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diff --git a/nltk_data/corpora/stopwords.zip b/nltk_data/corpora/stopwords.zip
new file mode 100644
index 0000000000000000000000000000000000000000..10b599bfb769c064115e42cf156b1a6f293e7232
--- /dev/null
+++ b/nltk_data/corpora/stopwords.zip
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:15c94179887425ca1bedc265608cab9f27d650211f709bb929e320990a4b01d1
+size 34276
diff --git a/nltk_data/corpora/stopwords/README b/nltk_data/corpora/stopwords/README
new file mode 100644
index 0000000000000000000000000000000000000000..debf14c8793a76a0ff71c568b23b3ac0c33e361d
--- /dev/null
+++ b/nltk_data/corpora/stopwords/README
@@ -0,0 +1,32 @@
+Stopwords Corpus
+
+This corpus contains lists of stop words for several languages.  These
+are high-frequency grammatical words which are usually ignored in text
+retrieval applications.
+
+They were obtained from:
+http://anoncvs.postgresql.org/cvsweb.cgi/pgsql/src/backend/snowball/stopwords/
+
+The stop words for the Romanian language were obtained from:
+http://arlc.ro/resources/
+
+The English list has been augmented
+https://github.com/nltk/nltk_data/issues/22
+
+The German list has been corrected
+https://github.com/nltk/nltk_data/pull/49
+
+A Kazakh list has been added
+https://github.com/nltk/nltk_data/pull/52
+
+A Nepali list has been added
+https://github.com/nltk/nltk_data/pull/83
+
+An Azerbaijani list has been added
+https://github.com/nltk/nltk_data/pull/100
+
+A Greek list has been added
+https://github.com/nltk/nltk_data/pull/103
+
+An Indonesian list has been added
+https://github.com/nltk/nltk_data/pull/112
diff --git a/nltk_data/corpora/stopwords/arabic b/nltk_data/corpora/stopwords/arabic
new file mode 100644
index 0000000000000000000000000000000000000000..ee3a26e793f8ab69a44b30332708cc122b258b51
--- /dev/null
+++ b/nltk_data/corpora/stopwords/arabic
@@ -0,0 +1,754 @@
+إذ
+إذا
+إذما
+إذن
+أف
+أقل
+أكثر
+ألا
+إلا
+التي
+الذي
+الذين
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+ثلاثون
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+خمسون
+ستون
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+غالبا
+فرادى
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+خلف
+أمام
+فوق
+تحت
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+شمال
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+أمسى
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+صار
+ظلّ
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+أقبل
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+أوشك
+جعل
+حرى
+شرع
+طفق
+علق
+قام
+كرب
+كاد
+هبّ
\ No newline at end of file
diff --git a/nltk_data/corpora/stopwords/azerbaijani b/nltk_data/corpora/stopwords/azerbaijani
new file mode 100644
index 0000000000000000000000000000000000000000..27bf2940fe608d8a0698a7b896cd1fd22ad64ac9
--- /dev/null
+++ b/nltk_data/corpora/stopwords/azerbaijani
@@ -0,0 +1,165 @@
+a
+ad
+altı
+altmış
+amma
+arasında
+artıq
+ay
+az
+bax
+belə
+bəli
+bəlkə
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+yox
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+zaman
\ No newline at end of file
diff --git a/nltk_data/corpora/stopwords/basque b/nltk_data/corpora/stopwords/basque
new file mode 100644
index 0000000000000000000000000000000000000000..3b84c32419b346f0606212affb50f08f3d226194
--- /dev/null
+++ b/nltk_data/corpora/stopwords/basque
@@ -0,0 +1,326 @@
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+aldiz 
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+hasi
+hasiera
+hasieran
+hasteaz
+hasteko
+hasteko
+hau
+hau
+hau
+hau
+hau
+hau
+hauei
+hauek
+hauetan
+hemen
+hemendik
+hemengo
+hi
+hona
+honebestez
+honek
+honela
+honela
+honela
+honen
+honen
+honetan
+honetaz
+honi
+hor
+hori
+hori
+hori
+horiei
+horiek
+horietan
+horko
+horra 	
+horratik
+horregatik
+horregatik
+horrek
+horrela
+horrela
+horrela
+horren
+horrenbestez
+horretan
+horri
+hortaz
+hortaz
+hortik
+hura
+ikusi
+ikusi
+izan
+izan
+izan
+jarraituz
+kariaz
+kasuaz
+kontuan
+laburbilduz
+laburki
+laster
+laster
+lehen
+lehen
+lehen
+lehen
+lehenengo
+lehenengo
+lehenik
+lehen-lehenik
+litzateke
+medio
+mendean
+mundura
+nahiz
+ni
+noiz
+nola
+non
+nondik
+nongo
+nor
+nora
+on
+ondoren
+ondorio
+ondorioz
+ondorioz
+orain
+ordea 
+orduan
+orduan
+orduan 
+orduko
+ordura
+orobat
+ostean
+ostera
+osterantzean 
+pentsatuz
+ustez
+ze
+zein
+zein 
+zen
+zen
+zenbait
+zenbat
+zer
+zeren
+zergatik
+zergatik
+ziren
+zituen
+zu
+zuek
+zuen
+zuten
+zuzen
diff --git a/nltk_data/corpora/stopwords/bengali b/nltk_data/corpora/stopwords/bengali
new file mode 100644
index 0000000000000000000000000000000000000000..9dc1bfcb2a87c09952a3e61c4c365612c4adccd2
--- /dev/null
+++ b/nltk_data/corpora/stopwords/bengali
@@ -0,0 +1,398 @@
+অতএব
+অথচ
+অথবা
+অনুযায়ী
+অনেক
+অনেকে
+অনেকেই
+অন্তত
+অন্য
+অবধি
+অবশ্য
+অর্থাত
+আই
+আগামী
+আগে
+আগেই
+আছে
+আজ
+আদ্যভাগে
+আপনার
+আপনি
+আবার
+আমরা
+আমাকে
+আমাদের
+আমার
+আমি
+আর
+আরও
+ই
+ইত্যাদি
+ইহা
+উচিত
+উত্তর
+উনি
+উপর
+উপরে
+এ
+এঁদের
+এঁরা
+এই
+একই
+একটি
+একবার
+একে
+এক্
+এখন
+এখনও
+এখানে
+এখানেই
+এটা
+এটাই
+এটি
+এত
+এতটাই
+এতে
+এদের
+এব
+এবং
+এবার
+এমন
+এমনকী
+এমনি
+এর
+এরা
+এল
+এস
+এসে
+ঐ
+ও
+ওঁদের
+ওঁর
+ওঁরা
+ওই
+ওকে
+ওখানে
+ওদের
+ওর
+ওরা
+কখনও
+কত
+কবে
+কমনে
+কয়েক
+কয়েকটি
+করছে
+করছেন
+করতে
+করবে
+করবেন
+করলে
+করলেন
+করা
+করাই
+করায়
+করার
+করি
+করিতে
+করিয়া
+করিয়ে
+করে
+করেই
+করেছিলেন
+করেছে
+করেছেন
+করেন
+কাউকে
+কাছ
+কাছে
+কাজ
+কাজে
+কারও
+কারণ
+কি
+কিংবা
+কিছু
+কিছুই
+কিন্তু
+কী
+কে
+কেউ
+কেউই
+কেখা
+কেন
+কোটি
+কোন
+কোনও
+কোনো
+ক্ষেত্রে
+কয়েক
+খুব
+গিয়ে
+গিয়েছে
+গিয়ে
+গুলি
+গেছে
+গেল
+গেলে
+গোটা
+চলে
+চান
+চায়
+চার
+চালু
+চেয়ে
+চেষ্টা
+ছাড়া
+ছাড়াও
+ছিল
+ছিলেন
+জন
+জনকে
+জনের
+জন্য
+জন্যওজে
+জানতে
+জানা
+জানানো
+জানায়
+জানিয়ে
+জানিয়েছে
+জে
+জ্নজন
+টি
+ঠিক
+তখন
+তত
+তথা
+তবু
+তবে
+তা
+তাঁকে
+তাঁদের
+তাঁর
+তাঁরা
+তাঁাহারা
+তাই
+তাও
+তাকে
+তাতে
+তাদের
+তার
+তারপর
+তারা
+তারৈ
+তাহলে
+তাহা
+তাহাতে
+তাহার
+তিনঐ
+তিনি
+তিনিও
+তুমি
+তুলে
+তেমন
+তো
+তোমার
+থাকবে
+থাকবেন
+থাকা
+থাকায়
+থাকে
+থাকেন
+থেকে
+থেকেই
+থেকেও
+দিকে
+দিতে
+দিন
+দিয়ে
+দিয়েছে
+দিয়েছেন
+দিলেন
+দু
+দুই
+দুটি
+দুটো
+দেওয়া
+দেওয়ার
+দেওয়া
+দেখতে
+দেখা
+দেখে
+দেন
+দেয়
+দ্বারা
+ধরা
+ধরে
+ধামার
+নতুন
+নয়
+না
+নাই
+নাকি
+নাগাদ
+নানা
+নিজে
+নিজেই
+নিজেদের
+নিজের
+নিতে
+নিয়ে
+নিয়ে
+নেই
+নেওয়া
+নেওয়ার
+নেওয়া
+নয়
+পক্ষে
+পর
+পরে
+পরেই
+পরেও
+পর্যন্ত
+পাওয়া
+পাচ
+পারি
+পারে
+পারেন
+পি
+পেয়ে
+পেয়্র্
+প্রতি
+প্রথম
+প্রভৃতি
+প্রযন্ত
+প্রাথমিক
+প্রায়
+প্রায়
+ফলে
+ফিরে
+ফের
+বক্তব্য
+বদলে
+বন
+বরং
+বলতে
+বলল
+বললেন
+বলা
+বলে
+বলেছেন
+বলেন
+বসে
+বহু
+বা
+বাদে
+বার
+বি
+বিনা
+বিভিন্ন
+বিশেষ
+বিষয়টি
+বেশ
+বেশি
+ব্যবহার
+ব্যাপারে
+ভাবে
+ভাবেই
+মতো
+মতোই
+মধ্যভাগে
+মধ্যে
+মধ্যেই
+মধ্যেও
+মনে
+মাত্র
+মাধ্যমে
+মোট
+মোটেই
+যখন
+যত
+যতটা
+যথেষ্ট
+যদি
+যদিও
+যা
+যাঁর
+যাঁরা
+যাওয়া
+যাওয়ার
+যাওয়া
+যাকে
+যাচ্ছে
+যাতে
+যাদের
+যান
+যাবে
+যায়
+যার
+যারা
+যিনি
+যে
+যেখানে
+যেতে
+যেন
+যেমন
+র
+রকম
+রয়েছে
+রাখা
+রেখে
+লক্ষ
+শুধু
+শুরু
+সঙ্গে
+সঙ্গেও
+সব
+সবার
+সমস্ত
+সম্প্রতি
+সহ
+সহিত
+সাধারণ
+সামনে
+সি
+সুতরাং
+সে
+সেই
+সেখান
+সেখানে
+সেটা
+সেটাই
+সেটাও
+সেটি
+স্পষ্ট
+স্বয়ং
+হইতে
+হইবে
+হইয়া
+হওয়া
+হওয়ায়
+হওয়ার
+হচ্ছে
+হত
+হতে
+হতেই
+হন
+হবে
+হবেন
+হয়
+হয়তো
+হয়নি
+হয়ে
+হয়েই
+হয়েছিল
+হয়েছে
+হয়েছেন
+হল
+হলে
+হলেই
+হলেও
+হলো
+হাজার
+হিসাবে
+হৈলে
+হোক
+হয়
\ No newline at end of file
diff --git a/nltk_data/corpora/stopwords/catalan b/nltk_data/corpora/stopwords/catalan
new file mode 100644
index 0000000000000000000000000000000000000000..cdba332cb94448bf8b93d41e5d58e2b6f447211f
--- /dev/null
+++ b/nltk_data/corpora/stopwords/catalan
@@ -0,0 +1,278 @@
+a
+abans
+ací
+ah
+així
+això
+al
+aleshores
+algun
+alguna
+algunes
+alguns
+alhora
+allà
+allí
+allò
+als
+altra
+altre
+altres
+amb
+ambdues
+ambdós
+anar
+ans
+apa
+aquell
+aquella
+aquelles
+aquells
+aquest
+aquesta
+aquestes
+aquests
+aquí
+baix
+bastant
+bé
+cada
+cadascuna
+cadascunes
+cadascuns
+cadascú
+com
+consegueixo
+conseguim
+conseguir
+consigueix
+consigueixen
+consigueixes
+contra
+d'un
+d'una
+d'unes
+d'uns
+dalt
+de
+del
+dels
+des
+des de
+després
+dins
+dintre
+donat
+doncs
+durant
+e
+eh
+el
+elles
+ells
+els
+em
+en
+encara
+ens
+entre
+era
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+eres
+es
+esta
+estan
+estat
+estava
+estaven
+estem
+esteu
+estic
+està
+estàvem
+estàveu
+et
+etc
+ets
+fa
+faig
+fan
+fas
+fem
+fer
+feu
+fi
+fins
+fora
+gairebé
+ha
+han
+has
+haver
+havia
+he
+hem
+heu
+hi
+ho
+i
+igual
+iguals
+inclòs
+ja
+jo
+l'hi
+la
+les
+li
+li'n
+llarg
+llavors
+m'he
+ma
+mal
+malgrat
+mateix
+mateixa
+mateixes
+mateixos
+me
+mentre
+meu
+meus
+meva
+meves
+mode
+molt
+molta
+moltes
+molts
+mon
+mons
+més
+n'he
+n'hi
+ne
+ni
+no
+nogensmenys
+només
+nosaltres
+nostra
+nostre
+nostres
+o
+oh
+oi
+on
+pas
+pel
+pels
+per
+per que
+perquè
+però
+poc
+poca
+pocs
+podem
+poden
+poder
+podeu
+poques
+potser
+primer
+propi
+puc
+qual
+quals
+quan
+quant
+que
+quelcom
+qui
+quin
+quina
+quines
+quins
+què
+s'ha
+s'han
+sa
+sabem
+saben
+saber
+sabeu
+sap
+saps
+semblant
+semblants
+sense
+ser
+ses
+seu
+seus
+seva
+seves
+si
+sobre
+sobretot
+soc
+solament
+sols
+som
+son
+sons
+sota
+sou
+sóc
+són
+t'ha
+t'han
+t'he
+ta
+tal
+també
+tampoc
+tan
+tant
+tanta
+tantes
+te
+tene
+tenim
+tenir
+teniu
+teu
+teus
+teva
+teves
+tinc
+ton
+tons
+tot
+tota
+totes
+tots
+un
+una
+unes
+uns
+us
+va
+vaig
+vam
+van
+vas
+veu
+vosaltres
+vostra
+vostre
+vostres
+érem
+éreu
+és
+éssent
+últim
+ús
\ No newline at end of file
diff --git a/nltk_data/corpora/stopwords/chinese b/nltk_data/corpora/stopwords/chinese
new file mode 100644
index 0000000000000000000000000000000000000000..0873a9033a24948ae253085187c882418b5b3aaa
--- /dev/null
+++ b/nltk_data/corpora/stopwords/chinese
@@ -0,0 +1,841 @@
+一
+一下
+一些
+一切
+一则
+一天
+一定
+一方面
+一旦
+一时
+一来
+一样
+一次
+一片
+一直
+一致
+一般
+一起
+一边
+一面
+万一
+上下
+上升
+上去
+上来
+上述
+上面
+下列
+下去
+下来
+下面
+不一
+不久
+不仅
+不会
+不但
+不光
+不单
+不变
+不只
+不可
+不同
+不够
+不如
+不得
+不怕
+不惟
