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
0.00
0.65
0.47/0.00
2.00
0.08
0.04
168.00
1.00
0.00
All clustering variants
Old ranking - len = 2
4 ■ 0.99/0.01 ■ 2 ■ 1.4
Best clustering variants
4 0.99/0.01 2 1.4
Parameters [25, 0.99, 0.01, 2] average weight 1.4 execution time 0.0s
NEW: semantic (merge_dist=0.35, adaptive=off) — 25 clusters
Cluster# (25)
new weight
old weight
lower/upper
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
8
4.70
17.23
0.00/0.42
2.00
1.95
0.97
310.00
33.00
25.00
5
1.84
15.64
0.00/0.26
2.00
1.62
0.81
486.00
23.00
121.00
0
0.62
14.18
0.55/0.34
3.00
1.78
0.59
223.00
15.33
280.22
1
0.00
5.38
0.75/0.00
3.00
0.56
0.19
531.00
10.33
22.89
4
0.00
8.38
0.09/0.00
2.00
0.93
0.46
352.00
20.00
169.00
2
0.00
3.93
0.29/0.00
2.00
0.51
0.26
156.00
22.50
156.25
3
0.00
0.00
0.55/0.00
2.00
0.00
0.00
185.00
26.00
36.00
19
0.00
0.00
0.00/0.00
1.00
0.00
0.00
184.00
9.00
0.00
13
0.00
0.00
0.00/0.00
1.00
0.00
0.00
74.00
11.00
0.00
21
0.00
0.00
0.00/0.00
1.00
0.00
0.00
234.00
13.00
0.00
23
0.00
0.00
0.00/0.00
1.00
0.00
0.00
99.00
14.00
0.00
22
0.00
0.00
0.00/0.00
1.00
0.00
0.00
110.00
15.00
0.00
17
0.00
0.00
0.00/0.00
1.00
0.00
0.00
189.00
16.00
0.00
24
0.00
0.00
0.00/0.00
1.00
0.00
0.00
103.00
18.00
0.00
11
0.00
0.00
0.00/0.00
1.00
0.00
0.00
166.00
19.00
0.00
12
0.00
0.00
0.00/0.00
1.00
0.00
0.00
111.00
21.00
0.00
14
0.00
0.00
0.00/0.00
1.00
0.00
0.00
154.00
22.00
0.00
10
0.00
0.00
0.00/0.00
1.00
0.00
0.00
181.00
23.00
0.00
20
0.00
0.00
0.00/0.00
1.00
0.00
0.00
66.00
24.00
0.00
6
0.00
0.00
0.00/0.00
1.00
0.00
0.00
121.00
36.00
0.00
15
0.00
0.00
0.00/0.00
1.00
0.00
0.00
26.00
37.00
0.00
18
0.00
0.00
0.00/0.00
1.00
0.00
0.00
133.00
29.00
0.00
16
0.00
0.00
0.00/0.00
1.00
0.00
0.00
159.00
30.00
0.00
7
0.00
0.00
0.00/0.00
1.00
0.00
0.00
138.00
31.00
0.00
9
0.00
0.00
0.00/0.00
1.00
0.00
0.00
103.00
2.00
0.00
Sentence-cluster ID (count= 25)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
8
0.00/0.42
4.70
17.23
2.00
1.95
0.97
310.00
33.00
25.00
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id | Text
0.97 | 13.47 | 1.00 | 26-10-02 12:45 | 28 | 25 | Today in Kyiv, a pharmaceutical company and… pic.twitter.com/ccfIHnGFNg — Volodymyr Zelens...Зеленський (@ZelenskyyUa) September 28, 2026.
0.97 | 13.47 | 1.00 | 26-10-02 12:45 | 38 | 32 | Today in Kyiv, a pharmaceutical company and… pic.twitter.com/ccfIHnGFNg — Volodymyr Zelens...ий (@ZelenskyyUa) September 28, 2026 Текстот.
