We are very happy to announce NLU 1.1.2 has been released with the integration of 30+ models and pipelines Bengali Named Entity Recognition, Hindi Word Embeddings, and state-of-the-art transformer based OntoNotes models and pipelines from the incredible Spark NLP 2.7.3 Release in addition to a few bugfixes.
In addition to that, there is a new NLU Webinar video showcasing in detail
how to use NLU to analyze a crypto news dataset to extract keywords unsupervised and predict sentimental/emotional distributions of the dataset and much more!
Using just 1 line of Python code by leveraging the NLU library, which is powered by the award-winning Spark NLP.
This webinar covers, using live coding in real-time,
how to deliver summarization, translation, unsupervised keyword extraction from a text, emotion analysis,
question answering, spell checking, named entity recognition, document classification, and other common NLP tasks. This is all done with a single line of code, that works directly on Python strings or pandas data frames.
Since NLU is based on Spark NLP, no code changes are required to scale processing to a multi-core or cluster environment – integrating natively with Ray, Dask, or Spark data frames.
The recent releases for Spark NLP and NLU include pre-trained models for over 200 languages and language detection for 375 languages.
This includes 20 languages families; non-Latin alphabets; languages that do not use spaces for word segmentation like
Chinese, Japanese, and Korean; and languages written from right to left like Arabic, Farsi, Urdu, and Hebrew.
We’ll also cover some of the algorithms and models that are included. The code notebooks will be freely available online.
NLU 1.1.2 New Models and Pipelines
NLU 1.1.2 New Non-English Models
NLU 1.1.2 New English Models and Pipelines
New Tutorials and Notebooks
- NYC/DC NLP Meetup Webinar video analyze Crypto News, Unsupervised Keywords, Translate between 300 Languages, Question Answering, Summarization, POS, NER in 1 line of code in almost just 20 minutes
- NLU basics POS/NER/Sentiment Classification/BERTology Embeddings
- Explore Crypto News article dataset, unsupervised Keyword extraction, Stemming, Emotion/Sentiment distribution Analysis
- Translate between more than 300 Languages in 1 line of code with the Marian Models
- New NLU 1.1.2 Models Showcase Notebooks, Bengali NER, Hindi Embeddings, 30 new_models
NLU 1.1.2 Bug Fixes
- Fixed a bug that caused NER confidences not to be extracted
- Fixed a bug that caused nlu.load(‘spell’) to crash
