Data Analytics using R with Yelp Dataset

•

1 like•588 views

Cédric Poottaren

Microsoft Student Partners - Developer's Conference Presentation

Data & Analytics

Data ScienceBig
Processes and systems to extract knowledge or
insights from data
Large and complex data that has been collected
over several years

Dataset
yelp_academic_dataset_business – Business Information
yelp_academic_dataset_review – User Reviews
Combine the 2 using

Text Analytics Methodologies
Natural Language Processing (NLP)

Part 1
Natural
Language
Processing
(NLP)
Microsoft Text Analytics
Sentiment Analysis
Keyword Extraction
Topic Detection
Language Detection

Stemming
Revert the word into its original or root form

Part 2
Natural
Language
Processing
(NLP)
Stanford CoreNLP

Part 2
Natural
Language
Processing
(NLP)
Stanford CoreNLP
Part of Speech
POS Tag Description Example
CC coordinating conjunction and
CD cardinal number 1, third
DT determiner the
EX existential there there is
FW foreign word d’hoevre
IN preposition/subordinating conjunction in, of, like
JJ adjective big
JJR adjective, comparative bigger
JJS adjective, superlative biggest

Term
Document
Matrix
Describes the frequency of terms that occur in a collection of documents

Term
Document
Matrix
Term frequency and weighting
TF-IDF weighting: give higher weight to terms that are
rare

Unsupervised
Learning
K-means Clustering
“Art of finding groups in data” – Kaufman, Rousseeuw
• No clear picture of what is within the document
•
• Natural pair of groupings
•
• Simple to run

Conclusion
1. Data Manipulation in R
2. Natural Language Processing
3. Machine Learning
4. Visualization

Similar to Data Analytics using R with Yelp Dataset

Open nlp presentationss

Chandan Deb

NLP Deep Learning with Tensorflow

seungwoo kim

Sk t academy lecture note

Susang Kim

AI UNIT 3 - SRCAS JOC.pptx enjoy this ppt

pavankalyanadroittec

The objective of this workshop is to show how natural language processing applied in modern applications such as Google Search, Apple Siri, Bing Translator and etc. During the workshop we will go through history if natural language processing, talk about typical problems, consider classical approaches and methods, and compare them with state-of-the-art deep learning techniques. Author: Rudolf Eremyan Email: eremyan.rudolf@gmail.com Phone: +995599607066 LinkedIn: https://www.linkedin.com/in/rudolferemyan/ DataFest Tbilisi 2017 website: https://datafest.ge

DataFest 2017. Introduction to Natural Language Processing by Rudolf Eremyan

rudolf eremyan

Natural Language processing Parts of speech tagging, its classes, and how to ...

Rajnish Raj

Natural Language Processing_in semantic web.pptx

AlyaaMachi

Text Mining Analytics 101

Manohar Swamynathan

Text mining and Text classification are the two pro minent and challenging tasks in the field of Machine learning. Text mining refers to the process of deriving high quality and relevant information from text, while Text classification de als with the categorization of text documents into different classes. The real challenge in these areas is to address the problems like handling large text corpora, similarity of words in text doc uments, and association of text documents with a subset of class categories. The feature extractio n and classification of such text documents require an efficient machine learning algorithm whi ch performs automatic text classification. This paper describes the classification of product review documents as a multi-label classification scenario and addresses the problem u sing Structured Support Vector Machine. The work also explains the flexibility and performan ce of the proposed approach for e fficient text classification.

T EXT M INING AND C LASSIFICATION OF P RODUCT R EVIEWS U SING S TRUCTURED S U...

csandit

Top 10 Must-Know NLP Techniques for Data Scientists

Xavor Corporation - Redefining Health Technology

Natural Language Processing (NLP) techniques are one of the most used techniques in the field of computer applications. It has become one of the vast and advanced techniques. Language is the means of communication or interaction among humans and in present scenario when everything is dependent on machine or everything is computerized, communication between computer and human has become a necessity. To fulfill this necessity NLP has been emerged as the means of interaction which narrows the gap between machines (computers) and humans. It was evolved from the study of linguistics which was passed through the Turing test to check the similarity between data but it was limited to small set of data. Later on various algorithms were developed along with the concept of AI (Artificial Intelligence) for the successful execution of NLP. In this paper, the main emphasis is on the different techniques of NLP which have been developed till now, their applications and the comparison of all those techniques on different parameters.

