wip
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wea_ondara
201
analyze_batch.py
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201
analyze_batch.py
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from datetime import datetime
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from datetime import timedelta
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import sys
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import os
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from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer
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import numpy as np
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import matplotlib.pyplot as plt
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from collections import defaultdict
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from loader import load, dmt, cms
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import math
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printnoln = lambda text: print(text, end='', flush=True)
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rprint = lambda text: print('\r' + text)
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DAYS_NEW_USER = 7
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OLD_USER_YEAR = 3
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analyser = SentimentIntensityAnalyzer()
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colors = ['red', 'green', 'blue', 'orange', 'deeppink']
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def main(folder):
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users, posts, firstcontrib, sumcontrib = load(folder)
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intervals = calc_intervals(posts)
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postcounts = range(1, 5 + 1)
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for (option_date_from, option_date_to) in intervals:
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# filter users by option_date_from <= creation date <= option_date_to
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newusers = dmt(users).filter(lambda u: option_date_from <= u['CreationDate'] < option_date_to, "filtering users by creation").getresults()
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newuserids = set(dmt(newusers).map(lambda u: u['Id'], "get user id list").getresults())
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# get questions for filtered users
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newposts = dmt(posts).filter(lambda p: p['OwnerUserId'] in newuserids, "filter posts by selected users").getresults()
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if len(newposts) == 0:
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continue
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print("computing toxic levels: " + option_date_from.strftime("%d-%m-%Y") + " to " + option_date_to.strftime("%d-%m-%Y"))
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gfig, gaxs = plt.subplots(2, 2, figsize=(16, 12))
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gaxs[0, 0].set_title('Neg')
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gaxs[1, 0].set_title('Neu')
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gaxs[0, 1].set_title('Pos')
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gaxs[1, 1].set_title('Compound')
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gneg = []
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gneu = []
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gpos = []
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gcom = []
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outfolder = "output/batch/" + folder.split("/")[-1] + "/"
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goutfilename = outfolder + "batch_" + folder.split("/")[-1] + "_" + option_date_from.strftime("%d-%m-%Y") + "_" + option_date_to.strftime("%d-%m-%Y")
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for option_posts in postcounts:
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# print(option_date_from.strftime("%d-%m-%Y") + " to " + option_date_to.strftime("%d-%m-%Y") + " - #posts: " + str(option_posts))
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# computer toxic levels
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start = cms()
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printnoln("computing toxic levels: filtering")
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toxlevels = defaultdict(list)
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searchedposts = defaultdict(int)
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filteredposts = []
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for (i, post) in enumerate(newposts):
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userid = post['OwnerUserId']
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# check first contribution
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if firstcontrib[userid] + timedelta(days=DAYS_NEW_USER) < post['CreationDate']:
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continue
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# no more than option_posts posts from one user
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searchedposts[userid] += 1
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if searchedposts[userid] > option_posts:
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continue
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filteredposts.append(post)
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for (i, post) in enumerate(filteredposts):
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if (i + 1) % 100 == 0:
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printnoln("\rcomputing toxic levels: post #" + str(i + 1) + "/" + str(len(filteredposts)))
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if (i + 1) == len(newposts):
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printnoln("\rcomputing toxic levels: post #" + str(i + 1) + "/" + str(len(filteredposts)))
