LLM Context Bundle

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Week: Market: Min quality: Include related airline context Include macro context

Bundle suitability: WEAK | Mode: LOW_LOCAL_SIGNAL

Payload health

warnings: 1 | errors: 0 | strong evidence %: 0.0% | title_only %: 0.0%

Week: 2025-09-29 - 2025-10-05 | Market: GLOBAL

Total: 2 | Strong: 0 | Summary: 2 | Title only: 0

Direct market events: 2 | Related airline events: 0 | Macro context events: 0

Direct strong evidence: 0 | Related strong evidence: 0 | Macro strong evidence: 0

Direct ratio: 100.0% | Macro ratio: 0.0%

Warnings: Low evidence quality for this week – many records are title_only; Low local signal: fewer than 4 direct market events available for this week.

LLM Input Quality

Strong evidence %: 0.0%

Summary evidence %: 100.0%

Title only %: 0.0%

Avg quality: 0.60

Rejected by min_quality:

Legend: full = strongest context, summary = medium context, title_only = weak signal only

Signals

disruption_signal: False capacity_signal: True pricing_signal: False network_expansion_signal: True weather_signal: False geopolitics_signal: False tourist_demand_signal: False promotions_signal: False macro_pressure_signal: False

LLM Category Breakdown

Active categories: 2 / 14

aviation_news

Count: 1 | Strong: 0

Direct: 1 | Related: 0 | Macro: 0

Top 3:

Vancouver Airport Sets Sights On Rome, Ho Chi Minh City, Melbourne - Aviation Week

airport_disruptions

Count: 0 | Strong: 0

Direct: 0 | Related: 0 | Macro: 0

Top 3:

strikes

Count: 0 | Strong: 0

Direct: 0 | Related: 0 | Macro: 0

Top 3:

delays_cancellations

Count: 0 | Strong: 0

Direct: 0 | Related: 0 | Macro: 0

Top 3:

promotions

Count: 0 | Strong: 0

Direct: 0 | Related: 0 | Macro: 0

Top 3:

tourist_demand

Count: 0 | Strong: 0

Direct: 0 | Related: 0 | Macro: 0

Top 3:

weather_disruptions

Count: 0 | Strong: 0

Direct: 0 | Related: 0 | Macro: 0

Top 3:

geopolitics

Count: 0 | Strong: 0

Direct: 0 | Related: 0 | Macro: 0

Top 3:

macro_aviation_pressure

Count: 0 | Strong: 0

Direct: 0 | Related: 0 | Macro: 0

Top 3:

capacity_network_changes

Count: 1 | Strong: 0

Direct: 1 | Related: 0 | Macro: 0

Top 3:

50 New Routes Starting In October 2025 - Aviation Week

pricing_fares

Count: 0 | Strong: 0

Direct: 0 | Related: 0 | Macro: 0

Top 3:

airline_financial_outlook

Count: 0 | Strong: 0

Direct: 0 | Related: 0 | Macro: 0

Top 3:

safety_security_incidents

Count: 0 | Strong: 0

Direct: 0 | Related: 0 | Macro: 0

Top 3:

airport_traffic_performance

Count: 0 | Strong: 0

Direct: 0 | Related: 0 | Macro: 0

Top 3:

Topic Groups

disruptions

Direct: 0 | Related: 0 | Macro: 0

Avg quality: 0.00

Top direct:

Top related:

Top macro:

network

Direct: 1 | Related: 0 | Macro: 0

Avg quality: 0.60

Top direct:

50 New Routes Starting In October 2025 - Aviation Week

Top related:

Top macro:

pricing

Direct: 0 | Related: 0 | Macro: 0

Avg quality: 0.00

Top direct:

Top related:

Top macro:

airline_results

Direct: 0 | Related: 0 | Macro: 0

Avg quality: 0.00

Top direct:

Top related:

Top macro:

airport_ops

Direct: 0 | Related: 0 | Macro: 0

Avg quality: 0.00

Top direct:

Top related:

