital
## 10494 The delegates
## 10495 the United States
## 10496 the most liberal instructions
## 10497 their colleagues
## 10498 all matters
## 10499 advantage
## 10500 the great family
## 10501 American commonwealths
## 10502 their relations
## 10503 themselves
## 10504 their domestic advancement
## 10505 their intercourse
## 10506 the world
## 10507 My predecessor
## 10508 the Congress
## 10509 the fact
## 10510 the Weil and La Abra awards
## 10511 Mexico
## 10512 the highest courts
## 10513 our country
## 10514 fraud
## 10515 the part
## 10516 the claimants
## 10517 accordance
## 10518 the acts
## 10519 the Congress
## 10520 the money
## 10521 the hands
## 10522 the Secretary
## 10523 State
## 10524 these awards
## 10525 Mexico
## 10526 A considerable portion
## 10527 the money
## 10528 Mexico
## 10529 these awards
## 10530 this Government
## 10531 the claimants
## 10532 the decision
## 10533 the courts
## 10534 My judgment
## 10535 the Congress
## 10536 Mexico
## 10537 an amount
## 10538 the sums
## 10539 the claimants
## 10540 The death
## 10541 Queen Victoria
## 10542 the people
## 10543 the United States
## 10544 which
## 10545 the Government
## 10546 President McKinley
## 10547 our Nation
## 10548 turn
## 10549 every quarter
## 10550 the British Empire expressions
## 10551 grief
## 10552 sympathy
## 10553 The death
## 10554 the Empress Dowager Frederick
## 10555 Germany
## 10556 the genuine sympathy
## 10557 the American people
## 10558 this sympathy
## 10559 Germany
## 10560 the President
## 10561 every quarter
## 10562 the civilized world
## 10563 we
## 10564 the time
## 10565 the President's death
## 10566 such grief
## 10567 regard
## 10568 the hearts
## 10569 our people
## 10570 the midst
## 10571 our affliction
## 10572 we
## 10573 the Almighty
## 10574 we
## 10575 peace
## 10576 the nations
## 10577 mankind
## 10578 we
## 10579 our policy
## 10580 these international relations
## 10581 mutual respect
## 10582 good will
## 10583 THEODORE ROOSEVELT
## 10584 the Senate
## 10585 House
## 10586 Representatives
## 10587 We
## 10588 a period
## 10589 unbounded prosperity
## 10590 This prosperity
## 10591 the creature
## 10592 law
## 10593 undoubtedly the laws
## 10594 which
## 10595 we
## 10596 the conditions
## 10597 which
## 10598 it
## 10599 unwise legislation
## 10600 it
## 10601 it
## 10602 periods
## 10603 depression
## 10604 The wave
## 10605 the tide
## 10606 This Nation
## 10607 a continent
## 10608 two great oceans
## 10609 It
## 10610 men
## 10611 the descendants
## 10612 pioneers
## 10613 a sense
## 10614 themselves
## 10615 men
## 10616 the nations
## 10617 the Old World
## 10618 the energy
## 10619 boldness
## 10620 love
## 10621 adventure
## 10622 their own eager hearts
## 10623 Such a Nation
## 10624 will surely wrest success
## 10625 fortune
## 10626 a people
## 10627 we
## 10628 a large part
## 10629 the world
## 10630 we
## 10631 our future
## 10632 the past
## 10633 the events
## 10634 the last four years
## 10635 woe
## 10636 weal
## 10637 our place
## 10638 the nations
## 10639 We
## 10640 we
## 10641 the endeavor
## 10642 which
## 10643 either great failure
## 10644 great success
## 10645 we
## 10646 we
## 10647 a small part
## 10648 we
## 10649 all
## 10650 that
## 10651 we
## 10652 a large part
## 10653 the sons
## 10654 the men
## 10655 the Civil War
## 10656 the sons
## 10657 the men
## 10658 who
## 10659 iron
## 10660 their blood
## 10661 the present
## 10662 heart
## 10663 will
## 10664 Ours
## 10665 the creed
## 10666 the weakling
## 10667 the coward
## 10668 ours
## 10669 the gospel
## 10670 hope
## 10671 triumphant endeavor
## 10672 We
## 10673 the struggle
## 10674 us
## 10675 many problems
## 10676 us
## 10677 the outset
## 10678 the twentieth century
## 10679 grave problems
## 10680 home
## 10681 we
## 10682 we
## 10683 them
## 10684 them
## 10685 we
## 10686 the solution
## 10687 the qualities
## 10688 head
## 10689 heart
## 10690 which
## 10691 the men
## 10692 who
## 10693 the days
## 10694 Washington
## 10695 this Government
## 10696 the days
## 10697 Lincoln
## 10698 it
## 10699 No country
## 10700 a higher plane
## 10701 material well-being
## 10702 ours
## 10703 the present moment
## 10704 This well-being
## 10705 no sudden or accidental causes
## 10706 the play
## 10707 the economic forces
## 10708 this country
## 10709 a century
## 10710 our laws
## 10711 above all
## 10712 the high individual average
## 10713 our citizenship
## 10714 Great fortunes
## 10715 those
## 10716 who
## 10717 the lead
## 10718 this phenomenal industrial development
## 10719 these fortunes
## 10720 evil
## 10721 an incident
## 10722 action
## 10723 which
## 10724 the community
## 10725 a whole
## 10726 well-being
## 10727 our people
## 10728 Great fortunes
## 10729 the aggregate
## 10730 these fortunes
## 10731 the wealth
## 10732 the people
## 10733 a whole
## 10734 The plain people
## 10735 they
## 10736 The insurance companies
## 10737 which
## 10738 practically mutual benefit societies
## 10739 men
## 10740 moderate means
## 10741 accumulations
## 10742 capital
## 10743 which
## 10744 this country
## 10745 more deposits
## 10746 the savings banks
## 10747 more owners
## 10748 farms
## 10749 more well-paid wage-workers
## 10750 this country
## 10751 our history
## 10752 the conditions
## 10753 the growth
## 10754 that
## 10755 they
## 10756 the growth
## 10757 what
## 10758 It
## 10759 we
## 10760 this evil
## 10761 us
## 10762 a due sense
## 10763 proportion
## 10764 us
## 10765 our gaze
## 10766 the lesser evil
## 10767 the greater good
## 10768 The evils
## 10769 some
## 10770 them
## 10771 they
## 10772 the outgrowth
## 10773 misery
## 10774 decadence
## 10775 prosperity
## 10776 the progress
## 10777 our gigantic industrial development
## 10778 This industrial development
## 10779 side
## 10780 side
## 10781 it
## 10782 such progressive regulation
## 10783 the evils
## 10784 We
## 10785 our duty
## 10786 we
## 10787 the evils
## 10788 we
## 10789 we
## 10790 practical common sense
## 10791 resolution
## 10792 the good
## 10793 my Message
## 10794 the present Congress
## 10795 its first session
## 10796 I
## 10797 length
## 10798 the question
## 10799 the regulation
## 10800 those big corporations
## 10801 an interstate business
## 10802 some tendency
## 10803 which
## 10804 trusts
## 10805 The experience
## 10806 the past year
## 10807 my opinion
## 10808 the steps
## 10809 I
## 10810 A fundamental requisite
## 10811 social efficiency
## 10812 a high standard
## 10813 individual energy
## 10814 excellence
## 10815 this
## 10816 no wise inconsistent
## 10817 power
## 10818 combination
## 10819 aims
## 10820 which
## 10821 A fundamental base
## 10822 civilization
## 10823 the inviolability
## 10824 property
## 10825 this
## 10826 no wise inconsistent
## 10827 the right
## 10828 society
## 10829 the exercise
## 10830 the artificial powers
## 10831 which
## 10832 it
## 10833 the owners
## 10834 property
## 10835 the name
## 10836 corporate franchises
## 10837 such a way
## 10838 the misuse
## 10839 these powers
## 10840 Corporations
## 10841 especially combinations
## 10842 corporations
## 10843 public regulation
## 10844 Experience
## 10845 our system
## 10846 government
## 10847 the necessary supervision
## 10848 State action
## 10849 It
## 10850 national action
## 10851 Our aim
## 10852 corporations
## 10853 the contrary
## 10854 these big aggregations
## 10855 an inevitable development
## 10856 modern industrialism
## 10857 the effort
## 10858 them
## 10859 ways
## 10860 that
## 10861 the utmost mischief
## 10862 the entire body politic
## 10863 We
## 10864 nothing
## 10865 the way
## 10866 these corporations
## 10867 we
## 10868 our minds
## 10869 we
## 10870 the corporations
## 10871 any evil
## 10872 them
## 10873 We
## 10874 them
## 10875 we
## 10876 they
## 10877 the public good
## 10878 We
## 10879 the line
## 10880 misconduct
## 10881 wealth
## 10882 The capitalist
## 10883 who
## 10884 conjunction
## 10885 his fellows
## 10886 some great industrial feat
## 10887 which
## 10888 he
## 10889 money
## 10890 a welldoer
## 10891 not a wrongdoer
## 10892 only he
## 10893 proper and legitimate lines
## 10894 We
## 10895 such a man
## 10896 he
## 10897 We
## 10898 his actions
## 10899 him
## 10900 Publicity
## 10901 no harm
## 10902 the honest corporation
## 10903 we
## 10904 the dishonest corporation
## 10905 the combinations
## 10906 capital
## 10907 which
## 10908 the public
## 10909 we
## 10910 the great enterprises
## 10911 which
## 10912 the cost
## 10913 production
## 10914 the place
## 10915 which
## 10916 our country
## 10917 the leadership
## 10918 the international industrial world
## 10919 wealth
## 10920 the result
## 10921 closing factories
## 10922 mines
## 10923 the wage-worker idle
## 10924 the streets
## 10925 the farmer
## 10926 a market
## 10927 what
## 10928 he
## 10929 Insistence
## 10930 the impossible means delay
## 10931 the other hand
## 10932 the stubborn defense
## 10933 what
## 10934 what
## 10935 the existing system
## 10936 the resolute effort
## 10937 any attempt
## 10938 betterment
## 