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
2.39
0.24/0.00
2.00
0.31
0.16
160.00
1.00
0.00
All clustering variants
Old ranking - len = 2
4 ■ 0.99/0.01 ■ 2 ■ 2.9
Best clustering variants
4 0.99/0.01 2 2.9
Parameters [18, 0.99, 0.01, 2] average weight 2.9 execution time 0.0s
NEW: semantic (merge_dist=0.35, adaptive=off) — 18 clusters
Cluster# (18)
new weight
old weight
lower/upper
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
4
11.15
15.23
0.00/0.36
2.00
1.81
0.91
242.00
4.50
2.25
0
2.29
18.37
0.07/0.31
3.00
2.19
0.73
280.00
21.00
114.67
2
0.99
10.91
0.00/0.08
2.00
1.26
0.63
284.00
25.00
25.00
3
0.00
3.36
1.93/0.00
5.00
0.43
0.09
617.00
10.20
58.96
1
0.00
8.03
0.99/0.00
4.00
0.89
0.22
677.00
22.25
36.19
6
0.00
6.25
0.16/0.00
2.00
0.77
0.39
200.00
5.50
0.25
10
0.00
0.00
0.00/0.00
1.00
0.00
0.00
56.00
4.00
0.00
9
0.00
0.00
0.00/0.00
1.00
0.00
0.00
61.00
8.00
0.00
13
0.00
0.00
0.00/0.00
1.00
0.00
0.00
131.00
9.00
0.00
17
0.00
0.00
0.00/0.00
1.00
0.00
0.00
129.00
11.00
0.00
12
0.00
0.00
0.00/0.00
1.00
0.00
0.00
54.00
28.00
0.00
8
0.00
0.00
0.00/0.00
1.00
0.00
0.00
111.00
16.00
0.00
11
0.00
0.00
0.00/0.00
1.00
0.00
0.00
140.00
17.00
0.00
15
0.00
0.00
0.00/0.00
1.00
0.00
0.00
121.00
18.00
0.00
16
0.00
0.00
0.00/0.00
1.00
0.00
0.00
130.00
19.00
0.00
5
0.00
0.00
0.00/0.00
1.00
0.00
0.00
117.00
31.00
0.00
7
0.00
0.00
0.00/0.00
1.00
0.00
0.00
65.00
32.00
0.00
14
0.00
0.00
0.00/0.00
1.00
0.00
0.00
53.00
29.00
0.00
Sentence-cluster ID (count= 18)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
4
0.00/0.36
11.15
15.23
2.00
1.81
0.91
242.00
4.50
2.25
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id |
Text
0.91 | 12.49 | 1.00 | 26-10-07 18:08 | 3 | 6 |
🔴🔥 ALERTE INFO | La situation devient incontrôlable à Liège (Belgique). Des émeutiers pillent et mettent le feu.
0.91 | 12.49 | 1.00 | 26-10-07 18:08 | 6 | 7 |
ALERTE INFO | La situation devient incontrôlable à Liège (Belgique). Des émeutiers pillent et mettent le feu dans le centre-ville.
Sentence-cluster ID (count= 18)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
0
0.07/0.31
2.29
18.37
3.00
2.19
0.73
280.00
21.00
114.67
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id |
Text
0.86 | 10.20 | 2.00 | 26-10-07 18:08 | 23 | 24 |
#Liège https://t.co/EmfbXb36Tz — Der Prophet (@AldousHuxIey) October 7, 2026 — French Report (@french_report78) October 5, 2026.
0.86 | 10.20 | 2.00 | 26-10-07 18:08 | 33 | 29 |
#Liège https://t.co/EmfbXb36Tz — Der Prophet (@AldousHuxIey) October 7, 2026.
0.48 | 5.89 | 1.00 | 26-10-07 18:08 | 7 | 8 |
https://t.co/bKFIcqJNIY — French Report (@french_report78) October 5, 2026.
Sentence-cluster ID (count= 18)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
2
0.00/0.08
0.99
10.91
2.00
1.26
0.63
284.00
25.00
25.00
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id |
Text
0.63 | 7.66 | 1.00 | 26-10-07 18:08 | 20 | 21 |
На снимките што се шират на социјалните мрежи може да се видат искршени прозорци и излози,...n Frankreich das Streiken, dann das Zerlegen.
0.63 | 7.66 | 1.00 | 26-10-07 18:08 | 30 | 28 |
Studentenprotest 2.0: Erst lernt man von Frankreich das Streiken, dann das Zerlegen.