COMPREHENSIVE ANALYSIS OF NATURAL LANGUAGE PROCESSING TECHNIQUE

Journal For Research

MACHINE-DRIVEN TEXT ANALYSIS

Massimo Schenone

Nltk

Anirudh

The paper accepted on ICSE'17 and TSE'19. https://se-thesaurus.appspot.com/ https://pypi.org/project/DomainThesaurus/ Informal discussions on social platforms (e.g., Stack Overflow) accumulates a large body of programming knowledge in natural language text. Natural language process (NLP) techniques can be exploited to harvest this knowledge base for software engineering tasks. To make an effective use of NLP techniques, consistent vocabulary is essential. Unfortunately, the same concepts are often intentionally or accidentally mentioned in many different morphological forms in informal discussions, such as abbreviations, synonyms and misspellings. Existing techniques to deal with such morphological forms are either designed for general English or predominantly rely on domain-specific lexical rules. A thesaurus of software-specific terms and commonlyused morphological forms is desirable for normalizing software engineering text, but very difficult to build manually. In this work, we propose an automatic approach to build such a thesaurus. Our approach identifies software-specific terms by contrasting software-specific and general corpuses, and infers morphological forms of software-specific terms by combining distributed word semantics, domain-specific lexical rules and transformations, and graph analysis of morphological relations. We evaluate the coverage and accuracy of the resulting thesaurus against community-curated lists of software-specific terms, abbreviations and synonyms. We also manually examine the correctness of the identified abbreviations and synonyms in our thesaurus. We demonstrate the usefulness of our thesaurus in a case study of normalizing questions from Stack Overflow and CodeProject.

Unsupervised Software-Specific Morphological Forms Inference from Informal Di...

Chunyang Chen

Many Natural Language Processing (NLP) applications involve Named Entity Recognition (NER) as an important task, where it leads to improve the overall performance of NLP applications. In this paper the Deep learning techniques are used to perform NER task on Hindi text data as it found that as compared to English NER, Hindi language NER is not sufficiently done. This is a barrier for resource-scarce languages as many resources are not readily available. Many researchers use various techniques such as rule based, machine learning based and hybrid approaches to solve this problem. Deep learning based algorithms are being developed in large scale as an innovative approach now a days for the advanced NER models which will give the best results out of it. In this paper we devise a Novel architecture based on residual network architecture for preferably Bidirectional Long Short Term Memory (BiLSTM) with fasttext word embedding layers. For this purpose we use pre-trained word embedding to represent the words in the corpus where the NER tags of the words are defined as the used annotated corpora. BiLSTM Development of an NER system for Indian languages is a comparatively difficult task. In this paper, we have done the various experiments to compare the results of NER with normal embedding and fasttext embedding layers to analyse the performance of word embedding with different batch sizes to train the deep learning models. Here we present a state-of-the-art results with said approach F1 Score measures.

A NOVEL APPROACH FOR NAMED ENTITY RECOGNITION ON HINDI LANGUAGE USING RESIDUA...

kevig

Web video categorization is one of the emerging research fields in the computer vision domain due to its massive volume growth in the internet which demands to discover events. Due to insufficient, noisy information and large intra class disparity makes it more daunting task to recognize the events. Most of the recent works focus on constrained (fixed camera, known environment) videos with supervised labelling to categorize the web videos. In this paper, we propose the subject based Part-Of- Speech (POS) Tagging technique with the assist of Named Entity Recognition (NER) and WordNet is applied on YouTube video titles to discover the events based on the subject, not on the objects visualized in the videos. Unsupervised learning method is used on high level features (titles) because of incoming videos are not known and large intra-class variations. For the experiment, we have chosen topics from Google Zeitgeist and downloaded the related videos from YouTube. A novel conclusion is derived from the experimental result that use of low level features will lead to a poor classification in discovering intra class events based on the subject of the videos

Tagging based Efficient Web Video Event Categorization

Editor IJCATR

In this project we dive into building a Machine learning model for Resume Classification using Python and basic Natural language processing techniques. We would be using Python's libraries to implement various NLP (natural language processing) techniques like tokenization, lemmatization, parts of speech tagging, etc. A resume classification technology needs to be implemented in order to make it easy for the companies to process the huge number of resumes that are received by the organizations. This technology converts an unstructured form of resume data into a structured data format. The resumes received are in the form of documents from which the data needs to be extracted first such that the text can be classified or predicted based on the requirements. A resume classification analyzes resume data and extracts the information into the machine readable output. It helps automatically store, organize, and analyze the resume data to find out the candidate for the particular job position and requirements. This thus helps the organizations eliminate the error-prone and time-consuming process of going through thousands of resumes manually and aids in improving the recruiters’ efficiency. The basic data analysis process is performed such as data collection, data cleaning, exploratory data analysis, data visualization, and model building. The dataset consists of two columns, namely, Role Applied and Resume, where ‘role applied’ column is the domain field of the industry and ‘resume’ column consists of the text extracted from the resume document for each domain and industry. The aim of this project is achieved by performing the various data analytical methods and using the Machine Learning models and Natural Language Processing which will help in classifying the categories of the resume and building the Resume Classification Model.