10939 blindness
## 10940 the historic truth
## 10941 wise evolution
## 10942 the sure safeguard
## 10943 revolution
## 10944 No more important subject
## 10945 the Congress
## 10946 this
## 10947 the regulation
## 10948 interstate business
## 10949 This country
## 10950 the plea
## 10951 our peculiar system
## 10952 government
## 10953 we
## 10954 the presence
## 10955 the new conditions
## 10956 them
## 10957 whatever
## 10958 evil
## 10959 connection
## 10960 them
## 10961 The power
## 10962 the Congress
## 10963 interstate commerce
## 10964 an absolute and unqualified grant
## 10965 limitations
## 10966 those
## 10967 the Constitution
## 10968 The Congress
## 10969 constitutional authority
## 10970 all laws
## 10971 this power
## 10972 I
## 10973 this power
## 10974 any legislation
## 10975 the statute books
## 10976 It
## 10977 commercial freedom
## 10978 restraint
## 10979 national commerce
## 10980 the regulative power
## 10981 the Congress
## 10982 a wise and reasonable law
## 10983 a necessary and proper exercise
## 10984 Congressional authority
## 10985 the end
## 10986 such evils
## 10987 I
## 10988 monopolies
## 10989 unjust discriminations
## 10990 which
## 10991 trust organizations
## 10992 practices
## 10993 which
## 10994 interstate trade
## 10995 the power
## 10996 the Congress
## 10997 commerce
## 10998 foreign nations
## 10999 the several States
## 11000 regulations
## 11001 requirements
## 11002 such commerce
## 11003 those
## 11004 I
## 11005 this subject
## 11006 the consideration
## 11007 the Congress
## 11008 a view
## 11009 the passage
## 11010 a law
## 11011 its provisions
## 11012 its operations
## 11013 which
## 11014 the questions
## 11015 doubts
## 11016 the necessity
## 11017 constitutional amendment
## 11018 it
## 11019 the purposes
## 11020 such a law
## 11021 we
## 11022 the Constitution
## 11023 peradventure
## 11024 the power
## 11025 The Congress
## 11026 any appropriation
## 11027 the better enforcement
## 11028 the antitrust law
## 11029 it
## 11030 the Department
## 11031 Justice
## 11032 the enforcement
## 11033 this law
## 11034 the Congress
## 11035 a special appropriation
## 11036 this purpose
## 11037 the direction
## 11038 the Attorney-General
## 11039 One proposition
## 11040 the reduction
## 11041 the tariff
## 11042 a means
## 11043 the evils
## 11044 the trusts
## 11045 which
## 11046 the category
## 11047 I
## 11048 this
## 11049 the diversion
## 11050 our efforts
## 11051 such a direction
## 11052 the abandonment
## 11053 all intelligent attempt
## 11054 these evils
## 11055 the largest corporations
## 11056 those
## 11057 which
## 11058 any proper scheme
## 11059 regulation
## 11060 the slightest degree
## 11061 a change
## 11062 the tariff
## 11063 such change
## 11064 the general prosperity
## 11065 the country
## 11066 The only relation
## 11067 the tariff
## 11068 big corporations
## 11069 a whole
## 11070 the tariff
## 11071 manufactures
## 11072 the tariff remedy
## 11073 effect
## 11074 manufactures
## 11075 the tariff
## 11076 a punitive measure
## 11077 trusts
## 11078 ruin
## 11079 the weaker competitors
## 11080 who
## 11081 them
## 11082 Our aim
## 11083 unwise tariff changes
## 11084 foreign products
## 11085 the advantage
## 11086 domestic products
## 11087 proper regulation
## 11088 domestic competition
## 11089 a fair chance
## 11090 this end
## 11091 any tariff changes
## 11092 which
## 11093 all domestic competitors
## 11094 The question
## 11095 regulation
## 11096 the trusts
## 11097 the question
## 11098 tariff revision
## 11099 Stability
## 11100 economic policy
## 11101 the prime economic need
## 11102 this country
## 11103 This stability
## 11104 fossilization
## 11105 The country
## 11106 the wisdom
## 11107 the protective-tariff principle
## 11108 It
## 11109 this system
## 11110 violent and radical changes
## 11111 Our past experience
## 11112 great prosperity
## 11113 this country
## 11114 a protective tariff
## 11115 the country
## 11116 fitful tariff changes
## 11117 short intervals
## 11118 if the tariff laws
## 11119 a whole work
## 11120 business
## 11121 them
## 11122 it
## 11123 a time
## 11124 slight inconveniences
## 11125 inequalities
## 11126 some schedules
## 11127 business
## 11128 too quick and too radical changes
## 11129 It
## 11130 we
## 11131 the tariff
## 11132 the standpoint
## 11133 our business needs
## 11134 It
## 11135 partisanship
## 11136 consideration
## 11137 the subject
## 11138 it
## 11139 the business interests
## 11140 the country
## 11141 that
## 11142 the interests
## 11143 our people
## 11144 a whole
## 11145 these business interests
## 11146 fixity
## 11147 principle
## 11148 the tariff
## 11149 we
## 11150 a system
## 11151 which
## 11152 us
## 11153 time
## 11154 time
## 11155 the necessary reapplication
## 11156 the principle
## 11157 the shifting national needs
## 11158 We
## 11159 scrupulous care
## 11160 the reapplication
## 11161 such a way
## 11162 it
## 11163 a dislocation
## 11164 our system
## 11165 the mere threat
## 11166 which
## 11167 the performance
## 11168 paralysis
## 11169 the business energies
## 11170 the community
## 11171 The first consideration
## 11172 these changes
## 11173 course
## 11174 the principle
## 11175 which
## 11176 our whole tariff system
## 11177 the principle
## 11178 American business interests
## 11179 a full equality
## 11180 interests
## 11181 a sufficient rate
## 11182 duty
## 11183 the difference
## 11184 the labor cost
## 11185 The well-being
## 11186 the wage-worker
## 11187 the well-being
## 11188 the tiller
## 11189 the soil
## 11190 our whole economic policy
## 11191 any change
## 11192 which
## 11193 the standard
## 11194 comfort
## 11195 the standard
## 11196 wages
## 11197 the American wage-worker
## 11198 One way
## 11199 which
## 11200 the readjustment
## 11201 reciprocity treaties
## 11202 It
## 11203 such treaties
## 11204 They
## 11205 our markets
## 11206 a greater field
## 11207 the activities
## 11208 our producers
## 11209 the one hand
## 11210 the other hand
## 11211 practical shape
## 11212 the lowering
## 11213 duties
## 11214 they
## 11215 protection
## 11216 our own people
## 11217 the minimum
## 11218 damage
## 11219 the sake
## 11220 the maximum
## 11221 it
## 11222 the pending treaties
## 11223 no warrant
## 11224 the endeavor
## 11225 others
## 11226 the pending treaties
## 11227 they
## 11228 the same end
## 11229 reciprocity
## 11230 direct legislation
## 11231 the tariff conditions
## 11232 a needed change
## 11233 advantage
## 11234 the application
## 11235 the reciprocity idea
## 11236 it
## 11237 a lowering
## 11238 duties
## 11239 a given product
## 11240 such change
## 11241 the fullest consideration
## 11242 practical experts
## 11243 who
## 11244 the subject
## 11245 a business standpoint
## 11246 view
## 11247 both the particular interests
## 11248 the commercial well-being
## 11249 the people
## 11250 a whole
## 11251 The machinery
## 11252 such careful investigation
## 11253 The executive department
## 11254 its disposal methods
## 11255 facts
## 11256 figures
## 11257 the Congress
## 11258 additional consideration
## 11259 that
## 11260 which
## 11261 the subject
## 11262 its own committees
## 11263 a commission
## 11264 business experts
## 11265 whose duty
## 11266 it
## 11267 action
## 11268 the Congress
## 11269 a deliberate and scientific examination
## 11270 the various schedules
## 11271 they
## 11272 the changed and changing conditions
## 11273 The unhurried and unbiased report
## 11274 this commission
## 11275 what changes
## 11276 the various schedules
## 11277 these changes
## 11278 the great prosperity
## 11279 which
## 11280 this country
## 11281 its fixed economic policy
## 11282 The cases
## 11283 which
## 11284 the tariff
## 11285 a monopoly
## 11286 an inconsiderable factor
## 11287 the question
## 11288 course
## 11289 any case
## 11290 it
## 11291 a given rate
## 11292 duty
## 11293 a monopoly
## 11294 which
## 11295 no protectionist
## 11296 such reduction
## 11297 the duty
## 11298 competition
## 11299 my judgment
## 11300 the tariff
## 11301 anthracite coal
## 11302 it
## 11303 the free list
## 11304 This
## 11305 no effect
## 11306 crises
## 11307 crises
## 11308 it
## 11309 service
## 11310 the people
## 11311 Interest rates
## 11312 a potent factor
## 11313 business activity
## 11314 order
## 11315 these rates
## 11316 the varying needs
## 11317 the seasons
## 11318 widely separated communities
## 11319 the recurrence
## 11320 financial stringencies
## 11321 which
## 11322 legitimate business
## 11323 it
## 11324 an element
## 11325 elasticity
## 11326 our monetary system
## 11327 Banks
## 11328 the natural servants
## 11329 commerce
## 11330 them
## 11331 a circulation
## 11332 the needs
## 11333 our diversified industries
## 11334 our domestic and foreign commerce
## 11335 the issue
## 11336 this
## 11337 a sufficient supply
## 11338 the business interests
## 11339 the country
## 11340 It
## 11341 this time
## 11342 our financial system
## 11343 which
## 11344 the growth
## 11345 a century
## 11346 some additional legislation
## 