pichi/Result

## Result
$ erl -pa eministat/ebin
Erlang/OTP 18 [erts-7.3] [source] [64-bit] [smp:4:4] [async-threads:10] [hipe] [kernel-poll:false]

Eshell V7.3  (abort with ^G)
1> {ok, Bin} = file:read_file("/home/hynek/Downloads/words.txt"), L = string:tokens(binary_to_list(Bin), "\s\r\n"), length(L).
113809
2> length(lists:filter(fun stopwords_clause:is_stopword/1, L)).
122
3> length(lists:filter(fun stopwords_map:is_stopword/1, L)).
122
4> Clause = eministat:s("clause", fun() -> lists:filter(fun stopwords_clause:is_stopword/1, L) end, 50).
{dataset,"clause",
         [3490,3493,3498,3501,3504,3507,3513,3539,3541,3544,3548,
          3549,3551,3552,3554,3557,3559,3560,3562,3564,3570,3571,3581,
          3589,3591,3611|...],
         181508.0,6.595332e8,50}
5> Map = eministat:s("map", fun() -> lists:filter(fun stopwords_map:is_stopword/1, L) end, 50).
{dataset,"map",
         [10950,10965,10971,10978,10982,10983,10988,10993,10998,
          11002,11012,11013,11016,11017,11017,11019,11021,11025,11026,
          11026,11028,11030,11035,11038,11040,11045|...],
         555276.0,6170067514.0,50}
6> eministat:x(95.0, Clause, Map).
x clause
+ map
+--------------------------------------------------------------------------+
|xxxxx                                                     +++++          +|
|xxxx                                                      ++++            |
|xxxx                                                      +++             |
|xxxx                                                       ++             |
|xxx                                                        ++             |
|xxx                                                        ++             |
|xx                                                         ++             |
|xx                                                         ++             |
|xx                                                         ++             |
|xx                                                         +              |
|xx                                                         +              |
|xx                                                         +              |
|xx                                                         +              |
|xx                                                         +              |
| x                                                         +              |
| x                                                         +              |
| x                                                         +              |
| x                                                         +              |
| x                                                         +              |
| x                                                         +              |
| x                                                         +              |
| x                                                         +              |
| x                                                         +              |
| x                                                         +              |
| x                                                         +              |
|                                                           +              |
|                                                           +              |
|                                                           +              |
|                                                           +              |
|                                                           +              |
|                                                           +              |
|                                                           +              |
|                                                           +              |
|                                                           +              |
||A|                                                                       |
|                                                         |_MA_|           |
+--------------------------------------------------------------------------+
Dataset: x N=50 CI=95.0000
Statistic     Value     [         Bias] (Bootstrapped LB‥UB)
Min:            3490.00
1st Qu.         3551.00
Median:         3591.00
3rd Qu.         3679.00
Max:            3945.00
Average:        3630.16 [     0.137534] (      3602.82 ‥       3664.56)
Std. Dev:       113.400 [     -1.81311] (      90.8425 ‥       141.539)

Outliers: 0/4 = 4 (μ=3630.30, σ=111.587)
        Outlier variance:      0.151802 (moderate)

------

Dataset: + N=50 CI=95.0000
Statistic     Value     [         Bias] (Bootstrapped LB‥UB)
Min:         1.09500e+4
1st Qu.      1.10160e+4
Median:      1.10400e+4
3rd Qu.      1.11270e+4
Max:         1.28270e+4
Average:     1.11055e+4 [     0.297998] (   1.10611e+4 ‥    1.12491e+4)
Std. Dev:       264.914 [     -31.0673] (      84.7956 ‥       582.629)

Outliers: 0/2 = 2 (μ=1.11058e+4, σ=233.847)
        Outlier variance:    9.45082e-2 (slight)

Difference at 95.0% confidence
        7475.36 ± 80.8533
        205.924% ± 2.22726%
        (Student's t, pooled s = 203.763)
------

ok

## stopwords_clause.erl
-module(stopwords_clause).

-export([is_stopword/1]).

