AngelPanizo's picture
Add BERTopic model
1718e7b verified
{
"topic_representations": {
"-1": [
[
"ukraine",
0.5648370981216431
],
[
"putin",
0.5602271556854248
],
[
"propaganda",
0.54109126329422
],
[
"israel",
0.5369739532470703
],
[
"banned",
0.4789161682128906
]
],
"0": [
[
"donetsk",
0.6571359634399414
],
[
"mariupol",
0.6304757595062256
],
[
"zaporozhye",
0.5809398889541626
],
[
"russians",
0.5553098320960999
],
[
"missiles",
0.5133967995643616
]
],
"1": [
[
"streaming",
0.5353444218635559
],
[
"rona",
0.5342894792556763
],
[
"fuck",
0.53253173828125
],
[
"telegram",
0.5142627358436584
],
[
"substack",
0.5129460692405701
]
],
"2": [
[
"hamas",
0.6847811937332153
],
[
"israelis",
0.5954900979995728
],
[
"hostages",
0.5203702449798584
],
[
"eliyahu",
0.5056363344192505
],
[
"bombed",
0.5046195983886719
]
],
"3": [
[
"vaccinated",
0.6268618702888489
],
[
"fauci",
0.5730839371681213
],
[
"jab",
0.49049267172813416
],
[
"ivermectin",
0.48073408007621765
],
[
"rfk",
0.44848665595054626
]
],
"4": [
[
"censorship",
0.6016001105308533
],
[
"fbi",
0.5921706557273865
],
[
"antifa",
0.5410264730453491
],
[
"misinformation",
0.5400848388671875
],
[
"twitter",
0.5209334492683411
]
],
"5": [
[
"twitters",
0.6133718490600586
],
[
"musk",
0.5651627779006958
],
[
"delisting",
0.45705491304397583
],
[
"unbanned",
0.4498054087162018
],
[
"billion",
0.42700135707855225
]
],
"6": [
[
"confederacy",
0.6381837129592896
],
[
"virginians",
0.5722614526748657
],
[
"slaves",
0.5403305292129517
],
[
"jefferson",
0.5099547505378723
],
[
"abolished",
0.48067909479141235
]
],
"7": [
[
"epstein",
0.5960439443588257
],
[
"pedophiles",
0.5298289656639099
],
[
"ghislaine",
0.4974192976951599
],
[
"israel",
0.4971255958080292
],
[
"billionaires",
0.48698386549949646
]
],
"8": [
[
"gazprombank",
0.5946780443191528
],
[
"sanctions",
0.592840313911438
],
[
"putin",
0.5483518838882446
],
[
"bulgaria",
0.5271133184432983
],
[
"rtnews",
0.4796485900878906
]
],
"9": [
[
"supremacists",
0.6301083564758301
],
[
"wokism",
0.6084121465682983
],
[
"bigotry",
0.5790094137191772
],
[
"whites",
0.5543920993804932
],
[
"leftish",
0.5260772109031677
]
],
"10": [
[
"antisemitism",
0.6464597582817078
],
[
"jew",
0.6351861953735352
],
[
"yaweh",
0.5243525505065918
],
[
