Hindi WordEmbeddings, Bengali Named Entity Recognition, 30+ new models, analyze Crypto news with NLU 1.1.2

#Bengali for :  It began to be widely used in the United States in the early '90s.
nlu.load("bn.ner").predict("৯০ এর দশকের শুরুর দিকে বৃহৎ আকারে মার্কিন যুক্তরাষ্ট্রে এর প্রয়োগের প্রক্রিয়া শুরু হয়'")

#Bengali for :  One morning in the marble-decorated building of Vaidyanatha, an obese monk was engaged in the enchantment of Duis and the milk service of one and a half Vaidyanatha. Give me two to eat
nlu.load("bn.lemma").predict("একদিন প্রাতে বৈদ্যনাথের মার্বলমণ্ডিত দালানে একটি স্থূলোদর সন্ন্যাসী দুইসের মোহনভোগ এবং দেড়সের দুগ্ধ সেবায় নিযুক্ত আছে বৈদ্যনাথ গায়ে একখানি চাদর দিয়া জোড়করে একান্ত বিনীতভাবে ভূতলে বসিয়া ভক্তিভরে পবিত্র ভোজনব্যাপার নিরীক্ষণ করিতেছিলেন এমন সময় কোনোমতে দ্বারীদের দৃষ্টি এড়াইয়া জীর্ণদেহ বালক সহিত একটি অতি শীর্ণকায়া রমণী গৃহে প্রবেশ করিয়া ক্ষীণস্বরে কহিল বাবু দুটি খেতে দাও")

#Japanese for :  Some residents were uncomfortable with this, but it seems that no one is now openly protesting or protesting.
nlu.load("ja.lemma").predict("これに不快感を示す住民はいましたが,現在,表立って反対や抗議の声を挙げている住民はいないようです。")

#Aharic for :  Bookmark the permalink.
nlu.load("am.lemma").predict("መጽሐፉን መጽሐፍ ኡ ን አስያዛት አስያዝ ኧ ኣት ።")

#Bhojpuri for : In this event, participation of World Bhojpuri Conference, Purvanchal Ekta Manch, Veer Kunwar Singh Foundation, Purvanchal Bhojpuri Mahasabha, and Herf - Media.
nlu.load("bh.lemma").predict("एह आयोजन में विश्व भोजपुरी सम्मेलन , पूर्वांचल एकता मंच , वीर कुँवर सिंह फाउन्डेशन , पूर्वांचल भोजपुरी महासभा , अउर हर्फ - मीडिया के सहभागिता बा ।")

nlu.load("en.ner.onto.bert.small_l2_128").predict("""William Henry Gates III (born October 28, 1955) is an American business magnate,
 software developer, investor, and philanthropist. He is best known as the co-founder of Microsoft Corporation. During his career at Microsoft,
  Gates held the positions of chairman, chief executive officer (CEO), president and chief software architect,
   while also being the largest individual shareholder until May 2014.
    He is one of the best-known entrepreneurs and pioneers of the microcomputer revolution of the 1970s and 1980s. Born and raised in Seattle, Washington, Gates co-founded Microsoft with childhood friend Paul Allen in 1975, in Albuquerque, New Mexico;
     it went on to become the world's largest personal computer software company. Gates led the company as chairman and CEO until stepping down as CEO in January 2000, but he remained chairman and became chief software architect.
     During the late 1990s, Gates had been criticized for his business tactics, which have been considered anti-competitive. This opinion has been upheld by numerous court rulings. In June 2006, Gates announced that he would be transitioning to a part-time
      role at Microsoft and full-time work at the Bill & Melinda Gates Foundation, the private charitable foundation that he and his wife, Melinda Gates, established in 2000.
 He gradually transferred his duties to Ray Ozzie and Craig Mundie.
  He stepped down as chairman of Microsoft in February 2014 and assumed a new post as technology adviser to support the newly appointed CEO Satya Nadella.""",output_level = "document")