is_stopword("a") -> true;
is_stopword("about") -> true;
is_stopword("above") -> true;
is_stopword("after") -> true;
is_stopword("again") -> true;
is_stopword("against") -> true;
is_stopword("all") -> true;
is_stopword("am") -> true;
is_stopword("an") -> true;
is_stopword("and") -> true;
is_stopword("any") -> true;
is_stopword("are") -> true;
is_stopword("aren't") -> true;
is_stopword("as") -> true;
is_stopword("at") -> true;
is_stopword("be") -> true;
is_stopword("because") -> true;
is_stopword("been") -> true;
is_stopword("before") -> true;
is_stopword("being") -> true;
is_stopword("below") -> true;
is_stopword("between") -> true;
is_stopword("both") -> true;
is_stopword("but") -> true;
is_stopword("by") -> true;
is_stopword("can't") -> true;
is_stopword("cannot") -> true;
is_stopword("could") -> true;
is_stopword("couldn't") -> true;
is_stopword("did") -> true;
is_stopword("didn't") -> true;
is_stopword("do") -> true;
is_stopword("does") -> true;
is_stopword("doesn't") -> true;
is_stopword("doing") -> true;
is_stopword("don't") -> true;
is_stopword("down") -> true;
is_stopword("during") -> true;
is_stopword("each") -> true;
is_stopword("few") -> true;
is_stopword("for") -> true;
is_stopword("from") -> true;
is_stopword("further") -> true;
is_stopword("had") -> true;
is_stopword("hadn't") -> true;
is_stopword("has") -> true;
is_stopword("hasn't") -> true;
is_stopword("have") -> true;
is_stopword("haven't") -> true;
is_stopword("having") -> true;
is_stopword("he") -> true;
is_stopword("he'd") -> true;
is_stopword("he'll") -> true;
is_stopword("he's") -> true;
is_stopword("her") -> true;
is_stopword("here") -> true;
is_stopword("here's") -> true;
is_stopword("hers") -> true;
is_stopword("herself") -> true;
is_stopword("him") -> true;
is_stopword("himself") -> true;
is_stopword("his") -> true;
is_stopword("how") -> true;
is_stopword("how's") -> true;
is_stopword("i") -> true;
is_stopword("i'd") -> true;
is_stopword("i'll") -> true;
is_stopword("i'm") -> true;
is_stopword("i've") -> true;
is_stopword("if") -> true;
is_stopword("in") -> true;
is_stopword("into") -> true;
is_stopword("is") -> true;
is_stopword("isn't") -> true;
is_stopword("it") -> true;
is_stopword("it's") -> true;
is_stopword("its") -> true;
is_stopword("itself") -> true;
is_stopword("let's") -> true;
is_stopword("me") -> true;
is_stopword("more") -> true;
is_stopword("most") -> true;
is_stopword("mustn't") -> true;
is_stopword("my") -> true;
is_stopword("myself") -> true;
is_stopword("no") -> true;
is_stopword("nor") -> true;
is_stopword("not") -> true;
is_stopword("of") -> true;
is_stopword("off") -> true;
is_stopword("on") -> true;
is_stopword("once") -> true;
is_stopword("only") -> true;
is_stopword("or") -> true;
is_stopword("other") -> true;
is_stopword("ought") -> true;
is_stopword("our") -> true;
is_stopword("ours") -> true;
is_stopword("ourselves") -> true;
is_stopword("out") -> true;
is_stopword("over") -> true;
is_stopword("own") -> true;
is_stopword("same") -> true;
is_stopword("shan't") -> true;
is_stopword("she") -> true;
is_stopword("she'd") -> true;
is_stopword("she'll") -> true;
is_stopword("she's") -> true;
is_stopword("should") -> true;
is_stopword("shouldn't") -> true;
is_stopword("so") -> true;
is_stopword("some") -> true;
is_stopword("such") -> true;
is_stopword("than") -> true;
is_stopword("that") -> true;
is_stopword("that's") -> true;
is_stopword("the") -> true;
is_stopword("their") -> true;
is_stopword("theirs") -> true;
is_stopword("them") -> true;
is_stopword("themselves") -> true;
is_stopword("then") -> true;
is_stopword("there") -> true;
is_stopword("there's") -> true;
is_stopword("these") -> true;
is_stopword("they") -> true;
is_stopword("they'd") -> true;
is_stopword("they'll") -> true;
is_stopword("they're") -> true;
is_stopword("they've") -> true;
is_stopword("this") -> true;
is_stopword("those") -> true;
is_stopword("through") -> true;
is_stopword("to") -> true;
is_stopword("too") -> true;
is_stopword("under") -> true;
is_stopword("until") -> true;
is_stopword("up") -> true;
is_stopword("very") -> true;
is_stopword("was") -> true;
is_stopword("wasn't") -> true;
is_stopword("we") -> true;
is_stopword("we'd") -> true;
is_stopword("we'll") -> true;
is_stopword("we're") -> true;
is_stopword("we've") -> true;
is_stopword("were") -> true;
is_stopword("weren't") -> true;
is_stopword("what") -> true;
is_stopword("what's") -> true;
is_stopword("when") -> true;
is_stopword("when's") -> true;
is_stopword("where") -> true;
is_stopword("where's") -> true;
is_stopword("which") -> true;
is_stopword("while") -> true;
is_stopword("who") -> true;
is_stopword("who's") -> true;
is_stopword("whom") -> true;
is_stopword("why") -> true;
is_stopword("why's") -> true;
is_stopword("with") -> true;
is_stopword("won't") -> true;
is_stopword("would") -> true;
is_stopword("wouldn't") -> true;
is_stopword("you") -> true;
is_stopword("you'd") -> true;
is_stopword("you'll") -> true;
is_stopword("you're") -> true;
is_stopword("you've") -> true;
is_stopword("your") -> true;
is_stopword("yours") -> true;
is_stopword("yourself") -> true;
is_stopword("yourselves") -> true;
is_stopword(_) -> false.

