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Build me a simple Data Profiler in Python 3 using panda

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.

Kĩ năng: Python, Kiến trúc phần mềm, Khai thác dữ liệu, Khoa học dữ liệu

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Về Bên Thuê:
( 5 nhận xét ) London, United Kingdom

ID dự án: #21408805

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LiChengYang

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liveexperts123

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