Resume_Clasification.pptx

MOINDALVS

Natural language processing: feature extraction

Gabriel Hamilton

Day2-Slides.ppt pppppppppppppppppppppppppp

ratnapatil14

Natural Language Processing NLP is the one of the major filed of Natural Language Generation NLG . NLG can generate natural language from a machine representation. Generating suggestions for a sentence especially for Indian languages is much difficult. One of the major reason is that it is morphologically rich and the format is just reverse of English language. By using deep learning approach with the help of Long Short Term Memory LSTM layers we can generate a possible set of solutions for erroneous part in a sentence. To effectively generate a bunch of sentences having equivalent meaning as the original sentence using Deep Learning DL approach is to train a model on this task, e.g. we need thousands of examples of inputs and outputs with which to train a model. Veena S Nair | Amina Beevi A ""Suggestion Generation for Specific Erroneous Part in a Sentence using Deep Learning"" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-3 | Issue-4 , June 2019, URL: https://www.ijtsrd.com/papers/ijtsrd23842.pdf Paper URL: https://www.ijtsrd.com/engineering/computer-engineering/23842/suggestion-generation-for-specific-erroneous-part-in-a-sentence-using-deep-learning/veena-s-nair

Suggestion Generation for Specific Erroneous Part in a Sentence using Deep Le...

ijtsrd

Similar to Data Analytics using R with Yelp Dataset (20)

Open nlp presentationss

NLP Deep Learning with Tensorflow

Sk t academy lecture note

AI UNIT 3 - SRCAS JOC.pptx enjoy this ppt

DataFest 2017. Introduction to Natural Language Processing by Rudolf Eremyan

Natural Language processing Parts of speech tagging, its classes, and how to ...

Natural Language Processing_in semantic web.pptx

Text Mining Analytics 101

T EXT M INING AND C LASSIFICATION OF P RODUCT R EVIEWS U SING S TRUCTURED S U...

Top 10 Must-Know NLP Techniques for Data Scientists

COMPREHENSIVE ANALYSIS OF NATURAL LANGUAGE PROCESSING TECHNIQUE

MACHINE-DRIVEN TEXT ANALYSIS

Nltk

Unsupervised Software-Specific Morphological Forms Inference from Informal Di...

A NOVEL APPROACH FOR NAMED ENTITY RECOGNITION ON HINDI LANGUAGE USING RESIDUA...

Tagging based Efficient Web Video Event Categorization

Resume_Clasification.pptx

Natural language processing: feature extraction

Day2-Slides.ppt pppppppppppppppppppppppppp

Suggestion Generation for Specific Erroneous Part in a Sentence using Deep Le...

Recently uploaded

Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We are available 24*7 Booking Contact Details :- WhatsApp Chat :- +91-7014168258 If you're looking for India Call girls you've come to the right place. You'll find some of the most beautiful call girls in our location with. These ladies have pleasing personalities, hot figures, and a passion for physical pleasure. Call girls in India Lucknow Many men have booked them for their erotic and soul-mixing performances, which are sure to leave you with unforgettable memories. #K09 Escort Service India is available in the city for men and women of all ages. They can satisfy your sexual needs and will make your experience even more enjoyable and memorable. Whether you're looking for a blow-job, stripping, lovemaking, or other dirty acts, you'll be able to find a match for your tastes and budget. These highly trained professionals will help you have an unforgettable night. One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7014168258 We are available 24*7 all days of the year. Call us — 7014168258 Thank you for Visiting.

Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...

nirzagarg

原版定制【微信:176555708】【伦敦大学毕业证（UoL毕业证书）】【微信:176555708】（留信学历认证永久存档查询）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。【业务选择办理准则】一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信176555708】文凭即可二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信176555708】即可三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。留信网认证的作用: 1:该专业认证可证明留学生真实身份 2:同时对留学生所学专业登记给予评定 3:国家专业人才认证中心颁发入库证书 4:这个认证书并且可以归档倒地方 5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息 6:个人职称评审加20分 7:个人信誉贷款加10分 8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才留信网服务项目： 1、留学生专业人才库服务（留信分析） 2、国（境）学习人员提供就业推荐信服务 3、留学人员区块链存储服务 → 【关于价格问题（保证一手价格）】我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子我给客户的都是第一手的代理价格，因为我想坦诚对待大家不想跟大家在价格方面浪费时间对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。选择实体注册公司办理，更放心，更安全！我们的承诺：可来公司面谈，可签订合同，会陪同客户一起到教育部认证窗口递交认证材料，客户在教育部官方认证查询网站查询到认证通过结果后付款，不成功不收费！