## stopwords_map.erl
-module(stopwords_map).

-export([is_stopword/1]).

is_stopword(S) ->
    maps:get(
      S,
      #{
        "a" => true,
        "about" => true,
        "above" => true,
        "after" => true,
        "again" => true,
        "against" => true,
        "all" => true,
        "am" => true,
        "an" => true,
        "and" => true,
        "any" => true,
        "are" => true,
        "aren't" => true,
        "as" => true,
        "at" => true,
        "be" => true,
        "because" => true,
        "been" => true,
        "before" => true,
        "being" => true,
        "below" => true,
        "between" => true,
        "both" => true,
        "but" => true,
        "by" => true,
        "can't" => true,
        "cannot" => true,
        "could" => true,
        "couldn't" => true,
        "did" => true,
        "didn't" => true,
        "do" => true,
        "does" => true,
        "doesn't" => true,
        "doing" => true,
        "don't" => true,
        "down" => true,
        "during" => true,
        "each" => true,
        "few" => true,
        "for" => true,
        "from" => true,
        "further" => true,
        "had" => true,
        "hadn't" => true,
        "has" => true,
        "hasn't" => true,
        "have" => true,
        "haven't" => true,
        "having" => true,
        "he" => true,
        "he'd" => true,
        "he'll" => true,
        "he's" => true,
        "her" => true,
        "here" => true,
        "here's" => true,
        "hers" => true,
        "herself" => true,
        "him" => true,
        "himself" => true,
        "his" => true,
        "how" => true,
        "how's" => true,
        "i" => true,
        "i'd" => true,
        "i'll" => true,
        "i'm" => true,
        "i've" => true,
        "if" => true,
        "in" => true,
        "into" => true,
        "is" => true,
        "isn't" => true,
        "it" => true,
        "it's" => true,
        "its" => true,
        "itself" => true,
        "let's" => true,
        "me" => true,
        "more" => true,
        "most" => true,
        "mustn't" => true,
        "my" => true,
        "myself" => true,
        "no" => true,
        "nor" => true,
        "not" => true,
        "of" => true,
        "off" => true,
        "on" => true,
        "once" => true,
        "only" => true,
        "or" => true,
        "other" => true,
        "ought" => true,
        "our" => true,
        "ours" => true,
        "ourselves" => true,
        "out" => true,
        "over" => true,
        "own" => true,
        "same" => true,
        "shan't" => true,
        "she" => true,
        "she'd" => true,
        "she'll" => true,
        "she's" => true,
        "should" => true,
        "shouldn't" => true,
        "so" => true,
        "some" => true,
        "such" => true,
        "than" => true,
        "that" => true,
        "that's" => true,
        "the" => true,
        "their" => true,
        "theirs" => true,
        "them" => true,
        "themselves" => true,
        "then" => true,
        "there" => true,
        "there's" => true,
        "these" => true,
