Article-cluster size (# of articles)
new weight
old weight
lower/upper
Articles count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
4
0.00
2.47
1.35/0.00
4.00
0.30
0.08
407.00
1.00
0.00
All clustering variants
Old ranking - len = 4
4 ■ 0.99/0.01 ■ 2 ■ 1.6
Best clustering variants
4 0.99/0.01 2 1.6
Parameters [24, 0.99, 0.01, 2] average weight 1.6 execution time 0.0s
NEW: semantic (merge_dist=0.35, adaptive=off) — 24 clusters
Cluster# (24)
new weight
old weight
lower/upper
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
1
4.78
17.09
0.00/0.38
2.00
1.85
0.93
386.00
18.00
49.00
2
3.00
15.67
0.55/0.24
3.00
1.57
0.52
649.00
8.33
38.22
0
0.00
10.00
0.86/0.00
4.00
1.16
0.29
549.00
5.75
20.19
6
0.00
0.00
0.55/0.00
2.00
0.00
0.00
216.00
10.50
20.25
19
0.00
0.00
0.00/0.00
1.00
0.00
0.00
82.00
1.00
0.00
23
0.00
0.00
0.00/0.00
1.00
0.00
0.00
121.00
4.00
0.00
22
0.00
0.00
0.00/0.00
1.00
0.00
0.00
147.00
7.00
0.00
21
0.00
0.00
0.00/0.00
1.00
0.00
0.00
100.00
8.00
0.00
11
0.00
0.00
0.00/0.00
1.00
0.00
0.00
128.00
9.00
0.00
10
0.00
0.00
0.00/0.00
1.00
0.00
0.00
77.00
10.00
0.00
14
0.00
0.00
0.00/0.00
1.00
0.00
0.00
40.00
12.00
0.00
16
0.00
0.00
0.00/0.00
1.00
0.00
0.00
58.00
14.00
0.00
18
0.00
0.00
0.00/0.00
1.00
0.00
0.00
88.00
16.00
0.00
20
0.00
0.00
0.00/0.00
1.00
0.00
0.00
58.00
18.00
0.00
15
0.00
0.00
0.00/0.00
1.00
0.00
0.00
23.00
19.00
0.00
9
0.00
0.00
0.00/0.00
1.00
0.00
0.00
51.00
20.00
0.00
17
0.00
0.00
0.00/0.00
1.00
0.00
0.00
37.00
21.00
0.00
12
0.00
0.00
0.00/0.00
1.00
0.00
0.00
138.00
22.00
0.00
4
0.00
0.00
0.00/0.00
1.00
0.00
0.00
127.00
23.00
0.00
7
0.00
0.00
0.00/0.00
1.00
0.00
0.00
45.00
24.00
0.00
8
0.00
0.00
0.00/0.00
1.00
0.00
0.00
59.00
7.00
0.00
5
0.00
0.00
0.00/0.00
1.00
0.00
0.00
15.00
8.00
0.00
3
0.00
0.00
0.00/0.00
1.00
0.00
0.00
74.00
9.00
0.00
13
0.00
0.00
0.00/0.00
1.00
0.00
0.00
68.00
10.00
0.00
Sentence-cluster ID (count= 24)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
1
0.00/0.38
4.78
17.09
2.00
1.85
0.93
386.00
18.00
49.00
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id | Text
0.93 | 13.63 | 1.00 | 26-10-19 10:03 | 11 | 10 | La mairie de Limoges s’effondre… Classé monument historique, le bâtiment existait depuis 1...ion Télé (@DestinationTele) October 17, 2026.
0.93 | 13.63 | 1.00 | 26-10-19 10:03 | 25 | 24 | La mairie de Limoges s’effondre… Classé monument historique, le bâtiment existait depuis 1...onTele) — NEXTA (@nexta_tv) October 18, 2026.