Top macro:

other

Direct: 1 | Related: 0 | Macro: 0

Avg quality: 0.60

Top direct:

Vancouver Airport Sets Sights On Rome, Ho Chi Minh City, Melbourne - Aviation Week

Top related:

Top macro:

Coverage Summary

Bundle mode: LOW_LOCAL_SIGNAL

Direct events: 2

Related events: 0

Macro events: 0

Direct strong evidence: 0

Related strong evidence: 0

Macro strong evidence: 0

Direct ratio: 100.0%

Direct Market Evidence

Date	Source	Title	Type	Impact	Quality	Strong	Priority	URL
2025-10-02	Google News Aviation Week Airports Networks	50 New Routes Starting In October 2025 - Aviation Week	network_routes	medium	0.60	no	5.00	open
2025-10-01	Google News Aviation Week Airports Networks	Vancouver Airport Sets Sights On Rome, Ho Chi Minh City, Melbourne - Aviation Week	general	low	0.60	no	4.00	open

Related Airline Context

Related events: 0

Top airlines (related):

Date	Source	Title	Airlines	Type	Impact	Quality	Priority	URL

Macro Context

Macro events: 0

Geopolitics (macro): 0

Macro aviation pressure: 0

Top categories in macro context:

Top sources in macro context:

Date	Source	Title	LLM Category	Impact	Quality	Strong	Why macro	Priority	URL

Source Ranking

Top sources for direct events

Google News Aviation Week Airports Networks (2)

Top sources for related events

Most strong evidence

Top sources for macro context

Macro Selection Diagnostics

rejected_as_not_geopolitics: 0 | rejected_as_not_market_relevant: 0 | rejected_by_negative_filter: 0

Evidence Table

Group Content source Strong Hide macro Show only strong evidence Show only direct Hide GLOBAL Hide title_only Hide low quality (<0.5)

Date	Source	Context	Title	Content	Quality	Strong	Market	Type	Impact	URL
2025-10-02	Google News Aviation Week Airports Networks	🟢 direct	50 New Routes Starting In October 2025 - Aviation Week	SUMMARY	0.60 MEDIUM QUALITY	no	GLOBAL	network_routes	medium	open
2025-10-01	Google News Aviation Week Airports Networks	🟢 direct	Vancouver Airport Sets Sights On Rome, Ho Chi Minh City, Melbourne - Aviation Week	SUMMARY	0.60 MEDIUM QUALITY	no	GLOBAL	general	low	open