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userid = post['OwnerUserId']
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for a in post['Answers']:
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toxlevel = computeToxLevel(a['Body'])
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toxlevels[userid].append(toxlevel)
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rprint("computing toxic levels: post #" + str(len(filteredposts)) + "/" + str(len(filteredposts)) + " ... took " + str(cms() - start) + "ms")
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outfilename = goutfilename + "_" + str(option_posts)
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os.system("mkdir -p " + outfolder)
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dumptoxlevels(toxlevels, outfilename + ".py")
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neglevelsflat = [item['neg'] for item in flatmap(toxlevels.values())]
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neulevelsflat = [item['neu'] for item in flatmap(toxlevels.values())]
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poslevelsflat = [item['pos'] for item in flatmap(toxlevels.values())]
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comlevelsflat = [item['compound'] for item in flatmap(toxlevels.values())]
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gneg.append(neglevelsflat)
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gneu.append(neulevelsflat)
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gpos.append(poslevelsflat)
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gcom.append(comlevelsflat)
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fig, axs = plt.subplots(2, 2, figsize=(16, 12))
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axs[0, 0].set_title('Neg')
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axs[0, 0].hist(neglevelsflat, np.linspace(-1, 1, 2 * 100))
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axs[1, 0].set_title('Neu')
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axs[1, 0].hist(neulevelsflat, np.linspace(-1, 1, 2 * 100))
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axs[0, 1].set_title('Pos')
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axs[0, 1].hist(poslevelsflat, np.linspace(-1, 1, 2 * 100))
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axs[1, 1].set_title('Compound')
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axs[1, 1].hist(comlevelsflat, np.linspace(-1, 1, 2 * 100))
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# global
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# gaxs[0, 0].hist(neglevelsflat, np.linspace(-1, 1, 2 * 100), label=str(option_posts) + " posts")
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# gaxs[1, 0].hist(neulevelsflat, np.linspace(-1, 1, 2 * 100), label=str(option_posts) + " posts")
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# gaxs[0, 1].hist(poslevelsflat, np.linspace(-1, 1, 2 * 100), label=str(option_posts) + " posts")
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# gaxs[1, 1].hist(comlevelsflat, np.linspace(-1, 1, 2 * 100), label=str(option_posts) + " posts")
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# gaxs[0, 0].hist(neglevelsflat, np.linspace(-1, 1, 2 * 100), alpha=1. / len(postcounts), label=str(option_posts) + " posts")
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# gaxs[1, 0].hist(neulevelsflat, np.linspace(-1, 1, 2 * 100), alpha=1. / len(postcounts), label=str(option_posts) + " posts")
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# gaxs[0, 1].hist(poslevelsflat, np.linspace(-1, 1, 2 * 100), alpha=1. / len(postcounts), label=str(option_posts) + " posts")
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# gaxs[1, 1].hist(comlevelsflat, np.linspace(-1, 1, 2 * 100), alpha=1. / len(postcounts), label=str(option_posts) + " posts")
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# plt.show()
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fig.suptitle("Sentiment of answers to the first " + str(option_posts) + " (max) posts\nUsers registered between "
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+ option_date_from.strftime("%d-%m-%Y") + " to " + option_date_to.strftime("%d-%m-%Y"))
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fig.savefig(outfilename + ".png", bbox_inches='tight')
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plt.close(fig)
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# global
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gaxs[0, 0].hist(gneg, np.linspace(-1, 1, 2 * 100), color=colors[:len(postcounts)], label=[str(option_posts) + " posts" for option_posts in postcounts])
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gaxs[1, 0].hist(gneu, np.linspace(-1, 1, 2 * 100), color=colors[:len(postcounts)], label=[str(option_posts) + " posts" for option_posts in postcounts])
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gaxs[0, 1].hist(gpos, np.linspace(-1, 1, 2 * 100), color=colors[:len(postcounts)], label=[str(option_posts) + " posts" for option_posts in postcounts])
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gaxs[1, 1].hist(gcom, np.linspace(-1, 1, 2 * 100), color=colors[:len(postcounts)], label=[str(option_posts) + " posts" for option_posts in postcounts])
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# gaxs[0, 0].hist(gneg, np.linspace(-1, 1, 2 * 100), alpha=1. / len(postcounts), color=colors[:len(postcounts)], label=[str(option_posts) + " posts" for option_posts in postcounts])
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# gaxs[1, 0].hist(gneu, np.linspace(-1, 1, 2 * 100), alpha=1. / len(postcounts), color=colors[:len(postcounts)], label=[str(option_posts) + " posts" for option_posts in postcounts])
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# gaxs[0, 1].hist(gpos, np.linspace(-1, 1, 2 * 100), alpha=1. / len(postcounts), color=colors[:len(postcounts)], label=[str(option_posts) + " posts" for option_posts in postcounts])
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# gaxs[1, 1].hist(gcom, np.linspace(-1, 1, 2 * 100), alpha=1. / len(postcounts), color=colors[:len(postcounts)], label=[str(option_posts) + " posts" for option_posts in postcounts])
