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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]:.

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