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ProductList, Microsoft. CardModel, Microsoft. ImageItem, Microsoft. Please contact your security Administrator for first-time setup. A distinctive peculiarity of the app is pleasant design and ease of use of the rich app functionality. Our goal is to create the best application for reading book on Windows platforms. Each calculation shows you amortization tables with complete amortization schedules for the loan.

You can even Live Broadcast the page to up to thousands of your friends, colleagues or students on any devices. Print to PDF or to real paper on a printer. Great for everything from designing your next great product to just quickly doodling on an image. Protect, manage and share your passwords, documents, private photos and other personal information with world-class security, right from your Windows desktop, Surface or phone.

Keeper helps millions of people and thousands of businesses protect their most confidential assets, stopping hackers and cyber criminals in their tracks. With Keeper you can generate strong passwords for each of your accounts and quickly login to websites and applications without having to remember or enter passwords. Get Keeper. What a mess! I downloaded the Keeper application and since then my life has been less complicated.

Patent No. With this app you will find Bible verses quickly and easily. Spice up your chemistry on Windows 8 and 8. In this app you will find the 7 continents of our world their respective countries and capitals. I wrote this app because I needed a way to take a full page screenshot of a web page and existing solutions didn’t work for me.

Exporting to a PDF doesn’t always display the content right and the pagination sometimes cuts off important content.

Love Test Application does not show real compatibility. You can also add videos to your Favorites list so you can view them easily. You can also share videos on social networks and share it with friends. It also displays the video and number of views, as well as its ratings and reviews. Import the RAW files and Fotor will take care of the rest. Analyzing brightness, contrast, saturation and exposure value, Fotor optimizes the source image to become an even more amazing photo!

Magically unleash your creative inspiration, while using a mix of clear focus and selective blurring to create magnificent photos. The advanced scientific, financial and programmer calculators provide a comprehensive set of mathematical functions and constants to help you perform any type of calculation.

The app is also available in the App Store and on Google Play, so you can enjoy the same the same great features across you PC and mobile devices. All other calculators are completely free! Over mathematical and physical constants are accessible in an easy-to-navigate list.

Implicit multiplication and operator precedence are supported for faster input, while the unique memory mode also provides a facility for statistical functions. Individual rates can be set for markup, discount, tax and interest. Perfect for students and professionals who wish to verify the results of time value of money calculations. The exchange rates are easily updated to real-time values from the Open Exchange Rates API, while favourite currency conversions can be saved for easy comparisons.

Use it as a replacement for Notepad and other quick edit apps. It’s fast and fluid, and gives you the power to edit documents with features you’d normally only find in desktop apps. Code Writer is perfect for editing any text-based file, doing code reviews, or giving presentations with code samples. A popup command palette provides quick keyboard access to almost every command in the app.

Color is used pervasively throughout the app to create a bond between you and the various file types you work with. Learn about every product feature with the included detailed documentation. We have many plans for further improvements but want to hear your suggestions too. It is most helpful if you post your own ideas for app features in our support forum or in the Windows Feedback app instead of or in addition to reviews in the Store so that we can communicate directly with you.

Sometimes we may need more information about the feature request and by posting in our forums or the Feedback app, we can get that from you. Thank you for your support, it is much appreciated. Happy coding! Yes the books include text and audio.

We publish a new book every 2 weeks. Kids can enjoy these books on their own or you can read to them. All books we publish are picture books with audio.

Please post your comments and suggestions, play games, puzzles and download coloring pages at facebook. Search for starters, main courses and desserts by entering simple key words. Make one of them by following the instructions or simply add it to your personal recipe book, ready for when you need it.

Choose from the massive selection of original products in Fashion, Electronics, Books, Mobiles and other categories. Get timely alerts on great deals with big discounts, every day!

We never use your device to post social updates or gain access to personal information. Tell us what makes this app good or what could be done better. Email us at app-feedback flipkart. The application automatically converts an image to black and white. Then reveal or hide color with the touch of your finger. We’ve made it easy for you to select areas of your photo with our auto fill tool.

If you really want to get detailed, use the brush and eraser tools to touch up your selection. First Bank Nigeria Plc is a national icon and an international player in the financial services industry. That help your child to learn ABC in an interactive way.

Get this app to help your kid to develop early learning skills. In this app you will get. AP is joined in this app by more than a thousand of its newspaper and broadcast customers in the United States, adding extensive local news coverage to the AP’s unmatched world and national reports.

