Article-cluster size (# of articles)
new weight
old weight
lower/upper
Articles count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
2
10.87
6.82
0.00/0.34
2.00
0.89
0.44
161.00
1.00
0.00
All clustering variants
Old ranking - len = 2
3 ■ 0.99/0.01 ■ 2 ■ 2.3
Best clustering variants
3 0.99/0.01 2 2.3
Parameters [12, 0.99, 0.01, 2] average weight 2.3 execution time 0.0s
NEW: semantic (merge_dist=0.35, adaptive=off) — 12 clusters
Cluster# (12)
new weight
old weight
lower/upper
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
2
9.37
14.72
0.00/0.23
2.00
1.56
0.78
434.00
4.00
1.00
1
2.27
9.61
0.00/0.12
2.00
1.34
0.67
119.00
11.00
1.00
3
0.00
0.00
1.65/0.00
4.00
0.00
0.00
1046.00
4.75
11.19
0
0.00
0.00
1.10/0.00
3.00
0.00
0.00
532.00
6.67
9.56
4
0.00
6.72
0.16/0.00
2.00
0.78
0.39
269.00
8.50
0.25
6
0.00
0.00
0.00/0.00
1.00
0.00
0.00
69.00
1.00
0.00
10
0.00
0.00
0.00/0.00
1.00
0.00
0.00
69.00
6.00
0.00
7
0.00
0.00
0.00/0.00
1.00
0.00
0.00
180.00
8.00
0.00
9
0.00
0.00
0.00/0.00
1.00
0.00
0.00
135.00
10.00
0.00
11
0.00
0.00
0.00/0.00
1.00
0.00
0.00
159.00
4.00
0.00
8
0.00
0.00
0.00/0.00
1.00
0.00
0.00
171.00
6.00
0.00
5
0.00
0.00
0.00/0.00
1.00
0.00
0.00
164.00
7.00
0.00
Sentence-cluster ID (count= 12)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
2
0.00/0.23
9.37
14.72
2.00
1.56
0.78
434.00
4.00
1.00
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id | Text
0.78 | 12.13 | 1.00 | 26-08-06 10:59 | 3 | 2 | Поради прекршување на забраната, двајцата биле казнети со по 500 злоти (околу 117 евра). Д...мени од камерите на полската Гранична стража.
0.78 | 12.13 | 1.00 | 26-08-06 10:59 | 5 | 3 | Поради прекршување на забраната, двајцата биле казнети со по 500 злоти (околу 117 евра). Д... ја фотографирал руската страна на границата.
Sentence-cluster ID (count= 12)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
1
0.00/0.12
2.27
9.61
2.00
1.34
0.67
119.00
11.00
1.00
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id | Text
0.67 | 7.54 | 1.00 | 26-08-06 10:59 | 12 | 10 | In… pic.twitter.com/8qfBCsGmxC — NEXTA (@nexta_tv) August 6, 2026.
0.67 | 7.54 | 1.00 | 26-08-06 11:25 | 10 | 19 | Dodatkowo… pic.twitter.com/P1cn6tAp7s August 6, 2026.
Sentence-cluster ID (count= 12)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
3
1.65/0.00
0.00
0.00
4.00
0.00
0.00
1046.00
4.75
11.19
Sentence-cluster ID (count= 12)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
0
1.10/0.00
0.00
0.00
3.00
0.00
0.00
532.00
6.67
9.56
Sentence-cluster ID (count= 12)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
4
0.16/0.00
0.00
6.72
2.00
0.78
0.39
269.00
8.50
0.25
Sentence-cluster ID (count= 12)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
6
0.00/0.00
0.00
0.00
1.00
0.00
0.00
69.00
1.00
0.00
Sentence-cluster ID (count= 12)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
10
0.00/0.00
0.00
0.00
1.00
0.00
0.00
69.00
6.00
0.00
Sentence-cluster ID (count= 12)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
7
0.00/0.00
0.00
0.00
1.00
0.00
0.00
180.00
8.00
0.00
Sentence-cluster ID (count= 12)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
9
0.00/0.00
0.00
0.00
1.00
0.00
0.00
135.00
10.00
0.00
Sentence-cluster ID (count= 12)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
11
0.00/0.00
0.00
0.00
1.00
0.00
0.00
159.00
4.00
0.00
Sentence-cluster ID (count= 12)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
8
0.00/0.00
0.00
0.00
1.00
0.00
0.00
171.00
6.00
0.00
Sentence-cluster ID (count= 12)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
5
0.00/0.00
0.00
0.00
1.00
0.00
0.00
164.00
7.00
0.00
OLD: TF-IDF K-Means (k=3) — 3 clusters
Cluster# (3)
new weight
old weight
lower/upper
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
2
6.75
10.81
0.00/0.17
3.00
1.27
0.42
299.00
10.00
2.67
1
1.92
8.23
5.71/0.23
14.00
1.67
0.12
2479.00
6.21
9.17
0
0.00
8.53
0.22/0.00
3.00
0.88
0.29
569.00
3.67
1.56
Sentence-cluster ID (count= 3)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
2
0.00/0.17
6.75
10.81
3.00
1.27
0.42
299.00
10.00
2.67
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id | Text
0.67 | 7.54 | 1.00 | 26-08-06 11:25 | 10 | 19 | Dodatkowo… pic.twitter.com/P1cn6tAp7s August 6, 2026.
