[scrobbles] Add basic sentiment analysis
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from django.core.management.base import BaseCommand
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from django.db import models
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from scrobbles.models import Scrobble
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from scrobbles.utils import analyze_scrobble_sentiment
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class Command(BaseCommand):
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help = "Backfill VADER sentiment analysis for scrobbles with notes"
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def add_arguments(self, parser):
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parser.add_argument(
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"--commit",
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action="store_true",
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help="Actually update scrobble logs with sentiment data",
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)
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parser.add_argument(
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"--overwrite",
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action="store_true",
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help="Re-analyze scrobbles that already have sentiment data",
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)
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def handle(self, *args, **options):
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commit = options["commit"]
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overwrite = options["overwrite"]
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qs = Scrobble.objects.filter(
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~models.Q(log__notes__isnull=True)
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& ~models.Q(log__notes=[])
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& ~models.Q(log__notes={})
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)
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if not overwrite:
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qs = qs.filter(log__sentiment__isnull=True)
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total = qs.count()
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analyzed_count = 0
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skipped_count = 0
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self.stdout.write(f"Found {total} scrobbles to process")
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for scrobble in qs.iterator():
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if commit:
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analyzed = analyze_scrobble_sentiment(scrobble, overwrite=overwrite)
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else:
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notes_str = ""
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if scrobble.logdata:
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notes_str = scrobble.logdata.notes_as_str()
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analyzed = bool(notes_str)
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if analyzed:
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analyzed_count += 1
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if commit:
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scores = (scrobble.log or {}).get("sentiment", {})
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self.stdout.write(
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f" Updated scrobble {scrobble.id}: compound={scores.get('compound', 'N/A')}"
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)
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else:
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self.stdout.write(
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f" [DRY RUN] Would analyze scrobble {scrobble.id}"
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)
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else:
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skipped_count += 1
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self.stdout.write(
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f"\nAnalyzed {analyzed_count} scrobbles, skipped {skipped_count}"
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)
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if not commit:
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self.stdout.write("Run with --commit to persist changes")
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