The Associated Press delivers news like no other news app. With the Stanford University Windows8 App, you have cutting-edge webinars, seminars, and lectures at your fingertips.

Browse videos in computer science and engineering, entrepreneurship and innovation, leadership and management, and more. The best photo collage maker. It helps you combine Amazing photos in picture gallery into worth-share photo collage with various frames, layouts and photo grid.

Numerous amazing filters with artistic styles and artwork effects, easily turn your photos into artworks. With Photo Collage – InstaMag, you can combine photos into worth-share photo grid with perfect design layout for Instagram.

There are so many effects, stickers and features to apply to your photos! What an incredible fun! Free to use functions allows user to take advantage of well polished features of the app to revolutionize mobile photography.

You can also adjust mirror photos in impressive frames, shapes and text patterns. All you need to do is download the app, fill in the invoice with necessary details and your invoice will be ready. You can also select battery level and many customization. This will extend the life of your battery. Application will alert you when your phone charge is at selected percentage.

After enable charge alarm, if you wish you can enable theft alarm. While theft alarm active, if your phone cable unplug, alarm sound will be play. Emails are typically responded within 24 hours. Otherwise, application will not work properly. Imagine yourself browsing through your favorite hymns – reading the lyrics, watching the score and playing their music. You can also print it for your reference.

If you love hymns, Hymn world is for you! It lets you refer the lyrics and scores; play music of hundreds of hymns in public domain. You can search using part of the title of the hymn.

Stay tuned for more! New UI design is the benchmark for Windows 10 applications. Meanwhile, latest pictures of cloud services can make your computer in unprecedented ways to find your photos and videos.

In addition, using the editing tools you can also continue to repair your photos, and share them with their families. Meanwhile, the zoom controls in the toolbar allows you to freely adjust the number of pictures displayed on the screen to get fit your own view. You can also directly in the search box, type the value you want to find a certain time or a certain place to find the photos.

If you are a beginner, effects include dozens of filters to easily make your photos huanran line. If you want to adjust more advanced, the use of light, clarity, these tools can achieve. It does this by hiding your IP address which is essentially your online identity and providing you with a different one by routing your web activity through different servers and IP addresses.

ProductBadge, Microsoft. Look no further! File Viewer Finder helps you identify the file type and find the right file viewer. We maintain a comprehensive file extension database containing detailed information for most of the common file extensions. File information includes description, category, and how to open the file.

The database currently contains information for over 1, file extensions in association with over 3, unique file type categories. Download and install the File Viewer Finder app, enter a file extension of your interest, and you will receive full access to all information related to how to open your file. It’s the 21st century after all.

Sure those tax returns from are fun to dig out and look at from time to time, but do you really still need the paper copy after all these years? Fear not, now there is an easy way to create digital copies of your old documents with PDF Document Scanner!

Simply set your document on the table and then frame it up on the screen and take a picture. The document will be converted to a PDF file and stored on your device! Create multiple page PDF document projects and save them to cloud storage for backup, burn them to DVD, or whatever else you choose! Quick and painless. Definitely worth a 5 star rating! Nice, easy, and fast. I love it.

It works so simply and no problems. We created it with a single purpose in mind: to be the simplest, lightest zip, RAR, and 7z extraction tool out there. Click on any archive or file on your device, and WinOpener will extract it.

Also you can compress videos. Try our stunning fonts. Rent or buy movies, download your favorite TV shows, and more. Plus, download your favorite music to listen without Wi-Fi. Try it free with no commitment, and cancel anytime. The powerful archiver 8 Zip has expanded its set of capabilities with the new Continuum, Cortana and Windows Hello technologies. Decrypt files through an iris scan or at a touch. Listen to music, read documents, and watch videos right in the app.

Free version of app lets you work with ZIP archives only. Full-featured work with other formats are available in the full version. Simply send your suggestions for improvement to 8zip finebits. Now you can do it using selection rectangle. Earn Bitcoin which can be exchanged for real-world currency! Works great at home, work, or on the go. Download Bitcoin Miner and start mining Bitcoin today! Each hash has a chance of yielding bitcoins. The more hashes performed, the more chances of earning bitcoins.

Most people join a mining pool to increase their chances of earning bitcoins. Mining pools pay for high value hashes known as shares. If an account doesn’t reach Satoshis during a week, the balance carries forward it is never lost. Watch media content right in the application. The operation of the application has been optimized to view the entire content of Youtube with one click, select the appropriate format, convert and download to your device.