- Fixed a bug that caused Uralic/Estonian/ET language models not to be loaded properly
New Easy NLU 1-liners in 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'")
output :
entities |
token |
Entities_classes |
ner_confidence |
[‘মার্কিন যুক্তরাষ্ট্রে’] |
৯০ |
[‘LOC’] |
1 |
[‘মার্কিন যুক্তরাষ্ট্রে’] |
এর |
[‘LOC’] |
0.9999 |
[‘মার্কিন যুক্তরাষ্ট্রে’] |
দশকের |
[‘LOC’] |
1 |
[‘মার্কিন যুক্তরাষ্ট্রে’] |
শুরুর |
[‘LOC’] |
0.9969 |
[‘মার্কিন যুক্তরাষ্ট্রে’] |
দিকে |
[‘LOC’] |
1 |
[‘মার্কিন যুক্তরাষ্ট্রে’] |
বৃহৎ |
[‘LOC’] |
0.9994 |
[‘মার্কিন যুক্তরাষ্ট্রে’] |
আকারে |
[‘LOC’] |
1 |
[‘মার্কিন যুক্তরাষ্ট্রে’] |
মার্কিন |
[‘LOC’] |
0.9602 |
[‘মার্কিন যুক্তরাষ্ট্রে’] |
যুক্তরাষ্ট্রে |
[‘LOC’] |
0.4134 |
[‘মার্কিন যুক্তরাষ্ট্রে’] |
এর |
[‘LOC’] |
1 |
[‘মার্কিন যুক্তরাষ্ট্রে’] |
প্রয়োগের |
[‘LOC’] |
1 |
[‘মার্কিন যুক্তরাষ্ট্রে’] |
প্রক্রিয়া |
[‘LOC’] |
1 |
[‘মার্কিন যুক্তরাষ্ট্রে’] |
শুরু |
[‘LOC’] |
0.9999 |
[‘মার্কিন যুক্তরাষ্ট্রে’] |
হয় |
[‘LOC’] |
1 |
[‘মার্কিন যুক্তরাষ্ট্রে’] |
‘ |
[‘LOC’] |
1 |
#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")
output :
lemma |
document |
[‘একদিন’, ‘প্রাতঃ’, ‘বৈদ্যনাথ’, ‘মার্বলমণ্ডিত’, ‘দালান’, ‘এক’, ‘স্থূলউদর’, ‘সন্ন্যাসী’, ‘দুইসের’, ‘মোহনভোগ’, ‘এবং’, ‘দেড়সের’, ‘দুগ্ধ’, ‘সেবা’, ‘নিযুক্ত’, ‘আছে’, ‘বৈদ্যনাথ’, ‘গা’, ‘একখান’, ‘চাদর’, ‘দেওয়া’, ‘জোড়কর’, ‘একান্ত’, ‘বিনীতভাব’, ‘ভূতল’, ‘বসা’, ‘ভক্তিভরা’, ‘পবিত্র’, ‘ভোজনব্যাপার’, ‘নিরীক্ষণ’, ‘করা’, ‘এমন’, ‘সময়’, ‘কোনোমত’, ‘দ্বারী’, ‘দৃষ্টি’, ‘এড়ানো’, ‘জীর্ণদেহ’, ‘বালক’, ‘সহিত’, ‘এক’, ‘অতি’, ‘শীর্ণকায়া’, ‘রমণী’, ‘গৃহ’, ‘প্রবেশ’, ‘বিশ্বাস’, ‘ক্ষীণস্বর’, ‘কহা’, ‘বাবু’, ‘দুই’, ‘খাওয়া’, ‘দাওয়া’] |
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。")
output :
lemma |
document |
[‘これ’, ‘にる’, ‘不快’, ‘感’, ‘を’, ‘示す’, ‘住民’, ‘はる’, ‘いる’, ‘まする’, ‘たる’, ‘がる’, ‘,’, ‘現在’, ‘,’, ‘表立つ’, ‘てる’, ‘反対’, ‘やる’, ‘抗議’, ‘のる’, ‘声’, ‘を’, ‘挙げる’, ‘てる’, ‘いる’, ‘住民’, ‘はる’, ‘いる’, ‘なぐ’, ‘よう’, ‘です’, ‘。’] |
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 ።")
output :
lemma |
document |
[‘‘, ‘መጽሐፍ’, ‘ኡ’, ‘ን’, ‘‘, ‘አስያዝ’, ‘ኧ’, ‘ኣት’, ‘።’] |
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 ।")
output :
lemma |
document |
[‘एह’, ‘आयोजन’, ‘में’, ‘विश्व’, ‘भोजपुरी’, ‘सम्मेलन’, ‘COMMA’, ‘पूर्वांचल’, ‘एकता’, ‘मंच’, ‘COMMA’, ‘वीर’, ‘कुँवर’, ‘सिंह’, ‘फाउन्डेशन’, ‘COMMA’, ‘पूर्वांचल’, ‘भोजपुरी’, ‘महासभा’, ‘COMMA’, ‘अउर’, ‘हर्फ’, ‘-‘, ‘मीडिया’, ‘को’, ‘सहभागिता’, ‘बा’, ‘।’] |
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")
output :
ner_confidence |
entities |
Entities_classes |
[0.8536999821662903, 0.7195000052452087, 0.746…] |