nlu.load("en.ner.onto.bert.small_l4_256").predict("""William Henry Gates III (born October 28, 1955) is an American business magnate,
 software developer, investor, and philanthropist. He is best known as the co-founder of Microsoft Corporation. During his career at Microsoft,
  Gates held the positions of chairman, chief executive officer (CEO), president and chief software architect,
   while also being the largest individual shareholder until May 2014.
    He is one of the best-known entrepreneurs and pioneers of the microcomputer revolution of the 1970s and 1980s. Born and raised in Seattle, Washington, Gates co-founded Microsoft with childhood friend Paul Allen in 1975, in Albuquerque, New Mexico;
     it went on to become the world's largest personal computer software company. Gates led the company as chairman and CEO until stepping down as CEO in January 2000, but he remained chairman and became chief software architect.
     During the late 1990s, Gates had been criticized for his business tactics, which have been considered anti-competitive. This opinion has been upheld by numerous court rulings. In June 2006, Gates announced that he would be transitioning to a part-time
      role at Microsoft and full-time work at the Bill & Melinda Gates Foundation, the private charitable foundation that he and his wife, Melinda Gates, established in 2000.
 He gradually transferred his duties to Ray Ozzie and Craig Mundie.
  He stepped down as chairman of Microsoft in February 2014 and assumed a new post as technology adviser to support the newly appointed CEO Satya Nadella.""",output_level = "document")

nlu.load("en.ner.onto.bert.small_l4_512").predict("""William Henry Gates III (born October 28, 1955) is an American business magnate,
 software developer, investor, and philanthropist. He is best known as the co-founder of Microsoft Corporation. During his career at Microsoft,
  Gates held the positions of chairman, chief executive officer (CEO), president and chief software architect,
   while also being the largest individual shareholder until May 2014.
    He is one of the best-known entrepreneurs and pioneers of the microcomputer revolution of the 1970s and 1980s. Born and raised in Seattle, Washington, Gates co-founded Microsoft with childhood friend Paul Allen in 1975, in Albuquerque, New Mexico;
     it went on to become the world's largest personal computer software company. Gates led the company as chairman and CEO until stepping down as CEO in January 2000, but he remained chairman and became chief software architect.
     During the late 1990s, Gates had been criticized for his business tactics, which have been considered anti-competitive. This opinion has been upheld by numerous court rulings. In June 2006, Gates announced that he would be transitioning to a part-time
      role at Microsoft and full-time work at the Bill & Melinda Gates Foundation, the private charitable foundation that he and his wife, Melinda Gates, established in 2000.
 He gradually transferred his duties to Ray Ozzie and Craig Mundie.
  He stepped down as chairman of Microsoft in February 2014 and assumed a new post as technology adviser to support the newly appointed CEO Satya Nadella.""",output_level = "document")

nlu.load("en.ner.onto.bert.small_l8_512").predict("""William Henry Gates III (born October 28, 1955) is an American business magnate,
 software developer, investor, and philanthropist. He is best known as the co-founder of Microsoft Corporation. During his career at Microsoft,
  Gates held the positions of chairman, chief executive officer (CEO), president and chief software architect,
   while also being the largest individual shareholder until May 2014.
    He is one of the best-known entrepreneurs and pioneers of the microcomputer revolution of the 1970s and 1980s. Born and raised in Seattle, Washington, Gates co-founded Microsoft with childhood friend Paul Allen in 1975, in Albuquerque, New Mexico;
     it went on to become the world's largest personal computer software company. Gates led the company as chairman and CEO until stepping down as CEO in January 2000, but he remained chairman and became chief software architect.
     During the late 1990s, Gates had been criticized for his business tactics, which have been considered anti-competitive. This opinion has been upheld by numerous court rulings. In June 2006, Gates announced that he would be transitioning to a part-time
      role at Microsoft and full-time work at the Bill & Melinda Gates Foundation, the private charitable foundation that he and his wife, Melinda Gates, established in 2000.
 He gradually transferred his duties to Ray Ozzie and Craig Mundie.
  He stepped down as chairman of Microsoft in February 2014 and assumed a new post as technology adviser to support the newly appointed CEO Satya Nadella.""",output_level = "document")

