[trends] Add new time of day trend
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11
PROJECT.org
11
PROJECT.org
@ -604,6 +604,17 @@ independent of the email flow it was originally creatdd for
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** TODO [#B] Is there way to create unique slugs for media instances :media_types:
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** DONE [#B] Time of Day Categories trend :trends:
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:PROPERTIES:
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:ID: 6598074f-2290-46db-967b-29f45d30be29
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:END:
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*** Description
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Added a "Time of Day Categories" trend that groups scrobbles for Books, Trails,
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Birding Locations, and Board Games into Early Bird (5-10:59am), Day Jay (11am-6:59pm),
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and Night Owl (7pm-4:59am) buckets. Shows both overall and per-media-type breakdowns.
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* Version 58.1 [1/1]
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** DONE [#B] Add auto genre tagging for papers :books:papers:metadata:
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:PROPERTIES:
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@ -0,0 +1,65 @@
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<div class="row">
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<div class="col-12">
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{% if data.total and data.total > 0 %}
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<h5>Overall</h5>
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<div class="table-responsive mb-4">
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<table class="table table-striped table-sm">
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<thead>
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<tr>
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<th>Category</th>
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<th class="text-end">Scrobbles</th>
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<th class="text-end">%</th>
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</tr>
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</thead>
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<tbody>
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{% for slug, info in data.categories.items %}
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<tr>
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<td>{{ info.label }}</td>
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<td class="text-end">{{ info.count }}</td>
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<td class="text-end">{{ info.pct }}%</td>
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</tr>
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{% endfor %}
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<tr class="table-secondary">
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<td><strong>Total</strong></td>
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<td class="text-end"><strong>{{ data.total }}</strong></td>
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<td class="text-end"></td>
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</tr>
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</tbody>
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</table>
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</div>
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<h5>By Media Type</h5>
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{% for mt, mt_data in data.by_media_type.items %}
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<h6 class="mt-3">{{ mt }}</h6>
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<div class="table-responsive">
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<table class="table table-striped table-sm">
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<thead>
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<tr>
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<th>Category</th>
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<th class="text-end">Scrobbles</th>
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<th class="text-end">%</th>
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</tr>
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</thead>
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<tbody>
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{% for slug, info in mt_data.categories.items %}
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<tr>
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<td>{{ info.label }}</td>
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<td class="text-end">{{ info.count }}</td>
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<td class="text-end">{{ info.pct }}%</td>
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</tr>
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{% endfor %}
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<tr class="table-secondary">
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<td><strong>Total</strong></td>
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<td class="text-end"><strong>{{ mt_data.total }}</strong></td>
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<td class="text-end"></td>
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</tr>
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</tbody>
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</table>
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</div>
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{% endfor %}
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{% else %}
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<p class="text-muted">No data found for Books, Trails, Birding Locations, or Board Games in this period.</p>
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{% endif %}
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</div>
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</div>
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@ -55,6 +55,9 @@
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{% elif trend.slug == "reading-pace-vs-activity" %}
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{% include "trends/_reading_pace.html" %}
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{% elif trend.slug == "time-of-day-categories" %}
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{% include "trends/_time_of_day_categories.html" %}
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{% elif trend.slug == "trending-up" %}
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{% include "trends/_trending_up.html" %}
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@ -15,6 +15,7 @@ from trends.trends.mood import (
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compute_mood_weather,
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)
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from trends.trends.reading import compute_reading_pace_vs_activity
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from trends.trends.time_of_day import compute_time_of_day_categories
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from trends.trends.trending import compute_trending_up
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TREND_REGISTRY = {}
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@ -44,5 +45,8 @@ compute_peak_hours = register("peak-hours")(compute_peak_hours)
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compute_reading_pace_vs_activity = register("reading-pace-vs-activity")(
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compute_reading_pace_vs_activity
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)
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compute_time_of_day_categories = register("time-of-day-categories")(
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compute_time_of_day_categories
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)