Preview JSON

Show bundle JSON

{
  "week_start": "2025-09-29",
  "week_end": "2025-10-05",
  "market": "GLOBAL",
  "coverage": {
    "direct_events_count": 2,
    "related_airline_events_count": 0,
    "macro_context_events_count": 0,
    "direct_strong_evidence_count": 0,
    "related_strong_evidence_count": 0,
    "macro_strong_evidence_count": 0,
    "direct_ratio": 1.0,
    "macro_ratio": 0.0,
    "bundle_mode": "LOW_LOCAL_SIGNAL"
  },
  "stats": {
    "total_events": 2,
    "strong_evidence": 0,
    "summary_evidence": 2,
    "title_only": 0,
    "avg_quality": 0.6
  },
  "direct_market_events": [
    {
      "id": 633,
      "title": "50 New Routes Starting In October 2025 - Aviation Week",
      "source": "Google News Aviation Week Airports Networks",
      "date": "2025-10-02",
      "published_at": "2025-10-02T07:00:00+00:00",
      "content_source": "rss_description",
      "quality": 0.6,
      "primary_market": "GLOBAL",
      "event_type": "network_routes",
      "impact_level": "medium",
      "evidence_text": "50 New Routes Starting In October 2025 Aviation Week",
      "url": "https://news.google.com/rss/articles/CBMilwFBVV95cUxQN3pNZUdNUnZaRGlIcDY3d2RfaHVGQS1HYnY0TXMwTjFvY1FIdmZjTEtOMjZLN1JpWDZCQVlOd2twMFlha0FWZnZid2N2NzlrTVl5VmZ1NHpXa2FiWHd5NXhjWXVFMURLckRZSG42M052R0QwNndGT0MyTU5OZTR2Ymc2cGNxTkt6VXNxSWFLSS02RE10V3JZ?oc=5",
      "strong_evidence": false,
      "entities_airlines": [],
      "priority_score": 5.0,
      "context_type": "direct",
      "content_text": "50 New Routes Starting In October 2025 Aviation Week",
      "why_macro": "",
      "llm_category": "capacity_network_changes",
      "group": "network"
    },
    {
      "id": 608,
      "title": "Vancouver Airport Sets Sights On Rome, Ho Chi Minh City, Melbourne - Aviation Week",
      "source": "Google News Aviation Week Airports Networks",
      "date": "2025-10-01",
      "published_at": "2025-10-01T07:00:00+00:00",
      "content_source": "rss_description",
      "quality": 0.6,
      "primary_market": "GLOBAL",
      "event_type": "general",
      "impact_level": "low",
      "evidence_text": "Vancouver Airport Sets Sights On Rome, Ho Chi Minh City, Melbourne Aviation Week",
      "url": "https://news.google.com/rss/articles/CBMiugFBVV95cUxOemNyQjJMRjhaeVhFY0JGaU9iRzJESDZpTy1FZlMtZlV1d0g3Z2hwM1dKQzBMbFcxQVU4b253SU1Da3RSMEdXR3p1YUtZanJEVXo2RDBubzZrdmtpQndWYUQzVFMyVW5JdGh2X05lSk1aMFY1WWJoTnVSd0RZVTBKVFBFRnVmV25Sck1YdklhSDZQVG90aG4tOFlkSk9OMTBVMWNHeGFkUUZWZGo2VkJLTmtaZVhwMS1ESUE?oc=5",
      "strong_evidence": false,
      "entities_airlines": [],
      "priority_score": 4.0,
      "context_type": "direct",
      "content_text": "Vancouver Airport Sets Sights On Rome, Ho Chi Minh City, Melbourne Aviation Week",
      "why_macro": "",
      "llm_category": "aviation_news",
      "group": "other"
    }
  ],
  "related_airline_events": [],
  "macro_context_events": [],
  "groups": {
    "disruptions": {
      "direct": [],
      "related": [],
      "macro": [],
      "direct_count": 0,
      "related_count": 0,
      "macro_count": 0
    },
    "network": {
      "direct": [
        {
          "id": 633,
          "title": "50 New Routes Starting In October 2025 - Aviation Week",
          "source": "Google News Aviation Week Airports Networks",
          "date": "2025-10-02",
          "published_at": "2025-10-02T07:00:00+00:00",
          "content_source": "rss_description",
          "quality": 0.6,
          "primary_market": "GLOBAL",
          "event_type": "network_routes",
          "impact_level": "medium",
          "evidence_text": "50 New Routes Starting In October 2025 Aviation Week",