nlu.load("en.ner.onto.bert.cased_base").predict("""William Henry Gates III (born October 28, 1955) is an American business magnate,
 software developer, investor, and philanthropist. He is best known as the co-founder of Microsoft Corporation. During his career at Microsoft,
  Gates held the positions of chairman, chief executive officer (CEO), president and chief software architect,
   while also being the largest individual shareholder until May 2014.
    He is one of the best-known entrepreneurs and pioneers of the microcomputer revolution of the 1970s and 1980s. Born and raised in Seattle, Washington, Gates co-founded Microsoft with childhood friend Paul Allen in 1975, in Albuquerque, New Mexico;
     it went on to become the world's largest personal computer software company. Gates led the company as chairman and CEO until stepping down as CEO in January 2000, but he remained chairman and became chief software architect.
     During the late 1990s, Gates had been criticized for his business tactics, which have been considered anti-competitive. This opinion has been upheld by numerous court rulings. In June 2006, Gates announced that he would be transitioning to a part-time
      role at Microsoft and full-time work at the Bill & Melinda Gates Foundation, the private charitable foundation that he and his wife, Melinda Gates, established in 2000.
 He gradually transferred his duties to Ray Ozzie and Craig Mundie.
  He stepped down as chairman of Microsoft in February 2014 and assumed a new post as technology adviser to support the newly appointed CEO Satya Nadella.""",output_level = "document")

nlu.load("en.ner.onto.electra.uncased_small").predict("""William Henry Gates III (born October 28, 1955) is an American business magnate,
 software developer, investor, and philanthropist. He is best known as the co-founder of Microsoft Corporation. During his career at Microsoft,
  Gates held the positions of chairman, chief executive officer (CEO), president and chief software architect,
   while also being the largest individual shareholder until May 2014.
    He is one of the best-known entrepreneurs and pioneers of the microcomputer revolution of the 1970s and 1980s. Born and raised in Seattle, Washington, Gates co-founded Microsoft with childhood friend Paul Allen in 1975, in Albuquerque, New Mexico;
     it went on to become the world's largest personal computer software company. Gates led the company as chairman and CEO until stepping down as CEO in January 2000, but he remained chairman and became chief software architect.
     During the late 1990s, Gates had been criticized for his business tactics, which have been considered anti-competitive. This opinion has been upheld by numerous court rulings. In June 2006, Gates announced that he would be transitioning to a part-time
      role at Microsoft and full-time work at the Bill & Melinda Gates Foundation, the private charitable foundation that he and his wife, Melinda Gates, established in 2000.
 He gradually transferred his duties to Ray Ozzie and Craig Mundie.
  He stepped down as chairman of Microsoft in February 2014 and assumed a new post as technology adviser to support the newly appointed CEO Satya Nadella.""",output_level = "document")

nlu.load("en.ner.onto.electra.uncased_small").predict("""William Henry Gates III (born October 28, 1955) is an American business magnate,
 software developer, investor, and philanthropist. He is best known as the co-founder of Microsoft Corporation. During his career at Microsoft,
  Gates held the positions of chairman, chief executive officer (CEO), president and chief software architect,
   while also being the largest individual shareholder until May 2014.
    He is one of the best-known entrepreneurs and pioneers of the microcomputer revolution of the 1970s and 1980s. Born and raised in Seattle, Washington, Gates co-founded Microsoft with childhood friend Paul Allen in 1975, in Albuquerque, New Mexico;
     it went on to become the world's largest personal computer software company. Gates led the company as chairman and CEO until stepping down as CEO in January 2000, but he remained chairman and became chief software architect.
     During the late 1990s, Gates had been criticized for his business tactics, which have been considered anti-competitive. This opinion has been upheld by numerous court rulings. In June 2006, Gates announced that he would be transitioning to a part-time
      role at Microsoft and full-time work at the Bill & Melinda Gates Foundation, the private charitable foundation that he and his wife, Melinda Gates, established in 2000.
 He gradually transferred his duties to Ray Ozzie and Craig Mundie.
  He stepped down as chairman of Microsoft in February 2014 and assumed a new post as technology adviser to support the newly appointed CEO Satya Nadella.""",output_level = "document")