Now you can download many materials in the best quality at the same time. If you love music and video and you like this app, do not forget to write a review and share it with others. It is suitable for all popular media player formats. You can find the app in the apps list, from there you can add the file to the app which will then be available on your device.

However, to access the external subtitles, subtitle and video file must be placed in the same folder of the video player. Also, do rate us. It integrates all your calendars into an easy-to-read overview.

View and manage all your appointments, events and birthdays. Easily filter the appointments you would like to see. Find your way with voice navigation and turn-by-turn driving, transit, and walking directions. Search for places to get directions, business info, and reviews. Tour the world virtually with breathtaking aerial imagery and degree street-level views. Plus, you get the same experience across all your Windows 10 PCs and phones.

Read beautifully presented articles arranged in a magazine layout, and view interesting YouTube videos in full-screen. Also, with the 3D page flipping effect, the smooth transition gives you the feel of actually flipping a book. Instantly log in to your favorite sites using features that are unique to you, such as your face or fingerprint.

The True Key app remembers and fills your passwords in the background as you surf the web – no typing required. With the True Key app, you choose how you sign in. If you’re not comfortable with using your face, choose from other available factors such as 2nd Device or Master Password. We like to call it multi-factor authentication made easy. We don’t share or sell your information. We secure it, so only you have access – period.

But more than that, it provides more convenience and flexibility to surf the web with NEW browser support for Microsoft Edge. Mix hits on the turntables weather you are a professional DJ or a starter. Whether you are mixing professionally or a beginner who just loves to create music, Virtual DJ Mixer offers you the most intuitive yet powerful mixing experience. Write, edit, and publish posts to your site, check stats, and get inspired with great posts in the Reader.

You can take a snapshot of the readings and share it as well. GoLearningBus providers 1. School bus K , 2. College Bus, 3. Professional Bus and 4. Languages bus with more than 50 languages. Snack sized tutorials. Bite sized flashcards to memorize key concepts. Simple and easy quizzes for self-assessment. For full access to the content, please login and purchase this application. Lifetime of free updates! Answer entertaining questions and Would You Rather type questions.

I could take more of your time explaining it, but you should really just download the app! Environmentally friendly eBook reading allows you to read anywhere, anytime. Even if you have just a minute or a few hours. Plays almost all types of local video files mp4,mkv,avi,3gp,flv and more. Supports external subtitle file. Supports downloading subtitle.

Limited video zooming options. Gesture supported. Resume last videos. Security options for locking the whole app or particular folder. Limited Vob and webm support. Doesn’t support dvd playback. Also vob and webm support is experimental and may show problems in various devices. We welcome you to join our community and share your feedback with us, to make the product better and better. Built-in photo editing tool lets you edit each image separately to make slideshow more beautiful.

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You get all these impressive features in one app. Edit stickers by clicking the list item and update your video by adding more stickers. Have fun using this all-in-one Video Editor and Photo Editor app.

Do you remember the peace and relaxation you felt when coloring as a child? Why can’t you have coloring books as an adult, too? This is the only coloring book app that simulates brush strokes for a realistic coloring experience. With this app, you don’t need wifi to start the coloring game! All videos you can watch without buffering, fast streaming and free download for your Phone, PC and Tablet. Simply grab your channel ID and stream and download your channel videos.

Please check whether or not the content is protected by copyright laws from each sites. By lightly fading the video into the background, you can continue to watch while you read comments, browse channels and videos, and everything else you can do in the app. If you can do something in the app, then you can do it while watching a video!

I’ll work as hard as I can to keep things going after a change is made. This may change in the future. It gathers the feeds from top local and international news sites like Punch, Vanguard, ThisDay, Linka Ikeji, etc , all in one place making it easy to navigate and read. Zoho Books helps you manage your business expenses and invoice your clients on the go. Easily manage your expenses and categorize them by type.

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A great asset to have for musicians. The app has a user friendly interface for easy and ready reference. Stemming is the process of removing prefixes and suffixes from words so that they are reduced to simpler forms which are called stems. In lemmatization, the speech part of a word must be determined first and the normalization rules will be different for different parts of the speech, whereas, the stemmer operates on a single word without knowledge of the context, and therefore cannot discriminate between words that have different meanings depending on part of the speech.