Sentence-cluster ID (count= 24)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
2
0.55/0.24
3.00
15.67
3.00
1.57
0.52
649.00
8.33
38.22
Sentence-cluster ID (count= 24)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
0
0.86/0.00
0.00
10.00
4.00
1.16
0.29
549.00
5.75
20.19
Sentence-cluster ID (count= 24)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
6
0.55/0.00
0.00
0.00
2.00
0.00
0.00
216.00
10.50
20.25
Sentence-cluster ID (count= 24)
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
82.00
1.00
0.00
Sentence-cluster ID (count= 24)
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
121.00
4.00
0.00
Sentence-cluster ID (count= 24)
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
147.00
7.00
0.00
Sentence-cluster ID (count= 24)
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
100.00
8.00
0.00
Sentence-cluster ID (count= 24)
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
128.00
9.00
0.00
Sentence-cluster ID (count= 24)
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
77.00
10.00
0.00
Sentence-cluster ID (count= 24)
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
40.00
12.00
0.00
Sentence-cluster ID (count= 24)
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
58.00
14.00
0.00
Sentence-cluster ID (count= 24)
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
88.00
16.00
0.00
Sentence-cluster ID (count= 24)
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
58.00
18.00
0.00
Sentence-cluster ID (count= 24)
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
23.00
19.00
0.00
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id | Text
0.00 | 0.00 | 1.00 | 26-10-19 10:03 | 19 | 18 | “We beheaded Louis XVI!
Sentence-cluster ID (count= 24)
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
51.00
20.00
0.00
Sentence-cluster ID (count= 24)
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
37.00
21.00
0.00
Sentence-cluster ID (count= 24)
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
138.00
22.00
0.00
Sentence-cluster ID (count= 24)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
4
0.00/0.00
0.00
0.00
1.00
0.00
0.00
127.00
23.00
0.00
Sentence-cluster ID (count= 24)
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
45.00
24.00
0.00
Sentence-cluster ID (count= 24)
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
59.00
7.00
0.00
Sentence-cluster ID (count= 24)
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
15.00
8.00
0.00
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id | Text
0.00 | 0.00 | 1.00 | 26-10-19 10:03 | 8 | 28 | This is France.
Sentence-cluster ID (count= 24)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
3
0.00/0.00
0.00
0.00
1.00
0.00
0.00
74.00
9.00
0.00
Sentence-cluster ID (count= 24)
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
68.00
10.00
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
0
10.21
15.30
0.00/0.24
2.00
1.57
0.79
514.00
4.00
1.00
1
0.93
11.63
10.65/0.38
25.00
3.86
0.15
2571.00
11.76
49.86
2
0.00
1.33
0.37/0.00
2.00
0.18
0.09
146.00
17.00
1.00
3
0.00
2.81
0.15/0.00
2.00
0.40
0.20
105.00
15.50
30.25
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
0.00/0.24
10.21
15.30
2.00
1.57
0.79
514.00
4.00
1.00
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id | Text
0.79 | 12.63 | 1.00 | 26-10-19 10:03 | 3 | 3 | Хаосот на улиците почна со спојување со повеќенеделното незадоволство на средношколците, н...јнасилни нереди во последните неколку години.
0.79 | 12.63 | 1.00 | 26-10-19 10:03 | 5 | 4 | Хаосот на улиците почна со спојување со повеќенеделното незадоволство на средношколците, н...тестите како параван за демолирање и грабежи.
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
10.65/0.38
0.93
11.63
25.00
3.86
0.15
2571.00
11.76
49.86
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id | Text
0.93 | 13.63 | 24.01 | 26-10-19 10:03 | 11 | 10 | La mairie de Limoges s’effondre… Classé monument historique, le bâtiment existait depuis 1...ion Télé (@DestinationTele) October 17, 2026.
0.93 | 13.63 | 24.01 | 26-10-19 10:03 | 25 | 24 | La mairie de Limoges s’effondre… Classé monument historique, le bâtiment existait depuis 1...onTele) — NEXTA (@nexta_tv) October 18, 2026.
0.37 | 5.60 | 1.00 | 26-10-20 09:19 | 2 | 0 | Протести избувнаа во Франција и во неколку европски земји, каде што граѓаните изразија рев...услови во училиштата и кризата со домувањето.
0.37 | 5.60 | 24.01 | 26-10-19 10:10 | 2 | 25 | Над 500.000 луѓе учествуваа во протестите во Франција за време на викендот, кои беа засене...трациите против растот на трошоците за живот.