+不成
+不拘
+不敢
+不断
+不是
+不比
+不然
+不特
+不独
+不管
+不能
+不要
+不论
+不足
+不过
+不问
+与
+与其
+与否
+与此同时
+专门
+且
+两者
+严格
+严重
+个
+个人
+个别
+中小
+中间
+丰富
+临
+为
+为主
+为了
+为什么
+为什麽
+为何
+为着
+主张
+主要
+举行
+乃
+乃至
+么
+之
+之一
+之前
+之后
+之後
+之所以
+之类
+乌乎
+乎
+乘
+也
+也好
+也是
+也罢
+了
+了解
+争取
+于
+于是
+于是乎
+云云
+互相
+产生
+人们
+人家
+什么
+什么样
+什麽
+今后
+今天
+今年
+今後
+仍然
+从
+从事
+从而
+他
+他人
+他们
+他的
+代替
+以
+以上
+以下
+以为
+以便
+以免
+以前
+以及
+以后
+以外
+以後
+以来
+以至
+以至于
+以致
+们
+任
+任何
+任凭
+任务
+企图
+伟大
+似乎
+似的
+但
+但是
+何
+何况
+何处
+何时
+作为
+你
+你们
+你的
+使得
+使用
+例如
+依
+依照
+依靠
+促进
+保持
+俺
+俺们
+倘
+倘使
+倘或
+倘然
+倘若
+假使
+假如
+假若
+做到
+像
+允许
+充分
+先后
+先後
+先生
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+全面
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+共同
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+其中
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+其他
+其余
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+其实
+其次
+具体
+具体地说
+具体说来
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+再者
+再说
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+冲
+决定
+况且
+准备
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+几乎
+几时
+凭
+凭借
+出去
+出来
+出现
+分别
+则
+别
+别的
+别说
+到
+前后
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+前面
+加之
+加以
+加入
+加强
+十分
+即
+即令
+即使
+即便
+即或
+即若
+却不
+原来
+又
+及
+及其
+及时
+及至
+双方
+反之
+反应
+反映
+反过来
+反过来说
+取得
+受到
+变成
+另
+另一方面
+另外
+只是
+只有
+只要
+只限
+叫
+叫做
+召开
+叮咚
+可
+可以
+可是
+可能
+可见
+各
+各个
+各人
+各位
+各地
+各种
+各级
+各自
+合理
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+同一
+同时
+同样
+后来
+后面
+向
+向着
+吓
+吗
+否则
+吧
+吧哒
+吱
+呀
+呃
+呕
+呗
+呜
+呜呼
+呢
+周围
+呵
+呸
+呼哧
+咋
+和
+咚
+咦
+咱
+咱们
+咳
+哇
+哈
+哈哈
+哉
+哎
+哎呀
+哎哟
+哗
+哟
+哦
+哩
+哪
+哪个
+哪些
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+哪天
+哪年
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+哪里
+哼
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+唉
+啊
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+地
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+多次
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+大量
+失去
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+好的
+好象
+如
+如上所述
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+它的
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+实际
+宣布
+容易
+密切
+对
+对于
+对应
+将
+少数
+尔后
+尚且
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+就
+就是
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+尽
+尽管
+属于
+岂但
+左右
+巨大
+巩固
+己
+已经
+帮助
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+并
+并不
+并不是
+并且
+并没有
+广大
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+开始
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+强烈
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+必要
+必须
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+怎么办
+怎么样
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+怎麽
+总之
+总是
+总的来看
+总的来说
+总的说来
+总结
+总而言之
+恰恰相反
+您
+意思
+愿意
+慢说
+成为
+我
+我们
+我的
+或
+或是
+或者
+战斗
+所
+所以
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+把
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+按照
+换句话说
+换言之
+据
+掌握
+接着
+接著
+故
+故此
+整个
+方便
+方面
+旁人
+无宁
+无法
+无论
+既
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+既然
+时候
+明显
+明确
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+是否
+是的
+显然
+显著
+普通
+普遍
+更加
+曾经
+替
+最后
+最大
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+有些
+有关
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+有著
+望
+朝
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+本
+本着
+来
+来着
+极了
+构成
+果然
+果真
+某
+某个
+某些
+根据
+根本
+欢迎
+正在
+正如
+正常
+此
+此外
+此时
+此间
+毋宁
+每
+每个
+每天
+每年
+每当
+比
+比如
+比方
+比较
+毫不
+没有
+沿
+沿着
+注意
+深入
+清楚
+满足
+漫说
+焉
+然则
+然后
+然後
+然而
+照
+照着
+特别是
+特殊
+特点
+现代
+现在
+甚么
+甚而
+甚至
+用
+由
+由于
+由此可见
+的
+的话
+目前
+直到
+直接
+相似
+相信
+相反
+相同
+相对
+相对而言
+相应
+相当
+相等
+省得
+看出
+看到
+看来
+看看
+看见
+真是
+真正
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+知道
+确定
+离
+积极
+移动
+突出
+突然
+立即
+第
+等
+等等
+管
+紧接着
+纵
+纵令
+纵使
+纵然
+练习
+组成
+经
+经常
+经过
+结合
+结果
+给
+绝对
+继续
+继而
+维持
+综上所述
+罢了
+考虑
+者
+而
+而且
+而况
+而外
+而已
+而是
+而言
+联系
+能
+能否
+能够
+腾
+自
+自个儿
+自从
+自各儿
+自家
+自己
+自身
+至
+至于
+良好
+若
+若是
+若非
+范围
+莫若
+获得
+虽
+虽则
+虽然
+虽说
+行为
+行动
+表明
+表示
+被
+要
+要不
+要不是
+要不然
+要么
+要是
+要求
+规定
+觉得
+认为
+认真
+认识
+让
+许多
+论
+设使
+设若
+该
+说明
+诸位
+谁
+谁知
+赶
+起
+起来
+起见
+趁
+趁着
+越是
+跟
+转动
+转变
+转贴
+较
+较之
+边
+达到
+迅速
+过
+过去
+过来
+运用
+还是
+还有
+这
+这个
+这么
+这么些
+这么样
+这么点儿
+这些
+这会儿
+这儿
+这就是说
+这时
+这样
+这点
+这种
+这边
+这里
+这麽
+进入
+进步
+进而
+进行
+连
+连同
+适应
+适当
+适用
+逐步
+逐渐
+通常
+通过
+造成
+遇到
+遭到
+避免
+那
+那个
+那么
+那么些
+那么样
+那些
+那会儿
+那儿
+那时
+那样
+那边
+那里
+那麽
+部分
+鄙人
+采取
+里面
+重大
+重新
+重要
+鉴于
+问题
+防止
+阿
+附近
+限制
+除
+除了
+除此之外
+除非
+随
+随着
+随著
+集中
+需要
+非但
+非常
+非徒
+靠
+顺
+顺着
+首先
+高兴
+是不是
diff --git a/nltk_data/corpora/stopwords/danish b/nltk_data/corpora/stopwords/danish
new file mode 100644
index 0000000000000000000000000000000000000000..d3edc6757912e3d83acfa241859c4a1bdb6005ad
--- /dev/null
+++ b/nltk_data/corpora/stopwords/danish
@@ -0,0 +1,94 @@
+og
+i
+jeg
+det
+at
+en
+den
+til
+er
+som
+på
+de
+med
+han
+af
+for
+ikke
+der
+var
+mig
+sig
+men
+et
+har
+om
+vi
+min
+havde
+ham
+hun
+nu
+over
+da
+fra
+du
+ud
+sin
+dem
+os
+op
+man
+hans
+hvor
+eller
+hvad
+skal
+selv
+her
+alle
+vil
+blev
+kunne
+ind
+når
+være
+dog
+noget
+ville
+jo
+deres
+efter
+ned
+skulle
+denne
+end
+dette
+mit
+også
+under
+have
+dig
+anden
+hende
+mine
+alt
+meget
+sit
+sine
+vor
+mod
+disse
+hvis
+din
+nogle
+hos
+blive
+mange
+ad
+bliver
+hendes
+været
+thi
+jer
+sådan
diff --git a/nltk_data/corpora/stopwords/dutch b/nltk_data/corpora/stopwords/dutch
new file mode 100644
index 0000000000000000000000000000000000000000..cafa0324b53763f7efadda5b0f3d0321ffa7ab38
--- /dev/null
+++ b/nltk_data/corpora/stopwords/dutch
@@ -0,0 +1,101 @@
+de
+en
+van
+ik
+te
+dat
+die
+in
+een
+hij
+het
+niet
+zijn
+is
+was
+op
+aan
+met
+als
+voor
+had
+er
+maar
+om
+hem
+dan
+zou
+of
+wat
+mijn
+men
+dit
+zo
+door
+over
+ze
+zich
+bij
+ook
+tot
+je
+mij
+uit
+der
+daar
+haar
+naar
+heb
+hoe
+heeft
+hebben
+deze
+u
+want
+nog
+zal
+me
+zij
+nu
+ge
+geen
+omdat
+iets
+worden
+toch
+al
+waren
+veel
+meer
+doen
+toen
+moet
+ben
+zonder
+kan
+hun
+dus
+alles
+onder
+ja
+eens
+hier
+wie
+werd
+altijd
+doch
+wordt
+wezen
+kunnen
+ons
+zelf
+tegen
+na
+reeds
+wil
+kon
+niets
+uw
+iemand
+geweest
+andere
diff --git a/nltk_data/corpora/stopwords/english b/nltk_data/corpora/stopwords/english
new file mode 100644
index 0000000000000000000000000000000000000000..1280aa3b08d64b846272b2d23314377200db36e9
--- /dev/null
+++ b/nltk_data/corpora/stopwords/english
@@ -0,0 +1,179 @@
+i
+me
+my
+myself
+we
+our
+ours
+ourselves
+you
+you're
+you've
+you'll
+you'd
+your
+yours
+yourself
+yourselves
+he
+him
+his
+himself
+she
+she's
+her
+hers
+herself
+it
+it's
+its
+itself
+they
+them
+their
+theirs
+themselves
+what
+which
+who
+whom
+this
+that
+that'll
+these
+those
+am
+is
+are
+was
+were
+be
+been
+being
+have
+has
+had
+having
+do
+does
+did
+doing
+a
+an
+the
+and
+but
+if
+or
+because
+as
+until
+while
+of
+at
+by
+for
+with
+about
+against
+between
+into
+through
+during
+before
+after
+above
+below
+to
+from
+up
+down
+in
+out
+on
+off
+over
+under
+again
+further
+then
+once
+here
+there
+when
+where
+why
+how
+all
+any
+both
+each
+few
+more
+most
+other
+some
+such
+no
+nor
+not
+only
+own
+same
+so
+than
+too
+very
+s
+t
+can
+will
+just
+don
+don't
+should
+should've
+now
+d
+ll
+m
+o
+re
+ve
+y
+ain
+aren
+aren't
+couldn
+couldn't
+didn
+didn't
+doesn
+doesn't
+hadn
+hadn't
+hasn
+hasn't
+haven
+haven't
+isn
+isn't
+ma
+mightn
+mightn't
+mustn
+mustn't
+needn
+needn't
+shan
+shan't
+shouldn
+shouldn't
+wasn
+wasn't
+weren
+weren't
+won
+won't
+wouldn
+wouldn't
diff --git a/nltk_data/corpora/stopwords/finnish b/nltk_data/corpora/stopwords/finnish
new file mode 100644
index 0000000000000000000000000000000000000000..47ee200f6781ddfdb31af37e317e1f05d10a04ff
--- /dev/null
+++ b/nltk_data/corpora/stopwords/finnish
@@ -0,0 +1,235 @@
+olla
+olen
+olet
+on
+olemme
+olette
+ovat
+ole
+oli
+olisi
+olisit
+olisin
+olisimme
+olisitte
+olisivat
+olit
+olin
+olimme
+olitte
+olivat
+ollut
+olleet
+en
+et
+ei
+emme
+ette
+eivät
+minä
+minun
+minut
+minua
+minussa
+minusta
+minuun
+minulla
+minulta
+minulle
+sinä
+sinun
+sinut
+sinua
+sinussa
+sinusta
+sinuun
+sinulla
+sinulta
+sinulle
+hän
+hänen
+hänet
+häntä
+hänessä
+hänestä
+häneen
+hänellä
+häneltä
+hänelle
+me
+meidän
+meidät
+meitä
+meissä
+meistä
+meihin
+meillä
+meiltä
+meille
+te
+teidän
+teidät
+teitä
+teissä
+teistä
+teihin
+teillä
+teiltä
+teille
+he
+heidän
+heidät
+heitä
+heissä
+heistä
+heihin
+heillä
+heiltä
+heille
+tämä
+tämän
+tätä
+tässä
+tästä
+tähän
+tallä
+tältä
+tälle
+tänä
+täksi
+tuo
+tuon
+tuotä
+tuossa
+tuosta
+tuohon
+tuolla
+tuolta
+tuolle
+tuona
+tuoksi
+se
+sen
+sitä
+siinä
+siitä
+siihen
+sillä
+siltä
+sille
+sinä
+siksi
+nämä
+näiden
+näitä
+näissä
+näistä
+näihin
+näillä
+näiltä
+näille
+näinä
+näiksi
+nuo
+noiden
+noita
+noissa
+noista
+noihin
+noilla
+noilta
+noille
+noina
+noiksi
+ne
+niiden
+niitä
+niissä
+niistä
+niihin
+niillä
+niiltä
+niille
+niinä
+niiksi
+kuka
+kenen
+kenet
+ketä
+kenessä
+kenestä
+keneen
+kenellä
+keneltä
+kenelle
+kenenä
+keneksi
+ketkä
+keiden
+ketkä
+keitä
+keissä
+keistä
+keihin
+keillä
+keiltä
+keille
+keinä
+keiksi
+mikä
+minkä
+minkä
+mitä
+missä
+mistä
+mihin
+millä
+miltä
+mille
+minä
+miksi
+mitkä
+joka
+jonka
+jota
+jossa
+josta
+johon
+jolla
+jolta
+jolle
+jona
+joksi
+jotka
+joiden
+joita
+joissa
+joista
+joihin
+joilla
+joilta
+joille
+joina
+joiksi
+että
+ja
+jos
+koska
+kuin
+mutta
+niin
+sekä
+sillä
+tai
+vaan
+vai
+vaikka
+kanssa
+mukaan
+noin
+poikki
+yli
+kun
+niin
+nyt
+itse
diff --git a/nltk_data/corpora/stopwords/french b/nltk_data/corpora/stopwords/french
new file mode 100644
index 0000000000000000000000000000000000000000..00af58791541ed63f33c98207199f6b32727f571
--- /dev/null
+++ b/nltk_data/corpora/stopwords/french
@@ -0,0 +1,157 @@
+au
+aux
+avec
+ce
+ces
+dans
+de
+des
+du
+elle
+en
+et
+eux
+il
+ils
+je
+la
+le
+les
+leur
+lui
+ma
+mais
+me
+même
+mes
+moi
+mon
+ne
+nos
+notre
+nous
+on
+ou
+par
+pas
+pour
+qu
+que
+qui
+sa
+se
+ses
+son
+sur
+ta
+te