"blacks",
0.5196792483329773
],
[
"ignorant",
0.5007318258285522
]
]
},
"topics": [
-1,
2,
1,
-1,
2,
2,
-1,
-1,
-1,
1,
10,
10,
1,
2,
-1,
2,
0,
2,
2,
-1,
1,
2,
-1,
-1,
10,
-1,
-1,
2,
1,
2,
1,
-1,
1,
1,
-1,
1,
7,
6,
-1,
1,
-1,
-1,
1,
-1,
-1,
-1,
1,
-1,
2,
2,
7,
5,
-1,
-1,
-1,
7,
7,
2,
1,
2,
1,
-1,
2,
-1,
2,
7,
-1,
7,
-1,
-1,
-1,
6,
6,
6,
6,
6,
1,
2,
2,
7,
-1,
2,
-1,
-1,
1,
-1,
-1,
2,
-1,
2,
2,
-1,
-1,
-1,
-1,
2,
-1,
1,
-1,
-1,
2,
2,
-1,
-1,
-1,
-1,
10,
-1,
-1,
-1,
-1,
2,
2,
2,
2,
-1,
2,
1,
-1,
1,
-1,
3,
-1,
2,
6,
2,
2,
2,
2,
-1,
-1,
0,
2,
-1,
2,
2,
2,
-1,
-1,
7,
2,
2,
2,
2,
-1,
2,
2,
2,
-1,
2,
-1,
2,
2,
2,
-1,
2,
-1,
-1,
2,
2,
2,
2,
5,
2,
2,
2,
2,
-1,
2,
2,
-1,
2,
2,
2,
1,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
1,
-1,
-1,
-1,
-1,
3,
-1,
-1,
-1,
1,
-1,
-1,
-1,
-1,
-1,
-1,
4,
1,
1,
-1,
-1,
-1,
-1,
1,
-1,
7,
3,
-1,
2,
-1,
3,
-1,
1,
-1,
-1,
-1,
-1,
-1,
7,
7,
7,
0,
-1,
-1,
5,
4,
-1,
-1,
-1,
6,
-1,
-1,
9,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
1,
8,
-1,
-1,
4,
9,
-1,
2,
-1,
-1,
0,
0,
-1,
-1,
-1,
0,
-1,
0,
-1,
-1,
0,
0,
7,
-1,
10,
-1,
-1,
0,
0,
-1,
-1,
0,
-1,
-1,
0,
-1,
1,
-1,
-1,
-1,
2,
-1,
0,
-1,
7,
-1,
-1,
0,
-1,
1,
-1,
1,
1,
1,
1,
-1,
-1,
1,
-1,
0,
0,
-1,
4,
1,
0,
2,
0,
-1,
-1,
10,
-1,
9,
-1,
4,
-1,
-1,
7,
-1,
-1,
1,
-1,
-1,
9,
-1,
5,
1,
1,
2,
-1,
-1,
2,
-1,
-1,
-1,
-1,
-1,
6,
4,
6,
-1,
-1,
-1,
3,
1,
-1,
2,
-1,
-1,
-1,
2,
-1,
-1,
-1,
-1,
9,
0,
3,
10,
-1,
8,
9,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
1,
6,
-1,
0,
-1,
-1,
-1,
2,
8,
9,
1,
1,
-1,
-1,
0,
-1,
3,
-1,
9,
-1,
-1,
-1,
3,
1,
-1,
1,
3,
-1,
7,
0,
5,
3,
-1,
-1,
3,
5,
1,
0,
7,
-1,
5,
-1,
-1,
-1,
0,
-1,
-1,
0,
4,
0,
4,
-1,
3,
0,
-1,
-1,
-1,
-1,
-1,
7,
1,
-1,
-1,
-1,
7,
3,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
0,
-1,
0,
0,
-1,
-1,
-1,
2,
4,
-1,
-1,
-1,
4,
-1,
-1,
-1,
0,
0,
-1,
-1,
1,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
5,
-1,
-1,
4,
1,
-1,
0,
5,
4,
-1,
1,
0,
-1,
-1,
-1,
-1,
-1,
4,
0,
-1,
6,
1,
-1,
-1,
6,
-1,
5,
-1,
5,
1,
-1,
-1,
7,
-1,
-1,
4,
-1,
5,
5,
-1,
4,
6,
-1,
-1,
5,
-1,
10,
-1,
-1,
10,
-1,
-1,
-1,
-1,
2,
-1,
10,
4,
2,
-1,
-1,
-1,
10,
-1,
-1,
-1,
-1,
9,
-1,
5,
5,
-1,
10,
10,
-1,
-1,
-1,
-1,
10,
-1,
7,
-1,
-1,
-1,
-1,
-1,
-1,
7,
-1,
5,
7,
-1,
-1,
3,
-1,
-1,
9,
3,
3,
5,
-1,
-1,
-1,
-1,
-1,
-1,
5,
-1,