        "they" => true,
        "they'd" => true,
        "they'll" => true,
        "they're" => true,
        "they've" => true,
        "this" => true,
        "those" => true,
        "through" => true,
        "to" => true,
        "too" => true,
        "under" => true,
        "until" => true,
        "up" => true,
        "very" => true,
        "was" => true,
        "wasn't" => true,
        "we" => true,
        "we'd" => true,
        "we'll" => true,
        "we're" => true,
        "we've" => true,
        "were" => true,
        "weren't" => true,
        "what" => true,
        "what's" => true,
        "when" => true,
        "when's" => true,
        "where" => true,
        "where's" => true,
        "which" => true,
        "while" => true,
        "who" => true,
        "who's" => true,
        "whom" => true,
        "why" => true,
        "why's" => true,
        "with" => true,
        "won't" => true,
        "would" => true,
        "wouldn't" => true,
        "you" => true,
        "you'd" => true,
        "you'll" => true,
        "you're" => true,
        "you've" => true,
        "your" => true,
        "yours" => true,
        "yourself" => true,
        "yourselves" => true
       },
      false).
	$ erl -pa eministat/ebin
	Erlang/OTP 18 [erts-7.3] [source] [64-bit] [smp:4:4] [async-threads:10] [hipe] [kernel-poll:false]

	Eshell V7.3 (abort with ^G)
	1> {ok, Bin} = file:read_file("/home/hynek/Downloads/words.txt"), L = string:tokens(binary_to_list(Bin), "\s\r\n"), length(L).
	113809
	2> length(lists:filter(fun stopwords_clause:is_stopword/1, L)).
	122
	3> length(lists:filter(fun stopwords_map:is_stopword/1, L)).
	122
	4> Clause = eministat:s("clause", fun() -> lists:filter(fun stopwords_clause:is_stopword/1, L) end, 50).
	{dataset,"clause",
	[3490,3493,3498,3501,3504,3507,3513,3539,3541,3544,3548,
	3549,3551,3552,3554,3557,3559,3560,3562,3564,3570,3571,3581,
	3589,3591,3611\|...],
	181508.0,6.595332e8,50}
	5> Map = eministat:s("map", fun() -> lists:filter(fun stopwords_map:is_stopword/1, L) end, 50).
	{dataset,"map",
	[10950,10965,10971,10978,10982,10983,10988,10993,10998,
	11002,11012,11013,11016,11017,11017,11019,11021,11025,11026,
	11026,11028,11030,11035,11038,11040,11045\|...],
	555276.0,6170067514.0,50}
	6> eministat:x(95.0, Clause, Map).
	x clause
	+ map
	+--------------------------------------------------------------------------+
	\|xxxxx +++++ +\|
	\|xxxx ++++ \|
	\|xxxx +++ \|
	\|xxxx ++ \|
	\|xxx ++ \|
	\|xxx ++ \|
	\|xx ++ \|
	\|xx ++ \|
	\|xx ++ \|
	\|xx + \|
	\|xx + \|
	\|xx + \|
	\|xx + \|
	\|xx + \|
	\| x + \|
	\| x + \|
	\| x + \|
	\| x + \|
	\| x + \|
	\| x + \|
	\| x + \|
	\| x + \|
	\| x + \|
	\| x + \|
	\| x + \|
	\| + \|
	\| + \|
	\| + \|
	\| + \|
	\| + \|
	\| + \|
	\| + \|
	\| + \|
	\| + \|
	\|\|A\| \|
	\| \|_MA_\| \|
	+--------------------------------------------------------------------------+
	Dataset: x N=50 CI=95.0000
	Statistic Value [ Bias] (Bootstrapped LB‥UB)
	Min: 3490.00
	1st Qu. 3551.00
	Median: 3591.00
	3rd Qu. 3679.00
	Max: 3945.00
	Average: 3630.16 [ 0.137534] ( 3602.82 ‥ 3664.56)
	Std. Dev: 113.400 [ -1.81311] ( 90.8425 ‥ 141.539)

