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
0.63
0.47/0.00
2.00
0.08
0.04
189.00
1.00
0.00
All clustering variants
Old ranking - len = 2
4 ■ 0.99/0.01 ■ 2 ■ 0.0
Best clustering variants
4 0.99/0.01 2 0.0
Parameters [28, 0.99, 0.01, 2] average weight 0.0 execution time 0.0s
NEW: semantic (merge_dist=0.35, adaptive=off) — 28 clusters
Cluster# (28)
new weight
old weight
lower/upper
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
0
0.00
4.68
0.79/0.00
3.00
0.50
0.17
457.00
8.00
44.67
1
0.00
1.53
0.45/0.00
2.00
0.20
0.10
177.00
8.00
25.00
4
0.00
4.40
0.25/0.00
2.00
0.59
0.30
138.00
6.00
4.00
19
0.00
0.00
0.00/0.00
1.00
0.00
0.00
58.00
1.00
0.00
27
0.00
0.00
0.00/0.00
1.00
0.00
0.00
138.00
2.00
0.00
15
0.00
0.00
0.00/0.00
1.00
0.00
0.00
51.00
4.00
0.00
22
0.00
0.00
0.00/0.00
1.00
0.00
0.00
350.00
5.00
0.00
25
0.00
0.00
0.00/0.00
1.00
0.00
0.00
58.00
6.00
0.00
26
0.00
0.00
0.00/0.00
1.00
0.00
0.00
163.00
7.00
0.00
24
0.00
0.00
0.00/0.00
1.00
0.00
0.00
203.00
8.00
0.00
14
0.00
0.00
0.00/0.00
1.00
0.00
0.00
81.00
9.00
0.00
20
0.00
0.00
0.00/0.00
1.00
0.00
0.00
77.00
10.00
0.00
21
0.00
0.00
0.00/0.00
1.00
0.00
0.00
174.00
11.00
0.00
12
0.00
0.00
0.00/0.00
1.00
0.00
0.00
330.00
12.00
0.00
23
0.00
0.00
0.00/0.00
1.00
0.00
0.00
76.00
13.00
0.00
13
0.00
0.00
0.00/0.00
1.00
0.00
0.00
94.00
14.00
0.00
16
0.00
0.00
0.00/0.00
1.00
0.00
0.00
191.00
2.00
0.00
7
0.00
0.00
0.00/0.00
1.00
0.00
0.00
70.00
3.00
0.00
11
0.00
0.00
0.00/0.00
1.00
0.00
0.00
120.00
5.00
0.00
18
0.00
0.00
0.00/0.00
1.00
0.00
0.00
97.00
7.00
0.00
5
0.00
0.00
0.00/0.00
1.00
0.00
0.00
70.00
9.00
0.00
17
0.00
0.00
0.00/0.00
1.00
0.00
0.00
210.00
10.00
0.00
10
0.00
0.00
0.00/0.00
1.00
0.00
0.00
125.00
11.00
0.00
9
0.00
0.00
0.00/0.00
1.00
0.00
0.00
26.00
12.00
0.00
6
0.00
0.00
0.00/0.00
1.00
0.00
0.00
58.00
14.00
0.00
2
0.00
0.00
0.00/0.00
1.00
0.00
0.00
178.00
15.00
0.00
8
0.00
0.00
0.00/0.00
1.00
0.00
0.00
124.00
16.00
0.00
3
0.00
0.00
0.00/0.00
1.00
0.00
0.00
153.00
18.00
0.00
Sentence-cluster ID (count= 28)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
0
0.79/0.00
0.00
4.68
3.00
0.50
0.17
457.00
8.00
44.67
Sentence-cluster ID (count= 28)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
1
0.45/0.00
0.00
1.53
2.00
0.20
0.10
177.00
8.00
25.00
Sentence-cluster ID (count= 28)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
4
0.25/0.00
0.00
4.40
2.00
0.59
0.30
138.00
6.00
4.00
Sentence-cluster ID (count= 28)
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
58.00
1.00
0.00
Sentence-cluster ID (count= 28)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
27
0.00/0.00
0.00
0.00
1.00
0.00
0.00
138.00
2.00
0.00
Sentence-cluster ID (count= 28)
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
51.00
4.00
0.00
Sentence-cluster ID (count= 28)
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
350.00
5.00
0.00
Sentence-cluster ID (count= 28)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
25
0.00/0.00
0.00
0.00
1.00
0.00
0.00
58.00
6.00
0.00
Sentence-cluster ID (count= 28)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
26
0.00/0.00
0.00
0.00
1.00
0.00
0.00
163.00
7.00
0.00
Sentence-cluster ID (count= 28)
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
203.00
8.00
0.00
Sentence-cluster ID (count= 28)
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
81.00
9.00
0.00