+tes
+toi
+ton
+tu
+un
+une
+vos
+votre
+vous
+c
+d
+j
+l
+à
+m
+n
+s
+t
+y
+été
+étée
+étées
+étés
+étant
+étante
+étants
+étantes
+suis
+es
+est
+sommes
+êtes
+sont
+serai
+seras
+sera
+serons
+serez
+seront
+serais
+serait
+serions
+seriez
+seraient
+étais
+était
+étions
+étiez
+étaient
+fus
+fut
+fûmes
+fûtes
+furent
+sois
+soit
+soyons
+soyez
+soient
+fusse
+fusses
+fût
+fussions
+fussiez
+fussent
+ayant
+ayante
+ayantes
+ayants
+eu
+eue
+eues
+eus
+ai
+as
+avons
+avez
+ont
+aurai
+auras
+aura
+aurons
+aurez
+auront
+aurais
+aurait
+aurions
+auriez
+auraient
+avais
+avait
+avions
+aviez
+avaient
+eut
+eûmes
+eûtes
+eurent
+aie
+aies
+ait
+ayons
+ayez
+aient
+eusse
+eusses
+eût
+eussions
+eussiez
+eussent
diff --git a/nltk_data/corpora/stopwords/german b/nltk_data/corpora/stopwords/german
new file mode 100644
index 0000000000000000000000000000000000000000..c2241d0ee7bbc192abe3b56efffb75f29a29e185
--- /dev/null
+++ b/nltk_data/corpora/stopwords/german
@@ -0,0 +1,232 @@
+aber
+alle
+allem
+allen
+aller
+alles
+als
+also
+am
+an
+ander
+andere
+anderem
+anderen
+anderer
+anderes
+anderm
+andern
+anderr
+anders
+auch
+auf
+aus
+bei
+bin
+bis
+bist
+da
+damit
+dann
+der
+den
+des
+dem
+die
+das
+dass
+daß
+derselbe
+derselben
+denselben
+desselben
+demselben
+dieselbe
+dieselben
+dasselbe
+dazu
+dein
+deine
+deinem
+deinen
+deiner
+deines
+denn
+derer
+dessen
+dich
+dir
+du
+dies
+diese
+diesem
+diesen
+dieser
+dieses
+doch
+dort
+durch
+ein
+eine
+einem
+einen
+einer
+eines
+einig
+einige
+einigem
+einigen
+einiger
+einiges
+einmal
+er
+ihn
+ihm
+es
+etwas
+euer
+eure
+eurem
+euren
+eurer
+eures
+für
+gegen
+gewesen
+hab
+habe
+haben
+hat
+hatte
+hatten
+hier
+hin
+hinter
+ich
+mich
+mir
+ihr
+ihre
+ihrem
+ihren
+ihrer
+ihres
+euch
+im
+in
+indem
+ins
+ist
+jede
+jedem
+jeden
+jeder
+jedes
+jene
+jenem
+jenen
+jener
+jenes
+jetzt
+kann
+kein
+keine
+keinem
+keinen
+keiner
+keines
+können
+könnte
+machen
+man
+manche
+manchem
+manchen
+mancher
+manches
+mein
+meine
+meinem
+meinen
+meiner
+meines
+mit
+muss
+musste
+nach
+nicht
+nichts
+noch
+nun
+nur
+ob
+oder
+ohne
+sehr
+sein
+seine
+seinem
+seinen
+seiner
+seines
+selbst
+sich
+sie
+ihnen
+sind
+so
+solche
+solchem
+solchen
+solcher
+solches
+soll
+sollte
+sondern
+sonst
+über
+um
+und
+uns
+unsere
+unserem
+unseren
+unser
+unseres
+unter
+viel
+vom
+von
+vor
+während
+war
+waren
+warst
+was
+weg
+weil
+weiter
+welche
+welchem
+welchen
+welcher
+welches
+wenn
+werde
+werden
+wie
+wieder
+will
+wir
+wird
+wirst
+wo
+wollen
+wollte
+würde
+würden
+zu
+zum
+zur
+zwar
+zwischen
diff --git a/nltk_data/corpora/stopwords/greek b/nltk_data/corpora/stopwords/greek
new file mode 100644
index 0000000000000000000000000000000000000000..9d08b144659c4ae804bb84a624e1248bb2b90e40
--- /dev/null
+++ b/nltk_data/corpora/stopwords/greek
@@ -0,0 +1,265 @@
+αλλα
+αν
+αντι
+απο
+αυτα
+αυτεσ
+αυτη
+αυτο
+αυτοι
+αυτοσ
+αυτουσ
+αυτων
+αἱ
+αἳ
+αἵ
+αὐτόσ
+αὐτὸς
+αὖ
+γάρ
+γα
+γα^
+γε
+για
+γοῦν
+γὰρ
+δ'
+δέ
+δή
+δαί
+δαίσ
+δαὶ
+δαὶς
+δε
+δεν
+δι'
+διά
+διὰ
+δὲ
+δὴ
+δ’
+εαν
+ειμαι
+ειμαστε
+ειναι
+εισαι
+ειστε
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+εκεινεσ
+εκεινη
+εκεινο
+εκεινοι
+εκεινοσ
+εκεινουσ
+εκεινων
+ενω
+επ
+επι
+εἰ
+εἰμί
+εἰμὶ
+εἰς
+εἰσ
+εἴ
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+η
+θα
+ισωσ
+κ
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+καίτοι
+καθ
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+κατ
+κατά
+κατα
+κατὰ
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+κἂν
+μέν
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+με
+μεθ
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+μην
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+μὲν
+μὴ
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+οι
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+οσο
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+παρά
+παρα
+παρὰ
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+ποιο
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+σύ
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+σὺ
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+τον
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+των
+τό
+τόν
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+τὰ
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+τὸν
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+τῷ
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+ἀλλ'
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+ἀλλὰ
+ἀλλ’
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+ἀπό
+ἀπὸ
+ἀφ
+ἂν
+ἃ
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+ἄλλοσ
+ἄν
+ἄρα
+ἅμα
+ἐάν
+ἐγώ
+ἐγὼ
+ἐκ
+ἐμόσ
+ἐμὸς
+ἐν
+ἐξ
+ἐπί
+ἐπεὶ
+ἐπὶ
+ἐστι
+ἐφ
+ἐὰν
+ἑαυτοῦ
+ἔτι
+ἡ
+ἢ
+ἣ
+ἤ
+ἥ
+ἧς
+ἵνα
+ὁ
+ὃ
+ὃν
+ὃς
+ὅ
+ὅδε
+ὅθεν
+ὅπερ
+ὅς
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+ὅστις
+ὅστισ
+ὅτε
+ὅτι
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+ὑπέρ
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+ὑπὲρ
+ὑπὸ
+ὡς
+ὡσ
+ὥς
+ὥστε
+ὦ
+ᾧ
diff --git a/nltk_data/corpora/stopwords/hebrew b/nltk_data/corpora/stopwords/hebrew
new file mode 100644
index 0000000000000000000000000000000000000000..8ac778585f3d9b71c5a6d1e4fc9afb83eb4e691a
--- /dev/null
+++ b/nltk_data/corpora/stopwords/hebrew
@@ -0,0 +1,221 @@
+אני
+את
+אתה
+אנחנו
+אתן
+אתם
+הם
+הן
+היא
+הוא
+שלי
+שלו
+שלך
+שלה
+שלנו
+שלכם
+שלכן
+שלהם
+שלהן
+לי
+לו
+לה
+לנו
+לכם
+לכן
+להם
+להן
+אותה
+אותו
+זה
+זאת
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+אלו
+תחת
+מתחת
+מעל
+בין
+עם
+עד
+נגר
+על
+אל
+מול
+של
+אצל
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+אחר
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+לפני
+אחרי
+מאחורי
+עלי
+עליו
+עליה
+עליך
+עלינו
+עליכם
+לעיכן
+עליהם
+עליהן
+כל
+כולם
+כולן
+כך
+ככה
+כזה
+זה
+זות
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+אותה
+אותם
+אותך
+אותו
+אותן
+אותנו
+ואת
+את
+אתכם
+אתכן
+איתי
+איתו
+איתך
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+איתכן
+יהיה
+תהיה
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+היתה
+היה
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+עצמה
+עצמם
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+עצמנו
+עצמהם
+עצמהן
+מי
+מה
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+מקום בו
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+מאיזו סיבה
+הסיבה שבגללה
+למה
+מדוע
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+אך
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+מאיפה
+יכל
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+יכלו
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+מסוגל
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+כאן
+הנה
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+שוב
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+מלבד
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+בגלל
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+ואילו
+למרות
+אס
+כמו
+כפי
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+אחרי
+כן
+לכן
+לפיכך
+מאד
+עז
+מעט
+מעטים
+במידה
+שוב
+יותר
+מדי
+גם
+כן
+נו
+אחר
+אחרת
+אחרים
+אחרות
+אשר
+או
\ No newline at end of file
diff --git a/nltk_data/corpora/stopwords/hinglish b/nltk_data/corpora/stopwords/hinglish
new file mode 100644
index 0000000000000000000000000000000000000000..de0654e211e01952c3f38c78d370739e7c71d2e2
--- /dev/null
+++ b/nltk_data/corpora/stopwords/hinglish
@@ -0,0 +1,1036 @@
+a
+aadi
+aaj
+aap
+aapne
+aata
+aati
+aaya
+aaye
+ab
+abbe
+abbey
+abe
+abhi
+able
+about
+above
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+according
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+achcha
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+again
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+alag
+all
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+along
+already
+also
+although
+always
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+and
+andar
+another
+any
+anybody
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+anyone
+anything
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+aur
+avum
+aya
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+baar
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+bane
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+batao
+bc
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+did
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+dijiye
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+want
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+we'd
+well
+we'll
+went
+were
+we're
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+werent
+weren't
+we've
+what
+whatever
+what's
+when
+whence
+whenever
+where
+whereafter
+whereas
+whereby
+wherein
+where's
+whereupon
+wherever
+whether
+which
+while
+who
+whoever
+whole
+whom
+who's
+whose
+why
+will
+willing
+with
+within
+without
+wo
+woh
+wohi
+won
+wont
+won't
+would
+wouldn
+wouldnt
+wouldn't
+y
+ya
+yadi
+yah
+yaha
+yahaan
+yahan
+yahi
+yahin
+ye
+yeah
+yeh
+yehi
+yes
+yet
+you
+you'd
+you'll
+your
+you're
+yours
+yourself
+yourselves
+you've
+yup
diff --git a/nltk_data/corpora/stopwords/hungarian b/nltk_data/corpora/stopwords/hungarian
new file mode 100644
index 0000000000000000000000000000000000000000..94e9f9a0b07a68aeff30605fc445db71f63be630
--- /dev/null
+++ b/nltk_data/corpora/stopwords/hungarian
@@ -0,0 +1,199 @@
+a
+ahogy
+ahol
+aki
+akik
+akkor
+alatt
+által
+általában
+amely
+amelyek
+amelyekben
+amelyeket
+amelyet
+amelynek
+ami
+amit
+amolyan
+amíg
+amikor
+át
+abban
+ahhoz
+annak
+arra
+arról
+az
+azok
+azon
+azt
+azzal
+azért
+aztán
+azután
+azonban
+bár
+be
+belül
+benne
+cikk
+cikkek
+cikkeket
+csak
+de
+e
+eddig
+egész
+egy
+egyes
+egyetlen
+egyéb
+egyik
+egyre
+ekkor
+el
+elég
+ellen
+elõ
+elõször
+elõtt
+elsõ
+én
+éppen
+ebben
+ehhez
+emilyen
+ennek
+erre
+ez
+ezt
+ezek
+ezen
+ezzel
+ezért
+és
+fel
+felé
+hanem
+hiszen
+hogy
+hogyan
+igen
+így
+illetve
+ill.
