{"id": "2020-04-09-gdelt-c-industry", "slug": "2020-seafarers-stranded-by-covid-19-lockdowns", "url": "/incidents/2020-seafarers-stranded-by-covid-19-lockdowns/", "label": "Seafarers stranded by COVID-19 lockdowns", "summary": "During early April 2020, tens of thousands of seafarers\u2014particularly Filipino and Indian nationals\u2014were stranded aboard vessels or unable to join ships due to COVID-19 lockdowns and port restrictions. Governments began repatriation efforts, with over 1,400 Filipino seafarers flown home on April 10 and 322 repatriated from Italy arriving in the Philippines on April 5. The crisis highlighted crew-change bottlenecks, discrimination against seafarers, and the shipping industry's urgent calls for free movement of crews to maintain global trade.", "incident_type": "labour", "vessels": [], "vessel_types": [], "location": null, "tier": "C", "kind": "incident", "shape": "spike", "peak_date": "2020-04-09", "peak_level": 54.688, "peak_level_date": "2020-04-09", "onset_date": "2020-04-07", "end_date": "2020-04-10", "duration_days": 4, "composite": {"excess_area": 33.16700000000001, "highest_since": "2020-04-05", "peak": 54.688, "peak_z": 1.0143992776399395, "percentile_of_peak_day": 43.5229, "rank_of_peak_day": 1322}, "signals": {"news": {"excess": 51.04949999999999, "lead_days": null, "peak_z": 1.7772524664089941, "share_at_peak": 0.37575833385452495, "share_of_excess": 0.2781644237567277, "share_peak3": 0.3231990573787738}, "research": {"excess": 71.365, "lead_days": null, "peak_z": 2.3251765375975046, "share_at_peak": 0.5066993173191184, "share_of_excess": 0.5832928070225626, "share_peak3": 0.5456755970513812}, "search": {"excess": 14.573500000000003, "lead_days": null, "peak_z": 0.5143233397049446, "share_at_peak": 0.107987703084332, "share_of_excess": 0.11911466017155914, "share_peak3": 0.12321406027872465}, "social": {"basis": "x_only", "excess": 3.5655, "lead_days": null, "peak_z": 0.19261186902823718, "share_at_peak": 0.009554645742024517, "share_of_excess": 0.019428109049150585, "share_peak3": 0.007911285291120267}}, "signature": {"basis_signals": 4, "confidence": "high", "method_note": "integrated favours slow-decaying/centred-smoothed signals (search); peak-day favours fast signals (social)", "verdict": "public-curiosity-led", "verdict_at_peak": "public-curiosity-led", "verdicts_disagree": false}, "spread": {"article_breadth": 0.08333333333333333, "breadth": 0.0, "concentration": 0.4449415003441156, "controls_detail": null, "controls_moved": false, "gdelt": {"c_industry": 5.065201032391675, "c_tanker": 0.2912639610955425, 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carrier": {"excess_ratio": 1.0152887882219706, "peak_z": 0.4722020141758447}, "Cargo ship": {"excess_ratio": 1.1595059076262084, "peak_z": 1.10657823705099}, "Chemical tanker": {"excess_ratio": 0.9948453608247423, "peak_z": 0.6745942158423179}, "Container ship": {"excess_ratio": 1.3521798365122615, "peak_z": 1.7857873043414803}, "Gas carrier": {"excess_ratio": 0.9720930232558139, "peak_z": 0.5990078244638052}, "LNG carrier": {"excess_ratio": 1.0375722543352601, "peak_z": 0.7284554692968526}, "Maritime transport": {"excess_ratio": 1.022875816993464, "peak_z": 0.34257254352654054}, "Oil tanker": {"excess_ratio": 1.6275080906148867, "peak_z": 1.775476311158532}, "Roll-on/roll-off": {"excess_ratio": 0.9554865424430642, "peak_z": 0.16876893727760678}, "Ship": {"excess_ratio": 1.0924392935982339, "peak_z": 0.566575545473542}, "Ship transport": {"excess_ratio": 1.6720430107526882, "peak_z": 4.529132707491647}, "Tanker (ship)": {"excess_ratio": 1.1106489184692179, "peak_z": 0.4415736700000056}}}, "decay": {"attention_dividend": null, "days_to_baseline": 3, "days_to_baseline_note": null, "dividend_status": "experimental", "half_life_days": 2, "half_life_note": null, "peak_level_date": "2020-04-09", "post_floor_45_90": null, "pre_baseline": 45.895}, "attribution": {"alternatives": [], "confidence": "high", "single_cause": true}, "sub_peaks": [], "caveats": ["social = X only before Bluesky (2024-07-01); not comparable with today's series", "tier C: only a Wikipedia article, GDELT sub-vocabulary term, or social per-term query fired \u2014 not yet confirmed as a real maritime incident (Phase C naming/is_maritime_incident does that).", "coverage scored on title only (no excerpt) \u2014 measured ~8pp frame precision cost vs title+excerpt (docs/HANDOVER-incidents.md \u00a72.3)", "coverage filtered to articles matching this incident specifically (83/336 kept) \u2014 see coverage.filter.terms"], "coverage": {"source": "gdelt-bq", "title_only": true, "insufficient": 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unable to return home - or come to shore - during pandemic"}, {"date": "2020-04-06", "source": "splash247.com", "tier": "trade", "title": "Launch of emergency funding campaign for developing world seafarers -"}, {"date": "2020-04-05", "source": "cnnphilippines.com", "tier": "mainstream_other", "title": "2GO vessels to be converted into COVID-19 quarantine ships for returning seafarers, OFWs"}, {"date": "2020-04-06", "source": "sunstar.com.ph", "tier": "mainstream_other", "title": "Filipino seafarers face discrimination, anxiety amid Covid-19 pandemic"}, {"date": "2020-04-05", "source": "business-standard.com", "tier": "mainstream_other", "title": "About 40,000 Indian seafarers stranded across globe on account of lockdown: Maritime bodies"}, {"date": "2020-04-05", "source": "indiatimes.com", "tier": "mainstream_other", "title": "Shipping ministry: About 40,000 Indian seafarers stranded across globe on account of lockdown: Maritime bodies"}], "headlines_note": null}, "wiki_rel": 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