From d931bec7d8a3d514f6ca29fd2abc49aa54223ed2 Mon Sep 17 00:00:00 2001 From: Matthew Gaughan Date: Mon, 3 Feb 2025 19:06:13 -0600 Subject: [PATCH] updated topic model and combo analysis --- all_fvf_README_manifest-link.csv | 6 +- .../data/0203_readme_dweek_ranefs.csv | 0 ...020125_README_file_topic_distributions.csv | 4254 --------- text_analysis/020125_README_lda.jl | Bin 2312652 -> 0 bytes text_analysis/020125_README_vectorizer.joblib | Bin 168351 -> 0 bytes ...020325_README_file_topic_distributions.csv | 4248 +++++++++ text_analysis/020325_README_lda.jl | Bin 0 -> 2309484 bytes ...lity.csv => 020325_README_readability.csv} | 6 - text_analysis/020325_README_vectorizer.joblib | Bin 0 -> 168121 bytes text_analysis/0203_readme_merged_manifest.csv | 8495 ++++++++--------- text_analysis/quick_data_summary.ipynb | 12 +- text_analysis/readability.ipynb | 12 +- .../readme_partitioned_analysis.ipynb | 95 +- text_analysis/readmetopicModel.ipynb | 1536 +-- text_analysis/text_partitioning.ipynb | 169 +- 15 files changed, 9338 insertions(+), 9495 deletions(-) rename 0203_readme_dweek_ranefs.csv => mlm/data/0203_readme_dweek_ranefs.csv (100%) delete mode 100644 text_analysis/020125_README_file_topic_distributions.csv delete mode 100644 text_analysis/020125_README_lda.jl delete mode 100644 text_analysis/020125_README_vectorizer.joblib create mode 100644 text_analysis/020325_README_file_topic_distributions.csv create mode 100644 text_analysis/020325_README_lda.jl rename text_analysis/{020125_README_readability.csv => 020325_README_readability.csv} (98%) create mode 100644 text_analysis/020325_README_vectorizer.joblib diff --git a/all_fvf_README_manifest-link.csv b/all_fvf_README_manifest-link.csv index 530d832..bebc4d8 100644 --- a/all_fvf_README_manifest-link.csv +++ b/all_fvf_README_manifest-link.csv @@ -1514,7 +1514,7 @@ bbonev_dhcpdump,bbonev_dhcpdump_commits.csv,bbonev_dhcpdump_hullabaloo_README.md sphinx-contrib_autoprogram.git,_sphinx-contrib_autoprogram.git_commits.csv,sphinx-contrib_autoprogram.git_hullabaloo_README.rst elmar_ldap-git-backup,elmar_ldap-git-backup_commits.csv,elmar_ldap-git-backup_hullabaloo_README.md GNOME_gnome-notes,GNOME_gnome-notes_commits.csv,GNOME_gnome-notes_hullabaloo_README -quodlibet_mutagen.git,quodlibet_mutagen.git_commits.csv,quodlibet_mutagen.git_hullabaloo_README.rst +quodlibet_mutagen.git,quodlibet_mutagen.git_commits.csv,quodlibet_mutagen.git_hullabaloo_README GNOME_gnome-calculator.git,GNOME_gnome-calculator.git_commits.csv,GNOME_gnome-calculator.git_hullabaloo_README pulseaudio_pulseaudio.git,pulseaudio_pulseaudio.git_commits.csv,pulseaudio_pulseaudio.git_hullabaloo_README.html.in rear_rear.git,_rear_rear.git_commits.csv,rear_rear.git_hullabaloo_README @@ -2743,7 +2743,7 @@ jbazik_Archive-Ar.git,_jbazik_Archive-Ar.git_commits.csv,jbazik_Archive-Ar.git_h davical-project_awl,davical-project_awl_commits.csv,davical-project_awl_hullabaloo_README phillord_assess.git,_phillord_assess.git_commits.csv,phillord_assess.git_hullabaloo_README.md public_git_gst123.git,public_git_gst123.git_commits.csv,public_git_gst123.git_hullabaloo_README -pure-data_deken,_pure-data_deken_commits.csv,pure-data_deken_hullabaloo_README.plugin.txt +pure-data_deken,_pure-data_deken_commits.csv,pure-data_deken_hullabaloo_README.md p_posixovl_posixovl,p_posixovl_posixovl_commits.csv,p_posixovl_posixovl_hullabaloo_README.rst czerwonk_bird_exporter,_czerwonk_bird_exporter_commits.csv,czerwonk_bird_exporter_hullabaloo_README.md es128_glob-parent,_es128_glob-parent_commits.csv,es128_glob-parent_hullabaloo_README.md @@ -3341,7 +3341,7 @@ spacetelescope_imexam,_spacetelescope_imexam_commits.csv,spacetelescope_imexam_h knavalbattle.git,knavalbattle.git_commits.csv,knavalbattle.git_hullabaloo_README wagtail_django-modelcluster.git,_wagtail_django-modelcluster.git_commits.csv,wagtail_django-modelcluster.git_hullabaloo_README.md dgedit.git,dgedit.git_commits.csv,dgedit.git_hullabaloo_README -python-babel_flask-babel,_python-babel_flask-babel_commits.csv,python-babel_flask-babel_hullabaloo_README +python-babel_flask-babel,_python-babel_flask-babel_commits.csv,python-babel_flask-babel_hullabaloo_README.md OpenShot_libopenshot-audio.git,_OpenShot_libopenshot-audio.git_commits.csv,OpenShot_libopenshot-audio.git_hullabaloo_README sfcgal_SFCGAL,sfcgal_SFCGAL_commits.csv,sfcgal_SFCGAL_hullabaloo_README.md ekenberg_quotatool,_ekenberg_quotatool_commits.csv,ekenberg_quotatool_hullabaloo_README diff --git a/0203_readme_dweek_ranefs.csv b/mlm/data/0203_readme_dweek_ranefs.csv similarity index 100% rename from 0203_readme_dweek_ranefs.csv rename to mlm/data/0203_readme_dweek_ranefs.csv diff --git a/text_analysis/020125_README_file_topic_distributions.csv 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index 0d41a5d..2d7c942 100644 --- a/text_analysis/020125_README_readability.csv +++ b/text_analysis/020325_README_readability.csv @@ -314,7 +314,6 @@ rsyslog_libestr.git_hullabaloo_README,77.91,2.9,0.0,0.1,3.0,0.15,10,2 Yubico_yubikey-manager.git_hullabaloo_README,29.75,13.1,14.8,11.0,20.4,10.78,734,113 afewmail_afew_hullabaloo_README,47.42,12.5,28.5,9.78,32.1,47.71,3248,521 astro_node-expat_hullabaloo_README.markdown,62.75,6.6,4.888888888888889,12.27,11.9,8.26,562,77 -python-babel_flask-babel_hullabaloo_README,66.4,5.2,2.5,13.36,5.0,0.43,29,5 c-cube_gen.git_hullabaloo_README.md,69.28,6.2,5.5,9.65,14.4,9.86,671,115 douardda_pyramid_multiauth_hullabaloo_README.txt,40.69,13.1,14.5,11.19,32.0,1.91,130,22 craneworks_python-ipcalc_hullabaloo_README.source,37.16,10.3,4.625,17.16,12.3,4.11,280,35 @@ -1241,7 +1240,6 @@ git_nano.git_hullabaloo_README,63.8,8.3,13.4,8.6,22.5,38.49,2620,526 PyCQA_prospector_hullabaloo_README.md,55.24,9.5,10.5,17.26,20.0,1.57,107,16 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"execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -17,7 +17,7 @@ "outputs": [], "source": [ "contributing_readability = pd.read_csv(\"020125_CONTRIBUTING_readability.csv\")\n", - "readme_readability = pd.read_csv(\"020125_README_readability.csv\")" + "readme_readability = pd.read_csv(\"020325_README_readability.csv\")" ] }, { @@ -156,7 +156,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -165,7 +165,7 @@ "214.0" ] }, - "execution_count": 20, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -176,7 +176,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -185,7 +185,7 @@ "9.1" ] }, - "execution_count": 18, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } diff --git a/text_analysis/readability.ipynb b/text_analysis/readability.ipynb index aaa35ce..4d68871 100644 --- a/text_analysis/readability.ipynb +++ b/text_analysis/readability.