Content provided by IBM. In this post, we will talk about natural language processing NLP using Python. So what is NLP?
Various ways to iterate over sequences The sequence functions illustrated in 4. We can randomize the contents of a list s before iterating over them, using random. We can convert between these sequence types. For example, tuple s converts any kind of sequence into a tuple, and list s converts any kind of sequence into a list.
We can convert a list of strings to a single string using the join function, e. Some other objects, such as a FreqDist, can be converted into a sequence using list or sorted and support iteration, e. We can omit the parentheses because the comma has higher precedence than assignment.
It is equivalent to the following traditional way of doing such tasks that does not use tuples notice that this method needs a temporary variable tmp. There are also functions that modify the structure of a sequence and which can be handy for language processing. Thus, zip takes the items of two or more sequences and "zips" them together into a single list of tuples.
Given a sequence s, enumerate s returns pairs consisting of an index and the item at that index. For some NLP tasks it is necessary to cut up a sequence into two or more parts.
To do this we decide the location where we want to cut the datathen cut the sequence at that location. We can also verify that the ratio of the sizes of the two pieces is what we intended.
Combining Different Sequence Types Let's combine our knowledge of these three sequence types, together with list comprehensions, to perform the task of sorting the words in a string by their length.
A simple string is actually an object with methods defined on it such as split. We use a list comprehension to build a list of tupleswhere each tuple consists of a number the word length and the word, e.
We use the sort method to sort the list in-place. Finally, we discard the length information and join the words back into a single string. The underscore is just a regular Python variable, but we can use underscore by convention to indicate that we will not use its value.
We began by talking about the commonalities in these sequence types, but the above code illustrates important differences in their roles. First, strings appear at the beginning and the end: Lists and tuples are used in the middle, but for different purposes.
A list is typically a sequence of objects all having the same type, of arbitrary length. We often use lists to hold sequences of words. In contrast, a tuple is typically a collection of objects of different types, of fixed length.This is a complete tutorial to learn data science in python using a practice problem which uses scikit learn, pandas, data exploration skills Please refer to this article for getting details of the algorithms with R and Python codes.
Also, Is there a python library for performing OCR on PDF files? or for converting a raw scanned PDF to.
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Ranum is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike International License. activity (the machinery under the hood, so to speak).
Surprisingly, perhaps, most programmers today write software at this higher, more abstract level also. An accomplished computer programmer can develop sophisticated software with little or no interest or .