          "url": "https://news.google.com/rss/articles/CBMilwFBVV95cUxQN3pNZUdNUnZaRGlIcDY3d2RfaHVGQS1HYnY0TXMwTjFvY1FIdmZjTEtOMjZLN1JpWDZCQVlOd2twMFlha0FWZnZid2N2NzlrTVl5VmZ1NHpXa2FiWHd5NXhjWXVFMURLckRZSG42M052R0QwNndGT0MyTU5OZTR2Ymc2cGNxTkt6VXNxSWFLSS02RE10V3JZ?oc=5",
          "strong_evidence": false,
          "entities_airlines": [],
          "priority_score": 5.0,
          "context_type": "direct",
          "content_text": "50 New Routes Starting In October 2025 Aviation Week",
          "why_macro": "",
          "llm_category": "capacity_network_changes",
          "group": "network"
        }
      ],
      "related": [],
      "macro": [],
      "direct_count": 1,
      "related_count": 0,
      "macro_count": 0
    },
    "pricing": {
      "direct": [],
      "related": [],
      "macro": [],
      "direct_count": 0,
      "related_count": 0,
      "macro_count": 0
    },
    "airline_results": {
      "direct": [],
      "related": [],
      "macro": [],
      "direct_count": 0,
      "related_count": 0,
      "macro_count": 0
    },
    "airport_ops": {
      "direct": [],
      "related": [],
      "macro": [],
      "direct_count": 0,
      "related_count": 0,
      "macro_count": 0
    },
    "other": {
      "direct": [
        {
          "id": 608,
          "title": "Vancouver Airport Sets Sights On Rome, Ho Chi Minh City, Melbourne - Aviation Week",
          "source": "Google News Aviation Week Airports Networks",
          "date": "2025-10-01",
          "published_at": "2025-10-01T07:00:00+00:00",
          "content_source": "rss_description",
          "quality": 0.6,
          "primary_market": "GLOBAL",
          "event_type": "general",
          "impact_level": "low",
          "evidence_text": "Vancouver Airport Sets Sights On Rome, Ho Chi Minh City, Melbourne Aviation Week",
          "url": "https://news.google.com/rss/articles/CBMiugFBVV95cUxOemNyQjJMRjhaeVhFY0JGaU9iRzJESDZpTy1FZlMtZlV1d0g3Z2hwM1dKQzBMbFcxQVU4b253SU1Da3RSMEdXR3p1YUtZanJEVXo2RDBubzZrdmtpQndWYUQzVFMyVW5JdGh2X05lSk1aMFY1WWJoTnVSd0RZVTBKVFBFRnVmV25Sck1YdklhSDZQVG90aG4tOFlkSk9OMTBVMWNHeGFkUUZWZGo2VkJLTmtaZVhwMS1ESUE?oc=5",
          "strong_evidence": false,
          "entities_airlines": [],
          "priority_score": 4.0,
          "context_type": "direct",
          "content_text": "Vancouver Airport Sets Sights On Rome, Ho Chi Minh City, Melbourne Aviation Week",
          "why_macro": "",
          "llm_category": "aviation_news",
          "group": "other"
        }
      ],
      "related": [],
      "macro": [],
      "direct_count": 1,
      "related_count": 0,
      "macro_count": 0
    }
  },
  "llm_categories": {
    "aviation_news": {
      "direct": [
        {
          "id": 608,
          "title": "Vancouver Airport Sets Sights On Rome, Ho Chi Minh City, Melbourne - Aviation Week",
          "source": "Google News Aviation Week Airports Networks",
          "date": "2025-10-01",
          "published_at": "2025-10-01T07:00:00+00:00",
          "content_source": "rss_description",
          "quality": 0.6,
          "primary_market": "GLOBAL",
          "event_type": "general",
          "impact_level": "low",
          "evidence_text": "Vancouver Airport Sets Sights On Rome, Ho Chi Minh City, Melbourne Aviation Week",
          "url": "https://news.google.com/rss/articles/CBMiugFBVV95cUxOemNyQjJMRjhaeVhFY0JGaU9iRzJESDZpTy1FZlMtZlV1d0g3Z2hwM1dKQzBMbFcxQVU4b253SU1Da3RSMEdXR3p1YUtZanJEVXo2RDBubzZrdmtpQndWYUQzVFMyVW5JdGh2X05lSk1aMFY1WWJoTnVSd0RZVTBKVFBFRnVmV25Sck1YdklhSDZQVG90aG4tOFlkSk9OMTBVMWNHeGFkUUZWZGo2VkJLTmtaZVhwMS1ESUE?oc=5",
          "strong_evidence": false,
          "entities_airlines": [],