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -25,7 +25,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -43,7 +43,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -72,11 +72,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ - "generate_file('020125_README_readability.csv', readme_directory)" + "generate_file('020325_README_readability.csv', readme_directory)" ] } ], diff --git a/text_analysis/readme_partitioned_analysis.ipynb b/text_analysis/readme_partitioned_analysis.ipynb index 39094c5..dcbfae6 100644 --- a/text_analysis/readme_partitioned_analysis.ipynb +++ b/text_analysis/readme_partitioned_analysis.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -11,27 +11,27 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "merged_manifest = pd.read_csv('0203_readme_merged_manifest.csv')\n", - "topic_distributions = pd.read_csv('020125_README_file_topic_distributions.csv')\n", - "readability_scores = pd.read_csv('020125_README_readability.csv')" + "topic_distributions = pd.read_csv('020325_README_file_topic_distributions.csv')\n", + "readability_scores = pd.read_csv('020325_README_readability.csv')" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "4248" + "4247" ] }, - "execution_count": 3, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -40,8 +40,9 @@ "first_merge = readability_scores.merge(topic_distributions, on=['filename'],how=\"inner\")\n", "#primary_merge = first_merge.merge(readability_scores, )\n", "first_merge['fvf_filepath'] = first_merge['filename']\n", + "#len(first_merge)\n", "second_merge = first_merge.merge(merged_manifest, on=['fvf_filepath'], how=\"inner\")\n", - "len(second_merge)" + "len(second_merge)\n" ] }, { @@ -276,7 +277,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -330,11 +331,11 @@ " \n", " \n", " 1\n", - " 55.137558\n", - " 52.935\n", - " 23.486399\n", - " 9.29\n", - " 256.988900\n", + " 55.089708\n", + " 52.900\n", + " 23.486886\n", + " 9.28\n", + " 256.973406\n", " 90.0\n", " \n", " \n", @@ -354,7 +355,7 @@ " flesch_reading_ease reading_time word_count \\\n", " mean median mean median mean \n", "ranef_grouping \n", - "1 55.137558 52.935 23.486399 9.29 256.988900 \n", + "1 55.089708 52.900 23.486886 9.28 256.973406 \n", "2 46.425909 51.365 22.760642 9.53 249.534759 \n", "\n", " \n", @@ -364,7 +365,7 @@ "2 100.0 " ] }, - "execution_count": 7, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -381,7 +382,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -453,31 +454,31 @@ " \n", " \n", " 1\n", - " 0.035938\n", - " 0.082578\n", - " 0.096817\n", - " 0.156525\n", - " 0.111305\n", - " 0.094973\n", - " 0.068736\n", - " 0.11493\n", - " 0.061243\n", - " 0.097605\n", - " 0.079349\n", + " 0.095142\n", + " 0.101366\n", + " 0.084609\n", + " 0.127050\n", + " 0.024873\n", + " 0.060155\n", + " 0.088660\n", + " 0.136191\n", + " 0.060451\n", + " 0.134408\n", + " 0.087095\n", " \n", " \n", " 2\n", - " 0.024329\n", - " 0.053934\n", - " 0.095806\n", - " 0.209661\n", - " 0.101464\n", - " 0.076628\n", - " 0.082048\n", - " 0.15226\n", - " 0.064241\n", - " 0.088526\n", - " 0.051103\n", + " 0.122912\n", + " 0.102389\n", + " 0.050782\n", + " 0.168774\n", + " 0.015752\n", + " 0.072154\n", + " 0.102839\n", + " 0.115994\n", + " 0.053674\n", + " 0.119278\n", + " 0.075450\n", " \n", " \n", "\n", @@ -487,17 +488,17 @@ " t0 t1 t2 t3 t4 t5 \\\n", " mean mean mean mean mean mean \n", "ranef_grouping \n", - "1 0.035938 0.082578 0.096817 0.156525 0.111305 0.094973 \n", - "2 0.024329 0.053934 0.095806 0.209661 0.101464 0.076628 \n", + "1 0.095142 0.101366 0.084609 0.127050 0.024873 0.060155 \n", + "2 0.122912 0.102389 0.050782 0.168774 0.015752 0.072154 \n", "\n", - " t6 t7 t8 t9 t10 \n", - " mean mean mean mean mean \n", - "ranef_grouping \n", - "1 0.068736 0.11493 0.061243 0.097605 0.079349 \n", - "2 0.082048 0.15226 0.064241 0.088526 0.051103 " + " t6 t7 t8 t9 t10 \n", + " mean mean mean mean mean \n", + "ranef_grouping \n", + "1 0.088660 0.136191 0.060451 0.134408 0.087095 \n", + "2 0.102839 0.115994 0.053674 0.119278 0.075450 " ] }, - "execution_count": 10, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } diff --git a/text_analysis/readmetopicModel.ipynb b/text_analysis/readmetopicModel.ipynb index 339ce03..4b31ce4 100644 --- a/text_analysis/readmetopicModel.ipynb +++ b/text_analysis/readmetopicModel.ipynb @@ -106,7 +106,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 5, "id": "2e674fef-adb4-48c9-86a0-a655c41a95f3", "metadata": {}, "outputs": [], @@ -205,7 +205,7 @@ "outputs": [], "source": [ "def best_lda_model(data_vectorized, vocab):\n", - " lda = LatentDirichletAllocation(n_components=11, learning_decay = 0.5, batch_size = 256, max_iter = 50)\n", + " lda = LatentDirichletAllocation(n_components=11, learning_decay = 0.9, batch_size = 256, max_iter = 50)\n", " id_topic = lda.fit_transform(data_vectorized)\n", " topic_words = {}\n", " for topic, comp in enumerate(lda.components_):\n", @@ -215,20 +215,20 @@ " print('Topic: %d' % topic)\n", " print(' %s' % ', '.join(words))\n", " #lda.print_topics(num_words=10)\n", - " joblib.dump(lda, '020125_README_lda.jl')\n", + " joblib.dump(lda, '020325_README_lda.jl')\n", " #lda = joblib.load('0509_lda.jl')\n", " return id_topic" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 10, "id": "80bcdc6c-8a3d-4738-87b5-15e6c2db3a27", "metadata": {}, "outputs": [], "source": [ "def get_most_prevalent(vect_documents, documents):\n", - " lda = joblib.load('020125_README_lda.jl')\n", + " lda = joblib.load('020325_README_lda.jl')\n", " distributions = lda.transform(vect_documents)\n", " most_prevalent = {0: [0, \"\"],1: [0, \"\"], 2: [0, \"\"], 3: [0, \"\"], 4: [0, \"\"], 5: [0, \"\"], 6: [0, \"\"], 7: [0, \"\"], 8: [0, \"\"], 9: [0, \"\"], 10: [0, \"\"]}\n", " for