[‘PERSON’, ‘DATE’, ‘NORP’, ‘ORG’, ‘ORG’, ‘PERSON’, ‘DATE’, ‘CARDINAL’, ‘DATE’, ‘DATE’, ‘GPE’, ‘GPE’, ‘PERSON’, ‘DATE’, ‘GPE’, ‘GPE’] |
[‘William Henry Gates III’, ‘October 28, 1955’, ‘American’, ‘Microsoft Corporation’, ‘Microsoft’, ‘Gates’, ‘May 2014’, ‘one’, ‘1970s’, ‘1980s’, ‘Seattle’, ‘Washington’, ‘Paul Allen’, ‘1975’, ‘Albuquerque’, ‘New Mexico’] |
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")
output :
ner_confidence |
entities |
Entities_classes |
[0.835099995136261, 0.40450000762939453, 0.331…] |
[‘William Henry Gates III’, ‘October 28, 1955’, ‘American’, ‘Microsoft Corporation’, ‘Microsoft’, ‘Gates’, ‘May 2014’, ‘one’, ‘1970s and 1980s’, ‘Seattle’, ‘Washington’, ‘Gates’, ‘Microsoft’, ‘Paul Allen’, ‘1975’, ‘Albuquerque’, ‘New Mexico’] |
[‘PERSON’, ‘DATE’, ‘NORP’, ‘ORG’, ‘ORG’, ‘ORG’, ‘DATE’, ‘CARDINAL’, ‘DATE’, ‘GPE’, ‘GPE’, ‘ORG’, ‘ORG’, ‘PERSON’, ‘DATE’, ‘GPE’, ‘GPE’] |
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")
output :
ner_confidence |
entities |
Entities_classes |
[0.964900016784668, 0.8299000263214111, 0.9607…] |
[‘William Henry Gates III’, ‘October 28, 1955’, ‘American’, ‘Microsoft Corporation’, ‘Microsoft’, ‘Gates’, ‘May 2014’, ‘one’, ‘the 1970s and 1980s’, ‘Seattle’, ‘Washington’, ‘Gates’, ‘Microsoft’, ‘Paul Allen’, ‘1975’, ‘Albuquerque’, ‘New Mexico’] |
[‘PERSON’, ‘DATE’, ‘NORP’, ‘ORG’, ‘ORG’, ‘PERSON’, ‘DATE’, ‘CARDINAL’, ‘DATE’, ‘GPE’, ‘GPE’, ‘PERSON’, ‘ORG’, ‘PERSON’, ‘DATE’, ‘GPE’, ‘GPE’] |
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")
output :
ner_confidence |
entities |
Entities_classes |
[0.916700005531311, 0.5873000025749207, 0.8816…] |
[‘William Henry Gates III’, ‘October 28, 1955’, ‘American’, ‘Microsoft Corporation’, ‘Microsoft’, ‘Gates’, ‘May 2014’, ‘the 1970s and 1980s’, ‘Seattle’, ‘Washington’, ‘Gates’, ‘Paul Allen’, ‘1975’, ‘Albuquerque’, ‘New Mexico’] |
[‘PERSON’, ‘DATE’, ‘NORP’, ‘ORG’, ‘ORG’, ‘PERSON’, ‘DATE’, ‘DATE’, ‘GPE’, ‘GPE’, ‘PERSON’, ‘PERSON’, ‘DATE’, ‘GPE’, ‘GPE’] |
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")
output :
ner_confidence |
entities |
Entities_classes |
[0.504800021648407, 0.47290000319480896, 0.462…] |
[‘William Henry Gates III’, ‘October 28, 1955’, ‘American’, ‘Microsoft Corporation’, ‘Microsoft’, ‘Gates’, ‘May 2014’, ‘one’, ‘the 1970s and 1980s’, ‘Seattle’, ‘Washington’, ‘Gates’, ‘Microsoft’, ‘Paul Allen’, ‘1975’, ‘Albuquerque’, ‘New Mexico’] |
[‘PERSON’, ‘DATE’, ‘NORP’, ‘ORG’, ‘ORG’, ‘PERSON’, ‘DATE’, ‘CARDINAL’, ‘DATE’, ‘GPE’, ‘GPE’, ‘PERSON’, ‘ORG’, ‘PERSON’, ‘DATE’, ‘GPE’, ‘GPE’] |
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")
output :
ner_confidence |
entities |