          "priority_score": 4.0,
          "context_type": "direct",
          "content_text": "Vancouver Airport Sets Sights On Rome, Ho Chi Minh City, Melbourne Aviation Week",
          "why_macro": "",
          "llm_category": "aviation_news",
          "group": "other"
        }
      ],
      "related": [],
      "macro": [],
      "count": 1,
      "strong_evidence_count": 0,
      "top_titles": [
        "Vancouver Airport Sets Sights On Rome, Ho Chi Minh City, Melbourne - Aviation Week"
      ]
    },
    "airport_disruptions": {
      "direct": [],
      "related": [],
      "macro": [],
      "count": 0,
      "strong_evidence_count": 0,
      "top_titles": []
    },
    "strikes": {
      "direct": [],
      "related": [],
      "macro": [],
      "count": 0,
      "strong_evidence_count": 0,
      "top_titles": []
    },
    "delays_cancellations": {
      "direct": [],
      "related": [],
      "macro": [],
      "count": 0,
      "strong_evidence_count": 0,
      "top_titles": []
    },
    "promotions": {
      "direct": [],
      "related": [],
      "macro": [],
      "count": 0,
      "strong_evidence_count": 0,
      "top_titles": []
    },
    "tourist_demand": {
      "direct": [],
      "related": [],
      "macro": [],
      "count": 0,
      "strong_evidence_count": 0,
      "top_titles": []
    },
    "weather_disruptions": {
      "direct": [],
      "related": [],
      "macro": [],
      "count": 0,
      "strong_evidence_count": 0,
      "top_titles": []
    },
    "geopolitics": {
      "direct": [],
      "related": [],
      "macro": [],
      "count": 0,
      "strong_evidence_count": 0,
      "top_titles": []
    },
    "macro_aviation_pressure": {
      "direct": [],
      "related": [],
      "macro": [],
      "count": 0,
      "strong_evidence_count": 0,
      "top_titles": []
    },
    "capacity_network_changes": {
      "direct": [
        {
          "id": 633,
          "title": "50 New Routes Starting In October 2025 - Aviation Week",
          "source": "Google News Aviation Week Airports Networks",
          "date": "2025-10-02",
          "published_at": "2025-10-02T07:00:00+00:00",
          "content_source": "rss_description",
          "quality": 0.6,
          "primary_market": "GLOBAL",
          "event_type": "network_routes",
          "impact_level": "medium",
          "evidence_text": "50 New Routes Starting In October 2025 Aviation Week",
          "url": "https://news.google.com/rss/articles/CBMilwFBVV95cUxQN3pNZUdNUnZaRGlIcDY3d2RfaHVGQS1HYnY0TXMwTjFvY1FIdmZjTEtOMjZLN1JpWDZCQVlOd2twMFlha0FWZnZid2N2NzlrTVl5VmZ1NHpXa2FiWHd5NXhjWXVFMURLckRZSG42M052R0QwNndGT0MyTU5OZTR2Ymc2cGNxTkt6VXNxSWFLSS02RE10V3JZ?oc=5",
          "strong_evidence": false,
          "entities_airlines": [],
          "priority_score": 5.0,
          "context_type": "direct",
          "content_text": "50 New Routes Starting In October 2025 Aviation Week",
          "why_macro": "",
          "llm_category": "capacity_network_changes",
          "group": "network"
        }
      ],
      "related": [],
      "macro": [],
      "count": 1,
      "strong_evidence_count": 0,
      "top_titles": [
        "50 New Routes Starting In October 2025 - Aviation Week"
      ]
    },
    "pricing_fares": {
      "direct": [],
      "related": [],
      "macro": [],
      "count": 0,
      "strong_evidence_count": 0,
      "top_titles": []
    },
    "airline_financial_outlook": {
      "direct": [],
      "related": [],
      "macro": [],
      "count": 0,
      "strong_evidence_count": 0,
      "top_titles": []
    },
    "safety_security_incidents": {
      "direct": [],