Sentence-cluster ID (count= 18)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
3
1.93/0.00
0.00
3.36
5.00
0.43
0.09
617.00
10.20
58.96
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id |
Text
0.16 | 2.31 | 2.00 | 26-10-08 10:04 | 7 | 2 |
Студентите протестираат против белгискиот образовен систем на француски јазик, се поголеми...граничениот пристап до наставните материјали.
0.16 | 2.31 | 3.00 | 26-10-07 18:08 | 4 | 4 |
Стотици студенти излегоа на протести на улиците на белгискиот град Лиеж, поттикнати од немирите во образовниот сектор во соседна Франција.
0.11 | 1.25 | 2.00 | 26-10-08 10:04 | 5 | 0 |
Стотици студенти протестираа вчера во белгискиот град Лиеж.
0.11 | 1.25 | 3.00 | 26-10-07 18:08 | 10 | 11 |
Студентите протестираат против образовниот систем во француското говорно подрачје на Белгија.
0.00 | 0.00 | 3.00 | 26-10-07 18:08 | 25 | 26 |
Hundreds of students took to streets over education reforms, overcrowded classes & tuition hikes — protests spread from France to Belgium.
Sentence-cluster ID (count= 18)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
1
0.99/0.00
0.00
8.03
4.00
0.89
0.22
677.00
22.25
36.19
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id |
Text
0.23 | 3.53 | 1.00 | 26-10-07 18:08 | 12 | 13 |
Police water cannon deployed against student protests in Liège, Belgium today Hundreds of ...kes — protests spread from France to Belgium.
0.23 | 3.53 | 3.00 | 26-10-07 18:08 | 26 | 14 |
Police water cannon truck (that beige armored vehicle) firing at student protesters on a c...ray sweeping across the road near the church.
0.22 | 2.95 | 3.00 | 26-10-07 18:08 | 27 | 15 |
Police deployed water cannons and 16 arrests after students blocked schools and tried to damage Saint-Michel Institute.
0.20 | 2.44 | 3.00 | 26-10-07 18:08 | 24 | 25 |
Police water cannon deployed against student protests in Liège, Belgium today.
Sentence-cluster ID (count= 18)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
6
0.16/0.00
0.00
6.25
2.00
0.77
0.39
200.00
5.50
0.25
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id |
Text
0.39 | 4.89 | 1.00 | 26-10-08 10:04 | 6 | 1 |
Локалните медиуми објавија дека изминатите денови се уапсени 107 лица поради уништување на имот и подметнување на пожари.
0.39 | 4.89 | 1.00 | 26-10-07 18:08 | 5 | 5 |
Според локалните медиуми, протестите прераснаа во нереди и уапсени се 107 луѓе.
Sentence-cluster ID (count= 18)
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
56.00
4.00
0.00
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id |
Text
0.00 | 0.00 | 1.00 | 26-10-08 10:04 | 4 | 3 |
Полицијата ги претресуваше студентите дали носат оружје.
Sentence-cluster ID (count= 18)
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
61.00
8.00
0.00
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id |
Text
0.00 | 0.00 | 1.00 | 26-10-07 18:08 | 8 | 9 |
Локалните власти сè уште не го потврдуваат бројот на уапсени.
Sentence-cluster ID (count= 18)
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
131.00
9.00
0.00
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id |
Text
0.00 | 0.00 | 1.00 | 26-10-07 18:08 | 9 | 10 |
Белгиската новинска агенција Белга објави се апсењата се поврзани со казнени дела како уништување на имот и подметнување на пожари.
Sentence-cluster ID (count= 18)
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
129.00
11.00
0.00
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id |
Text
0.00 | 0.00 | 1.00 | 26-10-07 18:08 | 11 | 12 |
Како главни проблеми ги посочуваат сè поголемите трошоци за образование, пренатрупаните училници и отежнат пристап до материјали.
Sentence-cluster ID (count= 18)
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
54.00
28.00
0.00
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id |
Text
0.00 | 0.00 | 1.00 | 26-10-07 18:08 | 28 | 16 |
Fire crews also reported fires in Herstal area nearby.
Sentence-cluster ID (count= 18)
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
111.00
16.00
0.00
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id |
Text
0.00 | 0.00 | 1.00 | 26-10-07 18:08 | 16 | 17 |
#Belgium #Liege #StudentProtest #Breaking #EuropeProtests — Khabrain Digital (@daily_khabrain) October 6, 2026.
