marvinscham/masterthesis-playground
1
0
Fork 0
mirror of https://github.com/marvinscham/masterthesis-playground.git synced 2026-03-22 08:22:43 +01:00
Code Issues Packages Projects Releases Wiki Activity

22.02.

Browse Source
This commit is contained in:
Marvin Scham
2026-02-22 23:52:26 +01:00
parent 61edb35f70
commit a7efed86f9
16 changed files with 1994 additions and 6420 deletions
Download Patch File Download Diff File Expand all files Collapse all files

1224
bertopic/output/autotune.json
View File

File diff suppressed because it is too large Load Diff

290
bertopic/output/autotune_sorted.json Normal file
View File

@@ -0,0 +1,290 @@
[
{
"params": {
"min_dist": 0.1,
"min_document_frequency": 1,
"min_samples": 10,
"min_topic_size": 200,
"n_components": 2,
"n_gram_max": 2,
"n_neighbors": 15,
"nr_topics": "auto",
"top_n_words": 10
},
"metrics": {
"coherence": 0.498,
"diversity": 1.0,
"combined_score": 0.6486
}
},
{
"params": {
"min_dist": 0.1,
"min_document_frequency": 1,
"min_samples": 25,
"min_topic_size": 200,
"n_components": 2,
"n_gram_max": 2,
"n_neighbors": 15,
"nr_topics": "auto",
"top_n_words": 10
},
"metrics": {
"coherence": 0.498,
"diversity": 1.0,
"combined_score": 0.6486
}
},
{
"params": {
"min_dist": 0.1,
"min_document_frequency": 1,
"min_samples": 10,
"min_topic_size": 200,
"n_components": 2,
"n_gram_max": 3,
"n_neighbors": 15,
"nr_topics": "auto",
"top_n_words": 10
},
"metrics": {
"coherence": 0.4915,
"diversity": 0.9666,
"combined_score": 0.634
}
},
{
"params": {
"min_dist": 0.1,
"min_document_frequency": 1,
"min_samples": 25,
"min_topic_size": 200,
"n_components": 2,
"n_gram_max": 3,
"n_neighbors": 15,
"nr_topics": "auto",
"top_n_words": 10
},
"metrics": {
"coherence": 0.4915,
"diversity": 0.9666,
"combined_score": 0.634
}
},
{
"params": {
"min_dist": 0.01,
"min_document_frequency": 1,
"min_samples": 10,
"min_topic_size": 200,
"n_components": 5,
"n_gram_max": 2,
"n_neighbors": 15,
"nr_topics": "auto",
"top_n_words": 10
},
"metrics": {
"coherence": 0.4531,
"diversity": 0.975,
"combined_score": 0.6096
}
},
{
"params": {
"min_dist": 0.01,
"min_document_frequency": 1,
"min_samples": 25,
"min_topic_size": 200,
"n_components": 5,
"n_gram_max": 2,
"n_neighbors": 15,
"nr_topics": "auto",
"top_n_words": 10
},
"metrics": {
"coherence": 0.4531,
"diversity": 0.975,
"combined_score": 0.6096
}
},
{
"params": {
"min_dist": 0.01,
"min_document_frequency": 1,
"min_samples": 10,
"min_topic_size": 200,
"n_components": 5,
"n_gram_max": 3,
"n_neighbors": 15,
"nr_topics": "auto",
"top_n_words": 10
},
"metrics": {
"coherence": 0.4617,
"diversity": 0.95,
"combined_score": 0.6082
}
},
{
"params": {
"min_dist": 0.01,
"min_document_frequency": 1,
"min_samples": 25,
"min_topic_size": 200,
"n_components": 5,
"n_gram_max": 3,
"n_neighbors": 15,
"nr_topics": "auto",
"top_n_words": 10
},
"metrics": {
"coherence": 0.4617,
"diversity": 0.95,
"combined_score": 0.6082
}
},
{
"params": {
"min_dist": 0.1,
"min_document_frequency": 1,
"min_samples": 10,
"min_topic_size": 200,
"n_components": 5,
"n_gram_max": 2,
"n_neighbors": 15,
"nr_topics": "auto",
"top_n_words": 10
},
"metrics": {
"coherence": 0.4287,
"diversity": 1.0,
"combined_score": 0.6001
}
},
{
"params": {
"min_dist": 0.1,
"min_document_frequency": 1,
"min_samples": 25,
"min_topic_size": 200,
"n_components": 5,
"n_gram_max": 2,
"n_neighbors": 15,
"nr_topics": "auto",
"top_n_words": 10
},
"metrics": {
"coherence": 0.4287,
"diversity": 1.0,
"combined_score": 0.6001
}
},
{
"params": {
"min_dist": 0.1,
"min_document_frequency": 1,
"min_samples": 10,
"min_topic_size": 200,
"n_components": 5,
"n_gram_max": 3,
"n_neighbors": 15,
"nr_topics": "auto",
"top_n_words": 10
},
"metrics": {
"coherence": 0.427,
"diversity": 1.0,
"combined_score": 0.5989
}
},
{
"params": {
"min_dist": 0.1,
"min_document_frequency": 1,
"min_samples": 25,
"min_topic_size": 200,
"n_components": 5,
"n_gram_max": 3,
"n_neighbors": 15,
"nr_topics": "auto",
"top_n_words": 10
},
"metrics": {
"coherence": 0.427,
"diversity": 1.0,
"combined_score": 0.5989
}
},
{
"params": {
"min_dist": 0.01,
"min_document_frequency": 1,
"min_samples": 10,
"min_topic_size": 200,
"n_components": 2,
"n_gram_max": 3,
"n_neighbors": 15,
"nr_topics": "auto",
"top_n_words": 10
},
"metrics": {
"coherence": 0.4462,
"diversity": 0.925,
"combined_score": 0.5898
}
},
{
"params": {
"min_dist": 0.01,
"min_document_frequency": 1,
"min_samples": 25,
"min_topic_size": 200,
"n_components": 2,
"n_gram_max": 3,
"n_neighbors": 15,
"nr_topics": "auto",
"top_n_words": 10
},
"metrics": {
"coherence": 0.4462,
"diversity": 0.925,
"combined_score": 0.5898
}
},
{
"params": {
"min_dist": 0.01,
"min_document_frequency": 1,
"min_samples": 10,
"min_topic_size": 200,
"n_components": 2,
"n_gram_max": 2,
"n_neighbors": 15,
"nr_topics": "auto",
"top_n_words": 10
},
"metrics": {
"coherence": 0.4456,
"diversity": 0.925,
"combined_score": 0.5894
}
},
{
"params": {
"min_dist": 0.01,
"min_document_frequency": 1,
"min_samples": 25,
"min_topic_size": 200,
"n_components": 2,
"n_gram_max": 2,
"n_neighbors": 15,
"nr_topics": "auto",
"top_n_words": 10
},
"metrics": {
"coherence": 0.4456,
"diversity": 0.925,
"combined_score": 0.5894
}
}
]

3885
bertopic/output/visualization.html
View File

File diff suppressed because one or more lines are too long