3,
-1,
-1,
5,
5,
4,
10,
-1,
10,
10,
-1,
4,
-1,
-1,
-1,
4,
10,
5,
-1,
-1,
-1,
-1,
0,
-1,
0,
-1,
-1,
-1,
-1,
1,
-1,
-1,
-1,
-1,
-1,
2,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
5,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
1,
4,
-1,
-1,
-1,
-1,
-1,
0,
-1,
-1,
-1,
-1,
-1,
5,
5,
10,
-1,
5,
-1,
-1,
6,
-1,
0,
4,
-1,
0,
6,
-1,
-1,
10,
-1,
-1,
5,
-1,
-1,
-1,
-1,
-1,
-1,
0,
4,
6,
6,
-1,
5,
2,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
0,
-1,
-1,
1,
-1,
-1,
-1,
-1,
-1,
-1,
0,
-1,
0,
0,
8,
-1,
0,
-1,
-1,
3,
0,
0,
1,
6,
8,
0,
-1,
-1,
-1,
9,
-1,
-1,
8,
10,
-1,
-1,
-1,
-1,
-1,
-1,
5,
4,
-1,
-1,
-1,
-1,
0,
-1,
1,
1,
8,
-1,
-1,
-1,
3,
-1,
0,
-1,
-1,
-1,
-1,
0,
-1,
-1,
-1,
1,
-1,
-1,
8,
-1,
4,
9,
4,
-1,
-1,
-1,
2,
-1,
9,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
0,
-1,
1,
-1,
4,
0,
-1,
0,
-1,
-1,
-1,
6,
4,
0,
6,
3,
-1,
-1,
-1,
0,
0,
0,
-1,
0,
1,
0,
-1,
0,
-1,
0,
-1,
0,
-1,
0,
4,
1,
4,
-1,
1,
8,
-1,
1,
1,
-1,
-1,
4,
-1,
-1,
2,
-1,
-1,
-1,
6,
6,
6,
0,
8,
4,
4,
-1,
-1,
-1,
4,
7,
7,
7,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
6,
-1,
8,
-1,
-1,
6,
-1,
-1,
5,
6,
7,
-1,
7,
2,
-1,
-1,
-1,
-1,
-1,
4,
-1,
-1,
-1,
-1,
-1,
-1,
4,
-1,
-1,
4,
-1,
-1,
3,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
8,
-1,
-1,
-1,
1,
3,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
8,
-1,
-1,
-1,
-1,
-1,
4,
5,
-1,
7,
1,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
1,
-1,
-1,
8,
8,
4,
8,
0,
-1,
-1,
10,
1,
-1,
1,
-1,
0,
7,
7,
0,
-1,
-1,
-1,
-1,
0,
-1,
0,
-1,
0,
9,
3,
-1,
-1,
-1,
-1,
1,
6,
-1,
-1,
-1,
-1,
-1,
1,
1,
-1,
-1,
-1,
-1,
-1,
1,
0,
-1,
4,
4,
-1,
9,
4,
-1,
8,
-1,
-1,
-1,
-1,
1,
4,
-1,
1,
1,
1,
1,
-1,
2,
0,
0,
-1,
0,
-1,
-1,
1,
1,
0,
8,
-1,
1,
1,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
4,
-1,
0,
-1,
-1,
3,
-1,
8,
-1,
-1,
0,
0,
6,
-1,
-1,
0,
5,
5,
-1,
5,
3,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
8,
-1,
-1,
-1,
5,
-1,
-1,
-1,
-1,
0,
-1,
0,
-1,
0,
0,
0,
0,
3,
-1,
-1,
-1,
0,
0,
-1,
-1,
-1,
5,
-1,
0,
-1,
0,
-1,
-1,
-1,
9,
8,
-1,
2,
0,
-1,
-1,
-1,
3,
-1,
-1,
2,
8,
5,
-1,
2,
-1,
-1,
-1,
-1,
-1,
-1,
0,
-1,
9,
0,
0,
-1,
-1,
0,
0,
1,
-1,
0,
0,
-1,
0,
-1,
-1,
-1,
-1,
1,
-1,
8,
5,
-1,
-1,
0,
-1,
3,
-1,
-1,
-1,
0,
-1,
-1,
0,
0,
-1,
0,
0,
-1,
-1,
0,
-1,
7,
2,
0,
-1,
-1,
6,
0,
2,