	Outliers: 0/4 = 4 (μ=3630.30, σ=111.587)
	Outlier variance: 0.151802 (moderate)

	------

	Dataset: + N=50 CI=95.0000
	Statistic Value [ Bias] (Bootstrapped LB‥UB)
	Min: 1.09500e+4
	1st Qu. 1.10160e+4
	Median: 1.10400e+4
	3rd Qu. 1.11270e+4
	Max: 1.28270e+4
	Average: 1.11055e+4 [ 0.297998] ( 1.10611e+4 ‥ 1.12491e+4)
	Std. Dev: 264.914 [ -31.0673] ( 84.7956 ‥ 582.629)

	Outliers: 0/2 = 2 (μ=1.11058e+4, σ=233.847)
	Outlier variance: 9.45082e-2 (slight)

	Difference at 95.0% confidence
	7475.36 ± 80.8533
	205.924% ± 2.22726%
	(Student's t, pooled s = 203.763)
	------

	ok
	-module(stopwords_clause).

	-export([is_stopword/1]).

	is_stopword("a") -> true;
	is_stopword("about") -> true;
	is_stopword("above") -> true;
	is_stopword("after") -> true;
	is_stopword("again") -> true;
	is_stopword("against") -> true;
	is_stopword("all") -> true;
	is_stopword("am") -> true;
	is_stopword("an") -> true;
	is_stopword("and") -> true;
	is_stopword("any") -> true;
	is_stopword("are") -> true;
	is_stopword("aren't") -> true;
	is_stopword("as") -> true;
	is_stopword("at") -> true;
	is_stopword("be") -> true;
	is_stopword("because") -> true;
	is_stopword("been") -> true;
	is_stopword("before") -> true;
	is_stopword("being") -> true;
	is_stopword("below") -> true;
	is_stopword("between") -> true;
	is_stopword("both") -> true;
	is_stopword("but") -> true;
	is_stopword("by") -> true;
	is_stopword("can't") -> true;
	is_stopword("cannot") -> true;
	is_stopword("could") -> true;
	is_stopword("couldn't") -> true;
	is_stopword("did") -> true;
	is_stopword("didn't") -> true;
	is_stopword("do") -> true;
	is_stopword("does") -> true;
	is_stopword("doesn't") -> true;
	is_stopword("doing") -> true;
	is_stopword("don't") -> true;
	is_stopword("down") -> true;
	is_stopword("during") -> true;
	is_stopword("each") -> true;
	is_stopword("few") -> true;
	is_stopword("for") -> true;
	is_stopword("from") -> true;
	is_stopword("further") -> true;
	is_stopword("had") -> true;
	is_stopword("hadn't") -> true;
	is_stopword("has") -> true;
	is_stopword("hasn't") -> true;
	is_stopword("have") -> true;
	is_stopword("haven't") -> true;
	is_stopword("having") -> true;
	is_stopword("he") -> true;
	is_stopword("he'd") -> true;
	is_stopword("he'll") -> true;
	is_stopword("he's") -> true;
	is_stopword("her") -> true;
	is_stopword("here") -> true;
	is_stopword("here's") -> true;
	is_stopword("hers") -> true;
	is_stopword("herself") -> true;
	is_stopword("him") -> true;
	is_stopword("himself") -> true;
	is_stopword("his") -> true;
	is_stopword("how") -> true;
	is_stopword("how's") -> true;
	is_stopword("i") -> true;
	is_stopword("i'd") -> true;
	is_stopword("i'll") -> true;
	is_stopword("i'm") -> true;
	is_stopword("i've") -> true;
	is_stopword("if") -> true;
	is_stopword("in") -> true;
	is_stopword("into") -> true;
	is_stopword("is") -> true;
	is_stopword("isn't") -> true;
	is_stopword("it") -> true;
	is_stopword("it's") -> true;
	is_stopword("its") -> true;
	is_stopword("itself") -> true;
