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Panama (PAN) — local news analysis

Window R20260803_14d (2026-07-21 → 2026-08-03) · English BERTopic report on local A1 fulltext e5 embeddings

3158 articles
8 topics shown (of 12 formed)
243 noise
overall silhouette 0.074

Bond-relevance filter (large market)

Showing 8 of 12 clusters that match sovereign / EMBI / fiscal / policy keywords. 4 clusters filtered out as lower bond-spread relevance.

Show filtered-out clusters (4)

These clusters were formed by BERTopic but excluded from the main bond-desk view (score < 1). Click to expand; maps show them in light grey as “filtered (non-bond)”.

IDLabel (EN)nShare Mean toneSilhouetteBond scoreKeywords
4Tropical Storm Bertha moving towards Gulf Coast1113.5%-5.560.4910storm, tropical, bertha, tropical storm, storm bertha, gulf, florida, coast
9short English theme max 12 words441.4%1.500.0640vivo, noticias, exitosa, militar, radio, parada, julio, panamax
10short English theme max 12 words431.4%-1.490.0950lng, books, amerika, kapsamnda, rus, dron, abdnin, alan
11short English theme max 12 words421.3%-0.020.0780pentru, trump, romnia, china, donald, care, peste, luni

Cluster 4: Tropical Storm Bertha moving towards Gulf Coast

n=111 · share 3.5% · mean tone -5.56 · silhouette 0.491 · bond score 0

Keywords: storm, tropical, bertha, tropical storm, storm bertha, gulf, florida, coast

Representative articles

Cluster 9: short English theme max 12 words

n=44 · share 1.4% · mean tone 1.50 · silhouette 0.064 · bond score 0

Keywords: vivo, noticias, exitosa, militar, radio, parada, julio, panamax

Representative articles

Cluster 10: short English theme max 12 words

n=43 · share 1.4% · mean tone -1.49 · silhouette 0.095 · bond score 0

Keywords: lng, books, amerika, kapsamnda, rus, dron, abdnin, alan

Representative articles

Cluster 11: short English theme max 12 words

n=42 · share 1.3% · mean tone -0.02 · silhouette 0.078 · bond score 0

Keywords: pentru, trump, romnia, china, donald, care, peste, luni

Representative articles

2D embedding map

UMAP (cosine) of article embeddings; colours match cluster ids. Filtered non-bond clusters appear light grey when the bond filter is active.

2D embedding map

Cluster size distribution

cluster sizes

Silhouette score by cluster

silhouette by cluster

Topics (bond-relevant, English)

IDLabel (EN)nShare Mean toneSilhouetteBond scoreKeywords
0Costa Rican accused of child sexual abuse extradited179356.8%-0.43-0.0342panam, julio, pas, millones, ministerio, venezuela, caribe, internacional
1Tax Credits in Pandora Operation Probed36511.6%-1.000.0582panama, city, july, global, panama city, united, states, country
2short English theme max 12 words1133.6%2.270.0760fujimori, keiko, keiko fujimori, milei, lima, presidenta, mando, electa
3short English theme max 12 words1113.5%-2.830.1332limited, reuters, marine, sputnik, ceea, persian gulf, insurance company, persian
5short English theme max 12 words1003.2%-4.740.2103rusia, ucrania, guerra, panameos, rusia ucrania, guerra rusia, conflicto, reclutamiento
6Ortega ends democracy in Nicaragua with election suspension852.7%-2.520.2613nicaragua, ortega, elecciones, daniel ortega, daniel, declaraciones, parlamento, pas
7short English theme max 12 words622.0%-1.440.1431fujimori, keiko, keiko fujimori, presidenta, presidencia, asume, estado, fujimori asume
8Trump imposes tariffs on 60 economies worldwide461.5%-3.550.3463trump, aranceles, arancel, temporal, estados unidos, unidos, comercial, estados

Cluster detail & representative articles

Cluster 0: Costa Rican accused of child sexual abuse extradited

n=1793 · share 56.8% · mean tone -0.43 · silhouette -0.034 · bond score 2

Keywords: panam, julio, pas, millones, ministerio, venezuela, caribe, internacional

Representative articles

Cluster 1: Tax Credits in Pandora Operation Probed

n=365 · share 11.6% · mean tone -1.00 · silhouette 0.058 · bond score 2

Keywords: panama, city, july, global, panama city, united, states, country

Representative articles

Cluster 2: short English theme max 12 words

n=113 · share 3.6% · mean tone 2.27 · silhouette 0.076 · bond score 0

Keywords: fujimori, keiko, keiko fujimori, milei, lima, presidenta, mando, electa

Representative articles

Cluster 3: short English theme max 12 words

n=111 · share 3.5% · mean tone -2.83 · silhouette 0.133 · bond score 2

Keywords: limited, reuters, marine, sputnik, ceea, persian gulf, insurance company, persian

Representative articles

Cluster 5: short English theme max 12 words

n=100 · share 3.2% · mean tone -4.74 · silhouette 0.210 · bond score 3

Keywords: rusia, ucrania, guerra, panameos, rusia ucrania, guerra rusia, conflicto, reclutamiento

Representative articles

Cluster 6: Ortega ends democracy in Nicaragua with election suspension

n=85 · share 2.7% · mean tone -2.52 · silhouette 0.261 · bond score 3

Keywords: nicaragua, ortega, elecciones, daniel ortega, daniel, declaraciones, parlamento, pas

Representative articles

Cluster 7: short English theme max 12 words

n=62 · share 2.0% · mean tone -1.44 · silhouette 0.143 · bond score 1

Keywords: fujimori, keiko, keiko fujimori, presidenta, presidencia, asume, estado, fujimori asume

Representative articles

Cluster 8: Trump imposes tariffs on 60 economies worldwide

n=46 · share 1.5% · mean tone -3.55 · silhouette 0.346 · bond score 3

Keywords: trump, aranceles, arancel, temporal, estados unidos, unidos, comercial, estados

Representative articles