-1,
2,
8,
0,
-1,
6,
-1,
0,
0,
-1,
0,
-1,
-1,
-1,
8,
-1,
-1,
-1,
0,
0,
-1,
8,
-1,
-1,
0,
-1,
0,
-1,
-1,
5,
0,
-1,
-1,
8,
-1,
-1,
6,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
0,
0,
2,
-1,
-1,
-1,
0,
-1,
-1,
-1,
0,
-1,
-1,
1,
8,
-1,
-1,
-1,
-1,
2,
0,
0,
-1,
-1,
0,
0,
-1,
-1,
-1,
-1,
0,
-1,
-1,
-1,
-1,
1,
-1,
0,
-1,
8,
-1,
0,
1,
1,
1,
0,
1,
-1,
3,
-1,
-1,
-1,
0,
1,
-1,
1,
-1,
-1,
-1,
-1,
-1,
4,
-1,
-1,
2,
0,
-1,
8,
-1,
1,
-1,
0,
8,
-1,
-1,
8,
-1,
-1,
0,
-1,
-1,
0,
8,
8,
0,
-1,
0,
-1,
-1,
0,
-1,
-1,
-1,
0,
0,
-1,
0,
0,
0,
0,
-1,
0,
0,
0,
-1,
1,
-1,
1,
2,
-1,
-1,
1,
-1,
-1,
6,
-1,
-1,
-1,
1,
-1,
-1,
-1,
-1,
-1,
9,
-1,
-1,
-1,
-1,
-1,
1,
1,
-1,
-1,
-1,
1,
3,
1,
-1,
1,
1,
1,
-1,
-1,
1,
1,
3,
1,
-1,
-1,
6,
6,
-1,
1,
1,
9,
-1,
-1,
-1,
-1,
1,
-1,
-1,
-1,
-1,
7,
-1,
-1,
-1,
-1,
-1,
4,
3,
-1,
3,
-1,
-1,
-1,
1,
-1,
4,
-1,
-1,
-1,
-1,
-1,
3,
-1,
7,
7,
-1,
6,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
3,
-1,
-1,
3,
3,
-1,
3,
-1,
-1,
1,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
6,
-1,
3,
9,
9,
3,
3,
-1,
1,
3,
9,
-1,
-1,
-1,
-1,
-1,
-1,
-1,
3,
3,
-1,
-1,
-1,
3,
-1,
2,
-1,
-1,
3,
3,
9,
3,
-1,
3,
-1,
-1,
3,
-1,
6,
2,
7,
2,
-1,
-1,
3,
9,
2,
-1,
-1,
3,
2,
-1,
3,
6,
-1,
1,
-1,
-1,
2,
3,
2,
3,
-1,
6,
-1,
2,
2,
7,
2,
-1,
2,
2,
2,
2,
-1,
-1,
-1,
2,
2,
2,
2,
2,
2,
-1,
-1,
-1,
2,
-1,
5,
-1,
-1,
1,
7,
1
],
"topic_sizes": {
"-1": 839,
"2": 113,
"1": 127,
"10": 22,
"0": 148,
"7": 38,
"6": 40,
"5": 40,
"3": 55,
"4": 46,
"9": 24,
"8": 34
},
"topic_mapper": [
[
-1,
-1,
-1
],
[
0,
0,
6
],
[
1,
1,
3
],
[
2,
2,
7
],
[
3,
3,
4
],
[
4,
4,
8
],
[
5,
5,
0
],
[
6,
6,
1
],
[
7,
7,
5
],
[
8,
8,
2
],
[
9,
9,
10
],
[
10,
10,
9
]
],
"topic_labels": {
"-1": "-1_ukraine_putin_propaganda_israel",
"0": "0_donetsk_mariupol_zaporozhye_russians",
"1": "1_streaming_rona_fuck_telegram",
"2": "2_hamas_israelis_hostages_eliyahu",
"3": "3_vaccinated_fauci_jab_ivermectin",
"4": "4_censorship_fbi_antifa_misinformation",
"5": "5_twitters_musk_delisting_unbanned",
"6": "6_confederacy_virginians_slaves_jefferson",
"7": "7_epstein_pedophiles_ghislaine_israel",
"8": "8_gazprombank_sanctions_putin_bulgaria",
"9": "9_supremacists_wokism_bigotry_whites",
"10": "10_antisemitism_jew_yaweh_blacks"
},
"custom_labels": null,
"_outliers": 1,
"topic_aspects": {}
}