Sentence-cluster ID (count= 25)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
5
0.00/0.26
1.84
15.64
2.00
1.62
0.81
486.00
23.00
121.00
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id | Text
0.81 | 12.03 | 1.00 | 26-10-02 12:45 | 12 | 9 | According to Mayor Vitali Klitschko, one man was killed and at least 15 people were injure...p5b3pmgQ — NEXTA (@nexta_tv) October 2, 2026.
0.81 | 12.03 | 1.00 | 26-10-02 12:45 | 34 | 31 | Текстот ВИДЕО: Откриен планот на Путин, цел му се најголемите украински градови е превземе...p5b3pmgQ — NEXTA (@nexta_tv) October 2, 2026.
Sentence-cluster ID (count= 25)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
0
0.55/0.34
0.62
14.18
3.00
1.78
0.59
223.00
15.33
280.22
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id | Text
0.89 | 11.00 | 2.00 | 26-10-02 12:45 | 4 | 3 | Текстот ВИДЕО: Откриен планот на Путин, цел му се најголемите украински градови е превземен од А1он . Текстот.
0.89 | 11.00 | 2.00 | 26-10-02 12:45 | 39 | 4 | ВИДЕО: Откриен планот на Путин, цел му се најголемите украински градови е превземен од А1он.
0.00 | 0.00 | 1.00 | 26-10-02 12:45 | 3 | 2 | Според украинскиот...
Sentence-cluster ID (count= 25)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
1
0.75/0.00
0.00
5.38
3.00
0.56
0.19
531.00
10.33
22.89
Sentence-cluster ID (count= 25)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
4
0.09/0.00
0.00
8.38
2.00
0.93
0.46
352.00
20.00
169.00
Sentence-cluster ID (count= 25)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
2
0.29/0.00
0.00
3.93
2.00
0.51
0.26
156.00
22.50
156.25
Sentence-cluster ID (count= 25)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
3
0.55/0.00
0.00
0.00
2.00
0.00
0.00
185.00
26.00
36.00
Sentence-cluster ID (count= 25)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
19
0.00/0.00
0.00
0.00
1.00
0.00
0.00
184.00
9.00
0.00
Sentence-cluster ID (count= 25)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
13
0.00/0.00
0.00
0.00
1.00
0.00
0.00
74.00
11.00
0.00
Sentence-cluster ID (count= 25)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
21
0.00/0.00
0.00
0.00
1.00
0.00
0.00
234.00
13.00
0.00
Sentence-cluster ID (count= 25)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
23
0.00/0.00
0.00
0.00
1.00
0.00
0.00
99.00
14.00
0.00
Sentence-cluster ID (count= 25)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
22
0.00/0.00
0.00
0.00
1.00
0.00
0.00
110.00
15.00
0.00
Sentence-cluster ID (count= 25)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
17
0.00/0.00
0.00
0.00
1.00
0.00
0.00
189.00
16.00
0.00
Sentence-cluster ID (count= 25)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
24
0.00/0.00
0.00
0.00
1.00
0.00
0.00
103.00
18.00
0.00
Sentence-cluster ID (count= 25)
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
166.00
19.00
0.00
Sentence-cluster ID (count= 25)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
12
0.00/0.00
0.00
0.00
1.00
0.00
0.00
111.00
21.00
0.00
Sentence-cluster ID (count= 25)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
14
0.00/0.00
0.00
0.00
1.00
0.00
0.00
154.00
22.00
0.00
Sentence-cluster ID (count= 25)
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
181.00
23.00
0.00
Sentence-cluster ID (count= 25)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
20
0.00/0.00
0.00
0.00
1.00
0.00
0.00
66.00
24.00
0.00
Sentence-cluster ID (count= 25)
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
121.00
36.00
0.00
Sentence-cluster ID (count= 25)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
15
0.00/0.00
0.00
0.00
1.00
0.00
0.00
26.00
37.00
0.00
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id | Text
0.00 | 0.00 | 1.00 | 26-10-02 12:45 | 37 | 24 | All services are deployed.