怎样办理伦敦大学毕业证（UoL毕业证书）成绩单学校原版复制

vexqp

Digital Transformation Playbook by Graham Ware

Graham Ware

Saudi Arabia [ Abortion pills) Jeddah/riaydh/dammam/+966572737505☎️] cytotec tablets uses abortion pills 💊💊 How effective is the abortion pill? 💊💊 +966572737505) "Abortion pills in Jeddah" how to get cytotec tablets in Riyadh " Abortion pills in dammam*💊💊 The abortion pill is very effective. If you’re taking mifepristone and misoprostol, it depends on how far along the pregnancy is, and how many doses of medicine you take:💊💊 +966572737505) how to buy cytotec pills At 8 weeks pregnant or less, it works about 94-98% of the time. +966572737505[ 💊💊💊 At 8-9 weeks pregnant, it works about 94-96% of the time. +966572737505) At 9-10 weeks pregnant, it works about 91-93% of the time. +966572737505)💊💊 If you take an extra dose of misoprostol, it works about 99% of the time. At 10-11 weeks pregnant, it works about 87% of the time. +966572737505) If you take an extra dose of misoprostol, it works about 98% of the time. In general, taking both mifepristone and+966572737505 misoprostol works a bit better than taking misoprostol only. +966572737505 Taking misoprostol alone works to end the+966572737505 pregnancy about 85-95% of the time — depending on how far along the+966572737505 pregnancy is and how you take the medicine. +966572737505 The abortion pill usually works, but if it doesn’t, you can take more medicine or have an in-clinic abortion. +966572737505 When can I take the abortion pill?+966572737505 In general, you can have a medication abortion up to 77 days (11 weeks)+966572737505 after the first day of your last period. If it’s been 78 days or more since the first day of your last+966572737505 period, you can have an in-clinic abortion to end your pregnancy.+966572737505 Why do people choose the abortion pill? Which kind of abortion you choose all depends on your personal+966572737505 preference and situation. With+966572737505 medication+966572737505 abortion, some people like that you don’t need to have a procedure in a doctor’s office. You can have your medication abortion on your own+966572737505 schedule, at home or in another comfortable place that you choose.+966572737505 You get to decide who you want to be with during your abortion, or you can go it alone. Because+966572737505 medication abortion is similar to a miscarriage, many people feel like it’s more “natural” and less invasive. And some+966572737505 people may not have an in-clinic abortion provider close by, so abortion pills are more available to+966572737505 them. +966572737505 Your doctor, nurse, or health center staff can help you decide which kind of abortion is best for you. +966572737505 More questions from patients: Saudi Arabia+966572737505 CYTOTEC Misoprostol Tablets. Misoprostol is a medication that can prevent stomach ulcers if you also take NSAID medications. It reduces the amount of acid in your stomach, which protects your stomach lining. The brand name of this medication is Cytotec®.+966573737505) Unwanted Kit is a combination of two medicines, whi

Cytotec in Jeddah+966572737505) get unwanted pregnancy kit Riyadh

Abortion pills in Riyadh +966572737505 get cytotec

Jual Obat Aborsi Cytotec & Gastrul Asli 2024 ⋆ 082223109953 ⋆ Cara Menggugurkan Kandungan Untuk Usia Janin 1-8 Bulan Secara Alami Dan Cepat Dalam 1 Hari Gugur Tuntas KLINIK _ APOTIK ONLINE SOLUSI MENGGUGURKAN MASALAH KEHAMILAN ANDA | JUAL OBAT ABORSI ASLI ( WA – 082223109953 ) KLINIK ABORSI TERPEECAYA _ JUAL OBAT ABORSI CYTOTEC MISOPROSTOL ASLI 100% AMPUH HANYA 3 JAM LANGSUNG GUGUR || OBAT PENGGUGUR JANIN KANDUNGAN AMPUH | JUAL OBAT ABORSI ASLI, AMPUH, MANJUR, TUNTAS | OBAT ABORSI OLINE “APOTIK JUAL OBAT CYTOTEC, GASTRUL, GYNACOSIDE ASLI AMPUH. JUAL ” OBAT ABORSI TUNTAS | OBAT ABORSI MANJUR | OBAT ABORSI AMPUH | OBAT PENGGUGUR JANIN | OBAT PENCEGAH KEHAMILAN | OBAT PELANCAR HAID | OBAT TERLAMBAT BULAN | CIRI OBAT ABORSI ASLI | OBAT TELAT BULAN | PIL ABORSI ASLI | CARA MENGGUGURKAN KANDUNGAN | CARA ABORSI TUNTAS | HARGA OBAT ABORSI ASLI | PIL ABORSI | JUAL OBAT ABORSI CYTOTEC | CARA ABORSI SENDIRI | CARA ABORSI USIA 1 BULAN | CARA ABORSI USIA 2 BULA | CARA ABORSI USIA 3 BULAN | OBAT ABORSI USIA 4 BULAN | CARA ABORSI USIA 5 BULAN | CARA MENGGUGURKAN KANDUNGAN | OBAT PENGGUGUR KANDUNGAN | CARA MENGHITUNG USIA KANDUNGAN | CARA MENGATASI TERLAMBAT BULAN | PENJUAL OBAT ABORSI ASLI | OBAT ABORSI GARANSI | OBAT PELUNTUR KANDUNGAN | OBAT TELAT DATANG BULAN | OBAT TELAT HAID | OBAT ABORSI PALING MURAH | KLINIK JUAL OBAT ABORSI | JUAL PIL CYTOTEC | APOTIK JUAL OBAT ABORSI | DOKTER ABORSI KANDUNGAN | CARA ABORSI CEPAT | JUAL OBAT ABORSI BERGARANSI | JUAL OBAT CYTOTEC ASLI | OBAT ABORSI AMAN MANJUR | OBAT MISOPROSTOL CYTOTEC ASLI