+ill
+ilyen
+ilyenkor
+ison
+ismét
+itt
+jó
+jól
+jobban
+kell
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+keresztül
+keressünk
+ki
+kívül
+között
+közül
+legalább
+lehet
+lehetett
+legyen
+lenne
+lenni
+lesz
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+maga
+magát
+majd
+majd
+már
+más
+másik
+meg
+még
+mellett
+mert
+mely
+melyek
+mi
+mit
+míg
+miért
+milyen
+mikor
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+mindent
+mindenki
+mindig
+mint
+mintha
+mivel
+most
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+nagyobb
+nagyon
+ne
+néha
+nekem
+neki
+nem
+néhány
+nélkül
+nincs
+olyan
+ott
+össze
+õ
+õk
+õket
+pedig
+persze
+rá
+s
+saját
+sem
+semmi
+sok
+sokat
+sokkal
+számára
+szemben
+szerint
+szinte
+talán
+tehát
+teljes
+tovább
+továbbá
+több
+úgy
+ugyanis
+új
+újabb
+újra
+után
+utána
+utolsó
+vagy
+vagyis
+valaki
+valami
+valamint
+való
+vagyok
+van
+vannak
+volt
+voltam
+voltak
+voltunk
+vissza
+vele
+viszont
+volna
diff --git a/nltk_data/corpora/stopwords/indonesian b/nltk_data/corpora/stopwords/indonesian
new file mode 100644
index 0000000000000000000000000000000000000000..bf88a458130df5ab852fb1656a8157a00ec355e9
--- /dev/null
+++ b/nltk_data/corpora/stopwords/indonesian
@@ -0,0 +1,758 @@
+ada
+adalah
+adanya
+adapun
+agak
+agaknya
+agar
+akan
+akankah
+akhir
+akhiri
+akhirnya
+aku
+akulah
+amat
+amatlah
+anda
+andalah
+antar
+antara
+antaranya
+apa
+apaan
+apabila
+apakah
+apalagi
+apatah
+artinya
+asal
+asalkan
+atas
+atau
+ataukah
+ataupun
+awal
+awalnya
+bagai
+bagaikan
+bagaimana
+bagaimanakah
+bagaimanapun
+bagi
+bagian
+bahkan
+bahwa
+bahwasanya
+baik
+bakal
+bakalan
+balik
+banyak
+bapak
+baru
+bawah
+beberapa
+begini
+beginian
+beginikah
+beginilah
+begitu
+begitukah
+begitulah
+begitupun
+bekerja
+belakang
+belakangan
+belum
+belumlah
+benar
+benarkah
+benarlah
+berada
+berakhir
+berakhirlah
+berakhirnya
+berapa
+berapakah
+berapalah
+berapapun
+berarti
+berawal
+berbagai
+berdatangan
+beri
+berikan
+berikut
+berikutnya
+berjumlah
+berkali-kali
+berkata
+berkehendak
+berkeinginan
+berkenaan
+berlainan
+berlalu
+berlangsung
+berlebihan
+bermacam
+bermacam-macam
+bermaksud
+bermula
+bersama
+bersama-sama
+bersiap
+bersiap-siap
+bertanya
+bertanya-tanya
+berturut
+berturut-turut
+bertutur
+berujar
+berupa
+besar
+betul
+betulkah
+biasa
+biasanya
+bila
+bilakah
+bisa
+bisakah
+boleh
+bolehkah
+bolehlah
+buat
+bukan
+bukankah
+bukanlah
+bukannya
+bulan
+bung
+cara
+caranya
+cukup
+cukupkah
+cukuplah
+cuma
+dahulu
+dalam
+dan
+dapat
+dari
+daripada
+datang
+dekat
+demi
+demikian
+demikianlah
+dengan
+depan
+di
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+diakhiri
+diakhirinya
+dialah
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+diantaranya
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+dibuatnya
+didapat
+didatangkan
+digunakan
+diibaratkan
+diibaratkannya
+diingat
+diingatkan
+diinginkan
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+dijelaskannya
+dikarenakan
+dikatakan
+dikatakannya
+dikerjakan
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+diketahuinya
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+kamu
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+kenapa
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+kesampaian
+keseluruhan
+keseluruhannya
+keterlaluan
+ketika
+khususnya
+kini
+kinilah
+kira
+kira-kira
+kiranya
+kita
+kitalah
+kok
+kurang
+lagi
+lagian
+lah
+lain
+lainnya
+lalu
+lama
+lamanya
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+lanjutnya
+lebih
+lewat
+lima
+luar
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+makin
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+malahan
+mampu
+mampukah
+mana
+manakala
+manalagi
+masa
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+masalahnya
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+masing-masing
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+maupun
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+melihatnya
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+memastikan
+memberi
+memberikan
+membuat
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+memihak
+meminta
+memintakan
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+mempunyai
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+menjadi
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+sayalah
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+sebab
+sebabnya
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+sebagian
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+sebaik-baiknya
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+setibanya
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+setidaknya
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+tambahnya
+tampak
+tampaknya
+tandas
+tandasnya
+tanpa
+tanya
+tanyakan
+tanyanya
+tapi
+tegas
+tegasnya
+telah
+tempat
+tengah
+tentang
+tentu
+tentulah
+tentunya
+tepat
+terakhir
+terasa
+terbanyak
+terdahulu
+terdapat
+terdiri
+terhadap
+terhadapnya
+teringat
+teringat-ingat
+terjadi
+terjadilah
+terjadinya
+terkira
+terlalu
+terlebih
+terlihat
+termasuk
+ternyata
+tersampaikan
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+tersebutlah
+tertentu
+tertuju
+terus
+terutama
+tetap
+tetapi
+tiap
+tiba
+tiba-tiba
+tidak
+tidakkah
+tidaklah
+tiga
+tinggi
+toh
+tunjuk
+turut
+tutur
+tuturnya
+ucap
+ucapnya
+ujar
+ujarnya
+umum
+umumnya
+ungkap
+ungkapnya
+untuk
+usah
+usai
+waduh
+wah
+wahai
+waktu
+waktunya
+walau
+walaupun
+wong
+yaitu
+yakin
+yakni
+yang
\ No newline at end of file
diff --git a/nltk_data/corpora/stopwords/italian b/nltk_data/corpora/stopwords/italian
new file mode 100644
index 0000000000000000000000000000000000000000..6ee02b51fb1711625c1de28595615cdecba4de7c
--- /dev/null
+++ b/nltk_data/corpora/stopwords/italian
@@ -0,0 +1,279 @@
+ad
+al
+allo
+ai
+agli
+all
+agl
+alla
+alle
+con
+col
+coi
+da
+dal
+dallo
+dai
+dagli
+dall
+dagl
+dalla
+dalle
+di
+del
+dello
+dei
+degli
+dell
+degl
+della
+delle
+in
+nel
+nello
+nei
+negli
+nell
+negl
+nella
+nelle
+su
+sul
+sullo
+sui
+sugli
+sull
+sugl
+sulla
+sulle
+per
+tra
+contro
+io
+tu
+lui
+lei
+noi
+voi
+loro
+mio
+mia
+miei
+mie
+tuo
+tua
+tuoi
+tue
+suo
+sua
+suoi
+sue
+nostro
+nostra
+nostri
+nostre
+vostro
+vostra
+vostri
+vostre
+mi
+ti
+ci
+vi
+lo
+la
+li
+le
+gli
+ne
+il
+un
+uno
+una
+ma
+ed
+se
+perché
+anche
+come
+dov
+dove
+che
+chi
+cui
+non
+più
+quale
+quanto
+quanti
+quanta
+quante
+quello
+quelli
+quella
+quelle
+questo
+questi
+questa
+queste
+si
+tutto
+tutti
+a
+c
+e
+i
+l
+o
+ho
+hai
+ha
+abbiamo
+avete
+hanno
+abbia
+abbiate
+abbiano
+avrò
+avrai
+avrà
+avremo
+avrete
+avranno
+avrei
+avresti
+avrebbe
+avremmo
+avreste
+avrebbero
+avevo
+avevi
+aveva
+avevamo
+avevate
+avevano
+ebbi
+avesti
+ebbe
+avemmo
+aveste
+ebbero
+avessi
+avesse
+avessimo
+avessero
+avendo
+avuto
+avuta
+avuti
+avute
+sono
+sei
+è
+siamo
+siete
+sia
+siate
+siano
+sarò
+sarai
+sarà
+saremo
+sarete
+saranno
+sarei
+saresti
+sarebbe
+saremmo
+sareste
+sarebbero
+ero
+eri
+era
+eravamo
+eravate
+erano
+fui
+fosti
+fu
+fummo
+foste
+furono
+fossi
+fosse
+fossimo
+fossero
+essendo
+faccio
+fai
+facciamo
+fanno
+faccia
+facciate
+facciano
+farò
+farai
+farà
+faremo
+farete
+faranno
+farei
+faresti
+farebbe
+faremmo
+fareste
+farebbero
+facevo
+facevi
+faceva
+facevamo
+facevate
+facevano
+feci
+facesti
+fece
+facemmo
+faceste
+fecero
+facessi
+facesse
+facessimo
+facessero
+facendo
+sto
+stai
+sta
+stiamo
+stanno
+stia
+stiate
+stiano
+starò
+starai
+starà
+staremo
+starete
+staranno
+starei
+staresti
+starebbe
+staremmo
+stareste
+starebbero
+stavo
+stavi
+stava
+stavamo
+stavate
+stavano
+stetti
+stesti
+stette
+stemmo
+steste
+stettero
+stessi
+stesse
+stessimo
+stessero
+stando
diff --git a/nltk_data/corpora/stopwords/kazakh b/nltk_data/corpora/stopwords/kazakh
new file mode 100644
index 0000000000000000000000000000000000000000..ebb9fc1bdc99fa06919ad03c1f5ac6a44695e111
--- /dev/null
+++ b/nltk_data/corpora/stopwords/kazakh
@@ -0,0 +1,380 @@
+ах
+ох
+эх
+ай
+эй
+ой
+тағы
+тағыда
+әрине
+жоқ
+сондай
+осындай
+осылай
+солай
+мұндай
+бұндай
+мен
+сен
+ол
+біз
+біздер
+олар
+сіз
+сіздер
+маған
+оған
+саған
+біздің
+сіздің
+оның
+бізге
+сізге
+оларға
+біздерге
+сіздерге
+оларға
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+қолп
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+сарт-сұрт
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+тарс-тұрс
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+арс-ұрс
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+жалт-жалт
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+жалт-жұлт
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+қалт-қалт
+
+қалт-құлт
+
+қаңқ-қаңқ
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+қаңқ-құңқ
+
+шаңқ-шаңқ
+
+шаңқ-шұңқ
+
+арбаң-арбаң
+
+бүгжең-бүгжең
+
+арсалаң-арсалаң
+
+ербелең-ербелең
+
+батыр-бұтыр
+
+далаң-далаң
+
+тарбаң-тарбаң
+
+қызараң-қызараң
+
+қаңғыр-күңгір
+
+қайқаң-құйқаң
+
+митың-митың
+
+салаң-сұлаң
+
+ыржың-тыржың
+бірақ
+алайда
+дегенмен
+әйтпесе
+әйткенмен
+себебі
+өйткені
+сондықтан
+үшін
+сайын
+сияқты
+туралы
+арқылы
+бойы
+бойымен
+шамалы
+шақты
+қаралы
+ғұрлы
+ғұрлым
+гөрі
+бері
+кейін
+соң
+бұрын
+бетер
+қатар
+бірге
+қоса
+шейін
+дейін
+қарай
+таман
+салым
+тарта
+жуық
+таяу
+арнайы
+осындай
+ғана
+қана
+тек
+әншейін
diff --git a/nltk_data/corpora/stopwords/nepali b/nltk_data/corpora/stopwords/nepali
new file mode 100644
index 0000000000000000000000000000000000000000..b2e4d34709f5573aa7a19009dc8732db43f9fd6f
--- /dev/null
+++ b/nltk_data/corpora/stopwords/nepali
@@ -0,0 +1,255 @@
+छ
+र
+पनि
+छन्
+लागि
+भएको
+गरेको
+भने
+गर्न
+गर्ने
+हो
+तथा
+यो
+रहेको
+उनले
+थियो
+हुने
+गरेका
+थिए
+गर्दै
+तर
+नै
+को
+मा
+हुन्
+भन्ने
+हुन
+गरी
+त
+हुन्छ
+अब
+के
+रहेका
+गरेर
+छैन
+दिए
+भए
+यस
+ले
+गर्नु
+औं
+सो
+त्यो
+कि
+जुन
+यी
+का
+गरि
+ती
+न
+छु
+छौं
+लाई
+नि
+उप
+अक्सर
+आदि
+कसरी
+क्रमशः
+चाले
+अगाडी
+अझै
+अनुसार
+अन्तर्गत
+अन्य