      "related": [],
      "macro": [],
      "count": 0,
      "strong_evidence_count": 0,
      "top_titles": []
    },
    "airport_traffic_performance": {
      "direct": [],
      "related": [],
      "macro": [],
      "count": 0,
      "strong_evidence_count": 0,
      "top_titles": []
    }
  },
  "signals": {
    "disruption_signal": false,
    "capacity_signal": true,
    "pricing_signal": false,
    "network_expansion_signal": true,
    "weather_signal": false,
    "geopolitics_signal": false,
    "tourist_demand_signal": false,
    "promotions_signal": false,
    "macro_pressure_signal": false
  },
  "source_contribution": {
    "direct_sources": [
      [
        "Google News Aviation Week Airports Networks",
        2
      ]
    ],
    "related_sources": [],
    "macro_sources": [],
    "strong_sources": []
  },
  "related_top_airlines": [],
  "bundle_suitability": "WEAK",
  "warnings": [
    "Low evidence quality for this week – many records are title_only",
    "Low local signal: fewer than 4 direct market events available for this week."
  ],
  "active_llm_categories_count": 2,
  "active_llm_categories": [
    "aviation_news",
    "capacity_network_changes"
  ],
  "llm_category_counts": {
    "aviation_news": 1,
    "airport_disruptions": 0,
    "strikes": 0,
    "delays_cancellations": 0,
    "promotions": 0,
    "tourist_demand": 0,
    "weather_disruptions": 0,
    "geopolitics": 0,
    "macro_aviation_pressure": 0,
    "capacity_network_changes": 1,
    "pricing_fares": 0,
    "airline_financial_outlook": 0,
    "safety_security_incidents": 0,
    "airport_traffic_performance": 0
  },
  "aviation_news_diagnostics": [
    {
      "id": 608,
      "title": "Vancouver Airport Sets Sights On Rome, Ho Chi Minh City, Melbourne - Aviation Week",
      "source": "Google News Aviation Week Airports Networks",
      "date": "2025-10-01",
      "published_at": "2025-10-01T07:00:00+00:00",
      "content_source": "rss_description",
      "quality": 0.6,
      "primary_market": "GLOBAL",
      "event_type": "general",
      "impact_level": "low",
      "evidence_text": "Vancouver Airport Sets Sights On Rome, Ho Chi Minh City, Melbourne Aviation Week",
      "url": "https://news.google.com/rss/articles/CBMiugFBVV95cUxOemNyQjJMRjhaeVhFY0JGaU9iRzJESDZpTy1FZlMtZlV1d0g3Z2hwM1dKQzBMbFcxQVU4b253SU1Da3RSMEdXR3p1YUtZanJEVXo2RDBubzZrdmtpQndWYUQzVFMyVW5JdGh2X05lSk1aMFY1WWJoTnVSd0RZVTBKVFBFRnVmV25Sck1YdklhSDZQVG90aG4tOFlkSk9OMTBVMWNHeGFkUUZWZGo2VkJLTmtaZVhwMS1ESUE?oc=5",
      "strong_evidence": false,
      "entities_airlines": [],
      "priority_score": 4.0,
      "context_type": "direct",
      "content_text": "Vancouver Airport Sets Sights On Rome, Ho Chi Minh City, Melbourne Aviation Week",
      "why_macro": "",
      "llm_category": "aviation_news",
      "group": "other"
    }
  ],
  "macro_context_diagnostics": [],
  "macro_selection_diagnostics": {
    "rejected_as_not_geopolitics": 0,
    "rejected_as_not_market_relevant": 0,
    "rejected_by_negative_filter": 0
  },
  "meta": {
    "min_quality": 0.0,
    "include_related": true,
    "include_macro": true,
    "strong_evidence_pct": 0.0,
    "quality_breakdown": {
      "strong_pct": 0.0,
      "summary_pct": 1.0,
      "title_only_pct": 0.0
    }
  }
}

Classifier Diagnostics (general fallback)

Date	Source	Title	event_type	llm_category	Market	Quality	Content
2025-10-01	Google News Aviation Week Airports Networks	Vancouver Airport Sets Sights On Rome, Ho Chi Minh City, Melbourne - Aviation Week	general	aviation_news	GLOBAL	0.60	rss_description

Macro Diagnostics (latest context events)

Date	Source	Title	llm_category	Impact	Market	Quality	Why macro