11347 I
## 11348 The mere outline
## 11349 any plan
## 11350 these requirements
## 11351 the appropriate limits
## 11352 this communication
## 11353 It
## 11354 all future legislation
## 11355 the subject
## 11356 the view
## 11357 the use
## 11358 such instrumentalities
## 11359 every legitimate demand
## 11360 productive industries
## 11361 commerce
## 11362 the amount
## 11363 the character
## 11364 circulation
## 11365 all kinds
## 11366 money
## 11367 the will
## 11368 the holder
## 11369 the established gold standard
## 11370 I
## 11371 your attention
## 11372 the need
## 11373 a proper immigration law
## 11374 the points
## 11375 my Message
## 11376 you
## 11377 the first session
## 11378 the present Congress
## 11379 such a bill
## 11380 the House
## 11381 fair treatment
## 11382 labor
## 11383 capital
## 11384 the unscrupulous man
## 11385 employer
## 11386 employee
## 11387 individual initiative
## 11388 the industrial development
## 11389 the country
## 11390 a problem
## 11391 great difficulties
## 11392 which
## 11393 it
## 11394 the highest importance
## 11395 lines
## 11396 sanity
## 11397 far-sighted common sense
## 11398 devotion
## 11399 the right
## 11400 This
## 11401 an era
## 11402 federation
## 11403 combination
## 11404 business men
## 11405 they
## 11406 corporations
## 11407 it
## 11408 a constant tendency
## 11409 these corporations
## 11410 it
## 11411 men
## 11412 federations
## 11413 these
## 11414 important factors
## 11415 modern industrial life
## 11416 Both kinds
## 11417 federation
## 11418 labor
## 11419 a necessary corollary
## 11420 they
## 11421 evil
## 11422 Opposition
## 11423 each kind
## 11424 organization
## 11425 the form
## 11426 opposition
## 11427 whatever
## 11428 the conduct
## 11429 any given corporation
## 11430 union
## 11431 attacks
## 11432 corporations
## 11433 such nor upon unions
## 11434 some
## 11435 the most far-reaching beneficent work
## 11436 our people
## 11437 both corporations
## 11438 unions
## 11439 Each
## 11440 arbitrary or tyrannous interference
## 11441 the rights
## 11442 others
## 11443 Organized capital
## 11444 organized labor
## 11445 the long run
## 11446 the interest
## 11447 each
## 11448 harmony
## 11449 the interest
## 11450 the general public
## 11451 the conduct
## 11452 each
## 11453 the fundamental rules
## 11454 obedience
## 11455 the law
## 11456 individual freedom
## 11457 justice
## 11458 all
## 11459 Each
## 11460 addition
## 11461 power
## 11462 it
## 11463 the realization
## 11464 healthy, lofty, and generous ideals
## 11465 Every employer
## 11466 every wage-worker
## 11467 his liberty
## 11468 his right
## 11469 he
## 11470 his property
## 11471 his labor
## 11472 he
## 11473 the rights
## 11474 others
## 11475 It
## 11476 the highest importance
## 11477 employer
## 11478 employee
## 11479 each the viewpoint
## 11480 the sure disaster
## 11481 that
## 11482 the long run
## 11483 as habitual an attitude
## 11484 sour hostility
## 11485 distrust
## 11486 Few people
## 11487 the country
## 11488 those representatives
## 11489 both
## 11490 capital
## 11491 labor
## 11492 who
## 11493 a good understanding
## 11494 this kind
## 11495 wisdom
## 11496 broad and kindly sympathy
## 11497 employers
## 11498 all
## 11499 we
## 11500 any kind
## 11501 class animosity
## 11502 the political world
## 11503 national welfare
## 11504 We
## 11505 good government
## 11506 condition
## 11507 we
## 11508 the principles
## 11509 which
## 11510 this Nation
## 11511 each man
## 11512 a part
## 11513 a class
## 11514 his individual merits
## 11515 All
## 11516 that
## 11517 we
## 11518 any man
## 11519 whatever
## 11520 his creed
## 11521 his occupation
## 11522 his birthplace
## 11523 his residence
## 11524 he
## 11525 his neighbor
## 11526 his country
## 11527 We
## 11528 the rich man
## 11529 the poor man
## 11530 we
## 11531 the upright man
## 11532 the constitutional powers
## 11533 the National Government
## 11534 these matters
## 11535 general and vital moment
## 11536 the Nation
## 11537 they
## 11538 conformity
## 11539 the principles
## 11540 It
## 11541 a secretary
## 11542 commerce
## 11543 a seat
## 11544 the Cabinet
## 11545 The rapid multiplication
## 11546 questions
## 11547 labor
## 11548 capital
## 11549 the growth
## 11550 complexity
## 11551 the organizations
## 11552 which
## 11553 both labor
## 11554 capital
## 11555 expression
## 11556 the steady tendency
## 11557 the employment
## 11558 capital
## 11559 huge corporations
## 11560 the wonderful strides
## 11561 this country
## 11562 leadership
## 11563 the international business world
## 11564 an urgent demand
## 11565 the creation
## 11566 such a position
## 11567 all the leading commercial bodies
## 11568 this country
## 11569 its creation
## 11570 It
## 11571 some such measure
## 11572 that
## 11573 which
## 11574 the Senate
## 11575 law
## 11576 The creation
## 11577 such a department
## 11578 itself
## 11579 an advance
## 11580 supervision
## 11581 the whole subject
## 11582 the great corporations
## 11583 an interstate business
## 11584 this end
## 11585 view
## 11586 the Congress
## 11587 the department
## 11588 large powers
## 11589 which
## 11590 experience
## 11591 the need
## 11592 I
## 11593 the Senate
## 11594 a reciprocity treaty
## 11595 Cuba
## 11596 May
## 11597 the United States
## 11598 its promise
## 11599 the island
## 11600 Cuban soil
## 11601 Cuba
## 11602 those
## 11603 whom
## 11604 her own people
## 11605 the first officials
## 11606 the new Republic
## 11607 Cuba
## 11608 our doors
## 11609 whatever
## 11610 her
## 11611 us
## 11612 our people
## 11613 this
## 11614 the Platt amendment
## 11615 we
## 11616 the ground
## 11617 Cuba
## 11618 closer political relations
## 11619 us
## 11620 any other power
## 11621 a sense
## 11622 Cuba
## 11623 a part
## 11624 our international political system
## 11625 This
## 11626 it
## 11627 return
## 11628 she
## 11629 some
## 11630 the benefits
## 11631 part
## 11632 our economic system
## 11633 It
## 11634 our own standpoint
## 11635 a short-sighted and mischievous policy
## 11636 this need
## 11637 it
## 11638 a mighty and generous nation
## 11639 itself
## 11640 the greatest and most successful republic
## 11641 history
## 11642 a helping hand
## 11643 a young and weak sister republic
## 11644 its career
## 11645 independence
## 11646 We
## 11647 our rights
## 11648 the face
## 11649 we
## 11650 hand
## 11651 our generous duty
## 11652 I
## 11653 the adoption
## 11654 reciprocity
## 11655 Cuba
## 11656 it
## 11657 our own interests
## 11658 the Cuban market
## 11659 every means
## 11660 our supremacy
## 11661 the tropical lands
## 11662 waters
## 11663 us
## 11664 we
## 11665 the giant republic
## 11666 the north
## 11667 all our sister nations
## 11668 the American Continent
## 11669 they
## 11670 it
## 11671 we
## 11672 ourselves
## 11673 disinterestedly and effectively their friend
## 11674 A convention
## 11675 Great Britain
## 11676 which
## 11677 the Senate
## 11678 ratification
## 11679 reciprocal trade arrangements
## 11680 the United States
## 11681 Newfoundland
## 11682 the lines
## 11683 the convention
## 11684 the Secretary
## 11685 State
## 11686 Mr. Blaine
## 11687 I
## 11688 reciprocal trade relations
## 11689 the advantage
## 11690 both countries
## 11691 civilization
## 11692 warfare
## 11693 less and less the normal condition
## 11694 foreign relations
## 11695 The last century
## 11696 a marked diminution
## 11697 wars
## 11698 civilized powers
## 11699 wars
## 11700 uncivilized powers
## 11701 largely mere matters
## 11702 international police duty
## 11703 the welfare
## 11704 the world
## 11705 arbitration
## 11706 some similar method
## 11707 lieu
## 11708 war
## 11709 difficulties
## 11710 civilized nations
## 11711 the world
## 11712 it
## 11713 arbitration
## 11714 every case
## 11715 The formation
## 11716 the international tribunal
## 11717 which
## 11718 The Hague
## 11719 an event
## 11720 good omen
## 11721 which
## 11722 great consequences
## 11723 the welfare
## 11724 all mankind
## 11725 It
## 11726 such a permanent tribunal
## 11727 special arbitrators
## 11728 a given purpose
## 11729 It
## 11730 a matter
## 11731 sincere congratulation
## 11732 our country
## 11733 the United States
## 11734 Mexico
## 11735 the good offices
## 11736 The Hague Court
## 11737 This
## 11738 most satisfactory results
## 11739 the case
## 11740 a claim
## 11741 issue
## 11742 us
## 11743 our sister Republic
## 11744 It
## 11745 this first case
## 11746 a precedent
## 11747 others
## 11748 which
## 11749 not only the United States
## 11750 foreign nations
## 11751 advantage
## 11752 the machinery
## 11753 existence
## 11754 The Hague
## 11755 I
## 11756 the favorable consideration
## 11757 the Congress
## 11758 the Hawaiian fire claims
## 11759 which
## 11760 the subject
## 11761 careful investigation
## 11762 the last session
## 11763 The Congress
## 11764 we
## 11765 an isthmian canal
## 11766 Panama
## 11767 The Attorney-General
## 11768 we
## 11769 good title
## 11770 the French Panama Canal Company
## 11771 Negotiations
## 11772 