+अन्यत्र
+अन्यथा
+अरु
+अरुलाई
+अर्को
+अर्थात
+अर्थात्
+अलग
+आए
+आजको
+ओठ
+आत्म
+आफू
+आफूलाई
+आफ्नै
+आफ्नो
+आयो
+उदाहरण
+उनको
+उहालाई
+एउटै
+एक
+एकदम
+कतै
+कम से कम
+कसै
+कसैले
+कहाँबाट
+कहिलेकाहीं
+का
+किन
+किनभने
+कुनै
+कुरा
+कृपया
+केही
+कोही
+गए
+गरौं
+गर्छ
+गर्छु
+गर्नुपर्छ
+गयौ
+गैर
+चार
+चाहनुहुन्छ
+चाहन्छु
+चाहिए
+छू
+जताततै
+जब
+जबकि
+जसको
+जसबाट
+जसमा
+जसलाई
+जसले
+जस्तै
+जस्तो
+जस्तोसुकै
+जहाँ
+जान
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+पाँचौं
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+तिनिहरुलाई
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+तेस्कारण
+पूर्व
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+प्लस
+फेरी
+बने
+त्सपछि
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+त्यहाँ
+थिएन
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+दिनुहुन्छ
+दुई
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+बरु
+बारे
+बाहिर
+देखिन्छ
+देखियो
+देखे
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+देखेर
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+धेरै
+नजिकै
+नत्र
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+बाहेक
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+बीचमा
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+पटक
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+म
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+यति
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+यदि
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+या
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+सट्टा
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+समय
+सम्भव
+सम्म
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+साँच्चै
+सात
+साथ
+साथै
+सारा
+सोही
+स्पष्ट
+हरे
+हरेक
\ No newline at end of file
diff --git a/nltk_data/corpora/stopwords/norwegian b/nltk_data/corpora/stopwords/norwegian
new file mode 100644
index 0000000000000000000000000000000000000000..9ac1abbb6cba1fb3159caa6d88b25543b9080031
--- /dev/null
+++ b/nltk_data/corpora/stopwords/norwegian
@@ -0,0 +1,176 @@
+og
+i
+jeg
+det
+at
+en
+et
+den
+til
+er
+som
+på
+de
+med
+han
+av
+ikke
+ikkje
+der
+så
+var
+meg
+seg
+men
+ett
+har
+om
+vi
+min
+mitt
+ha
+hadde
+hun
+nå
+over
+da
+ved
+fra
+du
+ut
+sin
+dem
+oss
+opp
+man
+kan
+hans
+hvor
+eller
+hva
+skal
+selv
+sjøl
+her
+alle
+vil
+bli
+ble
+blei
+blitt
+kunne
+inn
+når
+være
+kom
+noen
+noe
+ville
+dere
+som
+deres
+kun
+ja
+etter
+ned
+skulle
+denne
+for
+deg
+si
+sine
+sitt
+mot
+å
+meget
+hvorfor
+dette
+disse
+uten
+hvordan
+ingen
+din
+ditt
+blir
+samme
+hvilken
+hvilke
+sånn
+inni
+mellom
+vår
+hver
+hvem
+vors
+hvis
+både
+bare
+enn
+fordi
+før
+mange
+også
+slik
+vært
+være
+båe
+begge
+siden
+dykk
+dykkar
+dei
+deira
+deires
+deim
+di
+då
+eg
+ein
+eit
+eitt
+elles
+honom
+hjå
+ho
+hoe
+henne
+hennar
+hennes
+hoss
+hossen
+ikkje
+ingi
+inkje
+korleis
+korso
+kva
+kvar
+kvarhelst
+kven
+kvi
+kvifor
+me
+medan
+mi
+mine
+mykje
+no
+nokon
+noka
+nokor
+noko
+nokre
+si
+sia
+sidan
+so
+somt
+somme
+um
+upp
+vere
+vore
+verte
+vort
+varte
+vart
diff --git a/nltk_data/corpora/stopwords/portuguese b/nltk_data/corpora/stopwords/portuguese
new file mode 100644
index 0000000000000000000000000000000000000000..eb53a8fc2544b16d2a849d98e26c6e34bf07bdb0
--- /dev/null
+++ b/nltk_data/corpora/stopwords/portuguese
@@ -0,0 +1,207 @@
+a
+à
+ao
+aos
+aquela
+aquelas
+aquele
+aqueles
+aquilo
+as
+às
+até
+com
+como
+da
+das
+de
+dela
+delas
+dele
+deles
+depois
+do
+dos
+e
+é
+ela
+elas
+ele
+eles
+em
+entre
+era
+eram
+éramos
+essa
+essas
+esse
+esses
+esta
+está
+estamos
+estão
+estar
+estas
+estava
+estavam
+estávamos
+este
+esteja
+estejam
+estejamos
+estes
+esteve
+estive
+estivemos
+estiver
+estivera
+estiveram
+estivéramos
+estiverem
+estivermos
+estivesse
+estivessem
+estivéssemos
+estou
+eu
+foi
+fomos
+for
+fora
+foram
+fôramos
+forem
+formos
+fosse
+fossem
+fôssemos
+fui
+há
+haja
+hajam
+hajamos
+hão
+havemos
+haver
+hei
+houve
+houvemos
+houver
+houvera
+houverá
+houveram
+houvéramos
+houverão
+houverei
+houverem
+houveremos
+houveria
+houveriam
+houveríamos
+houvermos
+houvesse
+houvessem
+houvéssemos
+isso
+isto
+já
+lhe
+lhes
+mais
+mas
+me
+mesmo
+meu
+meus
+minha
+minhas
+muito
+na
+não
+nas
+nem
+no
+nos
+nós
+nossa
+nossas
+nosso
+nossos
+num
+numa
+o
+os
+ou
+para
+pela
+pelas
+pelo
+pelos
+por
+qual
+quando
+que
+quem
+são
+se
+seja
+sejam
+sejamos
+sem
+ser
+será
+serão
+serei
+seremos
+seria
+seriam
+seríamos
+seu
+seus
+só
+somos
+sou
+sua
+suas
+também
+te
+tem
+tém
+temos
+tenha
+tenham
+tenhamos
+tenho
+terá
+terão
+terei
+teremos
+teria
+teriam
+teríamos
+teu
+teus
+teve
+tinha
+tinham
+tínhamos
+tive
+tivemos
+tiver
+tivera
+tiveram
+tivéramos
+tiverem
+tivermos
+tivesse
+tivessem
+tivéssemos
+tu
+tua
+tuas
+um
+uma
+você
+vocês
+vos
diff --git a/nltk_data/corpora/stopwords/romanian b/nltk_data/corpora/stopwords/romanian
new file mode 100644
index 0000000000000000000000000000000000000000..45651c90ec7ea5b26c51ea9a11fddafb00652190
--- /dev/null
+++ b/nltk_data/corpora/stopwords/romanian
@@ -0,0 +1,356 @@
+a
+abia
+acea
+aceasta
+această
+aceea
+aceeasi
+acei
+aceia
+acel
+acela
+acelasi
+acele
+acelea
+acest
+acesta
+aceste
+acestea
+acestei
+acestia
+acestui
+aceşti
+aceştia
+adica
+ai
+aia
+aibă
+aici
+al
+ala
+ale
+alea
+alt
+alta
+altceva
+altcineva
+alte
+altfel
+alti
+altii
+altul
+am
+anume
+apoi
+ar
+are
+as
+asa
+asta
+astea
+astfel
+asupra
+atare
+atat
+atata
+atatea
+atatia
+ati
+atit
+atita
+atitea
+atitia
+atunci
+au
+avea
+avem
+aveţi
+avut
+aş
+aţi
+ba
+ca
+cam
+cand
+care
+careia
+carora
+caruia
+cat
+catre
+ce
+cea
+ceea
+cei
+ceilalti
+cel
+cele
+celor
+ceva
+chiar
+ci
+cind
+cine
+cineva
+cit
+cita
+cite
+citeva
+citi
+citiva
+cu
+cui
+cum
+cumva
+cât
+câte
+câtva
+câţi
+cînd
+cît
+cîte
+cîtva
+cîţi
+că
+căci
+cărei
+căror
+cărui
+către
+da
+daca
+dacă
+dar
+dat
+dată
+dau
+de
+deasupra
+deci
+decit
+deja
+desi
+despre
+deşi
+din
+dintr
+dintr-
+dintre
+doar
+doi
+doilea
+două
+drept
+dupa
+după
+dă
+e
+ea
+ei
+el
+ele
+era
+eram
+este
+eu
+eşti
+face
+fara
+fata
+fel
+fi
+fie
+fiecare
+fii
+fim
+fiu
+fiţi
+foarte
+fost
+fără
+i
+ia
+iar
+ii
+il
+imi
+in
+inainte
+inapoi
+inca
+incit
+insa
+intr
+intre
+isi
+iti
+la
+le
+li
+lor
+lui
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+lîngă
+m
+ma
+mai
+mea
+mei
+mele
+mereu
+meu
+mi
+mie
+mine
+mod
+mult
+multa
+multe
+multi
+multă
+mulţi
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+mîine
+mă
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+ni
+nici
+nimeni
+nimic
+niste
+nişte
+noastre
+noastră
+noi
+nostri
+nostru
+nou
+noua
+nouă
+noştri
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\ No newline at end of file
diff --git a/nltk_data/corpora/stopwords/russian b/nltk_data/corpora/stopwords/russian
new file mode 100644
index 0000000000000000000000000000000000000000..ecb83d4a7f393b67b054b44e337d683b2ff2d973
--- /dev/null
+++ b/nltk_data/corpora/stopwords/russian
@@ -0,0 +1,151 @@
+и
+в
+во
+не
+что
+он
+на
+я
+с
+со
+как
+а
+то
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+чуть
+том
+нельзя
+такой
+им
+более
+всегда
+конечно
+всю
+между
diff --git a/nltk_data/corpora/stopwords/slovene b/nltk_data/corpora/stopwords/slovene
new file mode 100644
index 0000000000000000000000000000000000000000..eb4d1bcf28f31cb48ffa1e1d7b8fddc60f0fbd32
--- /dev/null
+++ b/nltk_data/corpora/stopwords/slovene
@@ -0,0 +1,1784 @@
+ali
+ampak
+bodisi
+in
+kajti
+marveč
+namreč
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+niti
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diff --git a/nltk_data/corpora/stopwords/spanish b/nltk_data/corpora/stopwords/spanish
new file mode 100644
index 0000000000000000000000000000000000000000..6a7d50cc633609c8bc2da53c3dac9a015c248b62
--- /dev/null
+++ b/nltk_data/corpora/stopwords/spanish
@@ -0,0 +1,313 @@
+de
+la
+que
+el
+en
+y
+a
+los
+del
+se
+las
+por
+un
+para
+con
+no
+una
+su
+al
+lo
+como
+más
+pero
+sus
+le
+ya
+o
+este
+sí
+porque
+esta
+entre
+cuando
+muy
+sin
+sobre
+también
+me
+hasta
+hay
+donde
+quien
+desde
+todo
+nos
+durante
+todos
+uno
+les
+ni
+contra
+otros
+ese
+eso
+ante
+ellos
+e
+esto
+mí
+antes
+algunos
+qué
+unos
+yo
+otro
+otras
+otra
+él
+tanto
+esa
+estos
+mucho
+quienes
+nada
+muchos
+cual
+poco
+ella
+estar
+estas
+algunas
+algo
+nosotros
+mi
+mis
+tú
+te
+ti
+tu
+tus
+ellas
+nosotras
+vosotros
+vosotras
+os
+mío
+mía
+míos
+mías
+tuyo
+tuya
+tuyos
+tuyas
+suyo
+suya
+suyos
+suyas
+nuestro
+nuestra
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+esos
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+estoy
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+he
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+ha
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+somos
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+fueseis
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+sentidas
+siente
+sentid
+tengo
+tienes
+tiene
+tenemos
+tenéis
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+tenga
+tengas
+tengamos
+tengáis
+tengan
+tendré
+tendrás
+tendrá
+tendremos
+tendréis
+tendrán
+tendría
+tendrías
+tendríamos
+tendríais
+tendrían
+tenía
+tenías
+teníamos
+teníais
+tenían
+tuve
+tuviste
+tuvo
+tuvimos
+tuvisteis
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+tuviéramos
+tuvierais
+tuvieran
+tuviese
+tuvieses
+tuviésemos
+tuvieseis
+tuviesen
+teniendo
+tenido
+tenida
+tenidos
+tenidas
+tened
diff --git a/nltk_data/corpora/stopwords/swedish b/nltk_data/corpora/stopwords/swedish
new file mode 100644
index 0000000000000000000000000000000000000000..742bb6263b99fb2ea6e1e3624a65eb2799a1e24c
--- /dev/null
+++ b/nltk_data/corpora/stopwords/swedish
@@ -0,0 +1,114 @@
+och
+det
+att
+i
+en
+jag
+hon
+som
+han
+på
+den
+med
+var
+sig
+för
+så
+till
+är
+men
+ett
+om
+hade
+de
+av
+icke
+mig
+du
+henne
+då
+sin
+nu
+har
+inte
+hans
+honom
+skulle
+hennes
+där
+min
+man
+ej
+vid
+kunde
+något
+från
+ut
+när
+efter
+upp
+vi
+dem
+vara
+vad
+över
+än
+dig
+kan