A “tag” is a case-sensitive string that specifies some property of a token, such as its part of speech. Tagged tokens are encoded as tuples tag, token. This model allows us to extract features from the text by converting the text into a matrix of occurrence of words.

We will take our tweets that have been already processed, and the sentiment 1: Positive, 0: Negative. Then, we will proceed to create a list with the tweets and finally we will be able to use Countvectorizer. Countvectorizer is a method to convert text to numerical data: It converts a collection of text documents to a matrix of token counts.

TF-IDF allows for a simple mathematical way of defining word “importance”. This allows for a smarter document vector. Term frequency—inverse document frequency, is a numerical statistic that is intended to reflect how important a word is to a document in a collection or corpus. Inverse document frequency: This downscales words that appear a lot across documents in a given corpus and that are hence empirically less informative than features that occur in a small fraction of the training corpus.

Human language is astoundingly perplexing and diverse. NLP is an approach that helps us improve our communication and influence skills at a time these are becoming even more important. Even though computing systems enable fast and highly accurate communication channels, machines have never been good at understanding how and why we communicate in the first place.

What is NLP? NLP is a branch of artificial intelligence that allows computers to interpret, analyze and manipulate human language. NLP is about developing applications and services that can understand human languages.

Alan Turing was part of this team. Part-of-speech tagging Named Entity Recognition NER Question answering Speech recognition Text-to-speech and speech-to-text Topic modeling Sentiment classification Language modeling Translation Information retrieval: Web searching algorithms that use keyword matching. Any examples? Maybe Google? Target Ads: Recommendations based on key words from social media. Have you search for shoes, laptops, flowers? Later you’ll see some adds based on all those searchs.

Text Summarization: Algorithms that allow getting a summary out of a text. Sentiment Analysis: Analysis done to reviews or posts from apps like Twitter, Yelp, Airbnb, Google reviews, etc, to understand human’s feelings and emotions. Which libraries can we use?

It provides easy-to-use interfaces to over 50 corpora and lexical resources such as WordNet, along with a suite of text processing libraries for classification, tokenization, stemming, tagging, parsing, and semantic reasoning, wrappers for industrial-strength NLP libraries, and an active discussion forum. NLTK has been called “a wonderful tool for teaching, and working in, computational linguistics using Python,” and “an amazing library to play with natural language.

Getting the data we’re going to use ready. In [1]:. Libraries to help with reading and manipulating data import numpy as np import pandas as pd libraries for visualizations import seaborn as sns import matplotlib. In [2]:.

You’ll need to install NLTK if you don’t have it already! In [3]:. Let’s use the NLTK library import nltk from nltk. Where are the files that we’re downloading? In [4]:. In [5]:. In [6]:. In [7]:. We can divide apply the string to both files with the objective of converting them into a lists. In [8]:. In [9]:.

Checking tweets in the position 6 from both lists. In [10]:. In [11]:. Since we’ve checked that we have now two lists, we can get the amount of positive and negative tweets that we have available for our analysis. In [12]:. Positive tweets: Negative tweets: In [13]:. In [14]:. We will merge the positive and negative tweets into one dataset to handle the data in a better and simpler way. We’ll add tags for each kind of tweet. Positive tweets: pos and negative tweets: neg.

Steps: Create a new column to identify both, positive and negative tweets. Call this new column sentiment. Do this for both DataFrames.

In [15]:. How do the positive tweets look like? In [16]:. How do the negative tweets look like? In [17]:. Merging the DataFrames to have both, positive and negative tweets in one DataFrame. In [18]:. In [19]:.

Adding the negative tweets to our new DataFrame “tweets”. In [20]:. In [21]:. Let’s visualize and verify that our data is consistent. In [22]:. Engaging in text processing allows us to move onto more difficult tasks which are unique to dealing with text What is text processing?

There are a whole host of powerful libraries dedicated to this, including: string and str. For an easier text manipulation we will convert any string to lowercase.

We will remove special characters and any strings that are not going to be needed for further analysis. String module Cleaning the tweets before going though any other text manipulation is helpful.

In [23]:. Before we start, let’s create a copy of our data so we can compare all the changes later. Converting any uppercase string to lowercase. In [24]:. In [25]:. In [26]:. Reviewing the tweets that include URL’s. In [27]:. Looking at the datapoint with index 0 to confirm that it has an URL.

