{"id":1964,"date":"2018-02-19T21:50:55","date_gmt":"2018-02-19T16:20:55","guid":{"rendered":"http:\/\/stepbystepschools.net\/?p=1964"},"modified":"2018-02-19T21:50:55","modified_gmt":"2018-02-19T16:20:55","slug":"data-science-training-in-mumbai-running-first-python-panda-program","status":"publish","type":"post","link":"https:\/\/www.stepbystepschools.net\/?p=1964","title":{"rendered":"Data Science Training in Mumbai :- Running first Python Panda program."},"content":{"rendered":"<h2>Contents:<\/h2>\n<ol>\n<li><a href=\"#What_are_Pandas\">What are Pandas?<\/a><\/p>\n<\/li>\n<li><a href=\"#Creating_and_Running_your_First_Pandas_application\">Creating and Running your First Pandas application<\/a><\/li>\n<\/ol>\n<p><a href=\"http:\/\/stepbystepschools.net\/wp-content\/uploads\/2018\/02\/1-1.jpg\" rel=\"attachment wp-att-1966\"><img loading=\"lazy\" src=\"http:\/\/stepbystepschools.net\/wp-content\/uploads\/2018\/02\/1-1.jpg\" alt=\"1\" width=\"595\" height=\"467\" class=\"aligncenter size-full wp-image-1966\" srcset=\"https:\/\/www.stepbystepschools.net\/wp-content\/uploads\/2018\/02\/1-1.jpg 595w, https:\/\/www.stepbystepschools.net\/wp-content\/uploads\/2018\/02\/1-1-300x235.jpg 300w\" sizes=\"(max-width: 595px) 100vw, 595px\" \/><\/a><\/p>\n<h2><a name=\"What_are_Pandas\">What are Pandas?<\/a><\/h2>\n<p>Pandas is an open sourced python library which provides us with easy-to-use high performance data structures and data analytics tools for data science applications<\/p>\n<p>Pandas finds its application in a wide range of field\u2019s which include academic and commercial domains including economics, finance, analytics, Statistics, etc.<\/p>\n<p>Pandas builds on packages existing python libraries like NumPy and Matplotlib to give us a singular, convenient place to do nearly all our visualization and data analysis work.<\/p>\n<p>Pandas currently has a BSD-license for copy right protection.<\/p>\n<p><b>Key Features of this Library are as follows:<\/b><\/p>\n<ul>\n<li>DataFrame object in pandas is fast and effective for data manipulation with integrated indexing included.<\/li>\n<li>Tools for Reading and Writing Data between different formats: CSV and text files, Microsoft Excel, SQL databases, and the fast HDF5 format and in-memory data structures.<\/li>\n<li>Integrated handling and intelligent data alignment of missing data. Gaining automatic label-based alignment in computations and easily manipulate messy data into an orderly form.<\/li>\n<li>Flexible pivoting and reshaping  of data sets;<\/li>\n<li>It has Intelligent label-based slicing, subsetting and fancy indexing  for large data sets<\/li>\n<li>Size mutability is available for inserting and deleting columns from data structures.<\/li>\n<li>This library has powerful group by engine for Aggregating or transforming data allowing us to split-apply-combine operations on data sets.<\/li>\n<li>Pandas support high performance joining and merging of data sets;<\/li>\n<li>Hierarchical axis indexing provides a new and innovative way of working with high-dimensional data in a lower-dimensional data structure.<\/li>\n<li>Time series-functionality: frequency conversion and date range generation, moving window linear regressions, moving window statistics, date shifting and lagging. It even allows us to create domain-specific time offsets and to join time series without losing data.<\/li>\n<li>This library provides high optimization in terms of performance with critical code paths written in Cython and C.