Colombia
## 11773 her assent
## 11774 the canal
## 11775 This canal
## 11776 the greatest engineering feats
## 11777 the twentieth century
## 11778 a greater engineering feat
## 11779 the history
## 11780 mankind
## 11781 The work
## 11782 a continuing policy
## 11783 regard
## 11784 change
## 11785 Administration
## 11786 it
## 11787 circumstances
## 11788 which
## 11789 it
## 11790 pride
## 11791 all Administrations
## 11792 the policy
## 11793 The canal
## 11794 great benefit
## 11795 America
## 11796 importance
## 11797 all the world
## 11798 It
## 11799 advantage
## 11800 us
## 11801 our military position
## 11802 It
## 11803 advantage
## 11804 the countries
## 11805 tropical America
## 11806 It
## 11807 all
## 11808 these countries
## 11809 some
## 11810 them
## 11811 signal success
## 11812 their shores commerce
## 11813 their material conditions
## 11814 stability
## 11815 order
## 11816 the prerequisites
## 11817 successful development
## 11818 No independent nation
## 11819 America
## 11820 the slightest fear
## 11821 aggression
## 11822 the United States
## 11823 It
## 11824 each one
## 11825 order
## 11826 its own borders
## 11827 its just obligations
## 11828 foreigners
## 11829 this
## 11830 they
## 11831 they
## 11832 they
## 11833 nothing
## 11834 outside interference
## 11835 More and more the increasing interdependence
## 11836 complexity
## 11837 international political and economic relations
## 11838 it
## 11839 all civilized and orderly powers
## 11840 the proper policing
## 11841 the world
## 11842 the fall
## 11843 a communication
## 11844 the Secretary
## 11845 State
## 11846 permission
## 11847 the President
## 11848 a corporation
## 11849 a cable
## 11850 a point
## 11851 the California coast
## 11852 the Philippine Islands
## 11853 way
## 11854 Hawaii
## 11855 A statement
## 11856 conditions
## 11857 terms
## 11858 which
## 11859 such corporation
## 11860 a cable
## 11861 Inasmuch
## 11862 the Congress
## 11863 Pacific-cable legislation
## 11864 the subject
## 11865 consideration
## 11866 the Congress
## 11867 several years
## 11868 it
## 11869 me
## 11870 action
## 11871 the application
## 11872 the Congress
## 11873 first an opportunity
## 11874 The Congress
## 11875 any action
## 11876 the matter
## 11877 exactly the same condition
## 11878 which
## 11879 it
## 11880 the Congress
## 11881 it
## 11882 the Commercial Pacific Cable Company
## 11883 preparations
## 11884 its cable
## 11885 It
## 11886 application
## 11887 the President
## 11888 access
## 11889 use
## 11890 soundings
## 11891 the U. S. S. Nero
## 11892 the purpose
## 11893 a practicable route
## 11894 a trans-Pacific cable
## 11895 the company
## 11896 access
## 11897 these soundings
## 11898 it
## 11899 its cable
## 11900 it
## 11901 soundings
## 11902 its own account
## 11903 Pending consideration
## 11904 this subject
## 11905 it
## 11906 certain conditions
## 11907 the permission
## 11908 the soundings
## 11909 it
## 11910 consequence
## 11911 this solicitation
## 11912 the cable company
## 11913 certain conditions
## 11914 which
## 11915 the President
## 11916 access
## 11917 these soundings
## 11918 the landing
## 11919 laying
## 11920 the cable
## 11921 any alterations
## 11922 additions
## 11923 the Congress
## 11924 This
## 11925 it
## 11926 a cable connection
## 11927 some kind
## 11928 China
## 11929 a foreign country
## 11930 a part
## 11931 the company's plan
## 11932 This course
## 11933 accordance
## 11934 a line
## 11935 precedents
## 11936 President Grant's action
## 11937 the case
## 11938 the first French cable
## 11939 the Congress
## 11940 his Annual Message
## 11941 December
## 11942 the instance
## 11943 the second French cable
## 11944 Brest
## 11945 St. Pierre
## 11946 a branch
## 11947 Cape Cod
## 11948 These conditions
## 11949 other things
## 11950 a maximum rate
## 11951 commercial messages
## 11952 the company
## 11953 a line
## 11954 the Philippine Islands
## 11955 China
## 11956 present
## 11957 a British line
## 11958 Manila
## 11959 Hongkong
## 11960 The representatives
## 11961 the cable company
## 11962 these conditions
## 11963 consideration
## 11964 the meantime
## 11965 the cable
## 11966 They
## 11967 length
## 11968 them
## 11969 an all-American line
## 11970 our Pacific coast
## 11971 the Chinese Empire
## 11972 way
## 11973 Honolulu
## 11974 the Philippine Islands
## 11975 a few months
## 11976 business
## 11977 the conditions
## 11978 the power
## 11979 the Congress
## 11980 any
## 11981 all
## 11982 them
## 11983 A copy
## 11984 the conditions
## 11985 Porto Rico
## 11986 it
## 11987 the prosperity
## 11988 the island
## 11989 the wisdom
## 11990 which
## 11991 it
## 11992 it
## 11993 an example
## 11994 all
## 11995 that
## 11996 insular administration
## 11997 July
## 11998 the one hundred and twenty-sixth anniversary
## 11999 the declaration
## 12000 our independence
## 12001 peace
## 12002 amnesty
## 12003 the Philippine Islands
## 12004 Some trouble
## 12005 time
## 12006 time
## 12007 the Mohammedan Moros
## 12008 the late insurrectionary Filipinos
## 12009 the war
## 12010 Civil government
## 12011 each Filipino
## 12012 such rights
## 12013 life
## 12014 liberty
## 12015 the pursuit
## 12016 happiness
## 12017 he
## 12018 the recorded history
## 12019 the islands
## 12020 the people
## 12021 a whole
## 12022 a measure
## 12023 self-government
## 12024 that
## 12025 any other Orientals
## 12026 any foreign power
## 12027 that
## 12028 any other Orientals
## 12029 their own governments
## 12030 the Japanese
## 12031 We
## 12032 these rights
## 12033 liberty
## 12034 self-government
## 12035 we
## 12036 the limit
## 12037 that
## 12038 the interests
## 12039 the Philippine people
## 12040 themselves
## 12041 it
## 12042 matters
## 12043 we
## 12044 calamity
## 12045 the people
## 12046 the islands
## 12047 No policy
## 12048 the American people
## 12049 itself
## 12050 more signal manner
## 12051 the policy
## 12052 the Philippines
## 12053 The triumph
## 12054 our arms
## 12055 all the triumph
## 12056 our laws
## 12057 principles
## 12058 we
## 12059 any right
## 12060 Too much praise
## 12061 the Army
## 12062 what
## 12063 it
## 12064 the Philippines
## 12065 warfare
## 12066 an administrative standpoint
## 12067 the way
## 12068 civil government
## 12069 similar credit
## 12070 the civil authorities
## 12071 the way
## 12072 which
## 12073 they
## 12074 the seeds
## 12075 self-government
## 12076 the ground
## 12077 them
## 12078 The courage
## 12079 the unflinching endurance
## 12080 the high soldierly efficiency
## 12081 the general kind-heartedness
## 12082 humanity
## 12083 our troops
## 12084 only some fifteen thousand troops
## 12085 the islands
## 12086 All
## 12087 individual instances
## 12088 wrongdoing
## 12089 them
## 12090 They
## 12091 fearful difficulties
## 12092 climate
## 12093 surroundings
## 12094 the strain
## 12095 the terrible provocations
## 12096 which
## 12097 they
## 12098 their foes
## 12099 occasional instances
## 12100 cruel retaliation
## 12101 Every effort
## 12102 such cruelties
## 12103 these efforts
## 12104 Every effort
## 12105 the wrongdoers
## 12106 all allowance
## 12107 these misdeeds
## 12108 it
## 12109 the instances
## 12110 which
## 12111 war
## 12112 a civilized power
## 12113 semicivilized or barbarous forces
## 12114 so little wrongdoing
## 12115 the victors
## 12116 the Philippine Islands
## 12117 the other hand
## 12118 the amount
## 12119 difficult, important, and beneficent work
## 12120 which
## 12121 the work
## 12122 the Army
## 12123 the civil authorities
## 12124 it
## 12125 modern times
## 12126 the world
## 12127 a better example
## 12128 real constructive statesmanship
## 12129 our people
## 12130 the Philippine Islands
## 12131 High praise
## 12132 those Filipinos
## 12133 the aggregate
## 12134 who
## 12135 the new conditions
## 12136 our representatives
## 12137 hearty good will
## 12138 the welfare
## 12139 the islands
## 12140 The Army
## 12141 the minimum
## 12142 law
## 12143 It
## 12144 the size
## 12145 the Nation
## 12146 the highest point
## 12147 efficiency
## 12148 The senior officers
## 12149 scant chance
## 12150 ordinary conditions
## 12151 commands
## 12152 their rank
## 12153 circumstances
## 12154 which
## 12155 them
## 12156 their duty
## 12157 time
## 12158 actual war
## 12159 A system
## 12160 our Army
## 12161 bodies
## 12162 some little size
## 12163 such maneuvers
## 12164 it
## 12165 the event
## 12166 hostilities
## 12167 any serious foe
## 12168 even a small army corps
## 12169 advantage
## 12170 Both our officers
## 12171 enlisted men
## 12172 we
## 12173 hearty pride
## 12174 them
## 12175 No better material
## 12176 they
## 12177 individuals
## 12178 the mass
## 12179 The marksmanship
## 12180 the men
## 12181 special attention
## 12182 the circumstances
## 12183 modern warfare
## 12184 the man
## 12185 his own individual responsibility
## 12186 the high individual efficiency
## 12187 the unit
## 12188 the utmost importance
## 12189 this unit
## 12190 the regiment
## 12191 it
## 12192 the regiment
## 12193 not even the