Removing URL’s from tweets. In [28]:. In [29]:. In [30]:. In [32]:. We will use the library emot, which is open source. In [33]:. In [34]:. In [35]:. Converting emojis into words. In [36]:. Convert emoticons into words. In [37]:. In [38]:. Replacing emojis and emoticons from the tweets. In [39]:. Removing mentions. For example mariacamila In [40]:.

Removing any noise that might be left: Special characters. In [41]:. In [42]:. What are stopwords? What are the languages available?

In [43]:. In [44]:. Tokenization consists of dividing a piece of text into smaller pieces. We can divide paragraph into sentences, sentence into words or word into characters. How do we understand the meaning of a sentence?

Why is important? It is important because before doing a text analysis we to identify the words that constitute a string of characters. It’s also important because we can identify the different type of words after obtaining the tokens. In [45]:.

 
 

 

Windows 10 1703 download iso italy vsco.Download link of windows 10 1703 version iso.

 

It also displays the video and number of views, as well as its ratings and reviews. Import the RAW files and Fotor will take care of the rest. Analyzing brightness, contrast, saturation and exposure value, Fotor optimizes the source image to become an even more amazing photo! Magically unleash your creative inspiration, while using a mix of clear focus and selective blurring to create magnificent photos. The advanced scientific, financial and programmer calculators provide a comprehensive set of mathematical functions and constants to help you perform any type of calculation.

The app is also available in the App Store and on Google Play, so you can enjoy the same the same great features across you PC and mobile devices. All other calculators are completely free! Over mathematical and physical constants are accessible in an easy-to-navigate list. Implicit multiplication and operator precedence are supported for faster input, while the unique memory mode also provides a facility for statistical functions.

Individual rates can be set for markup, discount, tax and interest. Perfect for students and professionals who wish to verify the results of time value of money calculations. The exchange rates are easily updated to real-time values from the Open Exchange Rates API, while favourite currency conversions can be saved for easy comparisons.

Use it as a replacement for Notepad and other quick edit apps. It’s fast and fluid, and gives you the power to edit documents with features you’d normally only find in desktop apps. Code Writer is perfect for editing any text-based file, doing code reviews, or giving presentations with code samples.

A popup command palette provides quick keyboard access to almost every command in the app. Color is used pervasively throughout the app to create a bond between you and the various file types you work with.

Learn about every product feature with the included detailed documentation. We have many plans for further improvements but want to hear your suggestions too. It is most helpful if you post your own ideas for app features in our support forum or in the Windows Feedback app instead of or in addition to reviews in the Store so that we can communicate directly with you. Sometimes we may need more information about the feature request and by posting in our forums or the Feedback app, we can get that from you.

Thank you for your support, it is much appreciated. Happy coding! Yes the books include text and audio. We publish a new book every 2 weeks. Kids can enjoy these books on their own or you can read to them. All books we publish are picture books with audio. Please post your comments and suggestions, play games, puzzles and download coloring pages at facebook. Search for starters, main courses and desserts by entering simple key words.

Make one of them by following the instructions or simply add it to your personal recipe book, ready for when you need it.

Choose from the massive selection of original products in Fashion, Electronics, Books, Mobiles and other categories. Get timely alerts on great deals with big discounts, every day! We never use your device to post social updates or gain access to personal information. Tell us what makes this app good or what could be done better. Email us at app-feedback flipkart. The application automatically converts an image to black and white.

Then reveal or hide color with the touch of your finger. We’ve made it easy for you to select areas of your photo with our auto fill tool. If you really want to get detailed, use the brush and eraser tools to touch up your selection.

First Bank Nigeria Plc is a national icon and an international player in the financial services industry. That help your child to learn ABC in an interactive way. Get this app to help your kid to develop early learning skills. In this app you will get. AP is joined in this app by more than a thousand of its newspaper and broadcast customers in the United States, adding extensive local news coverage to the AP’s unmatched world and national reports.

The Associated Press delivers news like no other news app. With the Stanford University Windows8 App, you have cutting-edge webinars, seminars, and lectures at your fingertips. Browse videos in computer science and engineering, entrepreneurship and innovation, leadership and management, and more. The best photo collage maker. It helps you combine Amazing photos in picture gallery into worth-share photo collage with various frames, layouts and photo grid.