nlu.load("en.ner.onto.electra.uncased_base").predict("""William Henry Gates III (born October 28, 1955) is an American business magnate,
 software developer, investor, and philanthropist. He is best known as the co-founder of Microsoft Corporation. During his career at Microsoft,
  Gates held the positions of chairman, chief executive officer (CEO), president and chief software architect,
   while also being the largest individual shareholder until May 2014.
    He is one of the best-known entrepreneurs and pioneers of the microcomputer revolution of the 1970s and 1980s. Born and raised in Seattle, Washington, Gates co-founded Microsoft with childhood friend Paul Allen in 1975, in Albuquerque, New Mexico;
     it went on to become the world's largest personal computer software company. Gates led the company as chairman and CEO until stepping down as CEO in January 2000, but he remained chairman and became chief software architect.
     During the late 1990s, Gates had been criticized for his business tactics, which have been considered anti-competitive. This opinion has been upheld by numerous court rulings. In June 2006, Gates announced that he would be transitioning to a part-time
      role at Microsoft and full-time work at the Bill & Melinda Gates Foundation, the private charitable foundation that he and his wife, Melinda Gates, established in 2000.
 He gradually transferred his duties to Ray Ozzie and Craig Mundie.
  He stepped down as chairman of Microsoft in February 2014 and assumed a new post as technology adviser to support the newly appointed CEO Satya Nadellabase.""",output_level = "document")

nlu.load("en.ner.onto.electra.uncased_large").predict("""William Henry Gates III (born October 28, 1955) is an American business magnate,
 software developer, investor, and philanthropist. He is best known as the co-founder of Microsoft Corporation. During his career at Microsoft,
  Gates held the positions of chairman, chief executive officer (CEO), president and chief software architect,
   while also being the largest individual shareholder until May 2014.
    He is one of the best-known entrepreneurs and pioneers of the microcomputer revolution of the 1970s and 1980s. Born and raised in Seattle, Washington, Gates co-founded Microsoft with childhood friend Paul Allen in 1975, in Albuquerque, New Mexico;
     it went on to become the world's largest personal computer software company. Gates led the company as chairman and CEO until stepping down as CEO in January 2000, but he remained chairman and became chief software architect.
     During the late 1990s, Gates had been criticized for his business tactics, which have been considered anti-competitive. This opinion has been upheld by numerous court rulings. In June 2006, Gates announced that he would be transitioning to a part-time
      role at Microsoft and full-time work at the Bill & Melinda Gates Foundation, the private charitable foundation that he and his wife, Melinda Gates, established in 2000.
 He gradually transferred his duties to Ray Ozzie and Craig Mundie.
  He stepped down as chairman of Microsoft in February 2014 and assumed a new post as technology adviser to support the newly appointed CEO Satya Nadellabase.""",output_level = "document")

nlu.load("en.ner.onto.bert.tiny").predict("Johnson first entered politics when elected in 2001 as a member of Parliament. He then served eight years as the mayor of London, from 2008 to 2016, before rejoining Parliament.",output_level="document")

nlu.load("en.ner.onto.bert.mini").predict("Johnson first entered politics when elected in 2001 as a member of Parliament. He then served eight years as the mayor of London, from 2008 to 2016, before rejoining Parliament.",output_level="document")

nlu.load("en.ner.onto.bert.small").predict("Johnson first entered politics when elected in 2001 as a member of Parliament. He then served eight years as the mayor of London, from 2008 to 2016, before rejoining Parliament.",output_level="document")

nlu.load("en.ner.onto.bert.medium").predict("Johnson first entered politics when elected in 2001 as a member of Parliament. He then served eight years as the mayor of London, from 2008 to 2016, before rejoining Parliament.",output_level="document")

nlu.load("en.ner.onto.bert.base").predict("Johnson first entered politics when elected in 2001 as a member of Parliament. He then served eight years as the mayor of London, from 2008 to 2016, before rejoining Parliament.",output_level="document")

nlu.load("en.ner.onto.bert.large").predict("Johnson first entered politics when elected in 2001 as a member of Parliament. He then served eight years as the mayor of London, from 2008 to 2016, before rejoining Parliament.",output_level="document")

nlu.load("en.ner.onto.electra.base").predict("Johnson first entered politics when elected in 2001 as a member of Parliament. He then served eight years as the mayor of London, from 2008 to 2016, before rejoining Parliament.",output_level="document")

nlu.load("en.ner.onto.large").predict("Johnson first entered politics when elected in 2001 as a member of Parliament. He then served eight years as the mayor of London, from 2008 to 2016, before rejoining Parliament.",output_level="document")