Sentence-cluster ID (count= 18)
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
140.00
17.00
0.00
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id |
Text
0.00 | 0.00 | 1.00 | 26-10-07 18:08 | 17 | 18 |
Демонстрантите носеа транспаренти на кои пишуваше „Ситуацијата е хаотична, се бориме за пр... и „Одбрав образование, а на Игри на гладни“.
Sentence-cluster ID (count= 18)
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
121.00
18.00
0.00
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id |
Text
0.00 | 0.00 | 1.00 | 26-10-07 18:08 | 18 | 19 |
Немирите во Лиеж доаѓаат по судирот меѓу демонстрантите и полицијата во Брисел во јуни поради реформите во образованието.
Sentence-cluster ID (count= 18)
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
130.00
19.00
0.00
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id |
Text
0.00 | 0.00 | 1.00 | 26-10-07 18:08 | 19 | 20 |
Меѓу нив и зголемување на школарината за мнозинството на студенти во француското говорно подрачје во Белгија од 835 на 1.194 евра.
Sentence-cluster ID (count= 18)
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
117.00
31.00
0.00
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id |
Text
0.00 | 0.00 | 1.00 | 26-10-07 18:08 | 31 | 22 |
Weil kaputte Fensterscheiben beim Quick am Saint-Lambert bekanntlich das beste Argument für eine Bildungsreform sind!
Sentence-cluster ID (count= 18)
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
65.00
32.00
0.00
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id |
Text
0.00 | 0.00 | 1.00 | 26-10-07 18:08 | 32 | 23 |
Wer braucht schon Abschlüsse, wenn man Randale im Lebenslauf hat?
Sentence-cluster ID (count= 18)
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
53.00
29.00
0.00
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id |
Text
0.00 | 0.00 | 1.00 | 26-10-07 18:08 | 29 | 27 |
— Khabrain Digital (@daily_khabrain) October 6, 2026.
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
1.98
13.17
1.52/0.29
6.00
1.75
0.29
869.00
23.67
28.89
1
0.99
10.91
0.00/0.08
2.00
1.26
0.63
284.00
25.00
25.00
2
0.00
4.05
7.93/0.00
17.00
1.03
0.06
1801.00
15.00
106.24
0
0.00
7.50
1.20/0.00
5.00
1.00
0.20
514.00
9.60
41.84
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
1.52/0.29
1.98
13.17
6.00
1.75
0.29
869.00
23.67
28.89
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id |
Text
0.84 | 11.38 | 5.00 | 26-10-07 18:08 | 25 | 26 |
Hundreds of students took to streets over education reforms, overcrowded classes & tuition hikes — protests spread from France to Belgium.
0.23 | 3.53 | 1.00 | 26-10-07 18:08 | 12 | 13 |
Police water cannon deployed against student protests in Liège, Belgium today Hundreds of ...kes — protests spread from France to Belgium.
0.23 | 3.53 | 5.00 | 26-10-07 18:08 | 26 | 14 |
Police water cannon truck (that beige armored vehicle) firing at student protesters on a c...ray sweeping across the road near the church.
0.20 | 2.44 | 5.00 | 26-10-07 18:08 | 24 | 25 |
Police water cannon deployed against student protests in Liège, Belgium today.
0.15 | 1.93 | 5.00 | 26-10-07 18:08 | 27 | 15 |
Police deployed water cannons and 16 arrests after students blocked schools and tried to damage Saint-Michel Institute.
0.10 | 1.10 | 5.00 | 26-10-07 18:08 | 28 | 16 |
Fire crews also reported fires in Herstal area nearby.
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
0.00/0.08
0.99
10.91
2.00
1.26
0.63
284.00
25.00
25.00
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id |
Text
0.63 | 7.66 | 1.00 | 26-10-07 18:08 | 20 | 21 |
На снимките што се шират на социјалните мрежи може да се видат искршени прозорци и излози,...n Frankreich das Streiken, dann das Zerlegen.
0.63 | 7.66 | 1.00 | 26-10-07 18:08 | 30 | 28 |
Studentenprotest 2.0: Erst lernt man von Frankreich das Streiken, dann das Zerlegen.
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
7.93/0.00
0.00
4.05
17.00
1.03
0.06
1801.00
15.00
106.24
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id |
Text
0.48 | 5.89 | 15.00 | 26-10-07 18:08 | 7 | 8 |
https://t.co/bKFIcqJNIY — French Report (@french_report78) October 5, 2026.