i, topic_distribution in enumerate(distributions):\n", @@ -241,13 +241,13 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "id": "3afd27af-8e8f-43c0-8610-06f7a68d5aec", "metadata": {}, "outputs": [], "source": [ "def prevalent_topics(vect_documents, file_list):\n", - " lda = joblib.load('020125_README_lda.jl')\n", + " lda = joblib.load('020325_README_lda.jl')\n", " #lda = joblib.load('0514_contrib_lda.jl')\n", " distributions = lda.transform(vect_documents)\n", " #figuring out what the max distribution is and then figuring out the mode\n", @@ -266,7 +266,7 @@ " print(count_of_multiple)\n", " df = pd.DataFrame(topic_arrays)\n", " #finding the distribution values for all documents\n", - " with open('020125_README_file_topic_distributions.csv', 'w', newline='') as csvfile:\n", + " with open('020325_README_file_topic_distributions.csv', 'w', newline='') as csvfile:\n", " fieldnames = ['filename', 't0', 't1', 't2', 't3', 't4', 't5', 't6', 't7', 't8', 't9', 't10']\n", " writer = csv.DictWriter(csvfile, fieldnames=fieldnames)\n", " writer.writeheader()\n", @@ -296,7 +296,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "5aefbafc-0c1b-409a-afbc-655e4cef91e3", "metadata": {}, "outputs": [], @@ -312,7 +312,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 13, "id": "69d606fd", "metadata": {}, "outputs": [], @@ -330,10 +330,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "Mean wordcount: 272.11756407241944\n", + "Mean wordcount: 271.6877796091359\n", "Median wordcount: 98\n", - "Mean wordlength: 6.0641336743311145\n", - "Median wordlength: 5.841463414634147\n" + "Mean wordlength: 6.063122274716372\n", + "Median wordlength: 5.841269841269841\n" ] }, { @@ -356,14 +356,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "e90e236f-8db5-40cc-88a3-60e674b9d1de", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['020125_README_vectorizer.joblib']" + "['020325_README_vectorizer.joblib']" ] }, "execution_count": 15, @@ -381,7 +381,7 @@ " token_pattern='[a-zA-Z0-9]{2,}', \n", " )\n", "data_vectorized = vectorizer.fit_transform(lemmatized_corpus)\n", - "joblib.dump(vectorizer, '020125_README_vectorizer.joblib')\n", + "joblib.dump(vectorizer, '020325_README_vectorizer.joblib')\n", "'''\n" ] }, @@ -392,7 +392,7 @@ "metadata": {}, "outputs": [], "source": [ - "vectorizer = joblib.load('020125_README_vectorizer.joblib')\n", + "vectorizer = joblib.load('020325_README_vectorizer.joblib')\n", "data_vectorized = vectorizer.transform(lemmatized_corpus) " ] }, @@ -408,68 +408,68 @@ "text": [ "Fitting 5 folds for each of 6 candidates, totalling 30 fits\n", "[CV 1/5; 1/6] START batch_size=128, learning_decay=0.5, n_components=11.........\n", - "[CV 1/5; 1/6] END batch_size=128, learning_decay=0.5, n_components=11;, score=-1007509.681 total time= 10.3s\n", + "[CV 1/5; 1/6] END batch_size=128, learning_decay=0.5, n_components=11;, score=-1005863.489 total time= 10.2s\n", "[CV 2/5; 1/6] START batch_size=128, learning_decay=0.5, n_components=11.........\n", - "[CV 2/5; 1/6] END batch_size=128, learning_decay=0.5, n_components=11;, score=-1014261.652 total time= 10.7s\n", + "[CV 2/5; 1/6] END batch_size=128, learning_decay=0.5, n_components=11;, score=-1011357.156 total time= 10.0s\n", "[CV 3/5; 1/6] START batch_size=128, learning_decay=0.5, n_components=11.........\n", - "[CV 3/5; 1/6] END batch_size=128, learning_decay=0.5, n_components=11;, score=-1022848.244 total time= 10.3s\n", + "[CV 3/5; 1/6] END batch_size=128, learning_decay=0.5, n_components=11;, score=-1015386.424 total time= 10.0s\n", "[CV 4/5; 1/6] START batch_size=128, learning_decay=0.5, n_components=11.........\n", - "[CV 4/5; 1/6] END batch_size=128, learning_decay=0.5, n_components=11;, score=-973246.017 total time= 9.8s\n", + "[CV 4/5; 1/6] END batch_size=128, learning_decay=0.5, n_components=11;, score=-965023.515 total time= 10.3s\n", "[CV 5/5; 1/6] START batch_size=128, learning_decay=0.5, n_components=11.........\n", - "[CV 5/5; 1/6] END batch_size=128, learning_decay=0.5, n_components=11;, score=-999233.122 total time= 9.8s\n", + "[CV 5/5; 1/6] END batch_size=128, learning_decay=0.5, n_components=11;, score=-994223.612 total time= 9.9s\n", "[CV 1/5; 2/6] START batch_size=128, learning_decay=0.7, n_components=11.........\n", - "[CV 1/5; 2/6] END batch_size=128, learning_decay=0.7, n_components=11;, score=-1005592.521 total time= 9.5s\n", + "[CV 1/5; 2/6] END batch_size=128, learning_decay=0.7, n_components=11;, score=-1006613.702 total time= 9.9s\n", "[CV 2/5; 2/6] START batch_size=128, learning_decay=0.7, n_components=11.........\n", - "[CV 2/5; 2/6] END batch_size=128, learning_decay=0.7, n_components=11;, score=-1018157.449 total time= 9.9s\n", + "[CV 2/5; 2/6] END batch_size=128, learning_decay=0.7, n_components=11;, score=-1013817.544 total time= 9.9s\n", "[CV 3/5; 2/6] START batch_size=128, learning_decay=0.7, n_components=11.........\n", - "[CV 3/5; 2/6] END batch_size=128, learning_decay=0.7, n_components=11;, score=-1021034.619 total time= 10.0s\n", + "[CV 3/5; 2/6] END batch_size=128, learning_decay=0.7, n_components=11;, score=-1015692.660 total time= 10.0s\n", "[CV 4/5; 2/6] START batch_size=128, learning_decay=0.7, n_components=11.........\n", - "[CV 4/5; 2/6] END batch_size=128, learning_decay=0.7, n_components=11;, score=-975254.657 total time= 10.1s\n", + "[CV 4/5; 2/6] END batch_size=128, learning_decay=0.7, n_components=11;, score=-966771.244 total time= 10.4s\n", "[CV 5/5; 2/6] START batch_size=128, learning_decay=0.7, n_components=11.........\n", - "[CV 5/5; 2/6] END batch_size=128, learning_decay=0.7, n_components=11;, score=-999502.591 total time= 9.9s\n", + "[CV 5/5; 2/6] END batch_size=128, learning_decay=0.7, n_components=11;, score=-995596.978 total time= 10.3s\n", "[CV 1/5; 3/6] START batch_size=128, learning_decay=0.9, n_components=11.........\n", - "[CV 1/5; 3/6] END batch_size=128, learning_decay=0.9, n_components=11;, score=-1006733.511 total time= 9.8s\n", + "[CV 1/5; 3/6] END batch_size=128, learning_decay=0.9, n_components=11;, score=-1005180.172 total time= 10.0s\n", "[CV 2/5; 3/6] START batch_size=128, learning_decay=0.9, n_components=11.........