0.39 | 5.07 | 24.01 | 26-10-19 10:03 | 1 | 1 | Франција се созема од најтешките и најнасилни нереди во последните неколку години.
0.39 | 5.07 | 24.01 | 26-10-19 10:03 | 6 | 26 | Во протестите кои неколку дена беснеат неколку дена во Франција жртва е и полицијата.
0.29 | 4.13 | 24.01 | 26-10-19 10:03 | 7 | 6 | Иако најголем дел од собирите беа мирни, насилниците во целост уништија или демолираа 1.50...ападнаа бројни симболи на француската држава.
0.23 | 3.20 | 24.01 | 26-10-19 10:03 | 22 | 21 | Министерот за внатрешни работи, Лоран Нуњез викендот поднесе оставка на функција, одлука што беше одбиена од претседателот Емануел Макрон.
0.20 | 2.72 | 24.01 | 26-10-19 10:03 | 4 | 2 | Масовните антивладини протести се претворија во улична војна со полицијата, палења, грабежи во многу градови низ земјата.
0.18 | 2.44 | 24.01 | 26-10-19 10:03 | 9 | 8 | Во подметнат пожар во Лимож речиси целосно е уништено 143 години старото градско собрание што ја преживеа Втората светска војна.
0.18 | 2.44 | 24.01 | 26-10-19 10:03 | 23 | 22 | Во обраќање до нацијата предупреди дека државата, ако биде потребно, во целост ќе ги забрани протестите за да спречи насилство.
0.17 | 2.41 | 24.01 | 26-10-19 10:03 | 6 | 5 | Според податоците на француското Министерство за внатрешни работи, над половина милион луѓе во 110 градови излегоа на улиците во саботата.
0.17 | 2.34 | 24.01 | 26-10-19 10:03 | 13 | 12 | Еден демонстрант почина во Париз од инфаркт, уапсени се над 2.000 луѓе, поврдени се над 600 полицајци од кои седум тешко.
0.00 | 0.00 | 24.01 | 26-10-19 10:03 | 8 | 7 | The looting continues in Paris https://t.co/usieB9ZHhf — Visegrád 24 (@visegrad24) October 17, 2026.
0.00 | 0.00 | 24.01 | 26-10-19 10:03 | 10 | 9 | Маскирани демонстранти, пак, влегоа во објектот на локалната власт во Марсеј.
0.00 | 0.00 | 24.01 | 26-10-19 10:03 | 12 | 11 | Билансот на насилствата е застрашувачки.
0.00 | 0.00 | 24.01 | 26-10-19 10:03 | 14 | 13 | Paris engulfed in smoke after a night of massive protests.
0.00 | 0.00 | 24.01 | 26-10-19 10:03 | 15 | 14 | More than 100,000 people reportedly took to the streets of the French capital.
0.00 | 0.00 | 24.01 | 26-10-19 10:03 | 17 | 16 | The press has already dubbed October 17 the “Day of Rage.” Footage from the streets showed scenes of chaos, with tensions running high.
0.00 | 0.00 | 24.01 | 26-10-19 10:03 | 19 | 18 | “We beheaded Louis XVI!
0.00 | 0.00 | 24.01 | 26-10-19 10:03 | 20 | 19 | Macron, we can do it again!” read one protest sign.
0.00 | 0.00 | 24.01 | 26-10-19 10:03 | 24 | 23 | — Visegrád 24 (@visegrad24) October 17, 2026.
0.00 | 0.00 | 24.01 | 26-10-19 10:03 | 7 | 27 | Демонстраните се качија врз полициска кола и ја уништуваат.
0.00 | 0.00 | 24.01 | 26-10-19 10:03 | 8 | 28 | This is France.
0.00 | 0.00 | 24.01 | 26-10-19 10:03 | 9 | 29 | The mainstream media calls them students, we call them barbaric criminals.
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
0.37/0.00
0.00
1.33
2.00
0.18
0.09
146.00
17.00
1.00
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
0.15/0.00
0.00
2.81
2.00
0.40
0.20
105.00
15.50
30.25