+sina
+här
+ha
+mot
+alla
+under
+någon
+eller
+allt
+mycket
+sedan
+ju
+denna
+själv
+detta
+åt
+utan
+varit
+hur
+ingen
+mitt
+ni
+bli
+blev
+oss
+din
+dessa
+några
+deras
+blir
+mina
+samma
+vilken
+er
+sådan
+vår
+blivit
+dess
+inom
+mellan
+sådant
+varför
+varje
+vilka
+ditt
+vem
+vilket
+sitta
+sådana
+vart
+dina
+vars
+vårt
+våra
+ert
+era
+vilkas
diff --git a/nltk_data/corpora/stopwords/tajik b/nltk_data/corpora/stopwords/tajik
new file mode 100644
index 0000000000000000000000000000000000000000..898614a0210a2f4cd74deed295978c04a19bbf37
--- /dev/null
+++ b/nltk_data/corpora/stopwords/tajik
@@ -0,0 +1,163 @@
+аз
+дар
+ба
+бо
+барои
+бе
+то
+ҷуз
+пеши
+назди
+рӯйи
+болои 
+паси
+ғайри
+ҳамон
+ҳамоно
+инҷониб
+замон
+замоно
+эътиборан
+пеш
+қабл
+дида
+сар карда
+агар 
+агар ки
+валекин 
+ки
+лекин
+аммо
+вале
+балки
+ва
+ҳарчанд
+чунки
+зеро
+зеро ки
+вақте ки
+то вақте ки
+барои он ки
+бо нияти он ки
+лекин ва ҳол он ки
+ё
+ё ин ки  
+бе он ки 
+дар ҳолате ки
+то даме ки 
+баъд аз он ки
+даме ки
+ба тразе ки 
+аз баҳри он ки
+гар 
+ар
+ба шарте
+азбаски 
+модоме ки
+агар чи
+гарчанде ки 
+бо вуҷуди он ки
+гӯё
+аз-баски 
+чун-ки
+агар-чанд
+агар-чи 
+гар-чи
+то ки
+чунон ки
+то даме ки
+ҳар қадар ки
+магар 
+оё
+наход
+ҳатто 
+ҳам 
+бале 
+оре 
+хуб 
+хуш
+хайр
+не
+на
+мана
+э
+фақат
+танҳо
+кошки 
+мабодо
+ҳтимол
+ана ҳамин
+наход ки
+ҳатто ки
+аз афташ
+майлаш куя
+ана
+ҳа
+канӣ
+гӯё ки
+ҳо ана
+на ин ки
+ваҳ
+ҳой
+и
+а
+о
+эҳ
+ҳе
+ҳу
+аҳа
+оҳе
+уҳа
+ҳм
+нм
+оббо
+ӯббо
+ҳой-ҳой 
+вой-вой
+ту-ту
+ҳмм
+эҳа
+тавба
+ӯҳӯ
+аҷабо
+ало
+аё
+ой
+ӯим 
+ором
+хом?ш
+ҳай-ҳай 
+бай-бай
+аз 
+он
+баъд
+азбаски
+ӯ
+ҳангоми
+чӣ
+кадом
+ин
+ҷо
+ҳам
+ё ки
+бояд
+аст
+чанд
+ҳар
+бар
+чаро ки
+агар
+то кӣ
+бинобар
+бинобар ин
+ҳаргиз
+асло
+нахот
+нахот ки
+кошкӣ
+шояд
+шояд ки
+охир
+аз рӯи
+аз рӯйи 
+рӯ
\ No newline at end of file
diff --git a/nltk_data/corpora/stopwords/turkish b/nltk_data/corpora/stopwords/turkish
new file mode 100644
index 0000000000000000000000000000000000000000..5a48ccce0737bb38cb99cafa1f8d3d0ce34e7488
--- /dev/null
+++ b/nltk_data/corpora/stopwords/turkish
@@ -0,0 +1,53 @@
+acaba
+ama
+aslında
+az
+bazı
+belki
+biri
+birkaç
+birşey
+biz
+bu
+çok
+çünkü
+da
+daha
+de
+defa
+diye
+eğer
+en
+gibi
+hem
+hep
+hepsi
+her
+hiç
+için
+ile
+ise
+kez
+ki
+kim
+mı
+mu
+mü
+nasıl
+ne
+neden
+nerde
+nerede
+nereye
+niçin
+niye
+o
+sanki
+şey
+siz
+şu
+tüm
+ve
+veya
+ya
+yani
diff --git a/nltk_data/corpora/wordnet.zip b/nltk_data/corpora/wordnet.zip
new file mode 100644
index 0000000000000000000000000000000000000000..777df8872a4b420dc0324d7656f5b04270c54110
--- /dev/null
+++ b/nltk_data/corpora/wordnet.zip
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cbda5ea6eef7f36a97a43d4a75f85e07fccbb4f23657d27b4ccbc93e2646ab59
+size 10775600
diff --git a/nltk_data/tokenizers/punkt.zip b/nltk_data/tokenizers/punkt.zip
new file mode 100644
index 0000000000000000000000000000000000000000..37a8056e82eb03e73fc0a7419132d2156a27048c
--- /dev/null
+++ b/nltk_data/tokenizers/punkt.zip
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:51c3078994aeaf650bfc8e028be4fb42b4a0d177d41c012b6a983979653660ec
+size 13905355
diff --git a/nltk_data/tokenizers/punkt/.DS_Store b/nltk_data/tokenizers/punkt/.DS_Store
new file mode 100644
index 0000000000000000000000000000000000000000..3d15671132023443e5cabd15df83766b8fb71f38
Binary files /dev/null and b/nltk_data/tokenizers/punkt/.DS_Store differ
diff --git a/nltk_data/tokenizers/punkt/PY3/README b/nltk_data/tokenizers/punkt/PY3/README
new file mode 100644
index 0000000000000000000000000000000000000000..49a637cb19b758348071ed19edb29d33ab435b33
--- /dev/null
+++ b/nltk_data/tokenizers/punkt/PY3/README
@@ -0,0 +1,98 @@
+Pretrained Punkt Models -- Jan Strunk (New version trained after issues 313 and 514 had been corrected)
+
+Most models were prepared using the test corpora from Kiss and Strunk (2006). Additional models have
+been contributed by various people using NLTK for sentence boundary detection.
+
+For information about how to use these models, please confer the tokenization HOWTO:
+http://nltk.googlecode.com/svn/trunk/doc/howto/tokenize.html
+and chapter 3.8 of the NLTK book:
+http://nltk.googlecode.com/svn/trunk/doc/book/ch03.html#sec-segmentation
+
+There are pretrained tokenizers for the following languages:
+
+File                Language            Source                             Contents                Size of training corpus(in tokens)           Model contributed by
+=======================================================================================================================================================================
+czech.pickle        Czech               Multilingual Corpus 1 (ECI)        Lidove Noviny                   ~345,000                             Jan Strunk / Tibor Kiss
+                                                                           Literarni Noviny
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+danish.pickle       Danish              Avisdata CD-Rom Ver. 1.1. 1995     Berlingske Tidende              ~550,000                             Jan Strunk / Tibor Kiss
+                                        (Berlingske Avisdata, Copenhagen)  Weekend Avisen
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+dutch.pickle        Dutch               Multilingual Corpus 1 (ECI)        De Limburger                    ~340,000                             Jan Strunk / Tibor Kiss
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+english.pickle      English             Penn Treebank (LDC)                Wall Street Journal             ~469,000                             Jan Strunk / Tibor Kiss
+                    (American)
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+estonian.pickle     Estonian            University of Tartu, Estonia       Eesti Ekspress                  ~359,000                             Jan Strunk / Tibor Kiss
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+finnish.pickle      Finnish             Finnish Parole Corpus, Finnish     Books and major national        ~364,000                             Jan Strunk / Tibor Kiss
+                                        Text Bank (Suomen Kielen           newspapers
+                                        Tekstipankki)
+                                        Finnish Center for IT Science
+                                        (CSC)
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+french.pickle       French              Multilingual Corpus 1 (ECI)        Le Monde                        ~370,000                             Jan Strunk / Tibor Kiss
+                    (European)
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+german.pickle       German              Neue Zürcher Zeitung AG            Neue Zürcher Zeitung            ~847,000                             Jan Strunk / Tibor Kiss
+                    (Switzerland)       CD-ROM
+                    (Uses "ss"
+                     instead of "ß")
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+greek.pickle        Greek               Efstathios Stamatatos              To Vima (TO BHMA)               ~227,000                             Jan Strunk / Tibor Kiss
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+italian.pickle      Italian             Multilingual Corpus 1 (ECI)        La Stampa, Il Mattino           ~312,000                             Jan Strunk / Tibor Kiss
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+norwegian.pickle    Norwegian           Centre for Humanities              Bergens Tidende                 ~479,000                             Jan Strunk / Tibor Kiss
+                    (Bokmål and         Information Technologies,
+                     Nynorsk)           Bergen
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+polish.pickle       Polish              Polish National Corpus             Literature, newspapers, etc.  ~1,000,000                             Krzysztof Langner
+                                        (http://www.nkjp.pl/)
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+portuguese.pickle   Portuguese          CETENFolha Corpus                  Folha de São Paulo              ~321,000                             Jan Strunk / Tibor Kiss
+                    (Brazilian)         (Linguateca)
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+slovene.pickle      Slovene             TRACTOR                            Delo                            ~354,000                             Jan Strunk / Tibor Kiss
+                                        Slovene Academy for Arts
+                                        and Sciences
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+spanish.pickle      Spanish             Multilingual Corpus 1 (ECI)        Sur                             ~353,000                             Jan Strunk / Tibor Kiss
+                    (European)
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+swedish.pickle      Swedish             Multilingual Corpus 1 (ECI)        Dagens Nyheter                  ~339,000                             Jan Strunk / Tibor Kiss
+                                                                           (and some other texts)
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+turkish.pickle      Turkish             METU Turkish Corpus                Milliyet                        ~333,000                             Jan Strunk / Tibor Kiss
+                                        (Türkçe Derlem Projesi)
+                                        University of Ankara
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+
+The corpora contained about 400,000 tokens on average and mostly consisted of newspaper text converted to
+Unicode using the codecs module.
+
+Kiss, Tibor and Strunk, Jan (2006): Unsupervised Multilingual Sentence Boundary Detection.
+Computational Linguistics 32: 485-525.