\n", - "[CV 2/5; 3/6] END batch_size=128, learning_decay=0.9, n_components=11;, score=-1014617.289 total time= 9.8s\n", + "[CV 2/5; 3/6] END batch_size=128, learning_decay=0.9, n_components=11;, score=-1015590.801 total time= 10.6s\n", "[CV 3/5; 3/6] START batch_size=128, learning_decay=0.9, n_components=11.........\n", - "[CV 3/5; 3/6] END batch_size=128, learning_decay=0.9, n_components=11;, score=-1020025.742 total time= 10.0s\n", + "[CV 3/5; 3/6] END batch_size=128, learning_decay=0.9, n_components=11;, score=-1018907.455 total time= 11.1s\n", "[CV 4/5; 3/6] START batch_size=128, learning_decay=0.9, n_components=11.........\n", - "[CV 4/5; 3/6] END batch_size=128, learning_decay=0.9, n_components=11;, score=-974336.406 total time= 10.1s\n", + "[CV 4/5; 3/6] END batch_size=128, learning_decay=0.9, n_components=11;, score=-964714.891 total time= 14.5s\n", "[CV 5/5; 3/6] START batch_size=128, learning_decay=0.9, n_components=11.........\n", - "[CV 5/5; 3/6] END batch_size=128, learning_decay=0.9, n_components=11;, score=-1002762.208 total time= 10.0s\n", + "[CV 5/5; 3/6] END batch_size=128, learning_decay=0.9, n_components=11;, score=-996172.263 total time= 13.9s\n", "[CV 1/5; 4/6] START batch_size=256, learning_decay=0.5, n_components=11.........\n", - "[CV 1/5; 4/6] END batch_size=256, learning_decay=0.5, n_components=11;, score=-1002368.558 total time= 9.5s\n", + "[CV 1/5; 4/6] END batch_size=256, learning_decay=0.5, n_components=11;, score=-1006251.961 total time= 13.9s\n", "[CV 2/5; 4/6] START batch_size=256, learning_decay=0.5, n_components=11.........\n", - "[CV 2/5; 4/6] END batch_size=256, learning_decay=0.5, n_components=11;, score=-1011512.930 total time= 9.9s\n", + "[CV 2/5; 4/6] END batch_size=256, learning_decay=0.5, n_components=11;, score=-1016869.369 total time= 14.0s\n", "[CV 3/5; 4/6] START batch_size=256, learning_decay=0.5, n_components=11.........\n", - "[CV 3/5; 4/6] END batch_size=256, learning_decay=0.5, n_components=11;, score=-1021450.228 total time= 10.0s\n", + "[CV 3/5; 4/6] END batch_size=256, learning_decay=0.5, n_components=11;, score=-1017346.297 total time= 14.2s\n", "[CV 4/5; 4/6] START batch_size=256, learning_decay=0.5, n_components=11.........\n", - "[CV 4/5; 4/6] END batch_size=256, learning_decay=0.5, n_components=11;, score=-974933.561 total time= 9.7s\n", + "[CV 4/5; 4/6] END batch_size=256, learning_decay=0.5, n_components=11;, score=-964440.209 total time= 13.9s\n", "[CV 5/5; 4/6] START batch_size=256, learning_decay=0.5, n_components=11.........\n", - "[CV 5/5; 4/6] END batch_size=256, learning_decay=0.5, n_components=11;, score=-1000500.033 total time= 9.9s\n", + "[CV 5/5; 4/6] END batch_size=256, learning_decay=0.5, n_components=11;, score=-997104.875 total time= 14.1s\n", "[CV 1/5; 5/6] START batch_size=256, learning_decay=0.7, n_components=11.........\n", - "[CV 1/5; 5/6] END batch_size=256, learning_decay=0.7, n_components=11;, score=-1004646.970 total time= 9.6s\n", + "[CV 1/5; 5/6] END batch_size=256, learning_decay=0.7, n_components=11;, score=-1005428.337 total time= 13.9s\n", "[CV 2/5; 5/6] START batch_size=256, learning_decay=0.7, n_components=11.........\n", - "[CV 2/5; 5/6] END batch_size=256, learning_decay=0.7, n_components=11;, score=-1011587.159 total time= 9.8s\n", + "[CV 2/5; 5/6] END batch_size=256, learning_decay=0.7, n_components=11;, score=-1013241.313 total time= 14.0s\n", "[CV 3/5; 5/6] START batch_size=256, learning_decay=0.7, n_components=11.........\n", - "[CV 3/5; 5/6] END batch_size=256, learning_decay=0.7, n_components=11;, score=-1020348.275 total time= 9.8s\n", + "[CV 3/5; 5/6] END batch_size=256, learning_decay=0.7, n_components=11;, score=-1014764.423 total time= 13.6s\n", "[CV 4/5; 5/6] START batch_size=256, learning_decay=0.7, n_components=11.........\n", - "[CV 4/5; 5/6] END batch_size=256, learning_decay=0.7, n_components=11;, score=-974751.507 total time= 10.0s\n", + "[CV 4/5; 5/6] END batch_size=256, learning_decay=0.7, n_components=11;, score=-964830.614 total time= 14.3s\n", "[CV 5/5; 5/6] START batch_size=256, learning_decay=0.7, n_components=11.........\n", - "[CV 5/5; 5/6] END batch_size=256, learning_decay=0.7, n_components=11;, score=-1001461.612 total time= 9.8s\n", + "[CV 5/5; 5/6] END batch_size=256, learning_decay=0.7, n_components=11;, score=-996764.609 total time= 14.0s\n", "[CV 1/5; 6/6] START batch_size=256, learning_decay=0.9, n_components=11.........\n", - "[CV 1/5; 6/6] END batch_size=256, learning_decay=0.9, n_components=11;, score=-1005603.520 total time= 9.8s\n", + "[CV 1/5; 6/6] END batch_size=256, learning_decay=0.9, n_components=11;, score=-1004883.859 total time= 13.6s\n", "[CV 2/5; 6/6] START batch_size=256, learning_decay=0.9, n_components=11.........\n", - "[CV 2/5; 6/6] END batch_size=256, learning_decay=0.9, n_components=11;, score=-1014507.304 total time= 9.8s\n", + "[CV 2/5; 6/6] END batch_size=256, learning_decay=0.9, n_components=11;, score=-1007656.712 total time= 13.5s\n", "[CV 3/5; 6/6] START batch_size=256, learning_decay=0.9, n_components=11.........\n", - "[CV 3/5; 6/6] END batch_size=256, learning_decay=0.9, n_components=11;, score=-1022378.609 total time= 10.0s\n", + "[CV 3/5; 6/6] END batch_size=256, learning_decay=0.9, n_components=11;, score=-1015740.335 total time= 14.0s\n", "[CV 4/5; 6/6] START batch_size=256, learning_decay=0.9, n_components=11.........\n", - "[CV 4/5; 6/6] END batch_size=256, learning_decay=0.9, n_components=11;, score=-971582.299 total time= 9.9s\n", + "[CV 4/5; 6/6] END batch_size=256, learning_decay=0.9, n_components=11;, score=-966718.005 total time= 13.8s\n", "[CV 5/5; 6/6] START batch_size=256, learning_decay=0.9, n_components=11.........