Sentence-cluster ID (count= 25)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
18
0.00/0.00
0.00
0.00
1.00
0.00
0.00
133.00
29.00
0.00
Sentence-cluster ID (count= 25)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
16
0.00/0.00
0.00
0.00
1.00
0.00
0.00
159.00
30.00
0.00
Sentence-cluster ID (count= 25)
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
138.00
31.00
0.00
Sentence-cluster ID (count= 25)
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
103.00
2.00
0.00
OLD: TF-IDF K-Means (k=4) — 4 clusters
Cluster# (4)
new weight
old weight
lower/upper
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
3
2.63
21.60
1.72/0.69
7.00
3.08
0.44
1028.00
31.43
71.96
2
0.00
11.76
5.06/0.00
15.00
2.64
0.18
1990.00
16.40
64.37
1
0.00
10.73
2.64/0.00
8.00
1.67
0.21
1054.00
19.25
179.44
0
0.00
1.51
1.47/0.00
4.00
0.18
0.04
522.00
19.00
55.50
Sentence-cluster ID (count= 4)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
3
1.72/0.69
2.63
21.60
7.00
3.08
0.44
1028.00
31.43
71.96
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id | Text
0.97 | 13.47 | 6.00 | 26-10-02 12:45 | 28 | 25 | Today in Kyiv, a pharmaceutical company and… pic.twitter.com/ccfIHnGFNg — Volodymyr Zelens...Зеленський (@ZelenskyyUa) September 28, 2026.
0.81 | 12.03 | 1.00 | 26-10-02 12:45 | 12 | 9 | According to Mayor Vitali Klitschko, one man was killed and at least 15 people were injure...p5b3pmgQ — NEXTA (@nexta_tv) October 2, 2026.
0.81 | 12.03 | 6.00 | 26-10-02 12:45 | 34 | 31 | Текстот ВИДЕО: Откриен планот на Путин, цел му се најголемите украински градови е превземе...p5b3pmgQ — NEXTA (@nexta_tv) October 2, 2026.
0.24 | 3.34 | 6.00 | 26-10-02 12:45 | 38 | 32 | Today in Kyiv, a pharmaceutical company and… pic.twitter.com/ccfIHnGFNg — Volodymyr Zelens...ий (@ZelenskyyUa) September 28, 2026 Текстот.
0.14 | 1.70 | 6.00 | 26-10-02 12:45 | 35 | 22 | A Russian strike against the building of the National Academy of Sciences of Ukraine.
0.10 | 1.32 | 6.00 | 26-10-02 12:45 | 36 | 23 | A rescue operation is underway: crews are putting out the fire and searching for people who may have been trapped inside.
0.00 | 0.00 | 6.00 | 26-10-02 12:45 | 37 | 24 | All services are deployed.
Sentence-cluster ID (count= 4)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
2
5.06/0.00
0.00
11.76
15.00
2.64
0.18
1990.00
16.40
64.37
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id | Text
0.44 | 5.25 | 14.00 | 26-10-02 12:45 | 10 | 7 | Russian strike hits a high-rise residential building in Kyiv overnight.
0.44 | 5.25 | 14.00 | 26-10-02 12:45 | 11 | 8 | A 25-story residential building was damaged in Kyiv’s Darnytskyi district.
0.31 | 4.74 | 1.00 | 26-10-02 12:45 | 6 | 0 | Украинските власти предупредуваат на можни нови руски напади врз енергетската инфраструкту...ктрана и други енергетски објекти во земјата.
0.31 | 4.74 | 14.00 | 26-10-02 12:45 | 13 | 10 | Документот, чие постоење и автентичност „Њујорк тајмс“ не успеал независно да ги потврди, ...ци, хидроелектрани, термоелектрани и топлани.
0.31 | 4.56 | 14.00 | 26-10-02 12:45 | 9 | 6 | Тој, како што објави „Њујорк тајмс“, пред две недели на европските партнери во Париз им пр...ан за напади врз енергетската инфраструктура.
