[Pycon] [new paper] "abhijeet mote" - Playing with Data by using of Python, Pandas
info a pycon.it
info a pycon.it
Mer 26 Dic 2018 10:58:15 CET
Title: Playing with Data by using of Python, Pandas
Duration: 240 (includes Q&A)
Q&A Session: 0
Language: en
Type: Training
Abstract: Elevator Pitch:
This era is of Data technology instead of Information Technology, Data is new gold so to make sense of this raw data we need to perform ETL operations. This we can do with an easier way using python,pandas,numpy
Gather the raw data(Extraction),
data cleaning, Data manipulation(Transformation),
Export dataset in the required format(Loading)
Installation of the Pandas,Ipython package using Pip
- Quick guide for Anaconda, Spyder
Check the installed version of python and pandas
Reading csv/txt/excel/json file using Pandas
Understanding what is dataframe?
Understanding what is series
Using head, tail, describe
Making hands dirty with data manupulation
Create a Pandas DataFrame
Create blank dataframes
Data Filtering
How To Select an Index or Column From a Pandas DataFrame
using lambda expression,
adding new columns to existing dataframe
joins of dataframes
Iterating the dataset
Filter, Sort and Groupby
Removing the blank values from dataframe
Replace values in dataframe(data transformation)
Playing with Time series data
Writing the new dataframe into csv,excel,txt format
plot the dataframe using matplotlib(discuss other alternatives)
Audience Level:Intermediate (Python programming experience is required)
Description:
Installation of the Pandas,Ipython package using Pip(5 mins)
- Quick guide for Anaconda, Spyder
Check the installed version of python and pandas (2 mins)
Reading csv/txt/excel/json file using Pandas (10 mins)
Understanding what is dataframe?
Understanding what is series
Using head, tail, describe
Making hands dirty with data manupulation(20 mins)
Create a Pandas DataFrame
Create blank dataframes
Data Filtering
How To Select an Index or Column From a Pandas DataFrame
using lambda expression,
adding new columns to existing dataframe
joins of dataframes
Iterating the dataset
Filter, Sort and Groupby
Removing the blank values from dataframe (5 mins)
Replace values in dataframe(data transformation)(5 mins)
Playing with Time series data(15 mins)
Writing the new dataframe into csv,excel,txt format(10 mins)
plot the dataframe using matplotlib(discuss other alternatives 15 mins)
Dask Increaase the performance using Parallel Computing(15 Mins)
QA Session (10 Mins)
Total Duration : around 2 hours
Notes: I am working as python developer from last 4 years, have taken many workshops for students and teachers in Engineering Institutes. Given in-house training to 50+ employees and transformed them into intermediate Python programmers. Started python meetup group in Penang-Malaysia. Open source, AI, Data Science enthusiastic
Objective:
Understanding how to use pandas library for Data Cleansing, Transformation. At the end of this workshop, you will be able to work with python pandas library.
Special requirements:
Anaconda 5.x(python3.x version) Download link https://www.anaconda.com/download/
Tags:
#pandas #dataframe #datacleaning #etl #python3
Full Name Abhijeet Dada Mote
https://www.linkedin.com/in/abhijeet-mote-5469241a
Organization or Affiliation: UST Global Aliso Viejo, California, United States
T-Shirt size: Medium
Biography: I am working as python developer, interested to share the knowledge about any technology. Love to teach programming. open source, AI, Data Science enthusiastic
Identification
First name?: Abhijeet
Last name?: Mote
Identification type (national ID, Passport)?: Indian
Identification number?: P9065041
Date of birth (YYY/MM/DD)?:17/09/1990
Link to a photo URL:
Origin and residence
What is your country of origin?: India
What is your country of residence?: Malaysia
Additional requirements
Do you require any specials meals?: Vegetarian
Do you have any accessibility requirements?:
Work
Who is your current employer (or institute if studying)?: UST Global
What is your current job title?: Sr.Python Developer
Contact and Social networks
What is your email?: abhijeetmote a gmail.com
What is your github/gitlab/bitbucket/other profile url?: https://github.com/abhijeetmote
What is your linkedin profile url?: https://www.linkedin.com/in/abhijeet-mote-5469241a
(Optional) What is your facebook profile url?:
(Optional) What is your twitter profile url?:
Workshop details
Spoken Language (is your workshop given in english or spanish):? English
Written Language (are your slides in english or spanish):? English
Columbia
Tags: [u'concurrency', u'Python', u'etl', u'numpy', u'DataPipelines', u'pandas']
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