	is_stopword("let's") -> true;
	is_stopword("me") -> true;
	is_stopword("more") -> true;
	is_stopword("most") -> true;
	is_stopword("mustn't") -> true;
	is_stopword("my") -> true;
	is_stopword("myself") -> true;
	is_stopword("no") -> true;
	is_stopword("nor") -> true;
	is_stopword("not") -> true;
	is_stopword("of") -> true;
	is_stopword("off") -> true;
	is_stopword("on") -> true;
	is_stopword("once") -> true;
	is_stopword("only") -> true;
	is_stopword("or") -> true;
	is_stopword("other") -> true;
	is_stopword("ought") -> true;
	is_stopword("our") -> true;
	is_stopword("ours") -> true;
	is_stopword("ourselves") -> true;
	is_stopword("out") -> true;
	is_stopword("over") -> true;
	is_stopword("own") -> true;
	is_stopword("same") -> true;
	is_stopword("shan't") -> true;
	is_stopword("she") -> true;
	is_stopword("she'd") -> true;
	is_stopword("she'll") -> true;
	is_stopword("she's") -> true;
	is_stopword("should") -> true;
	is_stopword("shouldn't") -> true;
	is_stopword("so") -> true;
	is_stopword("some") -> true;
	is_stopword("such") -> true;
	is_stopword("than") -> true;
	is_stopword("that") -> true;
	is_stopword("that's") -> true;
	is_stopword("the") -> true;
	is_stopword("their") -> true;
	is_stopword("theirs") -> true;
	is_stopword("them") -> true;
	is_stopword("themselves") -> true;
	is_stopword("then") -> true;
	is_stopword("there") -> true;
	is_stopword("there's") -> true;
	is_stopword("these") -> true;
	is_stopword("they") -> true;
	is_stopword("they'd") -> true;
	is_stopword("they'll") -> true;
	is_stopword("they're") -> true;
	is_stopword("they've") -> true;
	is_stopword("this") -> true;
	is_stopword("those") -> true;
	is_stopword("through") -> true;
	is_stopword("to") -> true;
	is_stopword("too") -> true;
	is_stopword("under") -> true;
	is_stopword("until") -> true;
	is_stopword("up") -> true;
	is_stopword("very") -> true;
	is_stopword("was") -> true;
	is_stopword("wasn't") -> true;
	is_stopword("we") -> true;
	is_stopword("we'd") -> true;
	is_stopword("we'll") -> true;
	is_stopword("we're") -> true;
	is_stopword("we've") -> true;
	is_stopword("were") -> true;
	is_stopword("weren't") -> true;
	is_stopword("what") -> true;
	is_stopword("what's") -> true;
	is_stopword("when") -> true;
	is_stopword("when's") -> true;
	is_stopword("where") -> true;
	is_stopword("where's") -> true;
	is_stopword("which") -> true;
	is_stopword("while") -> true;
	is_stopword("who") -> true;
	is_stopword("who's") -> true;
	is_stopword("whom") -> true;
	is_stopword("why") -> true;
	is_stopword("why's") -> true;
	is_stopword("with") -> true;
	is_stopword("won't") -> true;
	is_stopword("would") -> true;
	is_stopword("wouldn't") -> true;
	is_stopword("you") -> true;
	is_stopword("you'd") -> true;
	is_stopword("you'll") -> true;
	is_stopword("you're") -> true;
	is_stopword("you've") -> true;
	is_stopword("your") -> true;
	is_stopword("yours") -> true;
	is_stopword("yourself") -> true;
	is_stopword("yourselves") -> true;
	is_stopword(_) -> false.
	-module(stopwords_map).