\n", - "[CV 5/5; 6/6] END batch_size=256, learning_decay=0.9, n_components=11;, score=-1000234.956 total time= 9.7s\n", - "Best Model's Params: {'batch_size': 256, 'learning_decay': 0.5, 'n_components': 11}\n", - "Best Log Likelihood Score: -1002153.0620655585\n", - "Model Perplexity: 2065.7772975666703\n" + "[CV 5/5; 6/6] END batch_size=256, learning_decay=0.9, n_components=11;, score=-996819.504 total time= 13.8s\n", + "Best Model's Params: {'batch_size': 256, 'learning_decay': 0.9, 'n_components': 11}\n", + "Best Log Likelihood Score: -998363.6828381404\n", + "Model Perplexity: 2076.905945051809\n" ] } ], @@ -488,27 +488,27 @@ "output_type": "stream", "text": [ "Topic: 0\n", - " obj, http, stream, filter, length, type, image, pypi, svg, page\n", + " test, library, object, google, include, class, interface, using, build, example\n", "Topic: 1\n", - " module, perl, test, make, server, cpan, install, command, version, process\n", + " server, client, option, command, network, device, port, support, interface, default\n", "Topic: 2\n", - " window, device, linux, bug, server, gnome, packet, network, support, work\n", + " value, function, string, data, object, return, type, table, method, error\n", "Topic: 3\n", - " install, make, build, directory, package, file, configure, library, usr, path\n", + " install, build, make, package, configure, debian, git, need, directory, gnome\n", "Topic: 4\n", - " license, copyright, gnu, version, public, free, general, warranty, copy, library\n", + " obj, filter, stream, length, type, page, count, parent, max, resource\n", "Topic: 5\n", - " class, object, client, django, interface, json, key, request, new, url\n", + " window, mode, color, game, key, menu, default, size, button, sound\n", "Topic: 6\n", - " html, xml, node, like, make, using, page, language, library, graph\n", + " file, directory, path, install, make, command, default, version, option, usr\n", "Topic: 7\n", - " test, version, project, git, google, package, setup, add, library, support\n", + " license, version, gnu, http, public, free, general, copyright, project, 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"2474 0.000606 0.000606 0.000606 0.000606 \n", - "3518 0.000668 0.000669 0.000669 0.000669 \n", - "2686 0.000805 0.000805 0.000805 0.000805 \n", - "4028 0.000834 0.000834 0.000834 0.000834 \n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/horde_webmail.git_hullabaloo_README\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/horde_groupware.git_hullabaloo_README\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/horde_imp.git_hullabaloo_README\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/horde_mnemo.git_hullabaloo_README\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/horde_kronolith.git_hullabaloo_README\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/horde_sesha.git_hullabaloo_README\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/horde_gollem.git_hullabaloo_README\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/ocaml-batteries-team_batteries-included.git_hullabaloo_README.txt\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/nxt-firmware.git_hullabaloo_README\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/horde_trean.git_hullabaloo_README\n", - " 0 1 2 3 4 5 6 \\\n", - "3304 0.999813 0.000019 0.000019 0.000019 0.000019 0.000019 0.000019 \n", - "376 0.000024 0.000024 0.000024 0.000024 0.000024 0.000024 0.999760 \n", - "3565 0.000024 0.000024 0.000024 0.000024 0.000024 0.042916 0.000024 \n", - "2157 0.000033 0.000033 0.000033 0.000033 0.000033 0.000033 0.000033 \n", - "3776 0.000033 0.000033 0.000033 0.000033 0.000033 0.000033 0.000033 \n", - "2084 0.000039 0.034171 0.902181 0.000039 0.000039 0.000039 0.000039 \n", - "3594 0.000043 0.000043 0.025673 0.009215 0.000043 0.000043 0.000043 \n", - "832 0.000043 0.000043 0.000043 0.000043 0.000043 0.000043 0.061009 \n", - "3488 0.000044 0.000044 0.016315 0.037750 0.000044 0.237159 0.020084 \n", - "2063 0.009143 0.000045 0.000045 0.070350 0.000045 0.465237 0.020005 \n", - "\n", - " 7 8 9 10 \n", - "3304 0.000019 0.000019 0.000019 0.000019 \n", - "376 0.000024 0.000024 0.000024 0.000024 \n", - "3565 0.651042 0.000024 0.000024 0.305849 \n", - "2157 0.000033 0.999668 0.000033 0.000033 \n", - "3776 0.000033 0.000033 0.000033 0.999666 \n", - "2084 0.000039 0.000039 0.000039 0.063336 \n", - "3594 0.000043 0.080246 0.000043 0.884566 \n", - "832 0.000043 0.349562 0.423503 0.165625 \n", - "3488 0.000044 0.000044 0.499671 0.188801 \n", - "2063 0.056883 0.147322 0.000045 0.230882 \n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/sqlmapproject_sqlmap.git_hullabaloo_README.pdf\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/bluca_gsl_hullabaloo_README.md\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/suds-community_suds.git_hullabaloo_README.rst\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/enova_pg_fact_loader.git_hullabaloo_README.md\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/jazzband_inflect.git_hullabaloo_README.txt\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/epam_nfstrace_hullabaloo_README\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/GNOME_genius_hullabaloo_README\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/jmtd_wadc_hullabaloo_README.md\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/OpenPrinting_foomatic-db.git_hullabaloo_README\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/EsotericSoftware_kryo.git_hullabaloo_README.md\n", - "-----------------------Topic 5 --------------------------------\n", - " 0 1 2 3 4 5 6 \\\n", - "1476 0.000561 0.000561 0.000561 0.000561 0.000561 0.994388 0.000561 \n", - "2071 0.000623 0.000623 0.000623 0.000623 0.000623 0.993773 0.000623 \n", - "418 0.000819 0.000819 0.000819 0.000819 0.000819 0.991810 0.000819 \n", - "4222 0.001196 0.001196 0.001196 0.001196 0.001196 0.988037 0.001196 \n", - "3804 0.001280 0.001280 0.001281 0.001280 0.001280 0.987195 0.001281 \n", - "168 0.001377 0.001378 0.001377 0.001378 0.001378 0.986225 0.001377 \n", - "3429 0.001466 0.001466 0.001466 0.001466 0.001466 0.985337 0.001466 \n", - "1651 0.001567 0.001567 0.001567 0.001567 0.001567 0.984325 0.001567 \n", - "3185 0.001653 0.001653 0.001653 0.001653 0.001653 0.983470 0.001653 \n", - "411 0.001748 0.001748 0.001748 0.001748 0.001748 0.982517 0.001748 \n", - "\n", - " 7 8 9 10 \n", - "1476 0.000561 0.000561 0.000561 0.000561 \n", - "2071 0.000623 0.000623 0.000623 0.000623 \n", - "418 0.000819 0.000819 0.000819 0.000819 \n", - "4222 0.001196 0.001196 0.001196 0.001196 \n", - "3804 0.001280 0.001281 0.001280 0.001281 \n", - "168 0.001378 0.001377 0.001377 0.001378 \n", - "3429 0.001466 0.001466 0.001466 0.001466 \n", - "1651 0.001568 0.001567 0.001567 0.001567 \n", - "3185 0.001653 0.001653 0.001653 0.001653 \n", - "411 0.001748 0.001748 0.001748 0.001748 \n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/state-machines_state_machines-activemodel_hullabaloo_README.md\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/rails_jbuilder_hullabaloo_README.rd\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/state-machines_state_machines-activerecord_hullabaloo_README.md\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/ruby-amqp_amqp.git_hullabaloo_README\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/lostisland_faraday_middleware_hullabaloo_README.md\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/ruby-concurrency_thread_safe_hullabaloo_README.md\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/state-machines_state_machines_hullabaloo_README.md\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/doorkeeper-gem_doorkeeper-openid_connect.git_hullabaloo_README.md\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/rails_rails-dom-testing_hullabaloo_README.md\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/lwe_entypo-rails_hullabaloo_README.md\n", - " 0 1 2 3 4 5 6 \\\n", - "735 0.000018 0.000018 0.152543 0.000018 0.067391 0.000018 0.000018 \n", - "1321 0.000018 0.000018 0.462060 0.062600 0.306453 0.000018 0.000018 \n", - "3304 0.999813 0.000019 0.000019 0.000019 0.000019 0.000019 0.000019 \n", - "376 0.000024 0.000024 0.000024 0.000024 0.000024 0.000024 0.999760 \n", - "1606 0.000025 0.000025 0.581536 0.337059 0.007607 0.000025 0.000025 \n", - "1107 0.000030 0.071306 0.000030 0.018016 0.011003 0.000030 0.000030 \n", - "3280 0.000032 0.000032 0.070475 0.026385 0.007691 0.000032 0.003867 \n", - "2157 0.000033 0.000033 0.000033 0.000033 0.000033 0.000033 0.000033 \n", - "3776 0.000033 0.000033 0.000033 0.000033 0.000033 0.000033 0.000033 \n", - "1437 0.000038 0.000038 0.677241 0.075530 0.012854 0.000038 0.000038 \n", - "\n", - " 7 8 9 10 \n", - "735 0.333556 0.173726 0.272679 0.000018 \n", - "1321 0.000018 0.089744 0.000018 0.079036 \n", - "3304 0.000019 0.000019 0.000019 0.000019 \n", - "376 0.000024 0.000024 0.000024 0.000024 \n", - "1606 0.000025 0.000025 0.073622 0.000025 \n", - "1107 0.561982 0.061747 0.000030 0.275796 \n", - "3280 0.000032 0.820210 0.071213 0.000032 \n", - "2157 0.000033 0.999668 0.000033 0.000033 \n", - "3776 0.000033 0.000033 0.000033 0.999666 \n", - "1437 0.000038 0.093611 0.120873 0.019700 \n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/audacity_audacity.git_hullabaloo_README.txt\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/andrikos_kismet-debian_hullabaloo_README\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/sqlmapproject_sqlmap.git_hullabaloo_README.pdf\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/bluca_gsl_hullabaloo_README.md\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/Xastir_Xastir.git_hullabaloo_README.1ST\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/darold_ora2pg.git_hullabaloo_README\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/smbolton_whysynth.git_hullabaloo_README\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/enova_pg_fact_loader.git_hullabaloo_README.md\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/jazzband_inflect.git_hullabaloo_README.txt\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/iortcw_iortcw.git_hullabaloo_README\n", - "-----------------------Topic 6 --------------------------------\n", - " 0 1 2 3 4 5 6 \\\n", - "376 0.000024 0.000024 0.000024 0.000024 0.000024 0.000024 0.999760 \n", - "3770 0.001894 0.001894 0.001894 0.001894 0.001894 0.001894 0.981059 \n", - "277 0.002597 0.002598 0.002598 0.002598 0.002598 0.002598 0.974023 \n", - "2445 0.000610 0.000610 0.000610 0.000610 0.000610 0.000610 0.958713 \n", - "3773 0.004545 0.004546 0.004546 0.004546 0.004546 0.004546 0.954543 \n", - "2176 0.004785 0.004785 0.004785 0.004785 0.004785 0.004785 0.952150 \n", - "2683 0.004785 0.004785 0.004785 0.004785 0.004785 0.004785 0.952150 \n", - "3097 0.004785 0.004785 0.004785 0.004785 0.004785 0.004785 0.952150 \n", - "3898 0.004785 0.004785 0.004785 0.004785 0.004785 0.004785 0.952150 \n", - "1438 0.000092 0.000092 0.000092 0.000092 0.000092 0.000092 0.951493 \n", - "\n", - " 7 8 9 10 \n", - "376 0.000024 0.000024 0.000024 0.000024 \n", - "3770 0.001894 0.001894 0.001894 0.001894 \n", - "277 0.002598 0.002598 0.002598 0.002598 \n", - "2445 0.000610 0.000610 0.035795 0.000610 \n", - "3773 0.004546 0.004546 0.004546 0.004546 \n", - "2176 0.004786 0.004785 0.004785 0.004785 \n", - "2683 0.004786 0.004785 0.004785 0.004785 \n", - "3097 0.004786 0.004785 0.004785 0.004785 \n", - "3898 0.004786 0.004785 0.004785 0.004785 \n", - "1438 0.000092 0.000092 0.000092 0.047675 \n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/bluca_gsl_hullabaloo_README.md\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/jquery_sizzle.git_hullabaloo_README\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/gregkh_bti.git_hullabaloo_README\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/tavianator_bfs.git_hullabaloo_README.md\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/xonsh_xonsh.git_hullabaloo_README.rst\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/angband_angband_hullabaloo_README.txt\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/subdownloader_subdownloader_hullabaloo_README.txt\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/Beep6581_RawTherapee_hullabaloo_README.txt\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/mlpack_mlpack_hullabaloo_README.txt\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/erlware_erlware_commons.git_hullabaloo_README.md\n", - " 0 1 2 3 4 5 6 \\\n", - "735 0.000018 0.000018 0.152543 0.000018 0.067391 0.000018 0.000018 \n", - "1321 0.000018 0.000018 0.462060 0.062600 0.306453 0.000018 0.000018 \n", - "3304 0.999813 0.000019 0.000019 0.000019 0.000019 0.000019 0.000019 \n", - "3565 0.000024 0.000024 0.000024 0.000024 0.000024 0.042916 0.000024 \n", - "1606 0.000025 0.000025 0.581536 0.337059 0.007607 0.000025 0.000025 \n", - "1107 0.000030 0.071306 0.000030 0.018016 0.011003 0.000030 0.000030 \n", - "2157 0.000033 0.000033 0.000033 