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compute_trending_up = register("trending-up")(compute_trending_up)
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compute_weekly_rhythm = register("weekly-rhythm")(compute_weekly_rhythm)
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89
vrobbler/apps/trends/trends/time_of_day.py
Normal file
89
vrobbler/apps/trends/trends/time_of_day.py
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@ -0,0 +1,89 @@
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from collections import OrderedDict
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from django.db.models import Count, Q
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from django.db.models.functions import Extract
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from scrobbles.models import Scrobble
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TARGET_MEDIA_TYPES = ["Book", "Trail", "BirdingLocation", "BoardGame"]
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CATEGORIES = OrderedDict(
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[
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("early_bird", {"label": "Early Bird", "hours": {5, 6, 7, 8, 9, 10}}),
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("day_jay", {"label": "Day Jay", "hours": {11, 12, 13, 14, 15, 16, 17, 18}}),
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("night_owl", {"label": "Night Owl", "hours": {19, 20, 21, 22, 23, 0, 1, 2, 3, 4}}),
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]
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)
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def _categorize_hour(hour):
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for slug, cat in CATEGORIES.items():
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if hour in cat["hours"]:
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return slug
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return None
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def compute_time_of_day_categories(user, period="last_30"):
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from trends.utils import get_date_range
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start, end = get_date_range(period)
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filters = Q(user=user, media_type__in=TARGET_MEDIA_TYPES, timestamp__isnull=False)
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if start:
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filters &= Q(timestamp__gte=start)
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if end:
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filters &= Q(timestamp__lte=end)
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qs = (
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Scrobble.objects.filter(filters)
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.annotate(hour=Extract("timestamp", "hour"))
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.values("media_type", "hour")
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.annotate(count=Count("id"))
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.order_by("media_type", "hour")
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)
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raw = {}
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for row in qs:
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mt = row["media_type"]
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raw.setdefault(mt, {})[row["hour"]] = row["count"]
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by_media_type = {}
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grand_totals = {"early_bird": 0, "day_jay": 0, "night_owl": 0}
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grand_total = 0
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for mt in TARGET_MEDIA_TYPES:
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mt_data = raw.get(mt, {})
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cat_counts = {"early_bird": 0, "day_jay": 0, "night_owl": 0}
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mt_total = 0
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for hour, count in mt_data.items():
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slug = _categorize_hour(hour)
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if slug:
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cat_counts[slug] += count
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mt_total += count
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by_media_type[mt] = {
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"total": mt_total,
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"categories": {},
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}
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for slug in CATEGORIES:
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c = cat_counts[slug]
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by_media_type[mt]["categories"][slug] = {
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"count": c,
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"pct": round((c / mt_total * 100), 1) if mt_total else 0,
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"label": CATEGORIES[slug]["label"],
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}
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grand_totals[slug] += c
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grand_total += mt_total
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categories = {}
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for slug in CATEGORIES:
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c = grand_totals[slug]
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categories[slug] = {
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"count": c,
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"pct": round((c / grand_total * 100), 1) if grand_total else 0,
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"label": CATEGORIES[slug]["label"],
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}
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return {
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"categories": categories,
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"total": grand_total,
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"by_media_type": by_media_type,
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}
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@ -25,6 +25,7 @@ TIME_BOUND_TRENDS = {
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"mood-weather",
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"peak-hours",
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"reading-pace-vs-activity",
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"time-of-day-categories",
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"trending-up",
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"weekly-rhythm",
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}
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@ -55,6 +55,11 @@ TREND_METADATA = {
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"description": "Compare how long you read per session with and without concurrent music.",
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"icon": "📊",
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},
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"time-of-day-categories": {
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"title": "Time of Day Categories",
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"description": "Are you an early bird, day jay, or night owl? Categorized by Books, Trails, Birding Locations, and Board Games.",
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"icon": "🦉",
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},
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"trending-up": {
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"title": "Trending Media Types",
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"description": "Which media types have you been consuming more or less of recently?",
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