Numerous amazing filters with artistic styles and artwork effects, easily turn your photos into artworks. With Photo Collage – InstaMag, you can combine photos into worth-share photo grid with perfect design layout for Instagram. There are so many effects, stickers and features to apply to your photos! What an incredible fun! Free to use functions allows user to take advantage of well polished features of the app to revolutionize mobile photography.

You can also adjust mirror photos in impressive frames, shapes and text patterns. All you need to do is download the app, fill in the invoice with necessary details and your invoice will be ready. You can also select battery level and many customization.

This will extend the life of your battery. Application will alert you when your phone charge is at selected percentage. After enable charge alarm, if you wish you can enable theft alarm. While theft alarm active, if your phone cable unplug, alarm sound will be play. Emails are typically responded within 24 hours. Otherwise, application will not work properly. Imagine yourself browsing through your favorite hymns – reading the lyrics, watching the score and playing their music.

You can also print it for your reference. If you love hymns, Hymn world is for you! It lets you refer the lyrics and scores; play music of hundreds of hymns in public domain. You can search using part of the title of the hymn. Stay tuned for more! New UI design is the benchmark for Windows 10 applications. Meanwhile, latest pictures of cloud services can make your computer in unprecedented ways to find your photos and videos. In addition, using the editing tools you can also continue to repair your photos, and share them with their families.

Meanwhile, the zoom controls in the toolbar allows you to freely adjust the number of pictures displayed on the screen to get fit your own view. You can also directly in the search box, type the value you want to find a certain time or a certain place to find the photos.

If you are a beginner, effects include dozens of filters to easily make your photos huanran line. If you want to adjust more advanced, the use of light, clarity, these tools can achieve. It does this by hiding your IP address which is essentially your online identity and providing you with a different one by routing your web activity through different servers and IP addresses.

ProductBadge, Microsoft. Look no further! File Viewer Finder helps you identify the file type and find the right file viewer. We maintain a comprehensive file extension database containing detailed information for most of the common file extensions. File information includes description, category, and how to open the file. The database currently contains information for over 1, file extensions in association with over 3, unique file type categories.

Download and install the File Viewer Finder app, enter a file extension of your interest, and you will receive full access to all information related to how to open your file. It’s the 21st century after all. Sure those tax returns from are fun to dig out and look at from time to time, but do you really still need the paper copy after all these years? Fear not, now there is an easy way to create digital copies of your old documents with PDF Document Scanner!

Simply set your document on the table and then frame it up on the screen and take a picture. The document will be converted to a PDF file and stored on your device! Create multiple page PDF document projects and save them to cloud storage for backup, burn them to DVD, or whatever else you choose! Quick and painless. Definitely worth a 5 star rating! Nice, easy, and fast. I love it. It works so simply and no problems. We created it with a single purpose in mind: to be the simplest, lightest zip, RAR, and 7z extraction tool out there.

Click on any archive or file on your device, and WinOpener will extract it. Also you can compress videos. Try our stunning fonts. Rent or buy movies, download your favorite TV shows, and more.

Plus, download your favorite music to listen without Wi-Fi. Try it free with no commitment, and cancel anytime. The powerful archiver 8 Zip has expanded its set of capabilities with the new Continuum, Cortana and Windows Hello technologies.

Decrypt files through an iris scan or at a touch. Listen to music, read documents, and watch videos right in the app. Free version of app lets you work with ZIP archives only. Full-featured work with other formats are available in the full version. Simply send your suggestions for improvement to 8zip finebits. Now you can do it using selection rectangle. Earn Bitcoin which can be exchanged for real-world currency! Works great at home, work, or on the go.

Download Bitcoin Miner and start mining Bitcoin today! Each hash has a chance of yielding bitcoins. The more hashes performed, the more chances of earning bitcoins. Most people join a mining pool to increase their chances of earning bitcoins. Mining pools pay for high value hashes known as shares. If an account doesn’t reach Satoshis during a week, the balance carries forward it is never lost. Watch media content right in the application.

The operation of the application has been optimized to view the entire content of Youtube with one click, select the appropriate format, convert and download to your device. Now you can download many materials in the best quality at the same time.

If you love music and video and you like this app, do not forget to write a review and share it with others. It is suitable for all popular media player formats. You can find the app in the apps list, from there you can add the file to the app which will then be available on your device. However, to access the external subtitles, subtitle and video file must be placed in the same folder of the video player.