	-export([is_stopword/1]).

	is_stopword(S) ->
	maps:get(
	S,
	#{
	"a" => true,
	"about" => true,
	"above" => true,
	"after" => true,
	"again" => true,
	"against" => true,
	"all" => true,
	"am" => true,
	"an" => true,
	"and" => true,
	"any" => true,
	"are" => true,
	"aren't" => true,
	"as" => true,
	"at" => true,
	"be" => true,
	"because" => true,
	"been" => true,
	"before" => true,
	"being" => true,
	"below" => true,
	"between" => true,
	"both" => true,
	"but" => true,
	"by" => true,
	"can't" => true,
	"cannot" => true,
	"could" => true,
	"couldn't" => true,
	"did" => true,
	"didn't" => true,
	"do" => true,
	"does" => true,
	"doesn't" => true,
	"doing" => true,
	"don't" => true,
	"down" => true,
	"during" => true,
	"each" => true,
	"few" => true,
	"for" => true,
	"from" => true,
	"further" => true,
	"had" => true,
	"hadn't" => true,
	"has" => true,
	"hasn't" => true,
	"have" => true,
	"haven't" => true,
	"having" => true,
	"he" => true,
	"he'd" => true,
	"he'll" => true,
	"he's" => true,
	"her" => true,
	"here" => true,
	"here's" => true,
	"hers" => true,
	"herself" => true,
	"him" => true,
	"himself" => true,
	"his" => true,
	"how" => true,
	"how's" => true,
	"i" => true,
	"i'd" => true,
	"i'll" => true,
	"i'm" => true,
	"i've" => true,
	"if" => true,
	"in" => true,
	"into" => true,
	"is" => true,
	"isn't" => true,
	"it" => true,
	"it's" => true,
	"its" => true,
	"itself" => true,
	"let's" => true,
	"me" => true,
	"more" => true,
	"most" => true,
	"mustn't" => true,
	"my" => true,
	"myself" => true,
	"no" => true,
	"nor" => true,
	"not" => true,
	"of" => true,
	"off" => true,
	"on" => true,
	"once" => true,
	"only" => true,
	"or" => true,
	"other" => true,
	"ought" => true,
	"our" => true,
	"ours" => true,
	"ourselves" => true,
	"out" => true,
	"over" => true,
	"own" => true,
	"same" => true,
	"shan't" => true,
	"she" => true,
	"she'd" => true,
	"she'll" => true,
	"she's" => true,
	"should" => true,
	"shouldn't" => true,
	"so" => true,
	"some" => true,
	"such" => true,
	"than" => true,
	"that" => true,
	"that's" => true,
	"the" => true,
	"their" => true,
	"theirs" => true,
	"them" => true,
	"themselves" => true,
	"then" => true,
	"there" => true,
	"there's" => true,
	"these" => true,
	"they" => true,
	"they'd" => true,
	"they'll" => true,
	"they're" => true,
	"they've" => true,
	"this" => true,
	"those" => true,
	"through" => true,
	"to" => true,
	"too" => true,
	"under" => true,
	"until" => true,
	"up" => true,
	"very" => true,
	"was" => true,
	"wasn't" => true,
	"we" => true,
	"we'd" => true,
	"we'll" => true,
	"we're" => true,
	"we've" => true,
	"were" => true,
	"weren't" => true,
	"what" => true,
	"what's" => true,
	"when" => true,
	"when's" => true,
	"where" => true,
	"where's" => true,
	"which" => true,
	"while" => true,
	"who" => true,
	"who's" => true,
	"whom" => true,
	"why" => true,
	"why's" => true,
	"with" => true,
	"won't" => true,
	"would" => true,
	"wouldn't" => true,
	"you" => true,
	"you'd" => true,
	"you'll" => true,
	"you're" => true,
	"you've" => true,
	"your" => true,
	"yours" => true,
	"yourself" => true,
	"yourselves" => true
	},
	false).