Jual Cytotec Asli Obat Aborsi No. 1 Paling Manjur

ptikerjasaptiker

This PowerPoint presentation likely explores the journey and evolution of boAt as a brand known for its innovative approach in the consumer electronics industry. The presentation may cover several key aspects: Introduction to boAt: Overview of the company's founding, vision, and initial products. Innovation Highlights: Exploration of boAt's innovative strategies in product design, technology integration, and market positioning. Market Impact: Discussion on how boAt has disrupted the audio electronics market with its unique offerings and consumer-centric approach. Brand Building: Insights into the marketing and branding strategies employed by boAt to create a strong and recognizable brand identity. Growth Trajectory: Analysis of boAt's growth story, including milestones, challenges faced, and strategies for expansion. Future Outlook: Speculation or plans for the future of boAt, including potential areas of innovation and growth opportunities. Lessons Learned: Takeaways and lessons that can be gleaned from boAt's success story, particularly in the context of entrepreneurship and innovation.

The-boAt-Story-Navigating-the-Waves-of-Innovation.pptx

Vivek487417

Top profile Call Girls In Vadodara [ 7014168258 ] Call Me For Genuine Models We are available 24*7 Booking Contact Details :- WhatsApp Chat :- +91-7014168258 If you're looking for India Call girls you've come to the right place. You'll find some of the most beautiful call girls in our location with. These ladies have pleasing personalities, hot figures, and a passion for physical pleasure. Call girls in India Lucknow Many men have booked them for their erotic and soul-mixing performances, which are sure to leave you with unforgettable memories. #K09 Escort Service India is available in the city for men and women of all ages. They can satisfy your sexual needs and will make your experience even more enjoyable and memorable. Whether you're looking for a blow-job, stripping, lovemaking, or other dirty acts, you'll be able to find a match for your tastes and budget. These highly trained professionals will help you have an unforgettable night. One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7014168258 We are available 24*7 all days of the year. Call us — 7014168258 Thank you for Visiting.

Top profile Call Girls In Vadodara [ 7014168258 ] Call Me For Genuine Models ...

gajnagarg

Switzerland Constitution 2002.pdf.........

EfruzAsilolu

+97470301568 Qatar THC Oil and weed in Qatar? Where can I get THC vape in Doha Qatar?WhatsApp +97470301568 Buy Weed, Cocaine, Heroin and Shrooms in France,Germany, Poland Serbia,Romania, Ukraine WhatsApp +97470301568 Buy Weed, Cocaine, Heroin and Shrooms in Dubai UAE Malaysia Oman Kuwait Bahrain Saudi Arabia Qatar Where can I get weed in Qatar? Where can I get THC vape in Doha Qatar?WhatsApp +97470301568 Buy Weed, Cocaine, Heroin and Shrooms in France,Germany, Poland Serbia,Romania, UkraineWhatsApp +97470301568 Buy Weed, Cocaine, Heroin and Shrooms in Dubai UAE Malaysia Oman Kuwait Bahrain Saudi Arabia Qatar WhatsApp+97470301568 WhatsApp +97470301568 Buy Weed, Cocaine, Heroin and Shrooms in Qatar Dubai UAE Malaysia Oman Kuwait Bahrain Saudi Arabia #Singapore #Jordan #Ireland, #Belgium, #United Kingdom, #Iceland, #*Portugal, Spain, China, Japan, Turkey, Canada United States, Morocco, France,Germany, Poland Serbia,Romania, Ukraine, and all countries United Arab Emirates . Our team has succesfully delivered in 26 different countries . All marijuana and Cocaine is double vacuum packed before shipping, making it completely odorless to ensure that it arrives safely to your door. Our distribution crew is expert at making packages that blend in with the rest of the mail. We have also put into place many other security measures to ensure the security of our customers. buy weed Dubai +97470301568buy Weed Qatar #Buy Weed Kuwait #Buy Weed Bahrain #Buy #Weed #Oman #Buy Weed UAE #Buy Weed Abu Dhabi @Buy Weed Doha Qatar #@Buy Weed Ajman #@Buy Weed Online #@Buy Weed UK #@Buy Weed Iceland #*@Buy Weed All Countries Below are the various strains of kush available ; buy hash and Weed in dubai,abu dhabi,sharjah where to buy weed in doha,where can i find weed in jeddah,Can I get weed delivered to Riyadh?,Buy weed Online Jeddah Saudi Arabia,Buy Weed and THC Cannabis Oil online ,QATAR , DOHA buy kush in DOHA , buy kush in DOHAWeed in QATAR # DOHA Buy Weed and THC Cannabis Oil online who delivers at your own location in Qatar Doha ,Kuwait ,Dubai including cannabis / weed,Where can I find weed in Dubai as a tourist?,Is marijuana allowed in Dubai ? How much is medical marijuana in Dubai ?Is weed legal in Dubai ?How to get marijuana in Saudi Arabia Do people in Saudi Arabia smoke weed ? Is Hash legal in Saudi Arabia ? Where is marijuana the most illegal?Can you get weed in Baku? Dubai, United Arab Emirates Canabis smokers - Dubai, Buy Marijuana Products Online in UAE Desertcart ships the Marijuana products in Dubai ,Abu Dhabi, Sharjah, Al Ain, Ajman and more cities in UAE. Get unlimited free shipping in 164+ countries Buy Weed Products Online in Saudi Arabia Order thc Weed in Saudi Arabia Order thc Weed in Saudi Arabia Order thc Weed in Saudi Arabia Order thc Weed in Saudi Arabia Buy Marijuana Saudi Arabia weed in jeddahis cbd legal in saudi arabia cali tins smoke in saudi arabia drug use saudi arabia Buy weed marijuana. White Widow OG #Kush Sensi Star x ak 47 Afghan Ku