<\/li>\n<\/ul>\n<p><a href=\"http:\/\/stepbystepschools.net\/wp-content\/uploads\/2018\/02\/2-1.jpg\" rel=\"attachment wp-att-1967\"><img loading=\"lazy\" src=\"http:\/\/stepbystepschools.net\/wp-content\/uploads\/2018\/02\/2-1.jpg\" alt=\"2\" width=\"607\" height=\"315\" class=\"aligncenter size-full wp-image-1967\" srcset=\"https:\/\/www.stepbystepschools.net\/wp-content\/uploads\/2018\/02\/2-1.jpg 607w, https:\/\/www.stepbystepschools.net\/wp-content\/uploads\/2018\/02\/2-1-300x156.jpg 300w\" sizes=\"(max-width: 607px) 100vw, 607px\" \/><\/a><\/p>\n<h2><a name=\"Creating_and_Running_your_First_Pandas_application\">Creating and Running your First Pandas application<\/a><\/h2>\n<p>To create this application we first need to have python installed properly.<\/p>\n<p>To Install Python follow the bellow steps:<\/p>\n<p><b>Steps:<\/b><\/p>\n<ol type=\"1\">\n<li>Visit <a target=\"_blank\" href=\"https:\/\/www.python.org\/downloads\/\">https:\/\/www.python.org\/downloads\/<\/a> and download one of the following versions<\/a><\/li>\n<li><a href=\"http:\/\/stepbystepschools.net\/wp-content\/uploads\/2018\/02\/3-1.jpg\" rel=\"attachment wp-att-1968\"><img loading=\"lazy\" src=\"http:\/\/stepbystepschools.net\/wp-content\/uploads\/2018\/02\/3-1.jpg\" alt=\"3\" width=\"575\" height=\"116\" class=\"alignleft size-full wp-image-1968\" srcset=\"https:\/\/www.stepbystepschools.net\/wp-content\/uploads\/2018\/02\/3-1.jpg 575w, https:\/\/www.stepbystepschools.net\/wp-content\/uploads\/2018\/02\/3-1-300x61.jpg 300w\" sizes=\"(max-width: 575px) 100vw, 575px\" \/><\/a>\n<p>I recommend going with Python 3.6.x version because 3.6.4 is the latest version which will most likely remain stable while 2.7.x is just released to support legacy code.<\/p>\n<\/li>\n<li>While installing python you need to select this option as it is very important and will help us further as we progress<\/br><br \/>\n<a href=\"http:\/\/stepbystepschools.net\/wp-content\/uploads\/2018\/02\/4-1.jpg\" rel=\"attachment wp-att-1969\"><img loading=\"lazy\" src=\"http:\/\/stepbystepschools.net\/wp-content\/uploads\/2018\/02\/4-1.jpg\" alt=\"4\" width=\"588\" height=\"93\" class=\"alignleft size-full wp-image-1969\" srcset=\"https:\/\/www.stepbystepschools.net\/wp-content\/uploads\/2018\/02\/4-1.jpg 588w, https:\/\/www.stepbystepschools.net\/wp-content\/uploads\/2018\/02\/4-1-300x47.jpg 300w\" sizes=\"(max-width: 588px) 100vw, 588px\" \/><\/a><\/p>\n<p>After this click Install Now and let the software install itself<\/p>\n<\/li>\n<li>Now launch IDLE (Python 3.6 32 bit) which will be installed in your PC if everything is installed properly.<\/li>\n<\/ol>\n<p>Now go to your Command Prompt window and type python -m pip install pandas.<\/p>\n<p>This will install the panda library along with all its dependencies including NumPy and others.<\/p>\n<p>Now let us get back to creating a new program but before that lets discuss a key concept specifically <b>Series.<\/b><\/p>\n<p>Series are one dimensional labelled homogenous array which is size immutable.<\/p>\n<p>In our program we must first import Pandas and NumPy at the top as declarations just like other languages<\/p>\n<p><span style=\"background-color: #C0C0C0\">import pandas as pd<br \/>\nimport numpy as np<\/span><\/p>\n<p>Here pd and np are used as alias as it is a short hand technique to reduce complexity and keep it highly readable.<\/p>\n<p><span style=\"background-color: #C0C0C0\">data = np.array([&#8216;a&#8217;,&#8217;b&#8217;,&#8217;c&#8217;,&#8217;d&#8217;])<br \/>\ns = pd.Series(data)<\/span><\/p>\n<p><span style=\"background-color: #FFFF00\">Here the series gives data with index<\/span><\/p>\n<p><span style=\"background-color: #C0C0C0\">print(s)<\/span><\/p>\n<p>To generate the output Select and Click Run Module in Run or Just Press F5.