Entities_classes |
[0.7213000059127808, 0.6384000182151794, 0.731…] |
[‘William Henry Gates III’, ‘October 28, 1955’, ‘American’, ‘Microsoft Corporation’, ‘Microsoft’, ‘Gates’, ‘May 2014’, ‘one’, ‘1970s’, ‘1980s’, ‘Seattle’, ‘Washington’, ‘Gates’, ‘Microsoft’, ‘Paul Allen’, ‘1975’, ‘Albuquerque’, ‘New Mexico’] |
[‘PERSON’, ‘DATE’, ‘NORP’, ‘ORG’, ‘ORG’, ‘PERSON’, ‘DATE’, ‘CARDINAL’, ‘DATE’, ‘DATE’, ‘GPE’, ‘GPE’, ‘PERSON’, ‘ORG’, ‘PERSON’, ‘DATE’, ‘GPE’, ‘GPE’] |
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")
output :
ner_confidence |
Entities_classes |
entities |
[0.8496000170707703, 0.4465999901294708, 0.568…] |
[‘PERSON’, ‘DATE’, ‘NORP’, ‘ORG’, ‘ORG’, ‘PERSON’, ‘DATE’, ‘CARDINAL’, ‘DATE’, ‘DATE’, ‘GPE’, ‘GPE’, ‘PERSON’, ‘ORG’, ‘PERSON’, ‘DATE’, ‘GPE’, ‘GPE’] |
[‘William Henry Gates III’, ‘October 28, 1955’, ‘American’, ‘Microsoft Corporation’, ‘Microsoft’, ‘Gates’, ‘May 2014’, ‘one’, ‘1970s’, ‘1980s’, ‘Seattle’, ‘Washington’, ‘Gates’, ‘Microsoft’, ‘Paul Allen’, ‘1975’, ‘Albuquerque’, ‘New Mexico’] |
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")
output :
ner_confidence |
entities |
Entities_classes |
[0.5134000182151794, 0.9419000148773193, 0.802…] |
[‘William Henry Gates III’, ‘October 28, 1955’, ‘American’, ‘Microsoft Corporation’, ‘Microsoft’, ‘Gates’, ‘May 2014’, ‘one’, ‘the 1970s’, ‘1980s’, ‘Seattle’, ‘Washington’, ‘Gates’, ‘Microsoft’, ‘Paul Allen’, ‘1975’, ‘Albuquerque’, ‘New Mexico’] |
[‘PERSON’, ‘DATE’, ‘NORP’, ‘ORG’, ‘ORG’, ‘PERSON’, ‘DATE’, ‘CARDINAL’, ‘DATE’, ‘DATE’, ‘GPE’, ‘GPE’, ‘PERSON’, ‘ORG’, ‘PERSON’, ‘DATE’, ‘GPE’, ‘GPE’] |
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")
output :
ner_confidence |
entities |
Entities_classes |
[0.8442000150680542, 0.26840001344680786, 0.57…] |
[‘William Henry Gates’, ‘October 28, 1955’, ‘American’, ‘Microsoft Corporation’, ‘Microsoft’, ‘Gates’, ‘May 2014’, ‘one’, ‘1970s’, ‘1980s’, ‘Seattle’, ‘Washington’, ‘Gates co-founded’, ‘Microsoft’, ‘Paul Allen’, ‘1975’, ‘Albuquerque’, ‘New Mexico’, ‘largest’] |
[‘PERSON’, ‘DATE’, ‘NORP’, ‘ORG’, ‘ORG’, ‘PERSON’, ‘DATE’, ‘CARDINAL’, ‘DATE’, ‘DATE’, ‘GPE’, ‘GPE’, ‘PERSON’, ‘ORG’, ‘PERSON’, ‘DATE’, ‘GPE’, ‘GPE’, ‘GPE’] |
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")
output :
ner_confidence |
entities |
Entities_classes |
[0.994700014591217, 0.9412999749183655, 0.9685…] |
[‘Johnson’, ‘first’, ‘2001’, ‘Parliament’, ‘eight years’, ‘London’, ‘2008 to 2016’] |
[‘PERSON’, ‘ORDINAL’, ‘DATE’, ‘ORG’, ‘DATE’, ‘GPE’, ‘DATE’] |
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")
output :
ner_confidence |