Also, do rate us. It integrates all your calendars into an easy-to-read overview. View and manage all your appointments, events and birthdays. Easily filter the appointments you would like to see. Find your way with voice navigation and turn-by-turn driving, transit, and walking directions.

Search for places to get directions, business info, and reviews. Tour the world virtually with breathtaking aerial imagery and degree street-level views. Plus, you get the same experience across all your Windows 10 PCs and phones. Read beautifully presented articles arranged in a magazine layout, and view interesting YouTube videos in full-screen. Also, with the 3D page flipping effect, the smooth transition gives you the feel of actually flipping a book. Instantly log in to your favorite sites using features that are unique to you, such as your face or fingerprint.

The True Key app remembers and fills your passwords in the background as you surf the web – no typing required. With the True Key app, you choose how you sign in. If you’re not comfortable with using your face, choose from other available factors such as 2nd Device or Master Password.

We like to call it multi-factor authentication made easy. We don’t share or sell your information. We secure it, so only you have access – period. But more than that, it provides more convenience and flexibility to surf the web with NEW browser support for Microsoft Edge. Mix hits on the turntables weather you are a professional DJ or a starter. Whether you are mixing professionally or a beginner who just loves to create music, Virtual DJ Mixer offers you the most intuitive yet powerful mixing experience.

Write, edit, and publish posts to your site, check stats, and get inspired with great posts in the Reader. You can take a snapshot of the readings and share it as well. GoLearningBus providers 1. School bus K , 2. College Bus, 3. Professional Bus and 4. Languages bus with more than 50 languages. Snack sized tutorials. Bite sized flashcards to memorize key concepts. Simple and easy quizzes for self-assessment.

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CoreNLP enables users to derive linguistic annotations for text, including token and sentence boundaries, parts of speech, named entities, numeric and time values, dependency and constituency parses, coreference, sentiment, quote attributions, and relations.

Polyglot is a natural language pipeline that supports massive multilingual applications such as tokenization, language detection, part of speech tagging and sentiment analysis. Gensim is a free open-source Python library for representing documents as semantic vectors, as efficiently computer-wise and painlessly human-wise as possible.

It is designed to process raw, unstructured digital texts “plain text” using unsupervised machine learning algorithms.

By running nltk. We can get their specific location and we’ll find these files in our computers anytime. Text processing is an essential part of performing data analytics or modeling on string data.

Unlike numerical and even categorical variables, text data can’t be easily structured in a table format and has its own very unique and rather complex set of rules that it follows. Engaging in text processing allows us to move onto more difficult tasks which are unique to dealing with text.

Text processing is the practice of manipulating text data in order to make it more amenable to analysis and modeling. There are a whole host of powerful libraries dedicated to this, including:. Cleaning the tweets before going though any other text manipulation is helpful. For these first steps we will use some of the methods that the module String has.

To learn more about the String methods click here. Python string method find determines if string str occurs in string, or in a substring of string if starting index beg and ending index end are given. We will search for all the tweets that contain “http”. Once we’ve identified them, we will remove the URL’s.

Given that we are aiming to perform a Sentiment Analysis, we don’t want to remove the negative stopwords because it could impact our detection of any negative sentiment. Before removing the stop words from our tweets, let’s review what is Tokenization. We read each word, interpret its meaning, and read the next word until we find an end point. This is the reason why tokenization exists.

If we want to create a model, the model might need all the words that make up the sentence separately. If instead on a sentence we have a paragraph, then we need to get all the sentences and out of all these sentences, we need to get the words.

At that point we can move forward to perform any kind of prediction. What is Tokenization? String tokenization is a process where a string is broken into several parts or tokens. NLTK has different tokenize methods that can be applied to strings according to the desire output. To serve our purpose, we would like to keep some combination of characters as they can reference emojis and therefore, they can reference emotions.

The Collections module implements high-performance container datatypes beyond the built-in types list, dict and tuple and contains many useful data structures that you can use to store information in memory. Stemming is the process of removing prefixes and suffixes from words so that they are reduced to simpler forms which are called stems. In lemmatization, the speech part of a word must be determined first and the normalization rules will be different for different parts of the speech, whereas, the stemmer operates on a single word without knowledge of the context, and therefore cannot discriminate between words that have different meanings depending on part of the speech.

A “tag” is a case-sensitive string that specifies some property of a token, such as its part of speech. Tagged tokens are encoded as tuples tag, token. This model allows us to extract features from the text by converting the text into a matrix of occurrence of words. We will take our tweets that have been already processed, and the sentiment 1: Positive, 0: Negative. Then, we will proceed to create a list with the tweets and finally we will be able to use Countvectorizer.