+97470301568>>weed for sale in qatar ,weed for sale in dubai,weed for sale in...

Health

Digital advertising, or paid media, encompasses the strategic deployment of online advertisements to reach target audiences efficiently and effectively. This includes any digital platform that supports advertising to deliver unique messages for any objective. Understanding the mechanics of digital advertising platforms, along with insights into audience behaviors and preferences, allows marketers to optimize their ad spend and achieve significant engagement and conversion rates. This lecture is for Advanced Digital & Social Media Strategy (MGMTX 466.05) at UCLA Extension.

Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...

Valters Lauzums

原版定制【微信:176555708】【伦敦大学城市学院毕业证（CITY毕业证书）】【微信:176555708】（留信学历认证永久存档查询）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。【业务选择办理准则】一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信176555708】文凭即可二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信176555708】即可三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。留信网认证的作用: 1:该专业认证可证明留学生真实身份 2:同时对留学生所学专业登记给予评定 3:国家专业人才认证中心颁发入库证书 4:这个认证书并且可以归档倒地方 5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息 6:个人职称评审加20分 7:个人信誉贷款加10分 8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才留信网服务项目： 1、留学生专业人才库服务（留信分析） 2、国（境）学习人员提供就业推荐信服务 3、留学人员区块链存储服务 → 【关于价格问题（保证一手价格）】我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子我给客户的都是第一手的代理价格，因为我想坦诚对待大家不想跟大家在价格方面浪费时间对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。选择实体注册公司办理，更放心，更安全！我们的承诺：可来公司面谈，可签订合同，会陪同客户一起到教育部认证窗口递交认证材料，客户在教育部官方认证查询网站查询到认证通过结果后付款，不成功不收费！

怎样办理伦敦大学城市学院毕业证（CITY毕业证书）成绩单学校原版复制

vexqp

Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We are available 24*7 Booking Contact Details :- WhatsApp Chat :- +91-7014168258 If you're looking for India Call girls you've come to the right place. You'll find some of the most beautiful call girls in our location with. These ladies have pleasing personalities, hot figures, and a passion for physical pleasure. Call girls in India Lucknow Many men have booked them for their erotic and soul-mixing performances, which are sure to leave you with unforgettable memories. #K09 Escort Service India is available in the city for men and women of all ages. They can satisfy your sexual needs and will make your experience even more enjoyable and memorable. Whether you're looking for a blow-job, stripping, lovemaking, or other dirty acts, you'll be able to find a match for your tastes and budget. These highly trained professionals will help you have an unforgettable night. One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7014168258 We are available 24*7 all days of the year. Call us — 7014168258 Thank you for Visiting.

Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We ...

nirzagarg

Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models We are available 24*7 Booking Contact Details :- WhatsApp Chat :- +91-7014168258 If you're looking for India Call girls you've come to the right place. You'll find some of the most beautiful call girls in our location with. These ladies have pleasing personalities, hot figures, and a passion for physical pleasure. Call girls in India Lucknow Many men have booked them for their erotic and soul-mixing performances, which are sure to leave you with unforgettable memories. #K09 Escort Service India is available in the city for men and women of all ages. They can satisfy your sexual needs and will make your experience even more enjoyable and memorable. Whether you're looking for a blow-job, stripping, lovemaking, or other dirty acts, you'll be able to find a match for your tastes and budget. These highly trained professionals will help you have an unforgettable night. One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7014168258 We are available 24*7 all days of the year. Call us — 7014168258 Thank you for Visiting.

Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...

gajnagarg

SR-101-01012024-EN.docx Federal Constitution of the Swiss Confederation

EfruzAsilolu

Gartner's Data Analytics Maturity Model.pptx

chadhar227

原版定制【微信:176555708】【旧金山城市学院毕业证（CCSF毕业证书）】【微信:176555708】（留信学历认证永久存档查询）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。【业务选择办理准则】一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信176555708】文凭即可二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信176555708】即可三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。留信网认证的作用: 1:该专业认证可证明留学生真实身份 2:同时对留学生所学专业登记给予评定 3:国家专业人才认证中心颁发入库证书 4:这个认证书并且可以归档倒地方 5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息 6:个人职称评审加20分 7:个人信誉贷款加10分 8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才留信网服务项目： 1、留学生专业人才库服务（留信分析） 2、国（境）学习人员提供就业推荐信服务 3、留学人员区块链存储服务 → 【关于价格问题（保证一手价格）】我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子我给客户的都是第一手的代理价格，因为我想坦诚对待大家不想跟大家在价格方面浪费时间对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。选择实体注册公司办理，更放心，更安全！我们的承诺：可来公司面谈，可签订合同，会陪同客户一起到教育部认证窗口递交认证材料，客户在教育部官方认证查询网站查询到认证通过结果后付款，不成功不收费！

怎样办理旧金山城市学院毕业证（CCSF毕业证书）成绩单学校原版复制

vexqp

Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We are available 24*7 Booking Contact Details :- WhatsApp Chat :- +91-7014168258 If you're looking for India Call girls you've come to the right place. You'll find some of the most beautiful call girls in our location with. These ladies have pleasing personalities, hot figures, and a passion for physical pleasure. Call girls in India Lucknow Many men have booked them for their erotic and soul-mixing performances, which are sure to leave you with unforgettable memories. #K09 Escort Service India is available in the city for men and women of all ages. They can satisfy your sexual needs and will make your experience even more enjoyable and memorable. Whether you're looking for a blow-job, stripping, lovemaking, or other dirty acts, you'll be able to find a match for your tastes and budget. These highly trained professionals will help you have an unforgettable night. One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7014168258 We are available 24*7 all days of the year. Call us — 7014168258 Thank you for Visiting.

Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...

nirzagarg

Data Analyst Tasks to do the internship.pdf

theeltifs

Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models We are available 24*7 Booking Contact Details :- WhatsApp Chat :- +91-7014168258 If you're looking for India Call girls you've come to the right place. You'll find some of the most beautiful call girls in our location with. These ladies have pleasing personalities, hot figures, and a passion for physical pleasure. Call girls in India Lucknow Many men have booked them for their erotic and soul-mixing performances, which are sure to leave you with unforgettable memories. #K09 Escort Service India is available in the city for men and women of all ages. They can satisfy your sexual needs and will make your experience even more enjoyable and memorable. Whether you're looking for a blow-job, stripping, lovemaking, or other dirty acts, you'll be able to find a match for your tastes and budget. These highly trained professionals will help you have an unforgettable night. One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7014168258 We are available 24*7 all days of the year. Call us — 7014168258 Thank you for Visiting.

Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...

gajnagarg

Abortion pills in Kuwait city !🌆+918761049707^) Where to get cytotec pills in salmiyah, WhatsApp '''(+918761049707)''' Explore Discreet and Safe Abortion Pill Options in Dubai, Empowering Women With Confidential and Medically Supervised Choices For Reproductive Health" Abortion Pills In Dubai, Abu Dhabi/Alain/Sharjah/RAK City Satwa-Mifepristone and Misoprostol Available in Dubai/Abu Dhabi - i Pills in Dubai and Cost Of Cytotec in WhatsApp (+918761049707) Abortion Pills in Dubai/Abu Dubai/ Abu Dhabi. Are you stranded with unwanted pregnancy in Dubai, Abu Dhabi , the United Arab Emirates (U.A.E), Qatar, Oman, Saudi Arabia or Kuwait? you can now contact us now on Whatsapp Dr AJ:+918761049707to buy safe abortion pills In Dubai, Abu Dhabi, Sharjah, Al Ain, Ajman, RAK City, Ras Al Khaimah and Fujairah to terminate an unwanted pregnancy in Dubai and the United Arab Emirates. Get your Discreet 100% Safe (+918761049707 )*Effective Abortion Pills For Sale in Dubai, Abu Dhabi, KUWAIT, QATAR, BAHRAIN, DOHA, SALMIYA, Sharjah, Ajman, Alain, Fujairah, Ras Al Khaimah, Umm Al Quwain, UAE. BUY Mifepristone and Misoprostol (Cytotec), Mtp Kit In UAE. Abortion pills available in UAE (United Arab Emirates), Saudi Arabia, Kuwait, Oman, Bahrain and Qatar. Contact us today. +918761049707 -The UAE’s leading abortion care service in Dubai. Abortion Treatment. Medical Abortion. Surgical Abortion. Find A Clinic like Dr Maria Abortion clinic in Dubai We have Abortion Pills / Cytotec Tablets Available in Dubai, Abu Dhabi, KUWAIT, QATAR, BAHRAIN, DOHA, SALMIYA, Sharjah, Ajman, Alain, Fujairah, Ras Al Khaimah, Umm Al Quwain, UAE., buy cytotec in Dubai abortion Pills Cytotec also available Oman Qatar Doha Saudi Arabia Bahrain We sell original abortion medicine which includes: Cytotec 200mcg (Misoprostol), Mifepristone, Mifegest-kit, Misoclear, Emergency contraceptive pills, Morning after sex pills, ipills, pills to prevent pregnancy 72 hours after sex. All our pills are manufactured by reputable medical manufacturing companies like PFIZER. Medical abortion is easy and effective for everyone to perform in their own privacy. There are very few complications that may arise from medical abortion if one follows the right guidelines as instructed by the obstetrician. Abortion Pills in Dubai Can Now Be Offered at Dr Maria Abortion clinic in Dubai, F.D.A. Mifepristone and Misoprostol, the first of two drugs in medication abortions, previously had to be dispensed only by clinics, doctors or a few mail-order pharmacies like Dr Maria Abortion clinic in Dubai . Now, We can provide it. For the first time, retail pharmacies, like Dr Maria Abortion clinic in Dubai, will be Able to offer abortion pills in Dubai under a regulatory change made Tuesday by the Food and Drug Administration. The action could significantly expand access to abortion through medication. Cytotec Abortion Pills are Available In Dubai / UAE, you will be very happy to do abortion in Dubai we are providing cytotec 200mg