0.29 | 3.87 | 14.00 | 26-10-02 12:45 | 31 | 28 | Според проценките наведени во текстот на „Њујорк тајмс“, целта би била да се исфрлат од употреба речиси 15 гигавати производни капацитети.
0.25 | 3.70 | 14.00 | 26-10-02 12:45 | 17 | 14 | Рускиот претседател Владимир Путин претходно јавно најави зимски напади врз украинската ен...нските напади врз руските рафинерии за нафта.
0.28 | 3.56 | 14.00 | 26-10-02 12:45 | 14 | 11 | Според документот, меѓу целите се наведуваат и разводни постројки во близина на нуклеарни централи.
0.15 | 2.04 | 14.00 | 26-10-02 12:45 | 22 | 19 | Според енергетската аналитичарка Марија Цатуриан, неколку прецизни напади би можеле да уни...етите обновени во текот на изминатите месеци.
0.22 | 1.99 | 14.00 | 26-10-02 12:45 | 3 | 2 | Според украинскиот...
0.22 | 1.99 | 14.00 | 26-10-02 12:45 | 24 | 21 | Според пресретнатиот документ, рускиот план е поделен на три фази.
0.12 | 1.71 | 14.00 | 26-10-02 12:45 | 30 | 27 | Втората фаза се однесува на хидроелектраните, додека третата предвидува напади врз нуклеар...вно исклучување од електроенергетската мрежа.
0.12 | 1.57 | 14.00 | 26-10-02 12:45 | 18 | 15 | Украинските власти во изминатите месеци работат на заштита и обновување на енергетската инфраструктура.
0.10 | 1.49 | 14.00 | 26-10-02 12:45 | 23 | 20 | Во пресрет на зимата, украинските власти очекувале расположливиот капацитет да достигне по...ебите во периодите на најголема потрошувачка.
0.05 | 0.68 | 14.00 | 26-10-02 12:45 | 15 | 12 | Планот, според истите наводи, предвидува и напади врз пумпни станици и постројки за пречистување отпадни води.
Sentence-cluster ID (count= 4)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
1
2.64/0.00
0.00
10.73
8.00
1.67
0.21
1054.00
19.25
179.44
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id | Text
0.42 | 5.54 | 7.00 | 26-10-02 12:45 | 21 | 18 | Граѓаните, пак, набавуваат батерии и други уреди за основно функционирање во случај на прекини во снабдувањето.
0.35 | 4.93 | 7.00 | 26-10-02 12:45 | 7 | 1 | Нападите предизвикале експлозии во Киев, а во неколку градски населби имало прекини во снабдувањето со електрична енергија и вода.
0.26 | 3.82 | 7.00 | 26-10-02 12:45 | 16 | 13 | Како главни цели во планот се наведуваат Киев, Харков и Одеса, со намера да се намали снаб...и функционирањето на канализациските системи.
0.46 | 3.82 | 7.00 | 26-10-02 12:45 | 33 | 30 | Во текот на минатата зима, жителите на Киев во повеќе наврати останувале без електрична ен...набдувањето во повисоките делови од зградите.
0.07 | 0.89 | 7.00 | 26-10-02 12:45 | 39 | 4 | ВИДЕО: Откриен планот на Путин, цел му се најголемите украински градови е превземен од А1он.
0.07 | 0.89 | 7.00 | 26-10-02 12:45 | 32 | 29 | Украинската енергетска мрежа веќе претрпе значителни оштетувања по повеќе од четири години војна.
0.05 | 0.74 | 7.00 | 26-10-02 12:45 | 4 | 3 | Текстот ВИДЕО: Откриен планот на Путин, цел му се најголемите украински градови е превземен од А1он . Текстот.
0.05 | 0.63 | 1.00 | 26-10-01 10:21 | 2 | 33 | Седум лица загинаа во нападот, а во Киев и во уште три области беа воведени итни исклучувања на струја.
Sentence-cluster ID (count= 4)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
0
1.47/0.00
0.00
1.51
4.00
0.18
0.04
522.00
19.00
55.50