troop
## 12194 company
## 12195 it
## 12196 the individual soldier
## 12197 Every effort
## 12198 every workmanlike
## 12199 soldierly quality
## 12200 both the officer
## 12201 the enlisted man
## 12202 I
## 12203 your attention
## 12204 the need
## 12205 a bill
## 12206 a general staff
## 12207 the reorganization
## 12208 the supply departments
## 12209 the lines
## 12210 the bill
## 12211 the Secretary
## 12212 War
## 12213 the young officers
## 12214 the Army
## 12215 West Point
## 12216 they
## 12217 their compeers
## 12218 any other military service
## 12219 Every effort
## 12220 training
## 12221 reward
## 12222 merit
## 12223 scrutiny
## 12224 their careers
## 12225 capacity
## 12226 them
## 12227 the same high relative excellence
## 12228 their careers
## 12229 The measure
## 12230 the reorganization
## 12231 the militia system
## 12232 the highest efficiency
## 12233 the National Guard
## 12234 which
## 12235 the House
## 12236 prompt attention
## 12237 action
## 12238 It
## 12239 great importance
## 12240 the relation
## 12241 the National Guard
## 12242 the militia
## 12243 volunteer forces
## 12244 the United States
## 12245 place
## 12246 our present obsolete laws
## 12247 a practical and efficient system
## 12248 Provision
## 12249 the Secretary
## 12250 War
## 12251 cavalry and artillery horses
## 12252 worn-out
## 12253 long performance
## 12254 duty
## 12255 Such horses
## 12256 them
## 12257 the misery
## 12258 them
## 12259 it
## 12260 them
## 12261 light work
## 12262 the posts
## 12263 them
## 12264 death
## 12265 the first time
## 12266 our history naval maneuvers
## 12267 a large scale
## 12268 the immediate command
## 12269 the Admiral
## 12270 the Navy
## 12271 attention
## 12272 the gunnery
## 12273 the Navy
## 12274 it
## 12275 what
## 12276 it
## 12277 I
## 12278 the increase
## 12279 the Secretary
## 12280 the Navy
## 12281 the appropriation
## 12282 the markmanship
## 12283 battle
## 12284 the only shots
## 12285 that
## 12286 the shots
## 12287 that
## 12288 It
## 12289 ample funds
## 12290 practice
## 12291 the great guns
## 12292 time
## 12293 peace
## 12294 These funds
## 12295 the purchase
## 12296 projectiles
## 12297 allowances
## 12298 prizes
## 12299 the gun crews
## 12300 especially the gun pointers
## 12301 an intelligent system
## 12302 which
## 12303 it
## 12304 good practice
## 12305 no halt
## 12306 the work
## 12307 the Navy
## 12308 every year
## 12309 additional fighting craft
## 12310 We
## 12311 a very rich country
## 12312 extent
## 12313 territory
## 12314 population
## 12315 which
## 12316 an Army diminutive
## 12317 that
## 12318 any other first-class power
## 12319 We
## 12320 our own certain foreign policies
## 12321 which
## 12322 the possession
## 12323 a first-class navy
## 12324 The isthmian canal
## 12325 the efficiency
## 12326 our Navy
## 12327 the Navy
## 12328 sufficient size
## 12329 we
## 12330 an inadequate navy
## 12331 the building
## 12332 the canal
## 12333 a hostage
## 12334 any power
## 12335 superior strength
## 12336 The Monroe Doctrine
## 12337 the cardinal feature
## 12338 American foreign policy
## 12339 it
## 12340 it
## 12341 we
## 12342 it
## 12343 it
## 12344 a thoroughly good navy
## 12345 A good navy
## 12346 a provocative
## 12347 war
## 12348 It
## 12349 the surest guaranty
## 12350 peace
## 12351 Each individual unit
## 12352 our Navy
## 12353 its kind
## 12354 both material
## 12355 personnel
## 12356 that
## 12357 the world
## 12358 I
## 12359 your special attention
## 12360 the need
## 12361 the manning
## 12362 the ships
## 12363 Serious trouble
## 12364 us
## 12365 we
## 12366 we
## 12367 regards
## 12368 the services
## 12369 a sufficient number
## 12370 the highest type
## 12371 sailormen
## 12372 sea mechanics
## 12373 The veteran seamen
## 12374 our war ships
## 12375 as high a type
## 12376 any navy
## 12377 which
## 12378 the waters
## 12379 the world
## 12380 they
## 12381 resolution
## 12382 readiness
## 12383 thorough knowledge
## 12384 their profession
## 12385 They
## 12386 every consideration
## 12387 that
## 12388 them
## 12389 them
## 12390 It
## 12391 a crew
## 12392 it
## 12393 a war ship
## 12394 the finest ship
## 12395 the deadliest battery
## 12396 it
## 12397 a raw crew
## 12398 they
## 12399 disaster
## 12400 a foe
## 12401 average capacity
## 12402 Neither ships
## 12403 men
## 12404 war
## 12405 We
## 12406 a thousand additional officers
## 12407 order
## 12408 the ships
## 12409 construction
## 12410 The classes
## 12411 the Naval School
## 12412 Annapolis
## 12413 the same time
## 12414 we
## 12415 the officers
## 12416 we
## 12417 them
## 12418 we
## 12419 the retirement
## 12420 those
## 12421 the head
## 12422 the list
## 12423 whose usefulness
## 12424 Promotion
## 12425 the service
## 12426 The lamentable scarcity
## 12427 officers
## 12428 the large number
## 12429 recruits
## 12430 unskilled men
## 12431 the new vessels
## 12432 they
## 12433 our officers
## 12434 the lieutenants
## 12435 junior grades
## 12436 unusual labor
## 12437 fatigue
## 12438 their powers
## 12439 endurance
## 12440 sign
## 12441 any immediate let-up
## 12442 this strain
## 12443 It
## 12444 more officers
## 12445 Annapolis
## 12446 the recruits
## 12447 their duties
## 12448 these difficulties
## 12449 incident
## 12450 the development
## 12451 our war
## 12452 the conduct
## 12453 all our officers
## 12454 the service
## 12455 the lieutenants
## 12456 junior grades
## 12457 an ability
## 12458 a steadfast cheerfulness
## 12459 which
## 12460 them
## 12461 the ungrudging thanks
## 12462 all
## 12463 who
## 12464 the disheartening trials
## 12465 fatigues
## 12466 which
## 12467 they
## 12468 necessity
## 12469 a cloud
## 12470 the horizon
## 12471 present
## 12472 the slightest chance
## 12473 trouble
## 12474 a foreign power
## 12475 We
## 12476 this state
## 12477 things
## 12478 the way
## 12479 its continuance
## 12480 a thoroughly efficient navy
## 12481 The refusal
## 12482 such a navy
## 12483 trouble
## 12484 trouble
## 12485 disaster
## 12486 Fatuous self-complacency
## 12487 vanity
## 12488 short-sightedness
## 12489 danger
## 12490 such a nation
## 12491 ours
## 12492 past experience
## 12493 such fatuity
## 12494 any crisis
## 12495 advance
## 12496 a mad panic
## 12497 hysterical fear
## 12498 the crisis
## 12499 The striking increase
## 12500 the revenues
## 12501 the Post-Office Department
## 12502 the prosperity
## 12503 our people
## 12504 the increasing activity
## 12505 the business
## 12506 the country
## 12507 The receipts
## 12508 the Post-Office Department
## 12509 the fiscal year
## 12510 an increase
## 12511 the preceding year
## 12512 the largest increase
## 12513 the history
## 12514 the postal service
## 12515 The magnitude
## 12516 this increase
## 12517 the fact
## 12518 the entire postal receipts
## 12519 the year
## 12520 Rural free-delivery service
## 12521 the experimental stage
## 12522 it
## 12523 a fixed policy
## 12524 The results
## 12525 its introduction
## 12526 the Congress
## 12527 the large appropriations
## 12528 its establishment
## 12529 extension
## 12530 The average yearly increase
## 12531 post-office receipts
## 12532 the rural districts
## 12533 the country
## 12534 cent
## 12535 We
## 12536 actual results
## 12537 rural free-delivery service
## 12538 such an extent
## 12539 us
## 12540 comparisons
## 12541 the yearly increase
## 12542 ten per cent
## 12543 November
## 12544 11,650 rural free-delivery routes
## 12545 operation
## 12546 the territory
## 12547 the United States
## 12548 rural free-delivery service
## 12549 the action
## 12550 the Department petitions
## 12551 applications
## 12552 the establishment
## 12553 10,748 additional routes
## 12554 This
## 12555 the want
## 12556 which
## 12557 the establishment
## 12558 the service
## 12559 the need
## 12560 it
## 12561 It
## 12562 the financial results
## 12563 the practical benefits
## 12564 our rural population
## 12565 it
## 12566 the men
## 12567 who
## 12568 the soil
## 12569 close relations
## 12570 the active business world
## 12571 it
## 12572 the farmer
## 12573 daily touch
## 12574 the markets
## 12575 it
## 12576 a potential educational force
## 12577 it
## 12578 the value
## 12579 farm property
## 12580 farm life
## 12581 the undesirable current
## 12582 country
## 12583 city
## 12584 It
## 12585 the Congress
## 12586 liberal appropriations
## 12587 the continuance
## 12588 the service
## 12589 its further extension
## 12590 \n\nFew subjects
## 12591 more importance
## 12592 the Congress
## 12593 recent years
## 12594 the inauguration
## 12595 the system
## 12596 nationally-aided irrigation
## 12597 the arid regions
## 12598 the far West
## 12599 A good beginning
## 12600 this policy
## 12601 national irrigation
## 12602 the need
## 12603 thorough and scientific forest protection
## 12604 the public-land States
## 12605 Legislation
## 12606 the protection
## 12607 the game
## 12608 the wild creatures
## 12609 the forest reserves
## 12610 The senseless slaughter
## 12611 game
## 12612 which
## 12613 judicious protection
## 12614 our