Now with prettier charts
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2 changed files with 50 additions and 11 deletions
1
.gitignore
vendored
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.gitignore
vendored
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@ -4,3 +4,4 @@ instance
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__pycache__
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hedonodon_clientcred.secret
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hedonodon_usercred.secret
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.fleet
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56
Main.py
56
Main.py
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@ -1,13 +1,15 @@
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from CRUDManager import CRUDManager
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from datetime import datetime
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from datetime import datetime, date
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from DbSetup import init_db
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import locale
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from MastodonAccountManager import MastodonAccountManager
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import matplotlib.pyplot as plt
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import matplotlib.dates as mdates
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from matplotlib.ticker import MultipleLocator
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import numpy as np
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from TootCrawler import TootCrawler
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from sqlalchemy.sql import desc, select
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locale.setlocale(locale.LC_TIME, "de_DE.UTF-8")
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locale.setlocale(locale.LC_TIME, "en_EN.UTF-8")
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init_db()
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mastodonAccountManager = MastodonAccountManager()
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@ -26,13 +28,22 @@ crudManager = CRUDManager()
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lastTootId = crudManager.getLastToot()
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tootsDataframe = tootCrawler.buildTootsDataframe(lastTootId)
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sentimentsYesterday = crudManager.calculateAggregates('sentiment', 'Count')
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colormap = {
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'negative"': '#ff9999',
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'neutral': '#ffcc99',
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"positive": '#99ff99'
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}
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todaysColors = []
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for sentiment in sentimentsYesterday['sentiment'].to_numpy():
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todaysColors.append(colormap[sentiment])
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compoundsYesterday = crudManager.calculateAggregates('compound', 'Avg')
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if not tootsDataframe.empty:
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crudManager.saveToDatabase(tootsDataframe, 'Toots', useIndex=False)
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crudManager.saveToDatabase(dataframe=sentimentsYesterday, table='Sentiments', useIndex=True)
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crudManager.saveToDatabase(dataframe=compoundsYesterday, table='Compounds', useIndex=True)
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#print(sentimentsYesterday, 'sentimentsYesterday')
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#print(compoundsYesterday, 'sentimentsYesterday')
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else:
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print('Nothing changed since last database insert!')
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@ -42,15 +53,42 @@ dataframe4LineChart = crudManager.loadFromDatabase('Compounds', 'date').drop('in
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fig, axes = plt.subplots(nrows=2, ncols=1, figsize=(10,10))
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# Pie chart.
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pieChartlabels = dataframe4PieChart.index.to_numpy()
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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'])
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pieChart = dataframe4PieChart.plot.pie(
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ax=axes[0],
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y='sentimentCount',
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ylabel="",
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labels=dataframe4PieChart['sentimentCount'],
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title=f'Moods of the toots on {TodayDate} of the local timeline on fedihum.org',
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colors = todaysColors,
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wedgeprops=dict(linewidth=3, edgecolor='w'),
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startangle=90
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)
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axes[0].axis('equal')
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centre_circle = plt.Circle((0,0),0.6,fc='white')
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axes[0].add_patch(centre_circle)
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chartBox = axes[0].get_position()
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axes[0].set_position([chartBox.x0,chartBox.y0-0.2,chartBox.width,chartBox.height])
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axes[0].legend(pieChartlabels,loc='upper right', bbox_to_anchor=(1.3, 0.9))
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lineChart = dataframe4LineChart.plot.line(ax=axes[1], title='Compounds from max positive (1) to min neg (-1)')
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axes[1].set_ylim([-1, 1])
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axes[0].legend(pieChartlabels,loc='upper right', bbox_to_anchor=(0.8, 0.9))
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# Line chart.
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lineChart = dataframe4LineChart.plot.line(
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ax=axes[1],
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title='Compounds from max positive (1) to min negative (-1)'
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)
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axes[1].grid(True)
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axes[1].set_xlim([date(2023, 1, 1), date(2023, 12, 31)])
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axes[1].set_ylim([-1, 1])
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axes[1].xaxis.set_major_locator(mdates.MonthLocator())
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axes[1].xaxis.set_minor_locator(mdates.MonthLocator(bymonthday=15))
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axes[1].xaxis.set_major_formatter(plt.NullFormatter())
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axes[1].xaxis.set_minor_formatter(mdates.DateFormatter('%h'))
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axes[1].tick_params(which='minor', length=0)
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plotFileUrl = f'./plots/{TodayDate}.png'
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plt.show()
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plt.savefig(plotFileUrl)
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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}.")
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