+
+---- Training Code ----
+
+# import punkt
+import nltk.tokenize.punkt
+
+# Make a new Tokenizer
+tokenizer = nltk.tokenize.punkt.PunktSentenceTokenizer()
+
+# Read in training corpus (one example: Slovene)
+import codecs
+text = codecs.open("slovene.plain","Ur","iso-8859-2").read()
+
+# Train tokenizer
+tokenizer.train(text)
+
+# Dump pickled tokenizer
+import pickle
+out = open("slovene.pickle","wb")
+pickle.dump(tokenizer, out)
+out.close()
+
+---------
diff --git a/nltk_data/tokenizers/punkt/PY3/czech.pickle b/nltk_data/tokenizers/punkt/PY3/czech.pickle
new file mode 100644
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/nltk_data/tokenizers/punkt/README b/nltk_data/tokenizers/punkt/README
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+++ b/nltk_data/tokenizers/punkt/README
@@ -0,0 +1,98 @@
+Pretrained Punkt Models -- Jan Strunk (New version trained after issues 313 and 514 had been corrected)
+
+Most models were prepared using the test corpora from Kiss and Strunk (2006). Additional models have
+been contributed by various people using NLTK for sentence boundary detection.
+
+For information about how to use these models, please confer the tokenization HOWTO:
+http://nltk.googlecode.com/svn/trunk/doc/howto/tokenize.html
+and chapter 3.8 of the NLTK book:
+http://nltk.googlecode.com/svn/trunk/doc/book/ch03.html#sec-segmentation
+
+There are pretrained tokenizers for the following languages:
+
+File                Language            Source                             Contents                Size of training corpus(in tokens)           Model contributed by
+=======================================================================================================================================================================
+czech.pickle        Czech               Multilingual Corpus 1 (ECI)        Lidove Noviny                   ~345,000                             Jan Strunk / Tibor Kiss
+                                                                           Literarni Noviny
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+danish.pickle       Danish              Avisdata CD-Rom Ver. 1.1. 1995     Berlingske Tidende              ~550,000                             Jan Strunk / Tibor Kiss
+                                        (Berlingske Avisdata, Copenhagen)  Weekend Avisen
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+dutch.pickle        Dutch               Multilingual Corpus 1 (ECI)        De Limburger                    ~340,000                             Jan Strunk / Tibor Kiss
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+english.pickle      English             Penn Treebank (LDC)                Wall Street Journal             ~469,000                             Jan Strunk / Tibor Kiss
+                    (American)
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+estonian.pickle     Estonian            University of Tartu, Estonia       Eesti Ekspress                  ~359,000                             Jan Strunk / Tibor Kiss
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+finnish.pickle      Finnish             Finnish Parole Corpus, Finnish     Books and major national        ~364,000                             Jan Strunk / Tibor Kiss
+                                        Text Bank (Suomen Kielen           newspapers
+                                        Tekstipankki)
+                                        Finnish Center for IT Science
+                                        (CSC)
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+french.pickle       French              Multilingual Corpus 1 (ECI)        Le Monde                        ~370,000                             Jan Strunk / Tibor Kiss
+                    (European)
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+german.pickle       German              Neue Zürcher Zeitung AG            Neue Zürcher Zeitung            ~847,000                             Jan Strunk / Tibor Kiss
+                    (Switzerland)       CD-ROM
+                    (Uses "ss"
+                     instead of "ß")
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+greek.pickle        Greek               Efstathios Stamatatos              To Vima (TO BHMA)               ~227,000                             Jan Strunk / Tibor Kiss
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+italian.pickle      Italian             Multilingual Corpus 1 (ECI)        La Stampa, Il Mattino           ~312,000                             Jan Strunk / Tibor Kiss
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+norwegian.pickle    Norwegian           Centre for Humanities              Bergens Tidende                 ~479,000                             Jan Strunk / Tibor Kiss
+                    (Bokmål and         Information Technologies,
+                     Nynorsk)           Bergen
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+polish.pickle       Polish              Polish National Corpus             Literature, newspapers, etc.  ~1,000,000                             Krzysztof Langner
+                                        (http://www.nkjp.pl/)
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+portuguese.pickle   Portuguese          CETENFolha Corpus                  Folha de São Paulo              ~321,000                             Jan Strunk / Tibor Kiss
+                    (Brazilian)         (Linguateca)
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+slovene.pickle      Slovene             TRACTOR                            Delo                            ~354,000                             Jan Strunk / Tibor Kiss
+                                        Slovene Academy for Arts
+                                        and Sciences
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+spanish.pickle      Spanish             Multilingual Corpus 1 (ECI)        Sur                             ~353,000                             Jan Strunk / Tibor Kiss
+                    (European)
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+swedish.pickle      Swedish             Multilingual Corpus 1 (ECI)        Dagens Nyheter                  ~339,000                             Jan Strunk / Tibor Kiss
+                                                                           (and some other texts)
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+turkish.pickle      Turkish             METU Turkish Corpus                Milliyet                        ~333,000                             Jan Strunk / Tibor Kiss
+                                        (Türkçe Derlem Projesi)
+                                        University of Ankara
+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
+
+The corpora contained about 400,000 tokens on average and mostly consisted of newspaper text converted to
+Unicode using the codecs module.
+
+Kiss, Tibor and Strunk, Jan (2006): Unsupervised Multilingual Sentence Boundary Detection.
+Computational Linguistics 32: 485-525.
+
+---- Training Code ----
+
+# import punkt
+import nltk.tokenize.punkt
+
+# Make a new Tokenizer
+tokenizer = nltk.tokenize.punkt.PunktSentenceTokenizer()
+
+# Read in training corpus (one example: Slovene)
+import codecs
+text = codecs.open("slovene.plain","Ur","iso-8859-2").read()
+
+# Train tokenizer
+tokenizer.train(text)
+
+# Dump pickled tokenizer
+import pickle
+out = open("slovene.pickle","wb")
+pickle.dump(tokenizer, out)
+out.close()
+
+---------
diff --git a/nltk_data/tokenizers/punkt/czech.pickle b/nltk_data/tokenizers/punkt/czech.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..9e25fd5807fb774c1ca5a8afb1505ad81dc85a94
--- /dev/null
+++ b/nltk_data/tokenizers/punkt/czech.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5ba73d293c7d7953956bcf02f3695ec5c1f0d527f2a3c38097f5593394fa1690
+size 1265552
diff --git a/nltk_data/tokenizers/punkt/danish.pickle b/nltk_data/tokenizers/punkt/danish.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..13990c08b98862d02ea83a64d136dda6fcedb209
--- /dev/null
+++ b/nltk_data/tokenizers/punkt/danish.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ea29760a0a9197f52ca59e78aeafc5a6f55d05258faf7db1709b2b9eb321ef20
+size 1264725
diff --git a/nltk_data/tokenizers/punkt/dutch.pickle b/nltk_data/tokenizers/punkt/dutch.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..c8655aef0708b9ad98ef2a83a59576bfa9c95962
--- /dev/null
+++ b/nltk_data/tokenizers/punkt/dutch.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4a8e26b3d68c45c38e594d19e2d5677447bfdcaa636d3b1e7acfed0e9272d73c
+size 742624
diff --git a/nltk_data/tokenizers/punkt/english.pickle b/nltk_data/tokenizers/punkt/english.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..39546a0de451a0eaecb08347948463154e91dde7
--- /dev/null
+++ b/nltk_data/tokenizers/punkt/english.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dda37972ae88998a6fd3e3ec002697a6bd362b32d050fda7d7ca5276873092aa
+size 433305
diff --git a/nltk_data/tokenizers/punkt/estonian.pickle b/nltk_data/tokenizers/punkt/estonian.pickle
new file mode 100644
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--- /dev/null
+++ b/nltk_data/tokenizers/punkt/estonian.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3867fee26a36bdb197c64362aa13ac683f5f33fa4d0d225a5d56707582a55a1d
+size 1596714
diff --git a/nltk_data/tokenizers/punkt/finnish.pickle b/nltk_data/tokenizers/punkt/finnish.pickle
new file mode 100644
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--- /dev/null
+++ b/nltk_data/tokenizers/punkt/finnish.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1a9e17b3d5b4df76345d812b8a65b1da0767eda5086eadcc11e625eef0942835
+size 1951656
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new file mode 100644
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--- /dev/null
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 583482
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new file mode 100644
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--- /dev/null
+++ b/nltk_data/tokenizers/punkt/german.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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new file mode 100644
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--- /dev/null
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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new file mode 100644
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--- /dev/null
+++ b/nltk_data/tokenizers/punkt/italian.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dcb2717d7be5f26e860a92e05acf69b1123a5f4527cd7a269a9ab9e9e668c805
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new file mode 100644
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--- /dev/null
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 221207
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new file mode 100644
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--- /dev/null
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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new file mode 100644
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--- /dev/null
+++ b/nltk_data/tokenizers/punkt/polish.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 2042451
diff --git a/nltk_data/tokenizers/punkt/portuguese.pickle b/nltk_data/tokenizers/punkt/portuguese.pickle
new file mode 100644
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--- /dev/null
+++ b/nltk_data/tokenizers/punkt/portuguese.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bb01bf7c79a4eadc2178bbd209665139a0e4b38f2d1c44fef097de93955140e0
+size 649051
diff --git a/nltk_data/tokenizers/punkt/russian.pickle b/nltk_data/tokenizers/punkt/russian.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..1d13c7c860beecd80034bee8de1dd20ef60be149
--- /dev/null
+++ b/nltk_data/tokenizers/punkt/russian.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bc984432fbe31f7000014f8047502476889169c60f09be5413ca09276b16c909
+size 33027
diff --git a/nltk_data/tokenizers/punkt/slovene.pickle b/nltk_data/tokenizers/punkt/slovene.pickle
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7dac650212b3787b39996c01bd2084115493e6f6ec390bab61f767525b08b8ea
+size 832867
diff --git a/nltk_data/tokenizers/punkt/spanish.pickle b/nltk_data/tokenizers/punkt/spanish.pickle
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:271dc6027c4aae056f72a9bfab5645cf67e198bf4f972895844e40f5989ccdc3
+size 597831
diff --git a/nltk_data/tokenizers/punkt/swedish.pickle b/nltk_data/tokenizers/punkt/swedish.pickle
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:40d50ebdad6caa87715f2e300b1217ec92c42de205a543cc4a56903bd2c9acfa
+size 1034496
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@@ -0,0 +1,3 @@
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+oid sha256:d3ae47d76501d027698809d12e75292c9c392910488543342802f95db9765ccc
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diff --git a/src/__pycache__/summarization_utilities.cpython-311.pyc b/src/__pycache__/summarization_utilities.cpython-311.pyc
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diff --git a/src/nltk_utilities.py b/src/nltk_utilities.py
new file mode 100644
index 0000000000000000000000000000000000000000..0fb734244198e08b3e756478bec82ef2544f393b
--- /dev/null
+++ b/src/nltk_utilities.py
@@ -0,0 +1,38 @@
+### Imports
+import nltk
+from nltk.tokenize import sent_tokenize
+nltk.data.path.append("/nltk_data/")
+
+
+class NltkSegmentizer:
+    ##==========================================================================================================
+    """
+    Definition of attributes
+    """
+
+    ##==========================================================================================================
+    """
+    Function: __init__
+    """
+    def __init__(self):
+        print("Initializing NltkSegmentizer object")
+        nltk.download('punkt')
+    ##==========================================================================================================
+    """
+    Function: segment_into_sentences
+    """
+    def segment_into_sentences(self, src_text="", _format=""):
+        intermediate_result = None
+
+        if isinstance(src_text, str):
+            intermediate_result = sent_tokenize(src_text)
+        elif isinstance(src_text, list):
+            intermediate_result = list()
+
+            for sent in src_text:
+                intermediate_result.extend(sent_tokenize(sent))
+
+        return intermediate_result
+    ##==========================================================================================================
+
+##==========================================================================================================
\ No newline at end of file
diff --git a/src/preprocessing.py b/src/preprocessing.py
new file mode 100644
index 0000000000000000000000000000000000000000..6d9a160478d8a585a86b909c20242f8b22b7c363
--- /dev/null
+++ b/src/preprocessing.py
@@ -0,0 +1,39 @@
+import re
+from nltk.tokenize import RegexpTokenizer
+import spacy
+
+def remove_patterns(text):
+    """
+        Remove punctions, emails, hashtags in given text
+    """
+
+    if isinstance(text, spacy.tokens.span.Span):
+        text = text.text
+    # Remove return char
+    text = re.sub(r'\n', ' ', text)
+    # Remove emails
+    text = re.sub(r'\S*@\S*\s?', '', text)
+    # Remove hashtags
+    text = re.sub(r'#\w+', '', text)
+    # Remove punctuation
+    text = re.sub(r'[^\w\s]', '', text)
+
+    return text
+
+def extract_patterns(text):
+    """
+        Extract punctions, emails, hashtags in given text
+    """
+    # extract emails
+    emails = re.findall(r'\S+@\S+', text)
+    # extract hashtags
+    hashtags = re.findall(r'#\w+', text)
+    # extract punctuation
+    punctuation = re.findall(r'[^\w\s]', text)
+    
+    return punctuation, emails, hashtags
+
+def remove_punct_nltk(text):
+    tokenizer = RegexpTokenizer(r'\w+')
+    tokenizer.tokenize(text)
+    return text
\ No newline at end of file
diff --git a/src/sentence_transformer_utilities.py b/src/sentence_transformer_utilities.py
new file mode 100644
index 0000000000000000000000000000000000000000..50c960f476dc468aa1c8573af39a9b994bfa3f67
