from CRUDManager import CRUDManager from datetime import datetime from DbSetup import init_db import locale from MastodonAccountManager import MastodonAccountManager import matplotlib.pyplot as plt from TootCrawler import TootCrawler from sqlalchemy.sql import desc, select locale.setlocale(locale.LC_TIME, "de_DE.UTF-8") init_db() mastodonAccountManager = MastodonAccountManager() mastodonInstance = mastodonAccountManager.instance """ mastodonInstance.log_in( 'USER-EMAIL', 'PW', to_file = 'hedonodon_usercred.secret' ) """ tootCrawler = TootCrawler(mastodonInstance) crudManager = CRUDManager() lastTootId = crudManager.getLastToot() tootsDataframe = tootCrawler.buildTootsDataframe(lastTootId) sentimentsYesterday = crudManager.calculateAggregates('sentiment', 'Count') compoundsYesterday = crudManager.calculateAggregates('compound', 'Avg') if not tootsDataframe.empty: crudManager.saveToDatabase(tootsDataframe, 'Toots', useIndex=False) crudManager.saveToDatabase(dataframe=sentimentsYesterday, table='Sentiments', useIndex=True) crudManager.saveToDatabase(dataframe=compoundsYesterday, table='Compounds', useIndex=True) #print(sentimentsYesterday, 'sentimentsYesterday') #print(compoundsYesterday, 'sentimentsYesterday') else: print('Nothing changed since last database insert!') TodayDate= datetime.strptime(sentimentsYesterday['date'][0], '%Y-%m-%d').strftime('%d.%m.%Y') dataframe4PieChart = sentimentsYesterday.drop('date', axis=1).set_index('sentiment') dataframe4LineChart = crudManager.loadFromDatabase('Compounds', 'date').drop('index', axis=1) fig, axes = plt.subplots(nrows=2, ncols=1, figsize=(10,10)) pieChartlabels = dataframe4PieChart.index.to_numpy() pieChart = dataframe4PieChart.plot.pie(ax=axes[0], y='sentimentCount', ylabel="", labels=dataframe4PieChart['sentimentCount'], title=f'Moods of the toots on {TodayDate} of the local timeline on fedihum.org', colors = ['red', 'grey', 'green']) chartBox = axes[0].get_position() axes[0].set_position([chartBox.x0,chartBox.y0-0.2,chartBox.width,chartBox.height]) axes[0].legend(pieChartlabels,loc='upper right', bbox_to_anchor=(1.3, 0.9)) lineChart = dataframe4LineChart.plot.line(ax=axes[1], title='Compounds from max positive (1) to min neg (-1)') axes[1].set_ylim([-1, 1]) plotFileUrl = f'./plots/{TodayDate}.png' plt.savefig(plotFileUrl) media = mastodonInstance.media_post(plotFileUrl, mime_type="image/png", description=f"Sentiment analysis of local timeline on fedihum.org, showing the moods of the toots on, and the compounds up to {TodayDate}.") mastodonInstance.status_post(f'The moods of the toots on and up to {TodayDate}.', media_ids=media, language='en')