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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.
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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]:. Let’s review an example before applying it to our DataFrames. But this is absurd. Instead of attempting such a definition I shall replace the question by another, which is closely related to it and is expressed in relatively unambiguous words. In [46]:. In [47]:. We can check how many sentences we got from the first text we have used for this example: print “The number of sentences is” , len sentences.
The number of sentences is 7. The patterns can be chosen from the regular expressions. Click here to learn more. In [48]:. In [49]:. How many substrings did we get? The number of substrings is In [50]:. In [51]:. In [52]:. In [53]:. Let’s try the tokenizers for our tweets. Which one would be better for the following text processing steps?
Is the combination of some characters useful for analyzing tweets? In [54]:. Name: tweets, Length: , dtype: object. In [55]:. In [56]:. Before getting the tokens from our tweets, we will proceed to remove the stop words. In [57]:.
In [58]:. Let’s check how many tokens do we get from each tweet after the tokenization. In [59]:. After getting the length for each tweet, we can check the distribution for the tweet’s length. In [60]:. In [61]:. In [62]:. In [63]:.
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