Job SearchPandas is an open-source, BSD-licensed Python library providing high-performance, easy-to-use data structures and data analysis tools for the Python programming language. Python with Pandas is used in a wide range of fields including academic and commercial domains including finance, economics, Statistics, analytics, etc. In this tutorial, we will learn the various features of Python Pandas and how to use them in practice. AudienceThis tutorial has been prepared for those who seek to learn the basics and various functions of Pandas. It will be specifically useful for people working with data cleansing and analysis. After completing this tutorial, you will find yourself at a moderate level of expertise from where you can take yourself to higher levels of expertise.
Python 3 Tutorial. Compete and collaborate with your fellow SoloLearners, while surfing through short lessons and fun quizzes. Practice writing Python code within the app, collect points, and show off your skills. When you complete the course, you'll win a Certificate of Completion as a trophy!
PrerequisitesYou should have a basic understanding of Computer Programming terminologies. A basic understanding of any of the programming languages is a plus. Pandas library uses most of the functionalities of NumPy. It is suggested that you go through our tutorial on NumPy before proceeding with this tutorial. You can access it from −.
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Get started learning Python with this tutorial from our archives.The cool thing about Linux and FOSS is also an aggravating thing, which is that sometimes there’s too much of a good thing. There is such an abundance of goodies that it can be overwhelming. So I am here to help you decide which programming language you should learn next, and that is Python. Oh, yes, it is.Why Python?
![Python Python](/uploads/1/2/5/6/125664347/704283622.png)
I like it because it is clean and straightforward. It’s a great introduction to object-oriented languages. The Python world is beginner-friendly and, as a general-purpose language, Python can be used for all sorts of things: quick simple scripts, games, Web development, Raspberry Pi — anything you want.
It is also in demand by employers if you’re thinking of a career.There are numerous excellent Python books and tons of online documentation. I want to show off Python’s coolness for beginners so you will get excited and go “Yes! I too must love Python!”But what about all the other languages? Don’t worry, they won’t get lonesome, and everything you learn in Python is applicable to many other languages as well. What Stuff MeansI think most of us learn terminology better with hands-on exercises, but there are four things to know from the start.The first is Python is strongly typed. As you study Python, you will see this repeated a gazillion times.
What does this even mean? Who uses a typewriter? Fortunately, it has nothing to do with typewriters, but rather with how Python handles data types. All computer programs are made of two things: data, and operating on that data. Data comes in different types, and the types determine how your programming language will handle them. Data types include characters or strings, which are literal numbers and letters, like names and addresses; integers and floating point numbers that are used in calculations; Boolean values (true/false); and arrays, which are lists of data of all the same data types.Python enforces data types and relies on you to define them. Weakly typed languages decide for themselves what your data types are, so the data type can change depending on context.For example, most any programming language will add the integers 1 + 2 + 3.
A weakly typed language may also let you add integers and text strings, for example 5 + helloworld. If you try to do this in Python, your code will fail and you will get an error message. Weakly typed languages don’t do this randomly; this is a feature intended to add speed and flexibility by not requiring you to define your data types.However, weak typing can lead to strange errors. One of the most common errors involves converting strings of numbers to integers when you really want them to be a literal string, like 221B Baker Street, 10,000 Maniacs, or 23andMe.
In my modest opinion, it is better to learn the discipline and structure of a strongly typed language, and then try out weakly typed languages after you have experience and good grounding in the basics.The second thing to know is what the heck is object oriented programming (OOP)? An object is a clump of data and procedures grouped into a single reusable entity. If you were coding a car racing game you might have a car object, an obstacle object, and a driver object. So, you say, objects are just like functions, right? If you already understand how to organize code into properly grouped functions and variables, then you already understand OOP. There are finer points to OOP such as classes, inheritance, and polymorphism; again, if you think in terms of sensible organization these things are easier to understand.Third, white space has meaning in Python. You have to get your white spaces right or your code won’t work.Fourth, Python is an interpreted language.
You don’t have to compile and link your Python programs. If you’re experienced with the Bash shell, then you already know about interpreted languages, how fast they are to code in, and how you can test out your programs interactively before writing them into a script.The downside to interpreted languages is the overhead of the interpreter.
Usually, programs written in compiled languages run faster. However, you can link your Python programs to functions written in many other languages, including C/C, Lisp, Fortran, Java, and Perl, and many more so you can mix and match to get the results you want.
Try ItPython is included in most Linux distributions, and usually the python package installs the base components and Python command interpreter. The text in bold is what you type. $ pythonPython 2.7.12 (default, Nov 19 2016, 06:48:10)GCC 5.4.0 20160609 on linux2Type 'help', 'copyright', 'credits' or 'license' for more information. helpWelcome to Python 2.7! This is the online help utility.If this is your first time using Python, you should definitely check outthe tutorial on the Internet at the name of any module, keyword, or topic to get help on writingPython programs and using Python modules. To quit this help utility andreturn to the interpreter, just type 'quit'.To get a list of available modules, keywords, or topics, type 'modules','keywords', or 'topics'.
Each module also comes with a one-line summaryof what it does; to list the modules whose summaries contain a given wordsuch as 'spam', type 'modules spam'.help topicsHere is a list of available topics. Enter any topic name to get more help.ASSERTION DEBUGGING LITERALS SEQUENCEMETHODS2ASSIGNMENT DELETION LOOPING SEQUENCES.help quitOf course we must do the traditional Hello World! Strings must be enclosed in single or double quotes. 'Hello, world!' 'Hello, world!' hell = 'Hello, world!' hell'Hello, world!'
Now create the simplest possible Python script, save it as hello.py, and run it from your normal Linux shell: #!/usr/bin/pythonprint 'Hello World!' ;carla@studio:$ python hello.pyHello World!Let’s go back to the Python interpreter and play with data types. 2 + 24 2 + fooTraceback (most recent call last):File ', line 1, inNameError: name 'foo' is not defined foo = 5 2 + foo7Now try a short interactive script. It asks you to input your age, responds according to the age you type, and checks if your response is in the correct data type.
This is a great little script to tweak in different ways. For example, you could limit the acceptable age range, limit the number of incorrect tries, and get creative with your responses. Note that rawinput is for Python 2.x, and 3.x uses input.Watch your indentation; the indented lines must be four spaces. If you are using a proper code editor, it should take care of this for you. #!/usr/bin/pythonwhile True:try:age = int(rawinput('Please enter your age: '))except ValueError:print('I'm so very sorry, that does not compute. Please try again.' )continueelse:breakif age = 18:print('Very good, you are old enough to know better, but not too old to do it anyway.' )else:print('Sorry, come back when you're 18 and try again.'
)Modules and LearningThere are a great number of Python modules, and you can learn to write your own. The key to writing good Python programs and making them do what you want is learning where to find modules. Start at because of the abundant documentation and good organization. Plan to spend a lot of time here, because it contains the best and authoritative information. It even has an interactive shell you can practice with.Learn more about Linux through the free course from The Linux Foundation and edX.