Sentence-cluster ID (count= 28)
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
77.00
10.00
0.00
Sentence-cluster ID (count= 28)
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
174.00
11.00
0.00
Sentence-cluster ID (count= 28)
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
330.00
12.00
0.00
Sentence-cluster ID (count= 28)
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
76.00
13.00
0.00
Sentence-cluster ID (count= 28)
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
94.00
14.00
0.00
Sentence-cluster ID (count= 28)
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
191.00
2.00
0.00
Sentence-cluster ID (count= 28)
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
70.00
3.00
0.00
Sentence-cluster ID (count= 28)
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
120.00
5.00
0.00
Sentence-cluster ID (count= 28)
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
97.00
7.00
0.00
Sentence-cluster ID (count= 28)
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
70.00
9.00
0.00
Sentence-cluster ID (count= 28)
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
210.00
10.00
0.00
Sentence-cluster ID (count= 28)
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
125.00
11.00
0.00
Sentence-cluster ID (count= 28)
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
26.00
12.00
0.00
Sentence-cluster ID (count= 28)
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
58.00
14.00
0.00
Sentence-cluster ID (count= 28)
lower/upper
new weight
old weight
Sentence count
Total similarity
Avg. similarity
Total chr length
Sentence # average
Sentence # variation
2
0.00/0.00
0.00
0.00
1.00
0.00
0.00
178.00
15.00
0.00
Sentence-cluster ID (count= 28)
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
124.00
16.00
0.00
Sentence-cluster ID (count= 28)
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
153.00
18.00
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
0.00
5.16
5.48/0.00
13.00
1.12
0.09
1335.00
7.69
26.52
2
0.00
11.07
3.90/0.00
12.00
2.15
0.18
1638.00
8.00
18.00
1
0.00
6.84
0.91/0.00
4.00
0.74
0.19
767.00
11.75
15.19
3
0.00
3.39
0.70/0.00
3.00
0.40
0.13
307.00
11.00
16.67
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
5.48/0.00
0.00
5.16
13.00
1.12
0.09
1335.00
7.69
26.52
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id | Text
0.35 | 4.60 | 10.00 | 26-11-04 14:27 | 7 | 20 | „RALF AI“ ќе ви го скрати работното време за половина, но, сепак, вие ќе мора да го контролирате.
0.27 | 3.73 | 10.00 | 26-11-04 14:27 | 17 | 30 | „RALF AI“ е специјализиран за консултации во областите на правото, финансиите, сметководст...нкарството, осигурувањето и администрацијата.
0.12 | 1.62 | 10.00 | 26-11-04 14:27 | 6 | 19 | Сметководители, правници, адвокати, административци, се само мал дел од профилите кои ќе може да го користат „RALF AI“.
0.10 | 1.60 | 10.00 | 26-11-04 14:27 | 2 | 15 | Овој дигитален консултант, што беше промовиран денеска во Стопанската комора, е базиран на...крати работното време на фирмите за 50 отсто.
0.11 | 1.24 | 10.00 | 26-11-04 14:27 | 14 | 27 | Имаме и ние што да кажеме, да користиме најдобри решенија.
0.10 | 1.18 | 3.00 | 26-11-04 15:06 | 1 | 0 | ЧетГПТ но за административците, правници и сметководители.
0.10 | 1.18 | 10.00 | 26-11-04 14:27 | 3 | 16 | „RALF AI“ ќе биде достапен 24 часа, на македонски и на албански јазик.