In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia

ahmedjiabur940

Recently uploaded (20)

Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...

怎样办理伦敦大学毕业证（UoL毕业证书）成绩单学校原版复制

Digital Transformation Playbook by Graham Ware

Cytotec in Jeddah+966572737505) get unwanted pregnancy kit Riyadh

Jual Cytotec Asli Obat Aborsi No. 1 Paling Manjur

The-boAt-Story-Navigating-the-Waves-of-Innovation.pptx

Top profile Call Girls In Vadodara [ 7014168258 ] Call Me For Genuine Models ...

Switzerland Constitution 2002.pdf.........

+97470301568>>weed for sale in qatar ,weed for sale in dubai,weed for sale in...

Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...

怎样办理伦敦大学城市学院毕业证（CITY毕业证书）成绩单学校原版复制

Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We ...

Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...

SR-101-01012024-EN.docx Federal Constitution of the Swiss Confederation

Gartner's Data Analytics Maturity Model.pptx

怎样办理旧金山城市学院毕业证（CCSF毕业证书）成绩单学校原版复制

Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...

Data Analyst Tasks to do the internship.pdf

Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...

In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia

Data Analytics using R with Yelp Dataset

1. Text Analytics on Dataset #DevConMru

2. Data ScienceBig Processes and systems to extract knowledge or insights from data Large and complex data that has been collected over several years

3. What is yelp ?

4. Dataset yelp_academic_dataset_business – Business Information yelp_academic_dataset_review – User Reviews Combine the 2 using

5. DEMO

6. Text Analytics Methodologies Natural Language Processing (NLP)

7. Part 1 Natural Language Processing (NLP) Microsoft Text Analytics Sentiment Analysis Keyword Extraction Topic Detection Language Detection

8. DEMO

9. Stemming Revert the word into its original or root form

10. Stemming (Results)

11. Common Words Removal

12. DEMO

13. Part 2 Natural Language Processing (NLP) Stanford CoreNLP

14. Part 2 Natural Language Processing (NLP) Stanford CoreNLP Part of Speech POS Tag Description Example CC coordinating conjunction and CD cardinal number 1, third DT determiner the EX existential there there is FW foreign word d’hoevre IN preposition/subordinating conjunction in, of, like JJ adjective big JJR adjective, comparative bigger JJS adjective, superlative biggest

15. DEMO

16. Part 2 Natural Language Processing (NLP) Stanford CoreNLP

17. Part 2 Natural Language Processing (NLP) Stanford CoreNLP

18. DEMO

19. Term Document Matrix Describes the frequency of terms that occur in a collection of documents

20. Term Document Matrix Term frequency and weighting TF-IDF weighting: give higher weight to terms that are rare

21. Unsupervised Learning K-means Clustering “Art of finding groups in data” – Kaufman, Rousseeuw • No clear picture of what is within the document • • Natural pair of groupings • • Simple to run

22. K-means Clustering

23.

24. DEMO

25. Conclusion 1. Data Manipulation in R 2. Natural Language Processing 3. Machine Learning 4. Visualization

26. Text Analytics on Dataset Thank you.

Data Analytics using R with Yelp Dataset

Recommended

Recommended

More Related Content

Similar to Data Analytics using R with Yelp Dataset

Similar to Data Analytics using R with Yelp Dataset (20)

Recently uploaded

Recently uploaded (20)

Data Analytics using R with Yelp Dataset

Editor's Notes