bajajss's picture
Add BERTopic model
62db357 verified
{
"topic_representations": {
"-1": [
[
"applies",
0.9530014742259192
],
[
"deep",
0.9530014742259192
],
[
"issues",
0.9530014742259192
],
[
"info",
0.9530014742259192
],
[
"understaning",
0.9530014742259192
],
[
"page",
0.9530014742259192
],
[
"everyday",
0.9530014742259192
],
[
"encourage",
0.9530014742259192
],
[
"man",
0.9530014742259192
],
[
"confidence",
0.9530014742259192
]
],
"0": [
[
"homework",
0.4522661751719688
],
[
"assignments",
0.4174709552708926
],
[
"think",
0.396138470346765
],
[
"labs",
0.39590770066452086
],
[
"lecture",
0.39575194863874236
],
[
"class",
0.3927650881745912
],
[
"learning",
0.3921508937647403
],
[
"course",
0.3799558189310996
],
[
"videos",
0.37577277732532044
],
[
"lab",
0.3716289197480932
]
],
"1": [
[
"wong",
1.3073078729055885
],
[
"ma",
1.2513114128866867
],
[
"professor",
1.070574581111783
],
[
"explaining",
0.7476632072499034
],
[
"enthusiasm",
0.7476632072499034
],
[
"classes",
0.6965467582611808
],
[
"way",
0.6841485097581671
],
[
"uses",
0.5905534141740963
],
[
"wants",
0.5905534141740963
],
[
"lost",
0.5905534141740963
]
]
},
"topics": [
0,
0,
-1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
1,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
-1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
1,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
1,
0,
-1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
1,
0,
-1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
-1,
-1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
1,
0,
0,
0,
0
],
"topic_sizes": {
"0": 277,
"-1": 6,
"1": 13
},
"topic_mapper": [
[
-1,
-1,
-1
],
[
0,
0,
1
],
[
1,
1,
0
]
],
"topic_labels": {
"-1": "-1_applies_deep_issues_info",
"0": "0_homework_assignments_think_labs",
"1": "1_wong_ma_professor_explaining"
},
"custom_labels": null,
"_outliers": 1,
"topic_aspects": {
"KeyBERT": {
"-1": [
[
"learning",
0.8888790607452393
],
[
"coding",
0.886159360408783
],
[
"",
0.8791327476501465
],
[
"",
0.8791327476501465
],
[
"",
0.8791327476501465
],
[
"",
0.8791327476501465
],
[
"",
0.8791327476501465
],
[
"",
0.8791327476501465
],
[
"",
0.8791327476501465
],
[
"",
0.8791327476501465
]
],
"0": [
[
"taught",
0.8572061061859131
],
[
"learned",
0.8495869040489197
],
[
"learning",
0.841448962688446
],
[
"lectures",
0.8406298160552979
],
[
"videos",
0.8406277298927307
],
[
"content",
0.8389922380447388
],
[
"homeworks",
0.8376239538192749
],
[
"lecture",
0.8361662030220032
],
[
"homework",
0.8325231075286865
],
[
"learn",
0.8302954435348511
]
],
"1": [
[
"professor",
0.8614885807037354
],
[
"wong",
0.857657790184021
],
[
"lecture",
0.8488529920578003
],
[
"lectures",
0.8403990864753723
],
[
"prof",
0.8324387669563293
],
[
"learned",
0.8170865774154663
],
[
"knowledgeable",
0.8156625032424927
],
[
"class",
0.813712477684021
],
[
"ma",
0.8104983568191528
],
[
"",
0.8101378679275513
]
]
},
"Llama2": {
"-1": [
[
"Deep Learning and Confidence Building",
1
],
[
"",
0
],
[
"",
0
],
[
"",
0
],
[
"",
0
],
[
"",
0
],
[
"",
0
],
[
"",
0
],
[
"",
0
],
[
"",
0
]
],
"0": [
[
"Personalized Learning Experience",
1
],
[
"",
0
],
[
"",
0
],
[
"",
0
],
[
"",
0
],
[
"",
0
],
[
"",
0
],
[
"",
0
],
[
"",
0
],
[
"",
0
]
],
"1": [
[
"Inspiring Computing Mastery",
1
],
[
"",
0
],
[
"",
0
],
[
"",
0
],
[
"",
0
],
[
"",
0
],
[
"",
0
],
[
"",
0
],
[
"",
0
],
[
"",
0
]
]
},
"MMR": {
"-1": [
[
"applies",
0.9530014742259192
],
[
"deep",
0.9530014742259192
],
[
"issues",
0.9530014742259192
],
[
"info",
0.9530014742259192
],
[
"understaning",
0.9530014742259192
],
[
"page",
0.9530014742259192
],
[
"everyday",
0.9530014742259192
],
[
"encourage",
0.9530014742259192
],
[
"man",
0.9530014742259192
],
[
"confidence",
0.9530014742259192
]
],
"0": [
[
"homework",
0.4522661751719688
],
[
"assignments",
0.4174709552708926
],
[
"think",
0.396138470346765
],
[
"labs",
0.39590770066452086
],
[
"lecture",
0.39575194863874236
],
[
"class",
0.3927650881745912
],
[
"learning",
0.3921508937647403
],
[
"course",
0.3799558189310996
],
[
"videos",
0.37577277732532044
],
[
"lab",
0.3716289197480932
]
],
"1": [
[
"wong",
1.3073078729055885
],
[
"ma",
1.2513114128866867
],
[
"professor",
1.070574581111783
],
[
"explaining",
0.7476632072499034
],
[
"enthusiasm",
0.7476632072499034
],
[
"classes",
0.6965467582611808
],
[
"way",
0.6841485097581671
],
[
"uses",
0.5905534141740963
],
[
"wants",
0.5905534141740963
],
[
"lost",
0.5905534141740963
]
]
}
}
}