--- /dev/null
+++ b/src/sentence_transformer_utilities.py
@@ -0,0 +1,85 @@
+### Imports
+from sentence_transformers import SentenceTransformer, util
+
+### Classes and functions
+
+##==========================================================================================================
+class SentTransfUtilities:
+    ##==========================================================================================================
+    """
+    Definition of attributes
+    """
+    model = None
+    __model_name = None
+    ##==========================================================================================================
+    """
+    Function: __init__
+    Arguments:
+        - model_name:
+            Options:
+                - 'all-MiniLM-L6-v2
+                - 'nq-distilbert-base-v1'
+                - 'paraphrase-multilingual-MiniLM-L12-v2'
+    """
+    def __init__(self, model_name="all-MiniLM-L6-v2"):
+        self.__model_name = model_name
+        if self.model == None:
+            print("Initializing the Sentence Transformer model")
+            self.model = SentenceTransformer(self.__model_name)
+    ##==========================================================================================================
+    """
+    Function: get_embeddings()
+    """
+    def get_embeddings(self, src_data):
+        return self.model.encode(src_data, convert_to_tensor=True, device='cpu')
+    ##==========================================================================================================
+    """
+    Function: compute_cosine_similarity(query_embeddings, passage_embeddings)
+    """
+    def compute_cosine_similarity(self, query_embeddings, passage_embeddings):
+        #Compute cosine-similarities
+        cosine_scores = util.cos_sim(query_embeddings, passage_embeddings)
+        return cosine_scores
+    ##==========================================================================================================
+    """
+    Function: compute_dot_similarity(query_embeddings, passage_embeddings)
+    Arguments:
+        - query_embeddings
+        - passage_embeddings
+    """
+    def compute_dot_similarity(self, query_embeddings, passage_embeddings):
+        #Compute dot-similarities
+        dot_scores = util.dot_score(query_embeddings, passage_embeddings)
+        return dot_scores
+    ##==========================================================================================================
+    """
+    Function: compute_semantic_search(query_embeddings, corpus_embeddings)
+    Arguments:
+        - query_embeddings
+        - corpus_embeddings
+    """
+    def compute_semantic_search(self, query_embeddings, corpus_embeddings):
+        #Compute dot-similarities
+        dot_scores = util.semantic_search(query_embeddings, corpus_embeddings)
+        return dot_scores
+    ##==========================================================================================================
+    """
+    Function: compute_sentences_similarity(sentence_1, sentence_2, sim_func)
+    Arguments:
+        - sentence_1
+        - sentence_2
+        - sim_func: { "cosine", "dot" }
+    """
+    def compute_sentences_similarity(self, sentence_1, sentence_2, sim_func="cosine"):
+        embeddings_1 = self.get_embeddings(sentence_1)
+        embeddings_2 = self.get_embeddings(sentence_2)
+
+        scores = None
+        if sim_func == "cosine":
+            scores = self.compute_cosine_similarity(embeddings_1, embeddings_2)
+        elif sim_func == "dot":
+            scores = self.compute_dot_similarity(embeddings_1, embeddings_2)
+        return scores
+    ##==========================================================================================================
+
+##==========================================================================================================
diff --git a/src/spacy_utilities.py b/src/spacy_utilities.py
new file mode 100644
index 0000000000000000000000000000000000000000..8c082040e4bda150894c07bcd198dd160a1a7258
--- /dev/null
+++ b/src/spacy_utilities.py
@@ -0,0 +1,64 @@
+### Imports
+import spacy
+from spacy.lang.en import English
+from spacy import displacy
+
+import pandas as pd
+
+import traceback
+
+class SpacySegmentizer:
+    ##==========================================================================================================
+    """
+    Definition of attributes
+    """
+    __nlp_SpaCy = None
+    ##==========================================================================================================
+    """
+    Function: __init__
+    """
+    def __init__(self):
+        if self.__nlp_SpaCy == None:
+            print("Initializing spacy")
+            self.initialize_spacy()
+    ##==========================================================================================================
+    """
+    Function: initialize_spacy
+    """
+    def initialize_spacy(self):
+        try:
+            self.__nlp_SpaCy = English()
+            #self.__nlp_spacy = spacy.load("en_core_web_sm")
+            self.__nlp_SpaCy.add_pipe("sentencizer")
+            #nlp.add_pipe("sentencizer", config={"punct_chars":[".", ";"]})
+        except Exception as excmsg:
+            print(f"An error happens in initialize_spacy(...) {traceback.format_exc()}.")
+            self.__nlp_SpaCy = None
+        return self.__nlp_SpaCy
+    ##==========================================================================================================
+    """
+    Function: segment_into_sentences
+    """
+    def segment_into_sentences(self, src_text="", _format=""):
+        intermediate_result = None
+
+        if isinstance(src_text, str):
+            intermediate_result = [s for s in (self.__nlp_SpaCy(src_text)).sents]
+        elif isinstance(src_text, list):
+            intermediate_result = list()
+
+            for sent in src_text:
+                intermediate_result.extend([s for s in (self.__nlp_SpaCy(sent)).sents])
+
+        if _format == "str":
+            sentences_new_doc = list()
+    
+            for intsent in intermediate_result:
+                sentences_new_doc.append(" ".join([str(s) for s in intsent]))
+            
+            return sentences_new_doc
+        else:
+            return intermediate_result
+    ##==========================================================================================================
+
+##==========================================================================================================
\ No newline at end of file
diff --git a/src/stanza_utilities.py b/src/stanza_utilities.py
new file mode 100644
index 0000000000000000000000000000000000000000..1a203697546c739723c53c9ede9770d4b70f5a82
--- /dev/null
+++ b/src/stanza_utilities.py
@@ -0,0 +1,59 @@
+### Imports
+import stanza
+import pandas as pd
+import traceback
+
+class StanzaSegmentizer:
+    ##==========================================================================================================
+    """
+    Definition of attributes
+    """
+    __nlp_stanza = None
+    ##==========================================================================================================
+    """
+    Function: __init__
+    """
+    def __init__(self):
+        try:
+            if self.__nlp_stanza == None:
+                print("Initializing stanza")
+                self.initialize_stanza()
+        except Exception as excMsg:
+            print(excMsg)
+    ##==========================================================================================================
+    """
+    Function: initialize_stanza
+    """
+    def initialize_stanza(self):
+        try:            
+            self.__nlp_stanza = stanza.Pipeline('en')
+        except Exception as excmsg:
+            print(f"An error happens in initialize_spacy(...) {traceback.format_exc()}.")
+            self.__nlp_stanza = None
+        return self.__nlp_stanza
+    ##==========================================================================================================
+    """
+    Function: segment_into_sentences
+    """
+    def segment_into_sentences(self, src_text="", _format="str"):
+        intermediate_result = None
+
+        if isinstance(src_text, str):
+            intermediate_result = [s for s in (self.__nlp_stanza(src_text)).sentences]
+        elif isinstance(src_text, list):
+            intermediate_result = list()
+
+            for sent in src_text:
+                intermediate_result.extend([s for s in (self.__nlp_stanza(sent)).sentences])
+
+        if _format == "str":
+            sentences_new_doc = list()
+    
+            for intsent in intermediate_result:
+                sentences_new_doc.append(intsent.text)
+            return sentences_new_doc
+        else:
+            return intermediate_result
+    ##==========================================================================================================
+
+##==========================================================================================================
\ No newline at end of file
diff --git a/src/summarization_utilities.py b/src/summarization_utilities.py
new file mode 100644
index 0000000000000000000000000000000000000000..1f8cadca6621ebf766ef3610c5191ad6f9f37a4a
--- /dev/null
+++ b/src/summarization_utilities.py
@@ -0,0 +1,145 @@
+### Imports
+from transformers import PegasusForConditionalGeneration, PegasusTokenizer
+from transformers import BartForConditionalGeneration, BartTokenizer
+from transformers import T5ForConditionalGeneration, T5Tokenizer
+from transformers import ProphetNetForConditionalGeneration, ProphetNetTokenizer
+import torch
+
+from config import config
+
+### Classes and functions
+
+##==========================================================================================================
+class SummarizationUtilities:
+    ##==========================================================================================================
+    """
+    Definition of attributes
+    """
+    model_name = None
+    device = None
+    tokenizer = None
+    model = None
+    ##==========================================================================================================
+    """
+    Function: __init__
+    Arguments:
+        - model_name
+        - device
+    """
+    def __init__(self, model_name="google/pegasus-xsum", device=None, model_path=config.pegasus_model_path):
+        self.model_name = model_name
+        if device == None:
+            self.device = self.detect_available_cuda_device()
+        else:
+            self.device = device
+
+        self.tokenizer = PegasusTokenizer.from_pretrained(model_path)
+        self.model = PegasusForConditionalGeneration.from_pretrained(model_path).to(device)
+    ##=========================================================================================================
+    """
+    Function: detect_available_cuda_device
+    Arguments: NA
+    """
+    def detect_available_cuda_device(self):
+        self.device = "cuda" if torch.cuda.is_available() else "cpu"
+    ##=========================================================================================================
+    """
+    Function: detect_available_cuda_device
+    Arguments: NA
+    """
+    def tokenize(self, src_text, truncation = True, padding="longest", return_tensors="pt"):
+        return self.tokenizer(src_text, truncation=truncation, padding=padding, return_tensors=return_tensors).to(self.device)
+    ##=========================================================================================================
+    """
+    Function: generate
+    Arguments: 
+        - batch
+    """
+    def generate(self, batch):
+        text_generated = self.model.generate(**batch)
+        return text_generated
+    ##=========================================================================================================
+    """
+    Function: decode_generated_text
+    Arguments: 
+        - batch
+    """
+    def decode_generated_text(self, generated_text, skip_special_tokens=True):
+        return self.tokenizer.batch_decode(generated_text, skip_special_tokens=skip_special_tokens)
+    ##=========================================================================================================
+    """
+    Function: get_summary
+    Arguments: 
+        - src_text
+    """
+    def get_summary(self, src_text):
+        summary = None
+
+        batch = self.tokenize(src_text)
+        generated_text = self.generate(batch)
+        target_text = self.decode_generated_text(generated_text)
+        #print("target_text", target_text)
+        summary = target_text
+
+        return summary
+
+    def summarize(self, src_text):
+        summary = None
+
+        batch = self.tokenize(src_text)
+        generated_text = self.generate(batch)
+        target_text = self.decode_generated_text(generated_text)
+        #print("target_text", target_text)
+        summary = target_text
+
+        return summary
+        
+    ##=========================================================================================================
+##==========================================================================================================
+
+
+
+class BARTSummarizer:
+    def __init__(self, device=None, model_path=config.bart_model_path):
+        # https://stackoverflow.com/questions/66639722/why-does-huggingfaces-bart-summarizer-replicate-the-given-input-text
+        self.device = device if device else torch.device("cuda" if torch.cuda.is_available() else "cpu")
+        # self.tokenizer = BartTokenizer.from_pretrained("sshleifer/distilbart-xsum-6-6") #facebook/bart-large-cnn
+        # self.model = BartForConditionalGeneration.from_pretrained("sshleifer/distilbart-xsum-6-6").to(self.device)
+        self.tokenizer = BartTokenizer.from_pretrained(model_path)
+        self.model = BartForConditionalGeneration.from_pretrained(model_path)
+
+    def summarize(self, text):
+        inputs = self.tokenizer([text], truncation=True, padding="longest", return_tensors="pt").to(self.device)
+        summary_ids = self.model.generate(inputs["input_ids"], num_beams=4, max_length=200, early_stopping=True)
+        summary = self.tokenizer.decode(summary_ids.squeeze(), skip_special_tokens=True)
+        return summary
+
+
+class T5Summarizer:
+    def __init__(self, device=None, model_path=config.t5_model_path):
+        self.device = device if device else torch.device("cuda" if torch.cuda.is_available() else "cpu")
+        # self.tokenizer = T5Tokenizer.from_pretrained("t5-base")
+        # self.model = T5ForConditionalGeneration.from_pretrained("t5-base").to(self.device)
+        self.tokenizer = T5Tokenizer.from_pretrained(model_path)
+        self.model = T5ForConditionalGeneration.from_pretrained(model_path).to(self.device)
+
+    def summarize(self, text):
+        inputs = self.tokenizer.encode_plus(text, return_tensors="pt", truncation=True, padding="longest").to(self.device)
+        summary_ids = self.model.generate(inputs.input_ids)
+        summary = self.tokenizer.decode(summary_ids.squeeze(), skip_special_tokens=True)
+        return summary
+
+
+class ProphetNetSummarizer:
+    def __init__(self, device=None, model_path=config.prophetnet_model_path):
+        self.device = device if device else torch.device("cuda" if torch.cuda.is_available() else "cpu")
+        # self.tokenizer = ProphetNetTokenizer.from_pretrained("microsoft/prophetnet-large-uncased")
+        # self.model = ProphetNetForConditionalGeneration.from_pretrained("microsoft/prophetnet-large-uncased").to(self.device)
+        self.tokenizer = ProphetNetTokenizer.from_pretrained(model_path)
+        self.model = ProphetNetForConditionalGeneration.from_pretrained(model_path).to(self.device)
+
+    def summarize(self, text):
+        inputs = self.tokenizer(text, return_tensors="pt", truncation=True, padding="longest").to(self.device)
+        summary_ids = self.model.generate(inputs.input_ids)
+        summary = self.tokenizer.decode(summary_ids.squeeze(), skip_special_tokens=True)
+        return summary
\ No newline at end of file