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Guatemala (GTM) — local news analysis

Window R20260731_14d (2026-07-18 → 2026-07-31) · English BERTopic report on local A1 fulltext e5 embeddings

2887 articles
8 topics shown (of 14 formed)
642 noise
overall silhouette 0.089

Bond-relevance filter (large market)

Showing 8 of 14 clusters that match sovereign / EMBI / fiscal / policy keywords. 6 clusters filtered out as lower bond-spread relevance.

Show filtered-out clusters (6)

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
0Guatemala press freedom edition57519.9%1.55-0.0080pas, millones, libre, prensa, edicin, prensa libre, internacional, julio
3Short English theme max 12 words1996.9%2.190.1070juegos, centroamericanos, santo, santo domingo, oro, domingo, caribe, medallas
8Short English theme max 12 words742.6%1.910.1790seleccin, mxico, antigua, costa rica, rica, liga, costa, grupo
11Short English theme max 12 words511.8%-5.240.1340ice, agente, salgado, araujo, inmigracin, federal, juez, aduanas
12US plans to increase anti-China spending globally481.7%-2.480.1620ynelik, chinas, bir, karar, iin, administration, duyurdu, bakan
13Academic terrorism claims university response451.6%-2.920.1730usac, estudiantes, universidad, san carlos, universidad san, mazariegos, carlos, registros

Cluster 0: Guatemala press freedom edition

n=575 · share 19.9% · mean tone 1.55 · silhouette -0.008 · bond score 0

Keywords: pas, millones, libre, prensa, edicin, prensa libre, internacional, julio

Representative articles

Cluster 3: Short English theme max 12 words

n=199 · share 6.9% · mean tone 2.19 · silhouette 0.107 · bond score 0

Keywords: juegos, centroamericanos, santo, santo domingo, oro, domingo, caribe, medallas

Representative articles

Cluster 8: Short English theme max 12 words

n=74 · share 2.6% · mean tone 1.91 · silhouette 0.179 · bond score 0

Keywords: seleccin, mxico, antigua, costa rica, rica, liga, costa, grupo

Representative articles

Cluster 11: Short English theme max 12 words

n=51 · share 1.8% · mean tone -5.24 · silhouette 0.134 · bond score 0

Keywords: ice, agente, salgado, araujo, inmigracin, federal, juez, aduanas

Representative articles

Cluster 12: US plans to increase anti-China spending globally

n=48 · share 1.7% · mean tone -2.48 · silhouette 0.162 · bond score 0

Keywords: ynelik, chinas, bir, karar, iin, administration, duyurdu, bakan

Representative articles

Cluster 13: Academic terrorism claims university response

n=45 · share 1.6% · mean tone -2.92 · silhouette 0.173 · bond score 0

Keywords: usac, estudiantes, universidad, san carlos, universidad san, mazariegos, carlos, registros

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
1Couple Killed in Guatemala Weeks After ICE Deportation33111.5%-2.760.0061ice, immigration, july, man, office, enforcement, federal, county
2Trump applies new tariffs to 60 countries including key allies2358.1%-2.310.2273aranceles, estados unidos, unidos, estados, trump, arancel, comercial, trabajo
4short English theme max 12 words1836.3%-5.250.0511pnc, ataque, armado, polica, civil, polica civil, civil pnc, bomberos
5short English theme max 12 words1736.0%-1.770.0735alza, trnsito, precios, precio, regular, incremento, congreso, ruta
6US imposes tariffs on 60 trading partners for forced labor1294.5%-2.670.2582tariffs, trade, forced, section, partners, imposed, goods, trading partners
7Short English theme max 12 words822.8%-2.370.1421magnitud, sismo, terremoto, sismos, julio, epicentro, sismo magnitud, pacfico
9short English theme max 12 words642.2%-2.350.2376nicaragua, ortega, elecciones, daniel ortega, daniel, poder, reforma, parlamento
10short English theme max 12 words561.9%0.120.0874brasil, eua, edio, nesta, foram, igreja, tarifas, pases

Cluster detail & representative articles

Cluster 1: Couple Killed in Guatemala Weeks After ICE Deportation

n=331 · share 11.5% · mean tone -2.76 · silhouette 0.006 · bond score 1

Keywords: ice, immigration, july, man, office, enforcement, federal, county

Representative articles

Cluster 2: Trump applies new tariffs to 60 countries including key allies

n=235 · share 8.1% · mean tone -2.31 · silhouette 0.227 · bond score 3

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

Representative articles

Cluster 4: short English theme max 12 words

n=183 · share 6.3% · mean tone -5.25 · silhouette 0.051 · bond score 1

Keywords: pnc, ataque, armado, polica, civil, polica civil, civil pnc, bomberos

Representative articles

Cluster 5: short English theme max 12 words

n=173 · share 6.0% · mean tone -1.77 · silhouette 0.073 · bond score 5

Keywords: alza, trnsito, precios, precio, regular, incremento, congreso, ruta

Representative articles

Cluster 6: US imposes tariffs on 60 trading partners for forced labor

n=129 · share 4.5% · mean tone -2.67 · silhouette 0.258 · bond score 2

Keywords: tariffs, trade, forced, section, partners, imposed, goods, trading partners

Representative articles

Cluster 7: Short English theme max 12 words

n=82 · share 2.8% · mean tone -2.37 · silhouette 0.142 · bond score 1

Keywords: magnitud, sismo, terremoto, sismos, julio, epicentro, sismo magnitud, pacfico

Representative articles

Cluster 9: short English theme max 12 words

n=64 · share 2.2% · mean tone -2.35 · silhouette 0.237 · bond score 6

Keywords: nicaragua, ortega, elecciones, daniel ortega, daniel, poder, reforma, parlamento

Representative articles

Cluster 10: short English theme max 12 words

n=56 · share 1.9% · mean tone 0.12 · silhouette 0.087 · bond score 4

Keywords: brasil, eua, edio, nesta, foram, igreja, tarifas, pases

Representative articles