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update for pyLDAvis.lda_model and scpiy #40

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update for pyLDAvis.lda_model and scpiy #40

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49 changes: 13 additions & 36 deletions ch08/Topic_Modeling_Clustering.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -162,8 +162,7 @@
"height": 527
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"outputId": "c28d0aed-a2d9-418b-a4f1-74b5fada5042",
"scrolled": false
"outputId": "c28d0aed-a2d9-418b-a4f1-74b5fada5042"
},
"outputs": [],
"source": [
Expand Down Expand Up @@ -304,8 +303,7 @@
"base_uri": "https://localhost:8080/"
},
"id": "5aC7LQMHddwZ",
"outputId": "5981f3f3-d0f7-4458-b0c7-4eda85804eee",
"scrolled": false
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},
"outputs": [],
"source": [
Expand Down Expand Up @@ -463,7 +461,7 @@
"outputs": [],
"source": [
"from sklearn.decomposition import LatentDirichletAllocation\n",
"\n",
"# task runs for a while... (15min on my machine)\n",
"lda_para_model = LatentDirichletAllocation(n_components = 10, random_state=42)\n",
"W_lda_para_matrix = lda_para_model.fit_transform(count_para_vectors)\n",
"H_lda_para_matrix = lda_para_model.components_"
Expand Down Expand Up @@ -499,9 +497,9 @@
},
"outputs": [],
"source": [
"import pyLDAvis.sklearn\n",
"import pyLDAvis.lda_model\n",
"\n",
"lda_display = pyLDAvis.sklearn.prepare(lda_para_model, count_para_vectors, count_para_vectorizer, sort_topics=False)\n",
"lda_display = pyLDAvis.lda_model.prepare(lda_para_model, count_para_vectors, count_para_vectorizer, sort_topics=False)\n",
"pyLDAvis.display(lda_display)"
]
},
Expand All @@ -513,28 +511,10 @@
},
"outputs": [],
"source": [
"lda_tsne_display = pyLDAvis.sklearn.prepare(lda_para_model, count_para_vectors, count_para_vectorizer, sort_topics=False, mds='tsne')\n",
"lda_tsne_display = pyLDAvis.lda_model.prepare(lda_para_model, count_para_vectors, count_para_vectorizer, sort_topics=False, mds='tsne')\n",
"pyLDAvis.display(lda_tsne_display)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
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"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "naHnuA-Mddw8"
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"source": []
},
{
"cell_type": "markdown",
"metadata": {
Expand Down Expand Up @@ -817,6 +797,7 @@
},
"outputs": [],
"source": [
"from numpy import triu\n",
"from gensim.corpora import Dictionary\n",
"\n",
"dict_gensim_para = Dictionary(gensim_paragraphs) "
Expand Down Expand Up @@ -1081,8 +1062,7 @@
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "Zvr8KcafddxL",
"scrolled": false
"id": "Zvr8KcafddxL"
},
"outputs": [],
"source": [
Expand Down Expand Up @@ -1115,8 +1095,7 @@
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "aXzMrPQTddxM",
"scrolled": false
"id": "aXzMrPQTddxM"
},
"outputs": [],
"source": [
Expand Down Expand Up @@ -1209,8 +1188,7 @@
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "GB23o18CddxT",
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"id": "GB23o18CddxT"
},
"outputs": [],
"source": [
Expand Down Expand Up @@ -1292,8 +1270,7 @@
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "WYcY-h91ddxU",
"scrolled": false
"id": "WYcY-h91ddxU"
},
"outputs": [],
"source": [
Expand All @@ -1315,7 +1292,7 @@
"provenance": []
},
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"display_name": "blueprints",
"language": "python",
"name": "python3"
},
Expand All @@ -1329,7 +1306,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.10"
"version": "3.12.8"
},
"toc": {
"base_numbering": 1,
Expand Down
1 change: 1 addition & 0 deletions ch08/requirements.txt
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Original file line number Diff line number Diff line change
@@ -1,2 +1,3 @@
gensim>3.7
pyLDAvis
scipy<1.13