entities |
Entities_classes |
[0.996399998664856, 0.9733999967575073, 0.8766…] |
[‘Johnson’, ‘first’, ‘2001’, ‘eight years’, ‘London’, ‘2008 to 2016’] |
[‘PERSON’, ‘ORDINAL’, ‘DATE’, ‘DATE’, ‘GPE’, ‘DATE’] |
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")
output :
ner_confidence |
entities |
Entities_classes |
[0.9987999796867371, 0.9610000252723694, 0.998…] |
[‘Johnson’, ‘first’, ‘2001’, ‘eight years’, ‘London’, ‘2008 to 2016’, ‘Parliament’] |
[‘PERSON’, ‘ORDINAL’, ‘DATE’, ‘DATE’, ‘GPE’, ‘DATE’, ‘ORG’] |
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")
output :
ner_confidence |
entities |
Entities_classes |
[0.9969000220298767, 0.8575999736785889, 0.995…] |
[‘Johnson’, ‘first’, ‘2001’, ‘eight years’, ‘London’, ‘2008 to 2016’] |
[‘PERSON’, ‘ORDINAL’, ‘DATE’, ‘DATE’, ‘GPE’, ‘DATE’] |
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")
output :
ner_confidence |
entities |
Entities_classes |
[0.996999979019165, 0.933899998664856, 0.99930…] |
[‘Johnson’, ‘first’, ‘2001’, ‘Parliament’, ‘eight years’, ‘London’, ‘2008 to 2016’, ‘Parliament’] |
[‘PERSON’, ‘ORDINAL’, ‘DATE’, ‘ORG’, ‘DATE’, ‘GPE’, ‘DATE’, ‘ORG’] |
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")
output :
ner_confidence |
entities |
Entities_classes |
[0.9786999821662903, 0.9549000263214111, 0.998…] |
[‘Johnson’, ‘first’, ‘2001’, ‘Parliament’, ‘eight years’, ‘London’, ‘2008 to 2016’, ‘Parliament’] |
[‘PERSON’, ‘ORDINAL’, ‘DATE’, ‘ORG’, ‘DATE’, ‘GPE’, ‘DATE’, ‘ORG’] |
nlu.load("en.ner.onto.electra.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")
output :
ner_confidence |
entities |
Entities_classes |
[0.9952999949455261, 0.8589000105857849, 0.996…] |
[‘Johnson’, ‘first’, ‘2001’, ‘eight years’, ‘London’, ‘2008 to 2016’] |
[‘PERSON’, ‘ORDINAL’, ‘DATE’, ‘DATE’, ‘GPE’, ‘DATE’] |
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")
output :
ner_confidence |
entities |
Entities_classes |
[0.9987999796867371, 0.9474999904632568, 0.999…] |
[‘Johnson’, ‘first’, ‘2001’, ‘Parliament’, ‘eight years’, ‘London’, ‘2008’, ‘2016’] |
[‘PERSON’, ‘ORDINAL’, ‘DATE’, ‘ORG’, ‘DATE’, ‘GPE’, ‘DATE’, ‘DATE’] |
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")
output :
ner_confidence |
entities |
Entities_classes |
[0.9998000264167786, 0.9613999724388123, 0.998…] |
[‘Johnson’, ‘first’, ‘2001’, ‘eight years’, ‘London’, ‘2008 to 2016’] |
[‘PERSON’, ‘ORDINAL’, ‘DATE’, ‘DATE’, ‘GPE’, ‘DATE’] |
NLU Installation
# PyPi
!pip install nlu pyspark==2.4.7
#Conda
# Install NLU from Anaconda/Conda
conda install -c johnsnowlabs nlu
Additional NLU Resources