0.48 | 5.89 | 15.00 | 26-10-07 18:08 | 33 | 29 |
#Liège https://t.co/EmfbXb36Tz — Der Prophet (@AldousHuxIey) October 7, 2026.
0.16 | 3.01 | 2.00 | 26-10-08 10:04 | 7 | 2 |
Студентите протестираат против белгискиот образовен систем на француски јазик, се поголеми...граничениот пристап до наставните материјали.
0.22 | 3.01 | 15.00 | 26-10-07 18:08 | 9 | 10 |
Белгиската новинска агенција Белга објави се апсењата се поврзани со казнени дела како уништување на имот и подметнување на пожари.
0.09 | 1.22 | 15.00 | 26-10-07 18:08 | 11 | 12 |
Како главни проблеми ги посочуваат сè поголемите трошоци за образование, пренатрупаните училници и отежнат пристап до материјали.
0.09 | 1.22 | 15.00 | 26-10-07 18:08 | 19 | 20 |
Меѓу нив и зголемување на школарината за мнозинството на студенти во француското говорно подрачје во Белгија од 835 на 1.194 евра.
0.09 | 1.10 | 15.00 | 26-10-07 18:08 | 5 | 5 |
Според локалните медиуми, протестите прераснаа во нереди и уапсени се 107 луѓе.
0.09 | 1.10 | 15.00 | 26-10-07 18:08 | 10 | 11 |
Студентите протестираат против образовниот систем во француското говорно подрачје на Белгија.
0.00 | 0.00 | 2.00 | 26-10-08 10:04 | 6 | 1 |
Локалните медиуми објавија дека изминатите денови се уапсени 107 лица поради уништување на имот и подметнување на пожари.
0.00 | 0.00 | 15.00 | 26-10-07 18:08 | 3 | 6 |
🔴🔥 ALERTE INFO | La situation devient incontrôlable à Liège (Belgique). Des émeutiers pillent et mettent le feu.
0.00 | 0.00 | 15.00 | 26-10-07 18:08 | 6 | 7 |
ALERTE INFO | La situation devient incontrôlable à Liège (Belgique). Des émeutiers pillent et mettent le feu dans le centre-ville.
0.00 | 0.00 | 15.00 | 26-10-07 18:08 | 8 | 9 |
Локалните власти сè уште не го потврдуваат бројот на уапсени.
0.00 | 0.00 | 15.00 | 26-10-07 18:08 | 16 | 17 |
#Belgium #Liege #StudentProtest #Breaking #EuropeProtests — Khabrain Digital (@daily_khabrain) October 6, 2026.
0.00 | 0.00 | 15.00 | 26-10-07 18:08 | 31 | 22 |
Weil kaputte Fensterscheiben beim Quick am Saint-Lambert bekanntlich das beste Argument für eine Bildungsreform sind!
0.00 | 0.00 | 15.00 | 26-10-07 18:08 | 32 | 23 |
Wer braucht schon Abschlüsse, wenn man Randale im Lebenslauf hat?
0.00 | 0.00 | 15.00 | 26-10-07 18:08 | 23 | 24 |
#Liège https://t.co/EmfbXb36Tz — Der Prophet (@AldousHuxIey) October 7, 2026 — French Report (@french_report78) October 5, 2026.
0.00 | 0.00 | 15.00 | 26-10-07 18:08 | 29 | 27 |
— Khabrain Digital (@daily_khabrain) October 6, 2026.
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
1.20/0.00
0.00
7.50
5.00
1.00
0.20
514.00
9.60
41.84
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id |
Text
0.33 | 4.68 | 3.00 | 26-10-07 18:08 | 4 | 4 |
Стотици студенти излегоа на протести на улиците на белгискиот град Лиеж, поттикнати од немирите во образовниот сектор во соседна Франција.
0.33 | 4.68 | 3.00 | 26-10-07 18:08 | 17 | 18 |
Демонстрантите носеа транспаренти на кои пишуваше „Ситуацијата е хаотична, се бориме за пр... и „Одбрав образование, а на Игри на гладни“.
0.35 | 4.61 | 3.00 | 26-10-07 18:08 | 18 | 19 |
Немирите во Лиеж доаѓаат по судирот меѓу демонстрантите и полицијата во Брисел во јуни поради реформите во образованието.
0.32 | 3.80 | 2.00 | 26-10-08 10:04 | 5 | 0 |
Стотици студенти протестираа вчера во белгискиот град Лиеж.
0.00 | 0.00 | 2.00 | 26-10-08 10:04 | 4 | 3 |
Полицијата ги претресуваше студентите дали носат оружје.