<\/p>\n<p><span style=\"background-color: #00FF00\">0&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;a<\/span><\/p>\n<p><span style=\"background-color: #00FF00\">1&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;b<\/span><\/p>\n<p><span style=\"background-color: #00FF00\">2&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;c<\/span><\/p>\n<p><span style=\"background-color: #00FF00\">3&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;cd<\/span><\/p>\n<p><span style=\"background-color: #00FF00\">dtype: object<\/span><\/p>\n<p>In the above output the values in the series array are iterated along with its indexes<\/p>\n<p><b>Hence with the below code we can query through a given series<\/b><\/p>\n<p><span style=\"background-color: #C0C0C0\">import pandas as pd<br \/>\nimport numpy as np<\/span><\/p>\n<p><span style=\"background-color: #C0C0C0\">data = np.array([&#8216;a&#8217;,&#8217;b&#8217;,&#8217;c&#8217;,&#8217;d&#8217;])<\/span><br \/>\n<span style=\"background-color: #C0C0C0\">s = pd.Series(data)<br \/>\n####series gives data with index<br \/>\nprint(s)<br \/>\ndata = np.array([&#8216;a&#8217;,&#8217;b&#8217;,&#8217;c&#8217;,&#8217;d&#8217;])<br \/>\ns = pd.Series(data,index=[100,101,102,103])<br \/>\nprint(s)<\/span><\/p>\n<p><span style=\"background-color: #C0C0C0\">data = {&#8216;a&#8217; : 0., &#8216;b&#8217; : 1., &#8216;c&#8217; : 2.}<br \/>\ns = pd.Series(data)<br \/>\n<\/span><span style=\"background-color: #C0C0C0\">print(s)<br \/>\ndata = {&#8216;a&#8217; : 0., &#8216;b&#8217; : 1., &#8216;c&#8217; : 2.}<br \/>\ns = pd.Series(data,index=[&#8216;b&#8217;,&#8217;c&#8217;,&#8217;d&#8217;,&#8217;a&#8217;])<br \/>\n<\/span><span style=\"background-color: #C0C0C0\">print(s)<\/span><\/p>\n<p><span style=\"background-color: #C0C0C0\">s = pd.Series(5, index=[0, 1, 2, 3])<br \/>\nprint(s)<\/span><\/p>\n<p><span style=\"background-color: #C0C0C0\">s = pd.Series([1,2,3,4,5],index = [&#8216;a&#8217;,&#8217;b&#8217;,&#8217;c&#8217;,&#8217;d&#8217;,&#8217;e&#8217;])<\/span><\/p>\n<p><span style=\"background-color: #C0C0C0\">#retrieve the first element<br \/>\n<\/span><span style=\"background-color: #C0C0C0\">print(s[&#8216;a&#8217;])<\/span><\/p>\n<p><span style=\"background-color: #C0C0C0\">#retrieve the first two element<br \/>\n<\/span><span style=\"background-color: #C0C0C0\">print(s[:2])<\/span><\/p>\n<p><span style=\"background-color: #C0C0C0\">#retrieve the last three element<\/span><br \/>\n<span style=\"background-color: #C0C0C0\">print(s[-3:])<\/span><\/p>\n<p><span style=\"background-color: #C0C0C0\">print(s[&#8216;a&#8217;])<\/span><\/p>\n<p><span style=\"background-color: #C0C0C0\">print(s[[&#8216;a&#8217;,&#8217;c&#8217;,&#8217;d&#8217;]])<\/span><\/p>\n<p><span style=\"background-color: #C0C0C0\">print(s[&#8216;h&#8217;])<\/span><\/p>\n<p><a target=\"_blank\" href=\"http:\/\/stepbystepschools.net\/?page_id=1842\">Syllabus of Data Science training in Mumbai<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Contents: What are Pandas? Creating and Running your First Pandas application What are Pandas? Pandas is an open sourced python library which provides us with easy-to-use high performance data structures and data analytics tools for data science applications Pandas finds &hellip; <a href=\"https:\/\/www.stepbystepschools.net\/?p=1964\">Continue reading <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":40,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_publicize_message":"","jetpack_is_tweetstorm":false,"jetpack_publicize_feature_enabled":true},"categories":[196],"tags":[198,199,200],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v18.8 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Data Science Training in Mumbai :- Running first Python Panda program. - Learn MVC, Angular, Architecture, MSBI, Data Science in Mumbai<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.stepbystepschools.net\/?p=1964\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data Science Training in Mumbai :- Running first Python Panda program. - Learn MVC, Angular, Architecture, MSBI, Data Science in Mumbai\" \/>\n<meta property=\"og:description\" content=\"Contents: What are Pandas? 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