national reserves
## 12615 the people
## 12616 a whole
## 12617 It
## 12618 instance
## 12619 a serious count
## 12620 our national good sense
## 12621 the present practice
## 12622 such a stately and beautiful creature
## 12623 the elk
## 12624 its antlers
## 12625 tusks
## 12626 they
## 12627 agriculture
## 12628 whatever extent
## 12629 they
## 12630 the national irrigation law
## 12631 the remaining public lands
## 12632 the home builder
## 12633 the settler
## 12634 who
## 12635 his land
## 12636 no one
## 12637 their actual use
## 12638 the desert-land law
## 12639 the timber
## 12640 stone law
## 12641 the commutation clause
## 12642 the homestead law
## 12643 the intention
## 12644 which
## 12645 they
## 12646 the acquisition
## 12647 large areas
## 12648 the public domain
## 12649 actual settlers
## 12650 the consequent prevention
## 12651 settlement
## 12652 the approaching exhaustion
## 12653 the public ranges
## 12654 much discussion
## 12655 the best manner
## 12656 these public lands
## 12657 the West
## 12658 which
## 12659 grazing
## 12660 The sound and steady development
## 12661 the West
## 12662 the building
## 12663 homes
## 12664 our prosperity
## 12665 a nation
## 12666 the operation
## 12667 the homestead law
## 12668 the other hand
## 12669 we
## 12670 the fact
## 12671 the grazing region
## 12672 the man
## 12673 who
## 12674 the homesteader
## 12675 the same amount
## 12676 pasture land
## 12677 that
## 12678 his brother
## 12679 the homesteader
## 12680 arable land
## 12681 One hundred and sixty acres
## 12682 fairly rich and well-watered soil
## 12683 a much smaller amount
## 12684 irrigated land
## 12685 a family
## 12686 plenty
## 12687 no one
## 12688 a living
## 12689 one hundred and sixty acres
## 12690 dry pasture land
## 12691 only one head
## 12692 cattle
## 12693 every ten acres
## 12694 the past great tracts
## 12695 the public domain
## 12696 persons
## 12697 no title
## 12698 direct defiance
## 12699 the law
## 12700 the maintenance
## 12701 construction
## 12702 any such unlawful inclosure
## 12703 public land
## 12704 various reasons
## 12705 little interference
## 12706 such inclosures
## 12707 the past
## 12708 ample notice
## 12709 the trespassers
## 12710 all the resources
## 12711 the command
## 12712 the Government
## 12713 a stop
## 12714 such trespassing
## 12715 view
## 12716 the capital importance
## 12717 these matters
## 12718 I
## 12719 them
## 12720 the earnest consideration
## 12721 the Congress
## 12722 the Congress
## 12723 difficulty
## 12724 them
## 12725 lack
## 12726 thorough knowledge
## 12727 the subject
## 12728 I
## 12729 that provision
## 12730 a commission
## 12731 experts
## 12732 the complicated questions
## 12733 I
## 12734 the Congress
## 12735 the need
## 12736 wise legislation
## 12737 Alaska
## 12738 It
## 12739 our credit
## 12740 a nation
## 12741 Alaska
## 12742 which
## 12743 thirty-five years
## 12744 as poor a system
## 12745 laws
## 12746 the case
## 12747 No country
## 12748 a more valuable possession--
## 12749 mineral wealth
## 12750 fisheries
## 12751 furs
## 12752 forests
## 12753 land
## 12754 certain kinds
## 12755 farming
## 12756 stockgrowing
## 12757 It
## 12758 a territory
## 12759 great size
## 12760 varied resources
## 12761 a large permanent population
## 12762 Alaska
## 12763 a good land law
## 12764 such provisions
## 12765 homesteads
## 12766 pre
## 12767 -
## 12768 emptions
## 12769 permanent settlement
## 12770 We
## 12771 legislation
## 12772 a view
## 12773 the territory
## 12774 the building
## 12775 homes
## 12776 The land laws
## 12777 type
## 12778 inducements
## 12779 the actual settler
## 12780 whom
## 12781 we
## 12782 possession
## 12783 the country
## 12784 The forests
## 12785 Alaska
## 12786 a secondary but still important matter
## 12787 the same time
## 12788 it
## 12789 the settlers
## 12790 timber
## 12791 proper regulations
## 12792 their own use
## 12793 Laws
## 12794 the Alaskan salmon fisheries
## 12795 the greed
## 12796 which
## 12797 them
## 12798 They
## 12799 a permanent industry and food supply
## 12800 Their management
## 12801 control
## 12802 the Commission
## 12803 Fish
## 12804 Fisheries
## 12805 Alaska
## 12806 a Delegate
## 12807 the Congress
## 12808 It
## 12809 a Congressional committee
## 12810 Alaska
## 12811 its needs
## 12812 the ground
## 12813 the Indians
## 12814 our aim
## 12815 their ultimate absorption
## 12816 the body
## 12817 our people
## 12818 many cases
## 12819 this absorption
## 12820 portions
## 12821 the Indian Territory
## 12822 the mixture
## 12823 blood
## 12824 the same time
## 12825 progress
## 12826 wealth
## 12827 education
## 12828 plenty
## 12829 men
## 12830 varying degrees
## 12831 purity
## 12832 Indian blood
## 12833 who
## 12834 point
## 12835 social, political, and economic ability
## 12836 their white associates
## 12837 other tribes
## 12838 which
## 12839 no perceptible advance
## 12840 such equality
## 12841 such tribes
## 12842 their
## 12843 the tribes
## 12844 widely different conditions
## 12845 a tribe
## 12846 considerable advance
## 12847 fertile farming soil
## 12848 it
## 12849 the members
## 12850 severalty
## 12851 the case
## 12852 white settlers
## 12853 other tribes
## 12854 such a course
## 12855 prairie
## 12856 the effort
## 12857 the Indians
## 12858 pastoral
## 12859 agricultural lives
## 12860 them
## 12861 villages
## 12862 them
## 12863 isolation
## 12864 The large Indian schools
## 12865 any Indian reservation
## 12866 a special and peculiar work
## 12867 great importance
## 12868 these
## 12869 an immense amount
## 12870 additional work
## 12871 the reservations
## 12872 themselves
## 12873 all
## 12874 the young, Indians
## 12875 The first and most important step
## 12876 the absorption
## 12877 the Indian
## 12878 him
## 12879 his living
## 12880 it
## 12881 each community
## 12882 all Indians
## 12883 either tillers
## 12884 the soil or stock raisers
## 12885 Their industries
## 12886 those
## 12887 who
## 12888 special desire
## 12889 adaptability
## 12890 industrial or even commercial pursuits
## 12891 each his own bent
## 12892 Every effort
## 12893 the lines
## 12894 natural aptitude
## 12895 the existing native industries
## 12896 certain tribes
## 12897 the various kinds
## 12898 basket weaving
## 12899 canoe building
## 12900 smith work
## 12901 blanket work
## 12902 all
## 12903 the Indian boys
## 12904 girls
## 12905 confident command
## 12906 colloquial English
## 12907 a vigorous struggle
## 12908 the conditions
## 12909 which
## 12910 their people
## 12911 immediate absorption
## 12912 some more highly developed community
## 12913 The officials
## 12914 who
## 12915 the Government
## 12916 the Indians
## 12917 hard conditions
## 12918 conditions
## 12919 which
## 12920 it
## 12921 wrong
## 12922 they
## 12923 the one hand
## 12924 the other hand
## 12925 a particularly high standard
## 12926 conduct
## 12927 them
## 12928 misconduct
## 12929 the punishment
## 12930 no department
## 12931 governmental work
## 12932 recent years
## 12933 greater success
## 12934 that
## 12935 scientific aid
## 12936 the farming population
## 12937 them
## 12938 themselves
## 12939 no need
## 12940 its importance
## 12941 the welfare
## 12942 the farmer
## 12943 the welfare
## 12944 the Republic
## 12945 a whole
## 12946 addition
## 12947 such work
## 12948 quarantine
## 12949 animal and vegetable plagues
## 12950 them
## 12951 much efficient help
## 12952 the farmer
## 12953 the introduction
## 12954 new plants
## 12955 cultivation
## 12956 the peculiar conditions
## 12957 different portions
## 12958 the country
## 12959 New cereals
## 12960 the semi-arid West
## 12961 instance
## 12962 the practicability
## 12963 the best types
## 12964 macaroni wheats
## 12965 regions
## 12966 an annual rainfall
## 12967 only ten inches
## 12968 thereabouts
## 12969 the introduction
## 12970 new rices
## 12971 Louisiana
## 12972 Texas
## 12973 the production
## 12974 rice
## 12975 this country
## 12976 the home demand
## 12977 the South-west
## 12978 the possibility
## 12979 overstocked range lands
## 12980 the North many new forage crops
## 12981 the East
## 12982 it
## 12983 some
## 12984 our choicest fruits
## 12985 such a way
## 12986 a profitable market
## 12987 I
## 12988 the favorable consideration
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## 13200 ROOSEVELT 10776 10777 2The spacyr package of course has some more functions such as dependency parsing. However, they probably go beyond the scope of this script and we will therefore leave them out for now.
4.6 First analyses
A common task in the quantitative analysis of text is to determine how documents differ from each other concerning word usage. This is usually achieved by identifying words that are particular for one document but not for another. These words are referred to by Monroe, Colaresi, and Quinn (2008) as fighting words or, by Grimmer, Roberts, and Stewart (2022), discriminating words. To use the techniques that will be presented today, an already existing organization of the documents is assumed.
