Build me a simple Data Profiler in Python 3 using panda
£20-250 GBP
Plačilo ob prevzemu
Hi My name is Amit and im currently diving into Datascience using python and wanted to learn more data profiling using pandas and would like a base profiler which i can use and then extend.
My requirements are below.
Create a python data profiling tool with the following features:
The data profiling tool should enable the user to either individually or on mass action the following:
1. Specify a particular data frame
2. Specify a particular column and generate basic statistical information and visuals for that column, i.e., histograms, pareto plots etc.
3. Specify a particular column and generate statistical information about how that column varies over a specified time window. For example, we might be interested in knowing how the distribution in the ‘Number_of_Casualties varies by day, week or month for a given dataframe.
Dataset - One or more of the road safety data csv files from 2015/16/17/etc., should be used as an example. See data link here: [login to view URL]
Core Output:
Creating a complete profiling package could take a long time and is not expected as there are multiple issues to contend with regarding data type and quality.
Instead the idea here is to demonstrate the ‘potential’ for a data profiling tool to aid ML workflows. The focus should be on creating a clear minimal viable product for demo purposes in order guide future development.
Work should demonstrate:
- Good coding practise
- Presence of unit, integration and acceptance tests
- Use of class methods
Results should include:
- Documentation highlighting what the profiling tool does and how to execute it. It should also highlight its scope, scalability/limitations and future features that could be considered for development.
- Documentation regarding func/class methods inputs/outputs should also be available in sphinx.
ID projekta: #21408805
Več o projektu
12 freelancerjev ponuja v povprečju za £168 na tem delu
Hi there, I have read your project description and i'm confident i can do this project for you perfectly.I still have a few questions. please leave a message on my chat so we can discuss the budget and deadline of the Več
Hi there, please leave a message on my chat so we can discuss the budget and deadline of the project. I have read your project description and i'm confident i can do this project for you perfectly. Thanks . .
Good day! I'm a licensed full stack programming developer and designer. I have many experiences in python/Django and python selenium webscraping and python image processing by using python openCV package. I have many Več
*****Hello, dear!!!***** I have read your description carefully. I can handle it with full confidence and have already done this type of projects. Please give me an opportunity to work with you.
Hi there, I am Python developer, having below given skills: Engineering professional with 10 years of experience in Software development. Mastering/Leading in the development of applications/tools using Python for 6 Več
Hello, i have read the details provided..please contact me to discuss more on the project deadline and some other few things
Hi I am a mathematician and a researcher in natural language processing. I do my research in python. I am also good in statistics and reports writing.
Hi, I have extensive knowledge of Python and Pandas as well as data processing and manipulation. Also as a requirement and of my PhD studies, I worked extensively with R, Stata, Python, SPSS Modeler and Matlab for stat Več