0.60 | 7.05 | 2.00 | 26-08-06 10:59 | 8 | 6 | In… pic.twitter.com/8qfBCsGmxC — NEXTA (@nexta_tv) August 6, 2026 Граничната стража предуп...јас може да биде изречена казна до 500 злоти.
0.60 | 7.05 | 2.00 | 26-08-06 10:59 | 12 | 10 | In… pic.twitter.com/8qfBCsGmxC — NEXTA (@nexta_tv) August 6, 2026.
Sentence-cluster ID (count= 3)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
1
5.71/0.23
1.92
8.23
14.00
1.67
0.12
2479.00
6.21
9.17
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id | Text
0.78 | 12.13 | 8.00 | 26-08-06 10:59 | 3 | 2 | Поради прекршување на забраната, двајцата биле казнети со по 500 злоти (околу 117 евра). Д...мени од камерите на полската Гранична стража.
0.78 | 12.13 | 8.00 | 26-08-06 10:59 | 5 | 3 | Поради прекршување на забраната, двајцата биле казнети со по 500 злоти (околу 117 евра). Д... ја фотографирал руската страна на границата.
0.32 | 4.51 | 6.00 | 26-08-06 11:25 | 8 | 18 | Надлежните потсетија дека и неовластеното влегување во граничната зона и фотографирањето н...ијата на соседната земја се строго забранети.
0.15 | 2.05 | 8.00 | 26-08-06 10:59 | 10 | 8 | Венгожево се наоѓа недалеку од границата со руската Калининградска област – силно милитаризирана руска енклава меѓу Полска и Литванија.
0.14 | 1.75 | 8.00 | 26-08-06 10:59 | 1 | 0 | Велосипедистите биле снимени од камерите на полската Гранична стража.
0.10 | 1.46 | 6.00 | 26-08-06 11:25 | 6 | 16 | На видеото се гледа како туристите се приближуваат до граничната ограда, по што припадници...рале во тој дел, им приоѓаат и интервенираат.
0.10 | 1.46 | 6.00 | 26-08-06 11:25 | 7 | 17 | Според соопштението на полската гранична служба, 63-годишен германски турист фотографирал ...д, кој е дел од Русија, иако тоа е забрането.
0.09 | 1.12 | 8.00 | 26-08-06 10:59 | 6 | 4 | Вкупно, тие биле казнети со 1.200 злоти, што изнесува околу 280 евра.
0.05 | 0.67 | 8.00 | 26-08-06 10:59 | 9 | 7 | Во тоа подрачје е забрането и фотографирање на територијата на соседната држава, за што исто така следува казна до 500 злоти.
0.04 | 0.61 | 6.00 | 26-08-06 11:25 | 4 | 14 | Dodatkowo… pic.twitter.com/P1cn6tAp7s — NEXTA Polska (@nexta_polska) Инцидентот се случи в...ницата меѓу Полска и Калининградската област.
0.00 | 0.00 | 8.00 | 26-08-06 10:59 | 7 | 5 | 🇵🇱 🇩🇪German tourists fined in Poland for photographing the border with Russia’s Kaliningra...look at the European Union’s external border.
0.00 | 0.00 | 8.00 | 26-08-06 10:59 | 11 | 9 | Two German citizens rode their bicycles into a restricted border zone, ignoring a road sig...look at the European Union’s external border.
0.00 | 0.00 | 6.00 | 26-08-06 11:25 | 1 | 11 | Двајца германски туристи, кои со велосипеди влегле во забранетата зона во близина на грани...бласта, биле приведени од полските граничари.
0.00 | 0.00 | 6.00 | 26-08-06 11:25 | 9 | 13 | W Polsce ukarano niemieckich turystów za fotografowanie granicy z obwodem kaliningradzkim ...obaczyć zewnętrzną granicę Unii Europejskiej.
Sentence-cluster ID (count= 3)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
0
0.22/0.00
0.00
8.53
3.00
0.88
0.29
569.00
3.67
1.56