0.000033 0.000033 0.000033 0.000033 \n", - "3776 0.000033 0.000033 0.000033 0.000033 0.000033 0.000033 0.000033 \n", - "1437 0.000038 0.000038 0.677241 0.075530 0.012854 0.000038 0.000038 \n", - "2084 0.000039 0.034171 0.902181 0.000039 0.000039 0.000039 0.000039 \n", - "\n", - " 7 8 9 10 \n", - "735 0.333556 0.173726 0.272679 0.000018 \n", - "1321 0.000018 0.089744 0.000018 0.079036 \n", - "3304 0.000019 0.000019 0.000019 0.000019 \n", - "3565 0.651042 0.000024 0.000024 0.305849 \n", - "1606 0.000025 0.000025 0.073622 0.000025 \n", - "1107 0.561982 0.061747 0.000030 0.275796 \n", - "2157 0.000033 0.999668 0.000033 0.000033 \n", - "3776 0.000033 0.000033 0.000033 0.999666 \n", - "1437 0.000038 0.093611 0.120873 0.019700 \n", - "2084 0.000039 0.000039 0.000039 0.063336 \n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/audacity_audacity.git_hullabaloo_README.txt\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/andrikos_kismet-debian_hullabaloo_README\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/sqlmapproject_sqlmap.git_hullabaloo_README.pdf\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/suds-community_suds.git_hullabaloo_README.rst\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/Xastir_Xastir.git_hullabaloo_README.1ST\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/darold_ora2pg.git_hullabaloo_README\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/enova_pg_fact_loader.git_hullabaloo_README.md\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/jazzband_inflect.git_hullabaloo_README.txt\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/iortcw_iortcw.git_hullabaloo_README\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/epam_nfstrace_hullabaloo_README\n", - "-----------------------Topic 7 --------------------------------\n", - " 0 1 2 3 4 5 6 \\\n", - "122 0.000133 0.000133 0.000133 0.000133 0.000133 0.000133 0.000133 \n", - "3001 0.000133 0.000133 0.000133 0.000133 0.000133 0.000133 0.000133 \n", - "4122 0.000133 0.000133 0.000133 0.000133 0.000133 0.000133 0.000133 \n", - "3720 0.001515 0.001515 0.001515 0.001515 0.001515 0.001515 0.001515 \n", - "507 0.001567 0.001567 0.001567 0.001568 0.001568 0.001567 0.001567 \n", - "1763 0.001623 0.001624 0.001623 0.001624 0.001624 0.001623 0.001623 \n", - "3670 0.001653 0.001653 0.001653 0.001653 0.001653 0.001653 0.001653 \n", - "2801 0.002066 0.002066 0.002066 0.002066 0.002066 0.002066 0.002066 \n", - "1117 0.002066 0.002066 0.002066 0.002066 0.002066 0.002066 0.002066 \n", - "2984 0.002066 0.002066 0.002066 0.002066 0.002066 0.002066 0.002066 \n", - "\n", - " 7 8 9 10 \n", - "122 0.998667 0.000133 0.000133 0.000133 \n", - "3001 0.998667 0.000133 0.000133 0.000133 \n", - "4122 0.998667 0.000133 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"/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/AltraMayor_f3.git_hullabaloo_README\n", - " 0 1 2 3 4 5 6 \\\n", - "1321 0.000018 0.000018 0.462060 0.062600 0.306453 0.000018 0.000018 \n", - "3304 0.999813 0.000019 0.000019 0.000019 0.000019 0.000019 0.000019 \n", - "376 0.000024 0.000024 0.000024 0.000024 0.000024 0.000024 0.999760 \n", - "3565 0.000024 0.000024 0.000024 0.000024 0.000024 0.042916 0.000024 \n", - "1107 0.000030 0.071306 0.000030 0.018016 0.011003 0.000030 0.000030 \n", - "2157 0.000033 0.000033 0.000033 0.000033 0.000033 0.000033 0.000033 \n", - "3776 0.000033 0.000033 0.000033 0.000033 0.000033 0.000033 0.000033 \n", - "2084 0.000039 0.034171 0.902181 0.000039 0.000039 0.000039 0.000039 \n", - "3594 0.000043 0.000043 0.025673 0.009215 0.000043 0.000043 0.000043 \n", - "2063 0.009143 0.000045 0.000045 0.070350 0.000045 0.465237 0.020005 \n", - "\n", - " 7 8 9 10 \n", - "1321 0.000018 0.089744 0.000018 0.079036 \n", - "3304 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"/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/darold_ora2pg.git_hullabaloo_README\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/enova_pg_fact_loader.git_hullabaloo_README.md\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/jazzband_inflect.git_hullabaloo_README.txt\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/epam_nfstrace_hullabaloo_README\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/GNOME_genius_hullabaloo_README\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/EsotericSoftware_kryo.git_hullabaloo_README.md\n", - "-----------------------Topic 10 --------------------------------\n", - " 0 1 2 3 4 5 6 \\\n", - "3776 0.000033 0.000033 0.000033 0.000033 0.000033 0.000033 0.000033 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"/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/mikeboers_PyMemoize_hullabaloo_README.md\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/perl5-utils_Params-Util_hullabaloo_README.md\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/thlorenz_inline-source-map.git_hullabaloo_README.md\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/osantana_dicteval.git_hullabaloo_README.rst\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/kilobyte_termrec_hullabaloo_README\n", - " 0 1 2 3 4 5 6 \\\n", - "735 0.000018 0.000018 0.152543 0.000018 0.067391 0.000018 0.000018 \n", - "3304 0.999813 0.000019 0.000019 0.000019 0.000019 0.000019 0.000019 \n", - "376 0.000024 0.000024 0.000024 0.000024 0.000024 0.000024 0.999760 \n", - "1606 0.000025 0.000025 0.581536 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0.000050 \n", + "734 0.008753 0.000018 0.690342 0.017963 \n", + "3299 0.000019 0.000019 0.000019 0.000019 \n", + "1604 0.005943 0.000025 0.075213 0.000025 \n", + "3275 0.000032 0.000032 0.102291 0.000032 \n", + "1435 0.005478 0.006674 0.061303 0.000038 \n", + "2514 0.019573 0.000045 0.043894 0.000045 \n", + "3934 0.000048 0.000048 0.000048 0.000048 \n", + "1386 0.178925 0.000050 0.000050 0.000050 \n", + "2133 0.033438 0.000057 0.184634 0.000057 \n", + "789 0.096216 0.000058 0.019038 0.000058 \n", "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/audacity_audacity.git_hullabaloo_README.txt\n", "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/sqlmapproject_sqlmap.git_hullabaloo_README.pdf\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/bluca_gsl_hullabaloo_README.md\n", "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/Xastir_Xastir.git_hullabaloo_README.1ST\n", "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/smbolton_whysynth.git_hullabaloo_README\n", - "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/enova_pg_fact_loader.git_hullabaloo_README.md\n", + "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/iortcw_iortcw.git_hullabaloo_README\n", "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/kjn_lbzip2_hullabaloo_README\n", "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/jrincayc_ucblogo-code.git_hullabaloo_README\n", "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/arno-iptables-firewall_aif.git_hullabaloo_README\n", + "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/blais_xxdiff.git_hullabaloo_README.build\n", + "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/swami_swami_hullabaloo_README\n", + "-----------------------Topic 3 --------------------------------\n", + " 0 1 2 3 4 5 6 \\\n", + "1363 0.000739 0.000739 0.000739 0.992609 0.000739 0.000739 0.000739 \n", + "339 0.000805 0.000805 0.000805 0.991954 0.000805 0.000805 0.000805 \n", + "4200 0.000805 0.000805 0.000805 0.991954 0.000805 0.000805 0.000805 \n", + "3897 0.000819 0.000819 0.000819 0.991810 0.000819 0.000819 0.000819 \n", + "1693 0.000819 0.000819 0.000819 0.991810 0.000819 0.000819 0.000819 \n", + "1464 0.000850 0.000850 0.000850 0.991503 0.000850 0.000850 0.000850 \n", + "3669 0.000850 0.000850 0.000850 0.991503 0.000850 0.000850 0.000850 \n", + "1157 0.000978 0.000978 0.000978 0.990224 0.000978 0.000978 0.000978 \n", + "1825 0.000988 0.000988 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0.000044 \n", + "2060 0.236422 0.000045 0.312054 0.000045 0.365046 0.000045 0.000045 \n", + "\n", + " 7 8 9 10 \n", + "734 0.008753 0.000018 0.690342 0.017963 \n", + "3299 0.000019 0.000019 0.000019 0.000019 \n", + "375 0.000024 0.000024 0.004995 0.685147 \n", + "3275 0.000032 0.000032 0.102291 0.000032 \n", + "3771 0.000033 0.000033 0.653065 0.000033 \n", + "2081 0.000039 0.000039 0.000039 0.000039 \n", + "3589 0.000043 0.000043 0.279405 0.000043 \n", + "831 0.003522 0.000043 0.003402 0.000043 \n", + "3483 0.000044 0.000044 0.085361 0.000044 \n", + "2060 0.000045 0.000045 0.078141 0.008067 \n", + "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/audacity_audacity.git_hullabaloo_README.txt\n", + "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/sqlmapproject_sqlmap.git_hullabaloo_README.pdf\n", + "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/bluca_gsl_hullabaloo_README.md\n", + "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/smbolton_whysynth.git_hullabaloo_README\n", + "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/jazzband_inflect.git_hullabaloo_README.txt\n", + "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/epam_nfstrace_hullabaloo_README\n", + "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/GNOME_genius_hullabaloo_README\n", + "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/jmtd_wadc_hullabaloo_README.md\n", + "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/OpenPrinting_foomatic-db.git_hullabaloo_README\n", + 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"/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/GNOME_genius_hullabaloo_README\n", + "-----------------------Topic 7 --------------------------------\n", + " 0 1 2 3 4 5 6 \\\n", + "1146 0.000457 0.000457 0.000457 0.000457 0.000457 0.000457 0.000457 \n", + "4245 0.000544 0.000544 0.000544 0.000544 0.000544 0.000544 0.000544 \n", + "2853 0.000558 0.000558 0.000558 0.000558 0.000558 0.000558 0.000558 \n", + "3625 0.000587 0.000587 0.000587 0.000587 0.000587 0.000587 0.000587 \n", + "1663 0.000598 0.000598 0.000598 0.000598 0.000598 0.000598 0.000598 \n", + "2567 0.000623 0.000623 0.000623 0.000623 0.000623 0.000623 0.000623 \n", + "1779 0.000699 0.000699 0.000699 0.000699 0.000699 0.000699 0.000699 \n", + "1265 0.000777 0.000777 0.000777 0.000777 0.000777 0.000777 0.000777 \n", + "2103 0.000812 0.000812 0.000812 0.000812 0.000812 0.000812 0.000812 \n", + "4023 0.000834 0.000834 0.000834 0.000834 0.000834 0.000834 0.000834 \n", + "\n", + " 7 8 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"/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/mopidy_mopidy-alsamixer_hullabaloo_README.rst\n", + "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/horde_sesha.git_hullabaloo_README\n", + "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/mopidy_mopidy-mpris.git_hullabaloo_README.rst\n", + "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/tkem_mopidy-internetarchive_hullabaloo_README.rst\n", + "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/kingosticks_mopidy-tunein_hullabaloo_README.rst\n", + "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/tkem_mopidy-podcast-itunes_hullabaloo_README.rst\n", + 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"/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/enova_pg_fact_loader.git_hullabaloo_README.md\n", + "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/jazzband_inflect.git_hullabaloo_README.txt\n", + "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/epam_nfstrace_hullabaloo_README\n", + "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/GNOME_genius_hullabaloo_README\n", + "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/OpenPrinting_foomatic-db.git_hullabaloo_README\n", + "/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/EsotericSoftware_kryo.git_hullabaloo_README.md\n", + "-----------------------Topic 8 --------------------------------\n", + " 0 1 2 3 4 5 6 \\\n", + "1118 0.001541 0.001541 0.001541 0.001541 0.001541 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"execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -33,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -43,7 +43,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -197,7 +197,7 @@ "4 0.246845 0.449997 2 658.0 " ] }, - "execution_count": 35, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -240,161 +240,16 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "

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