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# gaxs[0, 0].hist(gneg, np.linspace(-1, 1, 2 * 100), stacked=True, color=colors[:len(postcounts)], label=[str(option_posts) + " posts" for option_posts in postcounts])
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# gaxs[1, 0].hist(gneu, np.linspace(-1, 1, 2 * 100), stacked=True, color=colors[:len(postcounts)], label=[str(option_posts) + " posts" for option_posts in postcounts])
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# gaxs[0, 1].hist(gpos, np.linspace(-1, 1, 2 * 100), stacked=True, color=colors[:len(postcounts)], label=[str(option_posts) + " posts" for option_posts in postcounts])
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# gaxs[1, 1].hist(gcom, np.linspace(-1, 1, 2 * 100), stacked=True, color=colors[:len(postcounts)], label=[str(option_posts) + " posts" for option_posts in postcounts])
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gaxs[0, 0].legend(loc="upper right")
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gaxs[1, 0].legend(loc="upper right")
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gaxs[0, 1].legend(loc="upper right")
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gaxs[1, 1].legend(loc="upper right")
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gfig.suptitle("Sentiment of answers to the first X (max) posts\nUsers registered between " + option_date_from.strftime("%d-%m-%Y") + " to " + option_date_to.strftime("%d-%m-%Y"))
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gfig.savefig(goutfilename + ".png", bbox_inches='tight')
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plt.close(gfig)
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def computeToxLevel(text):
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return analyser.polarity_scores(text)
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def flatmap(arr):
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return [item for sublist in arr for item in sublist]
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def dumptoxlevels(lvls, filename):
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with open(filename, "w") as file:
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file.write("from collections import defaultdict\n\n")
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file.write("toxlevels = " + str(lvls).replace("<class 'list'>", "list", 1) + "\n")
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def calc_intervals(posts):
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firstpost = dmt(posts).reduce(lambda acc, e: acc if acc < e['CreationDate'] else e['CreationDate'], lambda acc, e: acc if acc < e else e, lambda: posts[0]['CreationDate'], "firstpost").getresults()
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lastpost = dmt(posts).reduce(lambda acc, e: acc if acc > e['CreationDate'] else e['CreationDate'], lambda acc, e: acc if acc > e else e, lambda: posts[0]['CreationDate'], "lastpost").getresults()
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# calc quarter beginning
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firstpost = firstpost.replace(day=1, hour=0, minute=0, second=0, microsecond=0)
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if firstpost.month not in (1, 4, 7, 10):
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firstpost = firstpost.replace(month={1: 1, 2: 1, 3: 1, 4: 4, 5: 4, 6: 4, 7: 7, 8: 7, 9: 7, 10: 10, 11: 10, 12: 10}[firstpost.month])
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lastpost = lastpost.replace(day=1, hour=0, minute=0, second=0, microsecond=0)
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if lastpost.month not in (1, 4, 7, 10):
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lastpost = lastpost.replace(month={1: 1, 2: 1, 3: 1, 4: 4, 5: 4, 6: 4, 7: 7, 8: 7, 9: 7, 10: 10, 11: 10, 12: 10}[lastpost.month])
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# add 3 months to last post
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if lastpost.month == 10:
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lastpost = lastpost.replace(month=1, year=lastpost.year + 1)
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else:
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lastpost = lastpost.replace(month=lastpost.month + 3)
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cdate = firstpost
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intervals = []
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while cdate < lastpost:
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nextquarter = cdate.replace(month=(cdate.month + 3) % 12, year=cdate.year + (0 if cdate.month + 3 < 12 else 1))
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print("adding interval: " + cdate.strftime("%d-%m-%Y") + " - " + nextquarter.strftime("%d-%m-%Y"))
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intervals.append((cdate, nextquarter))
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cdate = nextquarter
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# sys.exit(0)
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return intervals
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if __name__ == "__main__":
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# execute only if run as a script
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usage = sys.argv[0] + " <folder>"
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if len(sys.argv) < 2:
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print(usage)
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sys.exit(1)
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folder = sys.argv[1]
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if not os.path.isdir(folder):
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print(folder + " is not a folder")
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sys.exit(1)
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main(folder)
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