0.07 | 1.05 | 10.00 | 26-11-04 14:27 | 1 | 14 | Изготвување завршна сметка, даночна пријава, анализа и читање закони, договори, резултати,...и алатката „RALF AI“, наменета за компаниите.
0.07 | 1.05 | 10.00 | 26-11-04 14:27 | 10 | 23 | Личните податоци остануваат тајна, никој не може да ги користи, освен ако системот не биде...омпанијата што ја изготви дигиталната алатка.
0.00 | 0.00 | 3.00 | 26-11-04 15:06 | 4 | 3 | Стопанската Комора целосно го поддржува овој модел.
0.00 | 0.00 | 3.00 | 26-11-04 15:06 | 10 | 9 | Неговата анализа беше значително подобра од мојата“ – вели Горан Рафајловски.
0.00 | 0.00 | 10.00 | 26-11-04 14:27 | 12 | 25 | Работиме на сите фронтови.
0.00 | 0.00 | 10.00 | 26-11-04 14:27 | 13 | 26 | Денеска сме со вештачката интелигенција.
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
3.90/0.00
0.00
11.07
12.00
2.15
0.18
1638.00
8.00
18.00
Simi | Wt/Ln | TimeC | Datetime | S# | S-Id | Text
0.39 | 4.76 | 5.00 | 26-11-04 14:27 | 9 | 22 | Ќе имате фантастично читање на законите и уште многу други придобивки.
0.32 | 4.61 | 7.00 | 26-11-04 15:06 | 5 | 4 | „Нови алатки, напредни алатки и напредни технологии ќе доведат до зголемување на профитот ...ука а тие што не се тука да ги вратиме назад.
0.32 | 4.61 | 5.00 | 26-11-04 14:27 | 15 | 28 | Кога ќе ме прашаат како ја гледам Комората за десет години, велам дека овие простории нема...работените ќе одат кај фирмите, а не обратно.
0.23 | 3.39 | 7.00 | 26-11-04 15:06 | 11 | 10 | Од таму додаваат дека алатката не значи кратење на работни места, напротив треба да функци...работата на сите вработени во кое било време.
0.22 | 3.22 | 7.00 | 26-11-04 15:06 | 7 | 6 | Креаторите од „Рафајловски консалтинг“ велат дека овој дигитален консултант се издвојува о...те на корисниците ќе бидат целосно заштитени.
0.21 | 2.90 | 5.00 | 26-11-04 14:27 | 5 | 18 | Нуди паметни и брзи одговори, па тоа што се чекало со часови, сега, како што беше речено, ќе се сведе на неколку минути.
0.23 | 2.88 | 7.00 | 26-11-04 15:06 | 14 | 13 | Истиот модел ќе им биде достапен и на хрватските фирми и ќе има познавања и од нивните закони.
0.18 | 2.27 | 5.00 | 26-11-04 14:27 | 8 | 21 | Нема да ве замени, туку ќе ви помогне, значително ќе ви го забрза работниот процес.
0.14 | 1.96 | 7.00 | 26-11-04 15:06 | 3 | 2 | Консалтинг алатката со користење на вештачка интелегенција треба да го забрза процесот на добивање одговори, правење пресметки и анализи.
0.13 | 1.89 | 7.00 | 26-11-04 15:06 | 2 | 1 | Македонската платформа „Ралф АИ“ ќе им го скрати работното време за 50 проценти а истовремено ќе ја зголеми продуктивноста на вработените.
0.10 | 1.22 | 7.00 | 26-11-04 15:06 | 13 | 12 | „Ралф Аи“ , освен на македонски, ќе „проговори“ и на хрватски и на албански.
0.00 | 0.00 | 5.00 | 26-11-04 14:27 | 4 | 17 | Не е наменет да ги замени процесите, туку да ги забрза.
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
0.91/0.00
0.00
6.84
4.00
0.74
0.19
767.00
11.75
15.19
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
0.70/0.00
0.00
3.39
3.00
0.40
0.13
307.00
11.00
16.67