The most simple approach to determine which words are more correlated to a certain group of documents is by merely counting them and determining their proportion in the document groups. For illustratory purposes, I use fairy tales from H.C. Andersen which are contained in the hcandersenr package.
library(lubridate)
fairytales <- hcandersenr::hcandersen_en %>%
filter(book %in% c("The princess and the pea",
"The little mermaid",
"The emperor's new suit"))
fairytales_tidy <- fairytales %>%
unnest_tokens(output = token, input = text)4.6.1 Counting words per document
For a first, naive analysis, I can merely count the times the terms appear in the texts. Since the text is in tidytext format, I can do so using means from traditional tidyverse packages. I will then visualize the results with a bar plot.
fairytales_top10 %>%
ggplot() +
geom_col(aes(x = n, y = reorder_within(token, n, book))) +
scale_y_reordered() +
labs(y = "token") +
facet_wrap(vars(book), scales = "free") +
theme(strip.text.x = element_blank())
It is quite hard to draw inferences on which plot belongs to which book since the plots are crowded with stopwords. However, there are pre-made stopword lists I can harness to remove some of this “noise” and perhaps catch a bit more signal for determining the books.
library(stopwords)
# get_stopwords()
# stopwords_getsources()
# stopwords_getlanguages(source = "snowball")
fairytales_top10_nostop <- fairytales_tidy %>%
anti_join(get_stopwords(), by = c("token" = "word")) %>%
group_by(book) %>%
count(token) %>%
slice_max(n, n = 10, with_ties = FALSE)fairytales_top10_nostop %>%
ggplot() +
geom_col(aes(x = n, y = reorder_within(token, n, book))) +
scale_y_reordered() +
labs(y = "token") +
facet_wrap(vars(book), scales = "free_y") +
scale_x_continuous(breaks = scales::pretty_breaks()) +
theme(strip.text.x = element_blank())
This already looks quite nice, it is quite easy to see which plot belongs to the respective book.
4.6.2 TF-IDF
A better definition of words that are particular to a group of documents is “the ones that appear often in one group but rarely in the other one(s)”. So far, the measure of term frequency only accounts for how often terms are used in the respective document. I can take into account how often it appears in other documents by including the inverse document frequency. The resulting measure is called tf-idf and describes “the frequency of a term adjusted for how rarely it is used.” (Silge and Robinson 2016: 31) If a term is rarely used overall but appears comparably often in a singular document, it might be safe to assume that it plays a bigger role in that document.
The tf-idf of a word in a document is commonly^[Note that multiple implementations exist, for an overview see, for instance, Manning, Raghavan, and Schütze (2008). One implementation is calculated as follows:
\[w_{i,j}=tf_{i,j}\times ln(\frac{N}{df_{i}})\]
–> \(tf_{i,j}\): number of occurrences of term \(i\) in document \(j\)
–> \(df_{i}\): number of documents containing \(i\)
–> \(N\): total number of documents
Note that the \(ln\) is included so that words that appear in all documents – and do therefore not have discriminatory power – will automatically get a value of 0. This is because \(ln(1) = 0\). On the other hand, if a term appears in, say, 4 out of 20 documents, its ln(idf) is \(ln(20/4) = ln(5) = 1.6\).
The tidytext package provides a neat implementation for calculating the tf-idf called bind_tfidf(). It takes as input the columns containing the term, the document, and the document-term counts n.
fairytales_top10_tfidf <- fairytales_tidy %>%
group_by(book) %>%
count(token) %>%
bind_tf_idf(token, book, n) %>%
slice_max(tf_idf, n = 10)fairytales_top10_tfidf %>%
ggplot() +
geom_col(aes(x = tf_idf, y = reorder_within(token, tf_idf, book))) +
scale_y_reordered() +
labs(y = "token") +
facet_wrap(vars(book), scales = "free") +
theme(strip.text.x = element_blank(),
axis.title.x = element_blank(),
axis.text.x = element_blank(),
axis.ticks.x = element_blank())
Pretty good already! All the fairytales can be clearly identified. A problem with this representation is that I cannot straightforwardly interpret the x-axis values (they can be removed by uncommenting the last four lines). A way to mitigate this is using odds.
Another shortcoming becomes visible when I take the terms with the highest TF-IDF as compared to all other fairytales.
tfidf_vs_full <- hcandersenr::hcandersen_en %>%
unnest_tokens(output = token, input = text) %>%
count(token, book) %>%
bind_tf_idf(book, token, n) %>%
filter(book %in% c("The princess and the pea",
"The little mermaid",
"The emperor's new suit"))
plot_tf_idf <- function(df, group_var){
df %>%
group_by({{ group_var }}) %>%
slice_max(tf_idf, n = 10, with_ties = FALSE) %>%
ggplot() +
geom_col(aes(x = tf_idf, y = reorder_within(token, tf_idf, {{ group_var }}))) +
scale_y_reordered() +
labs(y = "token") +
facet_wrap(vars({{ group_var }}), scales = "free") +
#theme(strip.text.x = element_blank()) +
theme(axis.title.x=element_blank(),
axis.text.x=element_blank(),
axis.ticks.x=element_blank())
}
plot_tf_idf(tfidf_vs_full, book)
The tokens are far too specific to make any sense. Introducing a lower threshold (i.e., limiting the analysis to terms that appear at least x times in the document) might mitigate that. Yet, this threshold is of course arbitrary.
4.7 Converting between formats
While the tidytext format lends itself nicely to “basic” operations and visualizations, you will have to use different representations of text data for other applications such as topic models or word embeddings. On the other hand, you might want to harness, for instance, the ggplot2 package for visualization. In this case, you will need to project the data into a tidy format. The former operations are performed using multiple cast_.*() functions, the latter using the tidy() function from the broom package whose purpose is to bring data from foreign structures to tidy representations.
In the following, we will briefly explain common representations and the packages that use them. Thereby, we draw heavily on the chapter in Tidy Text Mining with R that is dedicated to the topic.
4.7.1 Document-term matrix
A document-term matrix contains rows that represent a document and columns that represent terms. The values usually correspond to how often the term appears in the respective document.
In R, a common implementation of DTMs is the DocumentTermMatrix class in the tm package. The topicmodels package which we will use for performing LDA comes with a collection of example data.
## [1] "DocumentTermMatrix" "simple_triplet_matrix"## <<DocumentTermMatrix (documents: 2246, terms: 10473)>>
## Non-/sparse entries: 302031/23220327
## Sparsity : 99%
## Maximal term length: 18
## Weighting : term frequency (tf)This data set contains 2246 Associated Press articles which consist of 10,473 different terms. Moreover, the matrix is 99% sparse, meaning that 99% of word-document pairs are zero. The weighting is by term frequency, hence the values correspond to the number of appearances a word has in an article.
## Terms
## Docs aaron abandon abandoned abandoning abbott
## [1,] 0 0 0 0 0
## [2,] 0 0 0 0 0
## [3,] 0 0 0 0 0
## [4,] 0 0 0 0 0
## [5,] 0 0 0 0 0Bringing these data into a tidy format is performed as follows:
## Rows: 302,031
## Columns: 3
## $ document <int> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
## $ term <chr> "adding", "adult", "ago", "alcohol", "allegedly", "allen", "a…
## $ count <dbl> 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 4, 4, 1…Transforming the data set into a DTM, the opposite operation, is achieved using cast_dtm(data, document, term, value):
associated_press_dfm <- associated_press_tidy %>%
cast_dtm(document, term, count)
associated_press_dfm %>%
head(2) %>%
as.matrix() %>%
.[, 1:10]## Terms
## Docs adding adult ago alcohol allegedly allen apparently appeared arrested
## 1 1 2 1 1 1 1 2 1 1
## 2 0 0 0 0 0 0 0 1 0
## Terms
## Docs assault
## 1 1
## 2 04.7.2 Document-feature matrix
The so-called document-feature matrix is the data format used in the quanteda package. It is a document-term matrix, but the authors of the quanteda package chose the term feature over term to be more accurate:
“We call them ‘features’ rather than terms, because features are more general than terms: they can be defined as raw terms, stemmed terms, the parts of speech of terms, terms after stopwords have been removed, or a dictionary class to which a term belongs. Features can be entirely general, such as ngrams or syntactic dependencies, and we leave this open-ended.”
data("data_corpus_inaugural", package = "quanteda")
inaug_dfm <- data_corpus_inaugural %>%
quanteda::tokens() %>%
quanteda::dfm(verbose = FALSE)
inaug_dfm## Document-feature matrix of: 59 documents, 9,439 features (91.84% sparse) and 4 docvars.
## features
## docs fellow-citizens of the senate and house representatives :
## 1789-Washington 1 71 116 1 48 2 2 1
## 1793-Washington 0 11 13 0 2 0 0 1
## 1797-Adams 3 140 163 1 130 0 2 0
## 1801-Jefferson 2 104 130 0 81 0 0 1
## 1805-Jefferson 0 101 143 0 93 0 0 0
## 1809-Madison 1 69 104 0 43 0 0 0
## features
## docs among vicissitudes
## 1789-Washington 1 1
## 1793-Washington 0 0
## 1797-Adams 4 0
## 1801-Jefferson 1 0
## 1805-Jefferson 7 0
## 1809-Madison 0 0
## [ reached max_ndoc ... 53 more documents, reached max_nfeat ... 9,429 more features ]This, again, can just be tidy()ed.
## Rows: 45,453
## Columns: 3
## $ document <chr> "1789-Washington", "1797-Adams", "1801-Jefferson", "1809-Madi…
## $ term <chr> "fellow-citizens", "fellow-citizens", "fellow-citizens", "fel…
## $ count <dbl> 1, 3, 2, 1, 1, 5, 1, 11, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 71,…Of course, the resulting tibble can now be cast back into the DFM format using cast_dfm(data, document, term, value). Here, the value corresponds to the number of appearances of the term in the respective document.
