adds dataset profiler
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profiler.py
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55
profiler.py
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#!/usr/bin/env python3
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# -*- coding: utf-8 -*-
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"""
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Created on Tue Aug 8 14:49:02 2023
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@author: michael
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"""
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import pandas as pd
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import pandas_profiling as pp
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import numpy
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###################
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# Setup directories
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# WD Michael
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wd = "/home/michael/Documents/PS/Data/collectTweets/"
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# WD Server
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# wd = '/home/yunohost.multimedia/polsoc/Politics & Society/TweetCollection/'
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# datafile input directory
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di = "data/IN/"
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# Tweet-datafile output directory
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ud = "data/OUT/"
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# Name of file that all senator data will be written to
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senCSV = "ALL-SENATORS-TWEETS.csv"
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# Name of file that all senator data will be written to
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senDataset = "senators-raw.csv"
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# Name of new datafile generated
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senCSVc = "SenatorsTweets-Final"
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senCSVcCov = "SenatorsTweets-OnlyCov"
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# don't change this one
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senCSVPath = wd + ud + senCSV
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senCSVcPath = wd + ud + senCSVc + ".csv"
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senCSVcCovPath = wd + ud + senCSVcCov + ".csv"
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senSAVcPath = wd + ud + senCSV + ".sav"
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senDTAcPath = wd + ud + senCSV + ".dta"
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senDatasetPath = wd + di + senDataset
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# forming dataframe and printing
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df = pd.read_csv(senCSVPath, dtype=(object))
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# forming ProfileReport and save
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# as output.html file
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profileAll = pp.ProfileReport(df, minimal=True)
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profileAll.to_file("data/OUT/profiles/AllTweets.html")
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df = pd.read_csv(senCSVcCovPath, dtype=(object))
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profileAll = pp.ProfileReport(df, minimal=True)
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profileAll.to_file("data/OUT/profiles/CovTweets.html")
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