Countvectorizer is a method to convert text to numerical data: It converts a collection of text documents to a matrix of token counts. TF-IDF allows for a simple mathematical way of defining word “importance”.

This allows for a smarter document vector. Term frequency—inverse document frequency, is a numerical statistic that is intended to reflect how important a word is to a document in a collection or corpus. Inverse document frequency: This downscales words that appear a lot across documents in a given corpus and that are hence empirically less informative than features that occur in a small fraction of the training corpus.

Human language is astoundingly perplexing and diverse. NLP is an approach that helps us improve our communication and influence skills at a time these are becoming even more important.

Even though computing systems enable fast and highly accurate communication channels, machines have never been good at understanding how and why we communicate in the first place. What is NLP? NLP is a branch of artificial intelligence that allows computers to interpret, analyze and manipulate human language.

NLP is about developing applications and services that can understand human languages. Alan Turing was part of this team. Part-of-speech tagging Named Entity Recognition NER Question answering Speech recognition Text-to-speech and speech-to-text Topic modeling Sentiment classification Language modeling Translation Information retrieval: Web searching algorithms that use keyword matching.

Any examples? Maybe Google? Target Ads: Recommendations based on key words from social media. Have you search for shoes, laptops, flowers? Later you’ll see some adds based on all those searchs. Text Summarization: Algorithms that allow getting a summary out of a text. Sentiment Analysis: Analysis done to reviews or posts from apps like Twitter, Yelp, Airbnb, Google reviews, etc, to understand human’s feelings and emotions. Which libraries can we use? It provides easy-to-use interfaces to over 50 corpora and lexical resources such as WordNet, along with a suite of text processing libraries for classification, tokenization, stemming, tagging, parsing, and semantic reasoning, wrappers for industrial-strength NLP libraries, and an active discussion forum.

NLTK has been called “a wonderful tool for teaching, and working in, computational linguistics using Python,” and “an amazing library to play with natural language.

Getting the data we’re going to use ready. In [1]:. Libraries to help with reading and manipulating data import numpy as np import pandas as pd libraries for visualizations import seaborn as sns import matplotlib. In [2]:. You’ll need to install NLTK if you don’t have it already! In [3]:. Let’s use the NLTK library import nltk from nltk. Where are the files that we’re downloading? In [4]:. In [5]:. In [6]:. In [7]:. We can divide apply the string to both files with the objective of converting them into a lists.

In [8]:. In [9]:. Checking tweets in the position 6 from both lists. In [10]:. In [11]:. Since we’ve checked that we have now two lists, we can get the amount of positive and negative tweets that we have available for our analysis. In [12]:. Positive tweets: Negative tweets: In [13]:. In [14]:. We will merge the positive and negative tweets into one dataset to handle the data in a better and simpler way.

We’ll add tags for each kind of tweet. Positive tweets: pos and negative tweets: neg. Steps: Create a new column to identify both, positive and negative tweets. Call this new column sentiment. Do this for both DataFrames. In [15]:. How do the positive tweets look like? In [16]:. How do the negative tweets look like? In [17]:. Merging the DataFrames to have both, positive and negative tweets in one DataFrame. In [18]:.

In [19]:. Adding the negative tweets to our new DataFrame “tweets”. In [20]:. In [21]:. Let’s visualize and verify that our data is consistent. In [22]:. Engaging in text processing allows us to move onto more difficult tasks which are unique to dealing with text What is text processing? There are a whole host of powerful libraries dedicated to this, including: string and str.

For an easier text manipulation we will convert any string to lowercase. We will remove special characters and any strings that are not going to be needed for further analysis. String module Cleaning the tweets before going though any other text manipulation is helpful.

In [23]:. Before we start, let’s create a copy of our data so we can compare all the changes later. Converting any uppercase string to lowercase. In [24]:. In [25]:. In [26]:. Reviewing the tweets that include URL’s. In [27]:. Looking at the datapoint with index 0 to confirm that it has an URL.

Removing URL’s from tweets. In [28]:. In [29]:.

 
 

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Fall – Harvard University, Institute for Applied Computational Science. Lecture Natural Language Processing. replace.meront. All you need to do is download the app, fill in the invoice with necessary details and your invoice will be ready. You.

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