## Document-feature matrix of: 59 documents, 9,439 features (91.84% sparse) and 0 docvars.
## features
## docs fellow-citizens of the senate and house representatives :
## 1789-Washington 1 71 116 1 48 2 2 1
## 1797-Adams 3 140 163 1 130 0 2 0
## 1801-Jefferson 2 104 130 0 81 0 0 1
## 1809-Madison 1 69 104 0 43 0 0 0
## 1813-Madison 1 65 100 0 44 0 0 0
## 1817-Monroe 5 164 275 0 122 0 1 0
## features
## docs among vicissitudes
## 1789-Washington 1 1
## 1797-Adams 4 0
## 1801-Jefferson 1 0
## 1809-Madison 0 0
## 1813-Madison 1 0
## 1817-Monroe 3 0
## [ reached max_ndoc ... 53 more documents, reached max_nfeat ... 9,429 more features ]4.7.3 Corpus objects
Another common way of storing data is in so-called corpora. This is usually a collection of raw documents and metadata. An example would be the collection of State of the Union speeches we worked with earlier. The tm package has a class for corpora.
## <<VCorpus>>
## Metadata: corpus specific: 0, document level (indexed): 0
## Content: documents: 50It is a list containing different elements that refer to metadata or the content. This is a nice and effective framework for storing documents, yet it does not lend itself nicely for analysis with tidy tools. You can use tidy() to clean it up a bit:
This results in a tibble that contains the relevant metadata and a text column. A good point of departure for subsequent tidy analyses.
4.8 Further links
- The
stringrcheatsheet. - A YouTube video on regexes by Johns Hopkins professor Roger Peng.
- And a chapter by Roger Peng.
- A website for practicing regexes.
- You can also consult the
introversepackage if you need help with the packages covered here –introverse::show_topics("stringr")will give you an overview of thestringrpackage’s functions, andget_help("name of function")will help you with the respective function. - Tidy text mining with R.
- A more general introduction by Christopher Bail.
- A guide to Using spacyr.
4.9 Exercises
4.9.1 Regexes
1.Write a regex for Swedish mobile number. Test it with str_detect("+46 71-738 25 33", "[insert your regex here]").
2. Find all Mercedes in the mtcars data set.
3. Take the IMDb file (imdb <- read_csv("https://www.dropbox.com/s/81o3zzdkw737vt0/imdb2006-2016.csv?dl=1")) and split the Genre column into different columns (hint: look at the tidyr::separate() function). How would you do it if Genre were a vector using str_split_fixed()?
4. Take this vector of heights: heights <- c("1m30cm", "2m01cm", "3m10cm")
a. How can you extract the meters using the negative look behind?
b. Bring it into numeric format (i.e., your_solution == c(1.3, 2.01, 3.1)) using regexes and stringr commands.
Solution. Click to expand!
#1
str_detect("+46 71-738 25 33", "\\+46 [0-9]{2}\\-[0-9]{3} [0-9]{2} [0-9]{2}")
#2
mtcars %>%
rownames_to_column("model") %>%
filter(str_detect(model, "Merc"))
#3
imdb <- read_csv("https://www.dropbox.com/s/81o3zzdkw737vt0/imdb2006-2016.csv?dl=1")
imdb %>%
separate(Genre, sep = ",", into = c("genre_1", "genre_2", "genre_3"))
imdb$Genre %>%
str_split_fixed(pattern = ",", 3)
#4
heights <- c("1m30cm", "2m01cm", "3m10cm")
#a
meters <- str_extract(heights, "(?<!m)[0-9]")
#b
for_test <- str_replace(heights, "(?<=[0-9])m", "\\.") %>%
str_replace("cm", "") %>%
as.numeric()
for_test == c(1.3, 2.01, 3.1)4.9.2 Preprocessing
- Download Twitter timeline data (
timelines <- read_csv("https://www.dropbox.com/s/dpu5m3xqz4u4nv7/tweets_house_rep_party.csv?dl=1") %>% filter(!is.na(party)). Let’s look at abortion-related tweets and how the language may differ between parties. Filter relevant tweets using a vector of keywords and a regular expression (hint:filter(str_detect(text, str_c(keywords, collapse = "|")))). Preprocess the Tweets as follows:
- Unnest the tokens.
- Remove stop words.
- Perform stemming.
Solution. Click to expand!
library(tidytext)
library(stopwords)
library(SnowballC)
keywords <- c("abortion", "prolife", " roe ", " wade ", "roevswade", "baby", "fetus", "womb", "prochoice", "leak")
preprocessed <- timelines %>%
filter(str_detect(text, str_c(keywords, collapse = "|"))) %>%
unnest_tokens(word, text) %>%
anti_join(get_stopwords()) %>%
mutate(stemmed = wordStem(word))- Perform the same steps, but using
spacyr. What works better, lemmatization or stemming?
Solution. Click to expand!
library(spacyr)
spacy_initialize()
timelines_meta <- timelines %>%
filter(str_detect(text, str_c(keywords, collapse = "|"))) %>%
rowid_to_column("doc_id") %>%
select(-text)
timelines_spacy <- timelines %>%
filter(str_detect(text, str_c(keywords, collapse = "|"))) %>%
select(text) %>%
rowid_to_column("doc_id") %>%
spacy_parse(entity = FALSE) %>%
anti_join(get_stopwords(), by = c("token" = "word"))- Count the terms per party.
- Do you see party-specific differences with regard to their ten most common terms (hint:
slice_max(tf_idf, n = 10, with_ties = FALSE))? Use the following code to plot them.
Solution. Click to expand!
- Is there more words you should add to your stopwords list? Remove these terms using
filter(str_detect())and a regex.
Solution. Click to expand!
- Do the same thing but using the spacy output and filtering only
NOUNs andPROPNouns.
Solution. Click to expand!
timelines_spacy %>%
filter(pos %in% c("PROPN", "NOUN")) %>%
left_join(timelines_meta %>% mutate(doc_id = as.character(doc_id)), by = "doc_id") %>%
count(token, party) %>%
group_by(party) %>%
slice_max(n, n = 10, with_ties = FALSE) %>%
ggplot() +
geom_col(aes(x = n, y = reorder_within(token, n, party))) +
scale_y_reordered() +
labs(y = "token") +
facet_wrap(vars(party), scales = "free") - Again, is there stuff to be removed? Do so using a Regex.
Solution. Click to expand!
timelines_spacy %>%
filter(pos %in% c("PROPN", "NOUN"),
!str_detect(token, "^@|[^a-z]|^amp$")) %>%
left_join(timelines_meta %>% mutate(doc_id = as.character(doc_id)), by = "doc_id") %>%
count(token, party) %>%
group_by(party) %>%
slice_max(n, n = 10, with_ties = FALSE) %>%
ggplot() +
geom_col(aes(x = n, y = reorder_within(token, n, party))) +
scale_y_reordered() +
labs(y = "token") +
facet_wrap(vars(party), scales = "free") - Do the same thing as in 3. but use TF-IDF instead of raw counts. How does this alter your results?
Solution. Click to expand!
df_tf_idf <- preprocessed %>%
count(word, party) %>%
bind_tf_idf(word, party, n) %>%
group_by(party) %>%
slice_max(tf_idf, n = 10, with_ties = FALSE)
df_tf_idf %>%
group_by(party) %>%
ggplot() +
geom_col(aes(x = tf_idf, y = reorder_within(word, tf_idf, party))) +
scale_y_reordered() +
labs(y = "token") +
facet_wrap(vars(party), scales = "free")
timelines_spacy %>%
filter(pos %in% c("PROPN", "NOUN")) %>%
left_join(timelines_meta %>% mutate(doc_id = as.character(doc_id)), by = "doc_id") %>%
count(token, party) %>%
filter(str_detect(token, "[a-z]")) %>%
filter(!str_detect(token, "^@")) %>%
bind_tf_idf(token, party, n) %>%
group_by(party) %>%
slice_max(n, n = 10, with_ties = FALSE) %>%
ggplot() +
geom_col(aes(x = tf_idf, y = reorder_within(token, tf_idf, party))) +
scale_y_reordered() +
labs(y = "token") +
facet_wrap(vars(party), scales = "free") - What else could you have done in terms of pre-processing (think of the special characters and syntax Twitter uses here)?
References
Benoit, Kenneth, and Akitaka Matsuo. 2020. “Spacyr: Wrapper to the ’spaCy’ ’NLP’ Library.”
Benoit, Kenneth, David Muhr, and Kohei Watanabe. 2020. “Stopwords: Multilingual Stopword Lists.”
Benoit, Kenneth, Kohei Watanabe, Haiyan Wang, Paul Nulty, Adam Obeng, Stefan Müller, and Akitaka Matsuo. 2018. “Quanteda: An R Package for the Quantitative Analysis of Textual Data.” Journal of Open Source Software 3 (30): 774. https://doi.org/10.21105/joss.00774.
Feinerer, Ingo, Kurt Hornik, and David Meyer. 2008. “Text Mining Infrastructure in R.” Journal of Statistical Software 25 (5). https://doi.org/10.18637/jss.v025.i05.
Grimmer, Justin, Margaret Roberts, and Brandon Stewart. 2022. Text as Data: A New Framework for Machine Learning and the Social Sciences. Princeton: Princeton University Press.
Honnibal, Matthew, and Ines Montani. 2017. “spaCy 2: Natural Language Understanding with Bloom Embeddings, Convolutional Neural Networks and Incremental Parsing.”
Manning, Christopher D, Prabhakar Raghavan, and Hinrich Schütze. 2008. Introduction to Information Retrieval. New York: Cambridge University Press.
Monroe, Burt L., Michael P. Colaresi, and Kevin M. Quinn. 2008. “Fightin’ Words: Lexical Feature Selection and Evaluation for Identifying the Content of Political Conflict.” Political Analysis 16 (4): 372–403. https://doi.org/10.1093/pan/mpn018.
Silge, Julia, and David Robinson. 2016. “Tidytext: Text Mining and Analysis Using Tidy Data Principles in R.” The Journal of Open Source Software 1 (3): 37. https://doi.org/10.21105/joss.00037.
Wickham, Hadley. 2019. “Stringr: Simple, Consistent Wrappers for Common String Operations.”